Skip to content

Instantly share code, notes, and snippets.

@firmai
Created May 1, 2023 16:49
Show Gist options
  • Save firmai/25d7a5a722034efb4afbee73abda2cb9 to your computer and use it in GitHub Desktop.
Save firmai/25d7a5a722034efb4afbee73abda2cb9 to your computer and use it in GitHub Desktop.
PCA Covid.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/firmai/25d7a5a722034efb4afbee73abda2cb9/pca-covid.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"%%capture\n",
"!pip install yfinance \n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import yfinance as yf\n",
"import bs4 as bs\n",
"import requests\n",
"plt.style.use('fivethirtyeight')"
],
"metadata": {
"id": "69Eov7FE3LSZ"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "mxdShMAy29H4"
},
"outputs": [],
"source": [
"# Scrap sp500 tickers\n",
"def save_sp500_tickers():\n",
"\n",
" resp = requests.get('http://en.wikipedia.org/wiki/List_of_S%26P_500_companies')\n",
" soup = bs.BeautifulSoup(resp.text, 'html')\n",
" table = soup.find('table', {'class': 'wikitable sortable'})\n",
" tickers = []\n",
" for row in table.findAll('tr')[1:]:\n",
" ticker = row.findAll('td')[0].text\n",
" if not '.' in ticker:\n",
" tickers.append(ticker.replace('\\n',''))\n",
" \n",
" return tickers\n",
"\n",
"tickers = save_sp500_tickers()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "W2sVqxNZ29H5",
"outputId": "9dbbccf8-4bb0-4f08-8fca-54bcbe1adc9d",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"[*********************100%***********************] 501 of 501 completed\n"
]
}
],
"source": [
"prices = yf.download(tickers, start='2020-01-01')['Adj Close'] "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "HrMzVjxg29H6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 595
},
"outputId": "9acfc448-ed5e-4c63-99f0-0c6bdb2dce62"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"rs = prices.apply(np.log).diff(1)\n",
"rs.plot(legend=0, figsize=(10,6), grid=True, title='Daily Returns of the Stocks in the S&P500')\n",
"plt.tight_layout()\n",
"plt.savefig('daily.svg')"
]
},
{
"cell_type": "code",
"source": [
"rs.iloc[2:,:]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 455
},
"id": "FcYzf2OFgz64",
"outputId": "16b0ea8b-421b-4ca1-d24e-d36dbe349549"
},
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" A AAL AAP AAPL ABBV ABC \\\n",
"Date \n",
"2020-01-06 0.002952 -0.012007 -0.016571 0.007937 0.007861 0.014535 \n",
"2020-01-07 0.003061 -0.003667 -0.011933 -0.004714 -0.005721 -0.007182 \n",
"2020-01-08 0.009825 0.022522 -0.011555 0.015958 0.007062 0.009643 \n",
"2020-01-09 0.015590 0.003943 -0.001895 0.021018 0.007678 0.014061 \n",
"2020-01-10 0.003660 -0.022798 -0.025574 0.002258 -0.012830 0.004375 \n",
"... ... ... ... ... ... ... \n",
"2023-04-25 -0.060349 -0.036701 -0.024342 -0.009480 0.004985 0.002263 \n",
"2023-04-26 0.020874 -0.007819 -0.011783 -0.000061 -0.018978 -0.015589 \n",
"2023-04-27 0.000976 0.010929 0.020791 0.028000 -0.083288 0.011535 \n",
"2023-04-28 0.016228 0.057331 0.005031 0.007513 0.015001 -0.003351 \n",
"2023-05-01 0.005155 0.017442 0.004055 -0.000177 0.013278 -0.005921 \n",
"\n",
" ABT ACGL ACN ADBE ... WYNN XEL \\\n",
"Date ... \n",
"2020-01-06 0.005225 0.003914 -0.006552 0.005710 ... -0.001981 -0.001437 \n",
"2020-01-07 -0.005575 -0.008306 -0.021826 -0.000959 ... 0.004734 -0.002079 \n",
"2020-01-08 0.004068 -0.010013 0.001960 0.013348 ... 0.006254 -0.000961 \n",
"2020-01-09 0.002665 0.020156 0.008868 0.007607 ... -0.004212 0.002241 \n",
"2020-01-10 -0.012573 -0.001607 0.007298 -0.001882 ... 0.006032 0.001598 \n",
"... ... ... ... ... ... ... ... \n",
"2023-04-25 -0.003903 0.001103 -0.023908 -0.020752 ... -0.025210 0.002110 \n",
"2023-04-26 -0.011156 -0.004141 0.001882 -0.017826 ... -0.019722 -0.021299 \n",
"2023-04-27 0.006873 0.021756 0.015513 0.022765 ... 0.007011 0.008289 \n",
"2023-04-28 0.008819 0.015979 0.017419 0.016396 ... 0.036173 -0.004994 \n",
"2023-05-01 0.006541 0.018870 -0.004183 -0.004300 ... 0.023437 0.005136 \n",
"\n",
" XOM XRAY XYL YUM ZBH ZBRA \\\n",
"Date \n",
"2020-01-06 0.007649 0.005491 -0.006495 -0.000589 -0.005796 0.007626 \n",
"2020-01-07 -0.008218 0.005286 -0.003766 0.001767 -0.000879 -0.005987 \n",
"2020-01-08 -0.015195 0.010488 0.003390 0.001764 0.011903 -0.035036 \n",
"2020-01-09 0.007627 0.000695 0.004503 0.007898 -0.006640 -0.004614 \n",
"2020-01-10 -0.008928 0.004162 -0.002374 -0.012412 0.009310 -0.000933 \n",
"... ... ... ... ... ... ... \n",
"2023-04-25 -0.014315 -0.011406 -0.015618 -0.007878 0.006638 -0.014294 \n",
"2023-04-26 -0.009225 -0.000977 -0.019029 0.001450 0.000144 -0.013038 \n",
"2023-04-27 0.011882 0.010451 0.027832 0.012887 -0.005263 0.013108 \n",
"2023-04-28 0.012842 0.013687 0.000096 0.005564 0.000650 0.013668 \n",
"2023-05-01 -0.028195 0.002858 0.013867 0.013635 0.007412 -0.000625 \n",
"\n",
" ZION ZTS \n",
"Date \n",
"2020-01-06 -0.012261 -0.007707 \n",
"2020-01-07 -0.006089 0.003375 \n",
"2020-01-08 0.009802 -0.002174 \n",
"2020-01-09 0.006611 0.013192 \n",
"2020-01-10 -0.018188 0.003769 \n",
"... ... ... \n",
"2023-04-25 -0.056015 -0.019063 \n",
"2023-04-26 -0.012801 -0.000462 \n",
"2023-04-27 0.007174 0.005823 \n",
"2023-04-28 0.047033 0.010465 \n",
"2023-05-01 -0.032467 0.016979 \n",
"\n",
"[836 rows x 501 columns]"
],
"text/html": [
"\n",
" <div id=\"df-b978aba8-8e66-4b84-9276-75f6e77e2fed\">\n",
" <div class=\"colab-df-container\">\n",
" <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>A</th>\n",
" <th>AAL</th>\n",
" <th>AAP</th>\n",
" <th>AAPL</th>\n",
" <th>ABBV</th>\n",
" <th>ABC</th>\n",
" <th>ABT</th>\n",
" <th>ACGL</th>\n",
" <th>ACN</th>\n",
" <th>ADBE</th>\n",
" <th>...</th>\n",
" <th>WYNN</th>\n",
" <th>XEL</th>\n",
" <th>XOM</th>\n",
" <th>XRAY</th>\n",
" <th>XYL</th>\n",
" <th>YUM</th>\n",
" <th>ZBH</th>\n",
" <th>ZBRA</th>\n",
" <th>ZION</th>\n",
" <th>ZTS</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",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-01-06</th>\n",
" <td>0.002952</td>\n",
" <td>-0.012007</td>\n",
" <td>-0.016571</td>\n",
" <td>0.007937</td>\n",
" <td>0.007861</td>\n",
" <td>0.014535</td>\n",
" <td>0.005225</td>\n",
" <td>0.003914</td>\n",
" <td>-0.006552</td>\n",
" <td>0.005710</td>\n",
" <td>...</td>\n",
" <td>-0.001981</td>\n",
" <td>-0.001437</td>\n",
" <td>0.007649</td>\n",
" <td>0.005491</td>\n",
" <td>-0.006495</td>\n",
" <td>-0.000589</td>\n",
" <td>-0.005796</td>\n",
" <td>0.007626</td>\n",
" <td>-0.012261</td>\n",
" <td>-0.007707</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-07</th>\n",
" <td>0.003061</td>\n",
" <td>-0.003667</td>\n",
" <td>-0.011933</td>\n",
" <td>-0.004714</td>\n",
" <td>-0.005721</td>\n",
" <td>-0.007182</td>\n",
" <td>-0.005575</td>\n",
" <td>-0.008306</td>\n",
" <td>-0.021826</td>\n",
" <td>-0.000959</td>\n",
" <td>...</td>\n",
" <td>0.004734</td>\n",
" <td>-0.002079</td>\n",
" <td>-0.008218</td>\n",
" <td>0.005286</td>\n",
" <td>-0.003766</td>\n",
" <td>0.001767</td>\n",
" <td>-0.000879</td>\n",
" <td>-0.005987</td>\n",
" <td>-0.006089</td>\n",
" <td>0.003375</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-08</th>\n",
" <td>0.009825</td>\n",
" <td>0.022522</td>\n",
" <td>-0.011555</td>\n",
" <td>0.015958</td>\n",
" <td>0.007062</td>\n",
" <td>0.009643</td>\n",
" <td>0.004068</td>\n",
" <td>-0.010013</td>\n",
" <td>0.001960</td>\n",
" <td>0.013348</td>\n",
" <td>...</td>\n",
" <td>0.006254</td>\n",
" <td>-0.000961</td>\n",
" <td>-0.015195</td>\n",
" <td>0.010488</td>\n",
" <td>0.003390</td>\n",
" <td>0.001764</td>\n",
" <td>0.011903</td>\n",
" <td>-0.035036</td>\n",
" <td>0.009802</td>\n",
" <td>-0.002174</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-09</th>\n",
" <td>0.015590</td>\n",
" <td>0.003943</td>\n",
" <td>-0.001895</td>\n",
" <td>0.021018</td>\n",
" <td>0.007678</td>\n",
" <td>0.014061</td>\n",
" <td>0.002665</td>\n",
" <td>0.020156</td>\n",
" <td>0.008868</td>\n",
" <td>0.007607</td>\n",
" <td>...</td>\n",
" <td>-0.004212</td>\n",
" <td>0.002241</td>\n",
" <td>0.007627</td>\n",
" <td>0.000695</td>\n",
" <td>0.004503</td>\n",
" <td>0.007898</td>\n",
" <td>-0.006640</td>\n",
" <td>-0.004614</td>\n",
" <td>0.006611</td>\n",
" <td>0.013192</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-10</th>\n",
" <td>0.003660</td>\n",
" <td>-0.022798</td>\n",
" <td>-0.025574</td>\n",
" <td>0.002258</td>\n",
" <td>-0.012830</td>\n",
" <td>0.004375</td>\n",
" <td>-0.012573</td>\n",
" <td>-0.001607</td>\n",
" <td>0.007298</td>\n",
" <td>-0.001882</td>\n",
" <td>...</td>\n",
" <td>0.006032</td>\n",
" <td>0.001598</td>\n",
" <td>-0.008928</td>\n",
" <td>0.004162</td>\n",
" <td>-0.002374</td>\n",
" <td>-0.012412</td>\n",
" <td>0.009310</td>\n",
" <td>-0.000933</td>\n",
" <td>-0.018188</td>\n",
" <td>0.003769</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-04-25</th>\n",
" <td>-0.060349</td>\n",
" <td>-0.036701</td>\n",
" <td>-0.024342</td>\n",
" <td>-0.009480</td>\n",
" <td>0.004985</td>\n",
" <td>0.002263</td>\n",
" <td>-0.003903</td>\n",
" <td>0.001103</td>\n",
" <td>-0.023908</td>\n",
" <td>-0.020752</td>\n",
" <td>...</td>\n",
" <td>-0.025210</td>\n",
" <td>0.002110</td>\n",
" <td>-0.014315</td>\n",
" <td>-0.011406</td>\n",
" <td>-0.015618</td>\n",
" <td>-0.007878</td>\n",
" <td>0.006638</td>\n",
" <td>-0.014294</td>\n",
" <td>-0.056015</td>\n",
" <td>-0.019063</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-04-26</th>\n",
" <td>0.020874</td>\n",
" <td>-0.007819</td>\n",
" <td>-0.011783</td>\n",
" <td>-0.000061</td>\n",
" <td>-0.018978</td>\n",
" <td>-0.015589</td>\n",
" <td>-0.011156</td>\n",
" <td>-0.004141</td>\n",
" <td>0.001882</td>\n",
" <td>-0.017826</td>\n",
" <td>...</td>\n",
" <td>-0.019722</td>\n",
" <td>-0.021299</td>\n",
" <td>-0.009225</td>\n",
" <td>-0.000977</td>\n",
" <td>-0.019029</td>\n",
" <td>0.001450</td>\n",
" <td>0.000144</td>\n",
" <td>-0.013038</td>\n",
" <td>-0.012801</td>\n",
" <td>-0.000462</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-04-27</th>\n",
" <td>0.000976</td>\n",
" <td>0.010929</td>\n",
" <td>0.020791</td>\n",
" <td>0.028000</td>\n",
" <td>-0.083288</td>\n",
" <td>0.011535</td>\n",
" <td>0.006873</td>\n",
" <td>0.021756</td>\n",
" <td>0.015513</td>\n",
" <td>0.022765</td>\n",
" <td>...</td>\n",
" <td>0.007011</td>\n",
" <td>0.008289</td>\n",
" <td>0.011882</td>\n",
" <td>0.010451</td>\n",
" <td>0.027832</td>\n",
" <td>0.012887</td>\n",
" <td>-0.005263</td>\n",
" <td>0.013108</td>\n",
" <td>0.007174</td>\n",
" <td>0.005823</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-04-28</th>\n",
" <td>0.016228</td>\n",
" <td>0.057331</td>\n",
" <td>0.005031</td>\n",
" <td>0.007513</td>\n",
" <td>0.015001</td>\n",
" <td>-0.003351</td>\n",
" <td>0.008819</td>\n",
" <td>0.015979</td>\n",
" <td>0.017419</td>\n",
" <td>0.016396</td>\n",
" <td>...</td>\n",
" <td>0.036173</td>\n",
" <td>-0.004994</td>\n",
" <td>0.012842</td>\n",
" <td>0.013687</td>\n",
" <td>0.000096</td>\n",
" <td>0.005564</td>\n",
" <td>0.000650</td>\n",
" <td>0.013668</td>\n",
" <td>0.047033</td>\n",
" <td>0.010465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-05-01</th>\n",
" <td>0.005155</td>\n",
" <td>0.017442</td>\n",
" <td>0.004055</td>\n",
" <td>-0.000177</td>\n",
" <td>0.013278</td>\n",
" <td>-0.005921</td>\n",
" <td>0.006541</td>\n",
" <td>0.018870</td>\n",
" <td>-0.004183</td>\n",
" <td>-0.004300</td>\n",
" <td>...</td>\n",
" <td>0.023437</td>\n",
" <td>0.005136</td>\n",
" <td>-0.028195</td>\n",
" <td>0.002858</td>\n",
" <td>0.013867</td>\n",
" <td>0.013635</td>\n",
" <td>0.007412</td>\n",
" <td>-0.000625</td>\n",
" <td>-0.032467</td>\n",
" <td>0.016979</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>836 rows × 501 columns</p>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b978aba8-8e66-4b84-9276-75f6e77e2fed')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
" \n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
" <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-b978aba8-8e66-4b84-9276-75f6e77e2fed button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-b978aba8-8e66-4b84-9276-75f6e77e2fed');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "uOtfHaPL29H7",
"outputId": "f2599334-fb40-4886-c85e-c5d87e16dbc4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 595
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"(rs.cumsum().apply(np.exp)).plot(legend=0, figsize=(10,6), grid=True, title='Cumulative Returns of the Stocks in the S&P500')\n",
"plt.tight_layout()\n",
"plt.savefig('cummulative.svg')"
]
},
{
"cell_type": "code",
"source": [
"rs.shape"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rdHOyKoq9JoQ",
"outputId": "34631a32-8b42-49f3-f5d0-6742b4f546ae"
},
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(838, 501)"
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "kPvQUodBmMOR"
},
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"source": [
"rs.median(1)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "NaF8BGNAvHne",
"outputId": "f346254a-3d31-451f-c54d-c97842b43395"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Date\n",
"2020-01-02 NaN\n",
"2020-01-03 -0.005954\n",
"2020-01-06 0.000506\n",
"2020-01-07 -0.002236\n",
"2020-01-08 0.003881\n",
" ... \n",
"2023-04-25 -0.015556\n",
"2023-04-26 -0.009736\n",
"2023-04-27 0.015550\n",
"2023-04-28 0.010795\n",
"2023-05-01 0.003570\n",
"Length: 838, dtype: float64"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"# pd.Series(all.flatten())"
],
"metadata": {
"id": "3n-ZGkI8n4eC"
},
"execution_count": 12,
"outputs": []
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"id": "kTNlHjdK29H7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 595
},
"outputId": "73a17bc6-a9cd-49c2-9c16-974849482e82"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"pca = PCA(1).fit(rs.fillna(0))\n",
"pc1 = pd.Series(index=rs.columns, data=pca.components_[0])\n",
"\n",
"pc1.plot(figsize=(10,6), grid=True, title='First Principal Component of the S&P500')\n",
"plt.tight_layout()\n",
"plt.savefig('first.svg')"
]
},
{
"cell_type": "code",
"source": [
"all = PCA(1).fit_transform(rs.fillna(0))"
],
"metadata": {
"id": "2thrT9DcDf9z"
},
"execution_count": 17,
"outputs": []
},
{
"cell_type": "code",
"source": [
"all"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "80I-RHiZDu_4",
"outputId": "66cc71dc-4242-400c-fead-aa1474ad7e01"
},
"execution_count": 20,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[ 5.08028622e-03],\n",
" [ 1.39264853e-01],\n",
" [ 2.60904178e-03],\n",
" [-6.33260782e-04],\n",
" [-5.18309390e-02],\n",
" [-1.01725068e-01],\n",
" [ 8.10715777e-02],\n",
" [-1.53383999e-01],\n",
" [-2.45166327e-02],\n",
" [ 1.89356811e-03],\n",
" [-2.02614777e-01],\n",
" [-4.29475694e-02],\n",
" [ 1.43025748e-01],\n",
" [ 3.27345962e-02],\n",
" [-5.12955820e-02],\n",
" [ 2.55328771e-01],\n",
" [ 4.01688322e-01],\n",
" [-2.17948529e-01],\n",
" [ 6.52426380e-02],\n",
" [-4.60961060e-02],\n",
" [ 4.31702210e-01],\n",
" [-1.39530205e-01],\n",
" [-3.43557331e-01],\n",
" [-2.71845732e-01],\n",
" [ 3.79347137e-02],\n",
" [ 1.97198688e-01],\n",
" [-9.84144622e-02],\n",
" [-1.55018912e-01],\n",
" [-1.68278673e-01],\n",
" [ 3.05308581e-02],\n",
" [-4.12478390e-03],\n",
" [ 9.31413913e-02],\n",
" [-1.36114947e-01],\n",
" [ 1.06313273e-02],\n",
" [ 2.36015670e-01],\n",
" [ 7.42428986e-01],\n",
" [ 7.99753650e-01],\n",
" [ 2.72194437e-01],\n",
" [ 8.56687730e-01],\n",
" [ 2.20966554e-01],\n",
" [-7.16113691e-01],\n",
" [ 5.90808873e-01],\n",
" [-7.26685591e-01],\n",
" [ 8.95985738e-01],\n",
" [ 5.54251133e-01],\n",
" [ 2.41696586e+00],\n",
" [-1.09593812e+00],\n",
" [ 1.36374985e+00],\n",
" [ 2.55955673e+00],\n",
" [-1.75321041e+00],\n",
" [ 3.21930258e+00],\n",
" [-6.85998835e-01],\n",
" [ 2.14064907e+00],\n",
" [-6.63415110e-01],\n",
" [ 7.52397249e-01],\n",
" [ 6.98110258e-01],\n",
" [-2.54894634e+00],\n",
" [-8.01132327e-01],\n",
" [-1.18575214e+00],\n",
" [ 9.57103813e-01],\n",
" [-3.21168410e-01],\n",
" [ 3.17559372e-01],\n",
" [ 1.38364341e+00],\n",
" [-1.96014559e-01],\n",
" [ 3.84725616e-01],\n",
" [-1.81889666e+00],\n",
" [-3.28042382e-01],\n",
" [-1.05317489e+00],\n",
" [-5.65505972e-01],\n",
" [ 5.46313081e-01],\n",
" [-4.64267242e-01],\n",
" [ 8.38192576e-01],\n",
" [ 2.60290889e-01],\n",
" [-1.00403218e+00],\n",
" [ 5.00533740e-01],\n",
" [ 6.67808125e-01],\n",
" [-4.18480991e-01],\n",
" [-1.33504851e-01],\n",
" [-2.83510247e-01],\n",
" [-6.55453804e-01],\n",
" [-3.48317860e-01],\n",
" [-8.88186073e-01],\n",
" [ 5.87342328e-01],\n",
" [ 8.84580371e-01],\n",
" [-2.32724526e-02],\n",
" [-5.51877867e-02],\n",
" [ 2.87875043e-01],\n",
" [-4.32646526e-01],\n",
" [-6.34103970e-01],\n",
" [ 3.01815493e-01],\n",
" [ 5.95094130e-01],\n",
" [ 7.20899385e-01],\n",
" [-3.74572544e-01],\n",
" [-3.10774641e-02],\n",
" [-1.29656169e+00],\n",
" [ 2.88182576e-01],\n",
" [-4.44526932e-01],\n",
" [ 7.80385279e-02],\n",
" [ 2.54538774e-03],\n",
" [-7.76680792e-01],\n",
" [-5.22789302e-01],\n",
" [ 2.84688516e-01],\n",
" [ 6.86162423e-02],\n",
" [-2.72012156e-01],\n",
" [-2.75840653e-01],\n",
" [-6.43608143e-01],\n",
" [-1.63174575e-01],\n",
" [-8.08234110e-01],\n",
" [-5.00453476e-01],\n",
" [ 5.77240985e-01],\n",
" [ 5.49961561e-01],\n",
" [ 1.63953754e+00],\n",
" [-5.32890478e-01],\n",
" [-2.51453234e-01],\n",
" [-4.24058461e-01],\n",
" [ 2.67621165e-01],\n",
" [ 6.75631394e-03],\n",
" [ 2.42462372e-01],\n",
" [-1.16021067e-02],\n",
" [-5.86462303e-02],\n",
" [ 8.28766425e-01],\n",
" [-2.40754456e-01],\n",
" [ 5.32178552e-01],\n",
" [-4.70013504e-01],\n",
" [-3.04196498e-01],\n",
" [ 1.00427329e-01],\n",
" [-1.15605465e-01],\n",
" [-2.51489832e-01],\n",
" [ 4.29245691e-01],\n",
" [-9.19368385e-02],\n",
" [ 4.03123005e-01],\n",
" [-3.91537271e-01],\n",
" [ 1.19484337e-01],\n",
" [-3.27439385e-01],\n",
" [-5.81964879e-01],\n",
" [ 1.02188547e-01],\n",
" [-1.77481573e-02],\n",
" [ 1.25011592e-01],\n",
" [-2.54228185e-01],\n",
" [-1.27027501e-01],\n",
" [ 5.88675130e-02],\n",
" [ 1.88950113e-01],\n",
" [-5.62549379e-02],\n",
" [ 1.67176540e-01],\n",
" [-4.11028795e-01],\n",
" [ 1.95038722e-01],\n",
" [ 7.45455582e-02],\n",
" [-8.43333793e-02],\n",
" [-1.38599865e-01],\n",
" [-2.40422686e-01],\n",
" [ 1.35621290e-02],\n",
" [-2.07524243e-01],\n",
" [-3.02531177e-01],\n",
" [ 2.19851555e-02],\n",
" [-1.17135049e-01],\n",
" [ 1.03698101e-01],\n",
" [-6.27563217e-02],\n",
" [ 3.83941604e-02],\n",
" [ 1.27464266e-01],\n",
" [ 8.59843304e-02],\n",
" [ 1.43852719e-01],\n",
" [ 5.21573541e-02],\n",
" [-3.89548362e-01],\n",
" [ 8.15299746e-03],\n",
" [ 6.78353912e-02],\n",
" [-1.49141571e-01],\n",
" [-2.25250527e-01],\n",
" [ 2.35069507e-01],\n",
" [-1.10920808e-01],\n",
" [-3.54411165e-01],\n",
" [ 5.20487867e-01],\n",
" [ 2.08838144e-02],\n",
" [ 5.12094291e-01],\n",
" [-2.53409428e-01],\n",
" [ 3.24876582e-01],\n",
" [-7.89523865e-02],\n",
" [-4.12932379e-01],\n",
" [-1.70648840e-02],\n",
" [-1.67999629e-01],\n",
" [ 1.18381884e-01],\n",
" [ 2.54047739e-01],\n",
" [ 6.16195532e-01],\n",
" [-8.34101530e-02],\n",
" [ 5.18529995e-01],\n",
" [-1.71138773e-02],\n",
" [-3.10972047e-01],\n",
" [-4.42867399e-01],\n",
" [ 1.90984958e-01],\n",
" [-1.22113756e-01],\n",
" [-7.30165847e-02],\n",
" [-1.16842407e-01],\n",
" [-4.19317513e-01],\n",
" [ 2.33963133e-01],\n",
" [-4.13793965e-01],\n",
" [-3.17912845e-01],\n",
" [-1.63471025e-02],\n",
" [-1.28147596e-01],\n",
" [ 2.50383268e-01],\n",
" [ 5.09939557e-02],\n",
" [-9.67609210e-02],\n",
" [ 4.70691525e-02],\n",
" [ 2.79494720e-01],\n",
" [-1.59476820e-01],\n",
" [ 1.29534003e-01],\n",
" [-3.24230459e-01],\n",
" [-1.06916092e-01],\n",
" [ 5.71895937e-01],\n",
" [ 3.16542603e-01],\n",
" [ 6.88185432e-01],\n",
" [-2.92545695e-01],\n",
" [ 5.60687375e-02],\n",
" [-4.75116502e-01],\n",
" [-4.18745023e-01],\n",
" [ 2.64723688e-02],\n",
" [-4.97849884e-01],\n",
" [ 1.23056495e-01],\n",
" [-1.10499047e+00],\n",
" [-9.60069708e-02],\n",
" [ 5.24142630e-02],\n",
" [ 3.83690109e-01],\n",
" [-5.06271045e-01],\n",
" [-4.77003222e-01],\n",
" [ 2.73400503e-02],\n",
" [ 2.26777331e-01],\n",
" [-1.31928455e-01],\n",
" [ 1.38428814e-01],\n",
" [-3.88946298e-01],\n",
" [-4.88185895e-01],\n",
" [ 1.41805739e-01],\n",
" [ 5.58244164e-03],\n",
" [ 2.98149578e-01],\n",
" [-2.07171678e-01],\n",
" [-7.53213430e-02],\n",
" [-1.45152935e-01],\n",
" [-3.72033862e-01],\n",
" [ 1.21187409e-01],\n",
" [-7.20518130e-02],\n",
" [ 9.68669205e-02],\n",
" [-1.94020666e-02],\n",
" [ 1.31849829e-01],\n",
" [ 1.91585743e-01],\n",
" [-3.56887140e-01],\n",
" [ 5.29874797e-02],\n",
" [-1.25763902e-01],\n",
" [ 9.52742658e-02],\n",
" [ 1.31399374e-01],\n",
" [ 9.25256990e-02],\n",
" [-1.63909362e-01],\n",
" [-2.90594392e-02],\n",
" [-3.29295328e-02],\n",
" [ 1.31196277e-01],\n",
" [-1.79605441e-01],\n",
" [-1.33053098e-01],\n",
" [ 3.63798178e-01],\n",
" [-2.64133190e-01],\n",
" [-5.32046274e-01],\n",
" [-2.47434613e-01],\n",
" [-9.74922000e-03],\n",
" [ 2.56461995e-02],\n",
" [-2.01547527e-01],\n",
" [ 9.08510061e-02],\n",
" [-1.19879869e-01],\n",
" [ 2.35968270e-01],\n",
" [-1.32555120e-01],\n",
" [-1.34354637e-01],\n",
" [ 1.39716632e-01],\n",
" [ 1.18183023e-01],\n",
" [ 1.01521575e-01],\n",
" [ 1.96258291e-01],\n",
" [ 5.86097577e-01],\n",
" [-3.45001628e-01],\n",
" [ 4.55853269e-01],\n",
" [-3.09533101e-01],\n",
" [-3.28458874e-01],\n",
" [-1.06386758e-01],\n",
" [-2.94467416e-01],\n",
" [-1.27675598e-01],\n",
" [-2.85382273e-01],\n",
" [ 3.60281975e-02],\n",
" [-5.63626994e-02],\n",
" [-2.58528039e-02],\n",
" [-1.36884901e-01],\n",
" [-7.77073071e-02],\n",
" [ 2.12698705e-02],\n",
" [ 1.69076317e-01],\n",
" [-2.48116740e-01],\n",
" [-2.92429679e-02],\n",
" [-8.20163922e-02],\n",
" [-3.78835274e-01],\n",
" [ 5.82990765e-01],\n",
" [ 9.20070051e-02],\n",
" [-4.91634569e-01],\n",
" [ 1.15013804e-01],\n",
" [ 1.14622546e-01],\n",
" [ 3.50937204e-01],\n",
" [-4.60368783e-01],\n",
" [-8.16989324e-02],\n",
" [-6.88614276e-02],\n",
" [-2.21372540e-01],\n",
" [-1.89045859e-01],\n",
" [-1.32157548e-01],\n",
" [-2.07714045e-01],\n",
" [ 2.50628634e-01],\n",
" [-1.34480177e-01],\n",
" [ 2.92517165e-01],\n",
" [ 2.12815891e-02],\n",
" [ 2.63206851e-02],\n",
" [ 4.06455194e-01],\n",
" [ 4.00389629e-02],\n",
" [-2.80456876e-01],\n",
" [-3.91647996e-01],\n",
" [ 2.04067332e-01],\n",
" [-1.03043027e-01],\n",
" [ 1.65241743e-02],\n",
" [-2.66052359e-01],\n",
" [-1.69720915e-01],\n",
" [-2.66706844e-02],\n",
" [ 7.52631777e-02],\n",
" [-2.20392709e-02],\n",
" [-1.16493672e-01],\n",
" [-8.02733296e-03],\n",
" [ 5.35015409e-02],\n",
" [-6.15394988e-02],\n",
" [-1.17733753e-01],\n",
" [-7.31327524e-02],\n",
" [ 1.33802265e-01],\n",
" [ 2.57099243e-01],\n",
" [-3.25071359e-01],\n",
" [ 1.45148019e-01],\n",
" [-2.80211678e-01],\n",
" [-7.88929008e-02],\n",
" [-5.46068510e-02],\n",
" [-1.29210798e-02],\n",
" [-1.34878950e-01],\n",
" [ 1.96909517e-01],\n",
" [-1.07774594e-01],\n",
" [ 7.35388590e-02],\n",
" [-7.89771368e-02],\n",
" [-6.58461729e-02],\n",
" [-2.61646789e-01],\n",
" [ 1.44554533e-01],\n",
" [ 2.51175256e-01],\n",
" [ 5.23001850e-01],\n",
" [-2.83718023e-01],\n",
" [-3.90669383e-01],\n",
" [ 3.32429374e-03],\n",
" [ 1.99690863e-01],\n",
" [ 1.30156429e-01],\n",
" [-1.52412931e-01],\n",
" [-2.25370441e-02],\n",
" [-1.60880735e-01],\n",
" [ 1.11235008e-01],\n",
" [-1.15199827e-01],\n",
" [-1.42116116e-01],\n",
" [-7.01454985e-03],\n",
" [-1.31094269e-01],\n",
" [-8.57680569e-03],\n",
" [ 7.59964209e-02],\n",
" [-1.05724770e-01],\n",
" [ 5.33676348e-02],\n",
" [-4.93172013e-02],\n",
" [ 1.37612407e-01],\n",
" [ 8.58081312e-03],\n",
" [-8.27742294e-02],\n",
" [ 1.13174245e-01],\n",
" [-8.81465456e-03],\n",
" [ 1.25685362e-01],\n",
" [ 2.89319306e-01],\n",
" [ 3.74438653e-01],\n",
" [-4.48152387e-01],\n",
" [-2.48872418e-02],\n",
" [ 4.10868368e-03],\n",
" [-1.45901179e-01],\n",
" [-1.44883209e-01],\n",
" [ 1.43753866e-01],\n",
" [ 2.77951754e-02],\n",
" [-5.70795505e-02],\n",
" [-1.54926258e-01],\n",
" [-3.23512214e-02],\n",
" [ 2.40545885e-01],\n",
" [ 3.18687157e-03],\n",
" [ 2.39394401e-01],\n",
" [-3.88462124e-01],\n",
" [-6.67794104e-02],\n",
" [ 2.35283339e-01],\n",
" [ 8.73596260e-02],\n",
" [ 8.73527770e-02],\n",
" [ 2.52772299e-01],\n",
" [ 4.72031997e-01],\n",
" [-4.82522980e-01],\n",
" [-3.04199368e-01],\n",
" [ 1.09536613e-01],\n",
" [-1.33828788e-01],\n",
" [-1.06385974e-01],\n",
" [ 7.95131740e-02],\n",
" [-3.40708085e-02],\n",
" [-1.69605814e-01],\n",
" [ 9.56476311e-02],\n",
" [ 6.18247160e-02],\n",
" [-1.87414221e-01],\n",
" [ 2.32376356e-01],\n",
" [-1.86327699e-01],\n",
" [-1.25215161e-01],\n",
" [ 7.21812943e-02],\n",
" [-1.26961383e-01],\n",
" [-1.62237300e-01],\n",
" [ 3.06685126e-02],\n",
" [ 6.09305482e-02],\n",
" [ 4.62862238e-02],\n",
" [ 2.41381459e-01],\n",
" [ 2.05289129e-01],\n",
" [ 1.26088955e-01],\n",
" [-1.52199446e-01],\n",
" [-2.24014152e-01],\n",
" [-1.63446395e-01],\n",
" [-1.43832651e-01],\n",
" [ 1.80762943e-01],\n",
" [-2.83400596e-01],\n",
" [ 9.72686216e-02],\n",
" [-6.13376078e-03],\n",
" [ 4.80157946e-02],\n",
" [-1.51940294e-01],\n",
" [ 9.51618014e-02],\n",
" [ 1.62225082e-01],\n",
" [ 7.56064247e-02],\n",
" [ 2.37441661e-02],\n",
" [ 1.53724097e-01],\n",
" [-1.40564156e-01],\n",
" [ 2.07036088e-01],\n",
" [-2.34522075e-01],\n",
" [ 4.83709480e-02],\n",
" [ 1.70975916e-01],\n",
" [ 3.80415052e-01],\n",
" [ 7.56750422e-02],\n",
" [-2.98839150e-01],\n",
" [-3.56522367e-01],\n",
" [-3.64262057e-02],\n",
" [-1.23956702e-01],\n",
" [ 3.33311351e-01],\n",
" [ 9.55138492e-03],\n",
" [ 3.39992339e-01],\n",
" [-3.18257594e-01],\n",
" [ 1.48144352e-01],\n",
" [-1.74637218e-01],\n",
" [ 1.14070836e-02],\n",
" [-1.84354519e-01],\n",
" [ 4.04866555e-02],\n",
" [ 1.15969914e-01],\n",
" [-2.39764737e-02],\n",
" [-5.14251625e-03],\n",
" [-3.61205142e-01],\n",
" [-7.21733408e-02],\n",
" [-2.30487160e-02],\n",
" [-1.03782853e-01],\n",
" [-1.50135102e-01],\n",
" [-4.78829174e-03],\n",
" [-5.11310165e-02],\n",
" [-5.46108142e-02],\n",
" [ 5.74113554e-02],\n",
" [ 3.02931144e-01],\n",
" [-2.33763837e-01],\n",
" [ 6.82007041e-02],\n",
" [-2.07751279e-01],\n",
" [-2.94227670e-02],\n",
" [-1.21984498e-01],\n",
" [ 5.31254289e-02],\n",
" [-2.16680281e-01],\n",
" [-3.36424166e-02],\n",
" [ 2.69122761e-02],\n",
" [ 1.92696068e-01],\n",
" [-7.01577528e-02],\n",
" [-7.55582200e-02],\n",
" [-3.11230186e-02],\n",
" [-1.64091719e-03],\n",
" [ 1.37047437e-01],\n",
" [ 9.12189851e-02],\n",
" [ 1.69138774e-01],\n",
" [-3.41838631e-02],\n",
" [-9.02904793e-02],\n",
" [-1.56093663e-02],\n",
" [ 6.56942804e-01],\n",
" [-1.72387656e-01],\n",
" [ 5.65361250e-01],\n",
" [ 3.39426284e-01],\n",
" [-5.63961403e-01],\n",
" [ 1.66275774e-01],\n",
" [-3.35857628e-01],\n",
" [-3.77941007e-01],\n",
" [-8.83906893e-02],\n",
" [ 1.90890118e-01],\n",
" [-1.07450129e-01],\n",
" [ 2.61544840e-01],\n",
" [ 1.24673887e-01],\n",
" [-2.04480279e-01],\n",
" [ 8.36640945e-02],\n",
" [ 1.89289561e-01],\n",
" [ 3.47198791e-01],\n",
" [-5.22460708e-01],\n",
" [-1.56778801e-01],\n",
" [-1.47650205e-01],\n",
" [-2.69934921e-01],\n",
" [-9.23448048e-03],\n",
" [-3.86166901e-02],\n",
" [ 5.54167700e-02],\n",
" [-7.21409230e-04],\n",
" [-7.86063303e-02],\n",
" [-2.22400685e-01],\n",
" [ 3.90530585e-01],\n",
" [-7.71757994e-02],\n",
" [ 4.46893858e-02],\n",
" [ 1.23697634e-01],\n",
" [-2.33414203e-01],\n",
" [-3.09151559e-02],\n",
" [ 1.07707493e-01],\n",
" [ 2.66589025e-02],\n",
" [ 4.00234962e-01],\n",
" [ 2.80917298e-01],\n",
" [ 2.93998298e-01],\n",
" [ 3.77432181e-01],\n",
" [-1.63272279e-01],\n",
" [ 1.90079260e-01],\n",
" [ 1.26439025e-01],\n",
" [ 1.98060701e-01],\n",
" [-3.45655039e-01],\n",
" [-3.98799207e-01],\n",
" [-2.02853885e-01],\n",
" [-1.32055566e-01],\n",
" [ 3.58155632e-01],\n",
" [-8.14164237e-04],\n",
" [-4.47666219e-02],\n",
" [-2.22664104e-01],\n",
" [-3.97551116e-01],\n",
" [ 3.35553950e-01],\n",
" [ 3.31691103e-01],\n",
" [ 1.85365655e-01],\n",
" [-3.85677967e-01],\n",
" [-7.02922873e-02],\n",
" [ 4.50905258e-01],\n",
" [ 1.24176818e-01],\n",
" [ 2.43331695e-01],\n",
" [ 3.88817237e-01],\n",
" [-2.47311849e-01],\n",
" [-5.69812150e-01],\n",
" [ 1.38687150e-01],\n",
" [ 4.85346314e-01],\n",
" [-5.06949442e-01],\n",
" [ 1.21260558e-01],\n",
" [ 2.48707774e-01],\n",
" [ 7.88745100e-01],\n",
" [ 2.23242473e-02],\n",
" [-5.33300073e-01],\n",
" [ 6.48208017e-02],\n",
" [ 2.56792088e-01],\n",
" [ 1.31033125e-01],\n",
" [-3.61765487e-01],\n",
" [-5.13326679e-01],\n",
" [-2.61970817e-01],\n",
" [-1.84938697e-01],\n",
" [ 5.57374218e-02],\n",
" [-1.71885188e-01],\n",
" [ 3.06604680e-01],\n",
" [-2.66193513e-01],\n",
" [-1.43480877e-01],\n",
" [-1.92912045e-02],\n",
" [-3.44908569e-01],\n",
" [ 1.89971080e-01],\n",
" [ 3.17500314e-01],\n",
" [-4.67439061e-02],\n",
" [-4.17151903e-02],\n",
" [ 2.82610611e-01],\n",
" [ 1.85932085e-01],\n",
" [-2.42594663e-02],\n",
" [-4.18885019e-02],\n",
" [ 2.03866201e-01],\n",
" [ 5.02735554e-02],\n",
" [-2.74715516e-01],\n",
" [ 1.49466854e-01],\n",
" [ 1.58210884e-02],\n",
" [-3.92286477e-01],\n",
" [-1.06382965e-01],\n",
" [ 3.68482292e-01],\n",
" [ 6.21991458e-01],\n",
" [-4.68077858e-02],\n",
" [ 5.49548329e-01],\n",
" [-4.50764716e-02],\n",
" [-4.04063108e-01],\n",
" [ 6.58228791e-01],\n",
" [-9.70266321e-02],\n",
" [-1.96711336e-01],\n",
" [-6.07924715e-01],\n",
" [ 7.30130215e-01],\n",
" [ 2.43207067e-01],\n",
" [ 7.88615028e-01],\n",
" [ 3.42238338e-02],\n",
" [ 3.33683725e-01],\n",
" [-7.01912081e-02],\n",
" [-5.72542907e-01],\n",
" [ 1.17856205e-01],\n",
" [-5.21486209e-01],\n",
" [ 8.44191676e-01],\n",
" [ 3.58033100e-02],\n",
" [ 2.43238060e-02],\n",
" [-2.95564883e-01],\n",
" [ 2.53950788e-01],\n",
" [-3.08981393e-01],\n",
" [-5.20880738e-01],\n",
" [-5.12007747e-01],\n",
" [ 1.91931663e-01],\n",
" [ 2.39686073e-01],\n",
" [-4.15133175e-01],\n",
" [ 2.80116941e-01],\n",
" [-7.62411080e-02],\n",
" [-2.05372560e-01],\n",
" [ 3.34553353e-01],\n",
" [ 5.30022153e-01],\n",
" [ 6.71393427e-01],\n",
" [ 9.86286954e-01],\n",
" [ 9.72584833e-02],\n",
" [-2.45390958e-01],\n",
" [ 9.09635602e-01],\n",
" [-8.31344250e-02],\n",
" [-3.46291757e-01],\n",
" [ 8.92446894e-02],\n",
" [-6.48418777e-02],\n",
" [-7.39707393e-01],\n",
" [ 6.30075814e-03],\n",
" [ 3.01715633e-01],\n",
" [ 2.28303805e-01],\n",
" [ 1.83043378e-01],\n",
" [-2.34367697e-01],\n",
" [ 6.94355159e-02],\n",
" [ 5.94414922e-02],\n",
" [-3.86440479e-01],\n",
" [ 8.65016165e-02],\n",
" [ 2.50387350e-01],\n",
" [ 7.95929026e-02],\n",
" [ 1.26873398e-01],\n",
" [ 2.10849943e-01],\n",
" [-4.48827254e-01],\n",
" [ 2.59302385e-02],\n",
" [-6.79929406e-01],\n",
" [-1.84936792e-01],\n",
" [-1.09134202e-01],\n",
" [ 1.73662335e-01],\n",
" [-9.58529152e-02],\n",
" [ 2.31270221e-01],\n",
" [-4.78188872e-01],\n",
" [-2.98555017e-01],\n",
" [-2.19700232e-01],\n",
" [ 6.44469869e-02],\n",
" [ 1.44375252e-01],\n",
" [-1.93449913e-01],\n",
" [ 9.00375112e-02],\n",
" [-3.85724193e-02],\n",
" [-6.95976967e-02],\n",
" [ 1.53339693e-01],\n",
" [-4.99676609e-01],\n",
" [-1.45667405e-01],\n",
" [-3.43509337e-01],\n",
" [ 6.71784492e-03],\n",
" [-6.81132686e-02],\n",
" [ 2.38379426e-01],\n",
" [-1.04319641e-01],\n",
" [ 3.23392078e-01],\n",
" [ 4.98883324e-01],\n",
" [-2.55576775e-02],\n",
" [-1.25539951e-01],\n",
" [-3.55411856e-01],\n",
" [ 7.24486210e-01],\n",
" [ 1.25443738e-01],\n",
" [ 2.51969597e-01],\n",
" [ 1.69119294e-01],\n",
" [ 3.13286521e-02],\n",
" [ 1.28440072e-01],\n",
" [ 7.80750061e-02],\n",
" [-4.55125724e-01],\n",
" [-2.04401113e-01],\n",
" [-3.26067212e-01],\n",
" [-2.10080369e-01],\n",
" [ 8.82948392e-01],\n",
" [-1.29905862e-02],\n",
" [ 1.57942325e-01],\n",
" [ 2.70493277e-01],\n",
" [-1.83349555e-01],\n",
" [ 3.72243287e-01],\n",
" [ 3.93976813e-01],\n",
" [ 3.82407414e-01],\n",
" [ 4.52664913e-01],\n",
" [ 3.50236361e-01],\n",
" [ 2.37803887e-02],\n",
" [-5.24062492e-01],\n",
" [ 4.44266313e-01],\n",
" [ 2.72760401e-01],\n",
" [-6.31249358e-01],\n",
" [-7.96975307e-01],\n",
" [ 7.97374073e-02],\n",
" [ 2.29165658e-01],\n",
" [ 5.38170188e-01],\n",
" [ 1.97314648e-01],\n",
" [ 1.31950387e-01],\n",
" [ 8.70734528e-02],\n",
" [-5.03478855e-01],\n",
" [ 5.25385067e-01],\n",
" [-4.92334685e-01],\n",
" [-3.12748776e-01],\n",
" [ 2.65867831e-01],\n",
" [ 2.19286197e-01],\n",
" [-5.19997412e-01],\n",
" [-2.06384532e-01],\n",
" [-4.40079120e-01],\n",
" [-1.98001560e-02],\n",
" [ 5.56803731e-03],\n",
" [-4.33496637e-01],\n",
" [ 9.78472488e-02],\n",
" [-3.65237868e-02],\n",
" [ 5.62675014e-01],\n",
" [ 1.50133239e-01],\n",
" [-3.69252512e-01],\n",
" [-1.66785265e-01],\n",
" [-1.50496704e-01],\n",
" [ 4.60872303e-01],\n",
" [-1.24743177e+00],\n",
" [-2.82340933e-01],\n",
" [ 2.81699937e-01],\n",
" [-2.20590812e-01],\n",
" [ 3.14321127e-01],\n",
" [ 1.28542939e-01],\n",
" [-1.31670457e-01],\n",
" [ 5.13811025e-02],\n",
" [-3.04109498e-01],\n",
" [-8.19824923e-02],\n",
" [-4.22706059e-02],\n",
" [ 3.98930955e-01],\n",
" [-1.04377279e-01],\n",
" [-5.16678950e-01],\n",
" [-1.56392504e-03],\n",
" [ 2.70200856e-02],\n",
" [ 4.54752891e-01],\n",
" [ 2.75581667e-01],\n",
" [ 7.06407197e-02],\n",
" [-1.12530548e-01],\n",
" [ 1.53868306e-01],\n",
" [-3.25464657e-01],\n",
" [-1.58479142e-01],\n",
" [ 1.66423406e-01],\n",
" [ 5.01709089e-01],\n",
" [ 2.59488082e-01],\n",
" [ 2.21172310e-01],\n",
" [-2.56799651e-02],\n",
" [-3.29222296e-01],\n",
" [ 2.91642903e-01],\n",
" [-1.58340124e-01],\n",
" [ 1.57719278e-02],\n",
" [ 3.21211180e-01],\n",
" [-3.99208424e-01],\n",
" [ 7.59846193e-02],\n",
" [ 5.90709928e-02],\n",
" [-3.76717007e-01],\n",
" [ 2.09020574e-01],\n",
" [-5.17601568e-01],\n",
" [-3.43779819e-02],\n",
" [-1.66157766e-01],\n",
" [-2.59510952e-01],\n",
" [-1.22423030e-01],\n",
" [-4.81614818e-02],\n",
" [ 4.31995118e-02],\n",
" [ 3.28257484e-01],\n",
" [ 2.43121433e-01],\n",
" [-3.94861910e-01],\n",
" [-2.87416262e-01],\n",
" [ 5.44934467e-02],\n",
" [-4.46750817e-02],\n",
" [-1.95646014e-01],\n",
" [-3.10176395e-02],\n",
" [ 2.53752235e-01],\n",
" [-3.66116618e-01],\n",
" [-2.17670694e-01],\n",
" [-2.30131477e-01],\n",
" [ 2.45943592e-01],\n",
" [ 1.78891923e-01],\n",
" [-2.27345386e-01],\n",
" [ 2.11382937e-01],\n",
" [ 1.96410599e-01],\n",
" [-4.71076986e-02],\n",
" [-2.31557093e-01],\n",
" [ 1.52438064e-02],\n",
" [-8.57959455e-02],\n",
" [ 2.60431065e-01],\n",
" [ 9.67716707e-02],\n",
" [ 4.98052444e-01],\n",
" [ 2.28500609e-02],\n",
" [-1.00455678e-01],\n",
" [ 1.93230180e-01],\n",
" [-3.42467585e-02],\n",
" [ 6.22192150e-02],\n",
" [ 2.11653039e-02],\n",
" [-1.43617976e-01],\n",
" [-2.98014926e-01],\n",
" [ 1.24186026e-01],\n",
" [ 3.61149183e-01],\n",
" [-3.90143542e-02],\n",
" [ 5.06778363e-01],\n",
" [ 4.94667010e-01],\n",
" [ 3.96299112e-01],\n",
" [-3.01682936e-01],\n",
" [ 4.46142002e-01],\n",
" [-3.03477353e-01],\n",
" [ 4.45718918e-01],\n",
" [-2.41678034e-01],\n",
" [-3.77536871e-01],\n",
" [ 5.28688464e-01],\n",
" [ 1.02160075e-01],\n",
" [-1.10455243e-01],\n",
" [-1.65932161e-01],\n",
" [-5.44643377e-02],\n",
" [-3.56467675e-01],\n",
" [-9.37887829e-02],\n",
" [-3.18640385e-01],\n",
" [-1.60349974e-02],\n",
" [ 2.79257467e-01],\n",
" [ 1.10958179e-01],\n",
" [-1.54528132e-03],\n",
" [-1.70866685e-01],\n",
" [-1.52079639e-01],\n",
" [ 1.49927529e-01],\n",
" [-1.68523648e-01],\n",
" [ 9.29618321e-02],\n",
" [-1.49715264e-01],\n",
" [-9.91095277e-03],\n",
" [-5.21271667e-03],\n",
" [ 1.54617233e-01],\n",
" [ 3.57650703e-02],\n",
" [-3.75118651e-02],\n",
" [ 4.75435748e-01],\n",
" [ 2.41734721e-01],\n",
" [-3.39684078e-01],\n",
" [-2.44805439e-01],\n",
" [-2.58851961e-02]])"
]
},
"metadata": {},
"execution_count": 20
}
]
},
{
"cell_type": "code",
"source": [
"pc1.shape"
],
"metadata": {
"id": "qy5yfRvYs99Q",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "81e0d4f6-9304-400f-a70d-62523b38faa6"
},
"execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(501,)"
]
},
"metadata": {},
"execution_count": 19
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "RAgapyhW29H9",
"outputId": "2811c124-a774-454e-a1f6-98375b1f2744",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 773
}
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\r[*********************100%***********************] 1 of 1 completed\n"
]
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: FutureWarning: In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n",
" \"\"\"\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"weights = abs(pc1)/sum(abs(pc1))\n",
"myrs = (weights*rs).sum(1)\n",
"myrs.cumsum().apply(np.exp).plot()\n",
"prices = yf.download(['SPY'], start='2020-01-01')['Adj Close'] \n",
"rs_df = pd.concat([myrs, prices.apply(np.log).diff(1)], 1)\n",
"rs_df.columns = [\"PCA Portfolio\", \"S&P500\"]\n",
"\n",
"rs_df.dropna().cumsum().apply(np.exp).plot(subplots=True, figsize=(10,6), grid=True, linewidth=3);\n",
"plt.tight_layout()\n",
"plt.savefig('PCA1VSSP.svg')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "azTcH0NK29H-",
"outputId": "5f1c05d7-37e4-453f-b6e1-0a83cf71ba95",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 441
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"fig, ax = plt.subplots(2,1, figsize=(10,6))\n",
"pc1.nsmallest(10).plot.bar(ax=ax[0], color='green', grid=True, title='Stocks with Most Negative PCA Weights')\n",
"pc1.nlargest(10).plot.bar(ax=ax[1], color='blue', grid=True, title='Stocks with Least Negative PCA Weights')\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('weights.svg')"
]
},
{
"cell_type": "code",
"source": [
"pc1"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rJhg-UJS7wo0",
"outputId": "c536538b-e0b9-4380-8f81-dc4645afd930"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"A -0.029912\n",
"AAL -0.069918\n",
"AAP -0.037515\n",
"AAPL -0.033350\n",
"ABBV -0.022778\n",
" ... \n",
"YUM -0.034697\n",
"ZBH -0.040087\n",
"ZBRA -0.042037\n",
"ZION -0.052817\n",
"ZTS -0.029445\n",
"Length: 503, dtype: float64"
]
},
"metadata": {},
"execution_count": 17
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "RFo8EAb129H_",
"outputId": "673adc24-1452-4097-f0f0-15fe30c35ea2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 433
}
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {}
}
],
"source": [
"# ws = [-1,]*10+[1,]*10\n",
"# myrs = (rs[list(pc1.nsmallest(10).index)+list(pc1.nlargest(10).index)]*ws).mean(1)\n",
"myrs = rs[pc1.nlargest(10).index].mean(1)\n",
"myrs.cumsum().apply(np.exp).plot(figsize=(15,5), grid=True, linewidth=3, title='PCA Portfolio vs. S&P500')\n",
"prices['2020':].apply(np.log).diff(1).cumsum().apply(np.exp).plot(figsize=(10,6), grid=True, linewidth=3)\n",
"plt.legend(['PCA Selection', 'S&P500'])\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('performance.svg')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "DHXAk3wS29H_"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "VGhFlfxu29H_"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ZC_q5ajG29IA"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Tx8qZDul29IA"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "hupNaMNS29IA"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "fTK5QMmZ29IA"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "xe4ouxna29IA"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "8KeIA1vg29IB"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "PbvHBQ6n29IB"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "6VbwbreC29IB"
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
},
"colab": {
"provenance": [],
"include_colab_link": true
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment