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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import yfinance as yf"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Define the list of stock symbols\n",
"stock_symbols = ['JPM', 'GS', 'MS', 'BLK', 'C']"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[*********************100%%**********************] 5 of 5 completed\n"
]
}
],
"source": [
"# Download historical stock price data\n",
"stock_data = yf.download(stock_symbols, start=\"2020-01-01\", end=\"2023-11-30\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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"\n",
" .dataframe thead tr:last-of-type th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th>Price</th>\n",
" <th colspan=\"5\" halign=\"left\">Adj Close</th>\n",
" <th colspan=\"5\" halign=\"left\">Close</th>\n",
" <th>...</th>\n",
" <th colspan=\"5\" halign=\"left\">Open</th>\n",
" <th colspan=\"5\" halign=\"left\">Volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Ticker</th>\n",
" <th>BLK</th>\n",
" <th>C</th>\n",
" <th>GS</th>\n",
" <th>JPM</th>\n",
" <th>MS</th>\n",
" <th>BLK</th>\n",
" <th>C</th>\n",
" <th>GS</th>\n",
" <th>JPM</th>\n",
" <th>MS</th>\n",
" <th>...</th>\n",
" <th>BLK</th>\n",
" <th>C</th>\n",
" <th>GS</th>\n",
" <th>JPM</th>\n",
" <th>MS</th>\n",
" <th>BLK</th>\n",
" <th>C</th>\n",
" <th>GS</th>\n",
" <th>JPM</th>\n",
" <th>MS</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",
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2020-01-02</th>\n",
" <td>457.110931</td>\n",
" <td>68.963692</td>\n",
" <td>210.857330</td>\n",
" <td>123.533600</td>\n",
" <td>45.443264</td>\n",
" <td>508.980011</td>\n",
" <td>81.230003</td>\n",
" <td>234.320007</td>\n",
" <td>141.089996</td>\n",
" <td>52.040001</td>\n",
" <td>...</td>\n",
" <td>510.000000</td>\n",
" <td>80.129997</td>\n",
" <td>231.000000</td>\n",
" <td>139.789993</td>\n",
" <td>51.200001</td>\n",
" <td>560400</td>\n",
" <td>12728900</td>\n",
" <td>3736300</td>\n",
" <td>10803700</td>\n",
" <td>7808000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-03</th>\n",
" <td>452.252197</td>\n",
" <td>67.664719</td>\n",
" <td>208.391678</td>\n",
" <td>121.903435</td>\n",
" <td>44.709740</td>\n",
" <td>503.570007</td>\n",
" <td>79.699997</td>\n",
" <td>231.580002</td>\n",
" <td>138.339996</td>\n",
" <td>51.200001</td>\n",
" <td>...</td>\n",
" <td>501.720001</td>\n",
" <td>79.800003</td>\n",
" <td>231.600006</td>\n",
" <td>137.500000</td>\n",
" <td>51.220001</td>\n",
" <td>337300</td>\n",
" <td>12437400</td>\n",
" <td>2274500</td>\n",
" <td>10386800</td>\n",
" <td>6706000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-06</th>\n",
" <td>452.638397</td>\n",
" <td>67.452461</td>\n",
" <td>210.524353</td>\n",
" <td>121.806473</td>\n",
" <td>44.552567</td>\n",
" <td>504.000000</td>\n",
" <td>79.449997</td>\n",
" <td>233.949997</td>\n",
" <td>138.229996</td>\n",
" <td>51.020000</td>\n",
" <td>...</td>\n",
" <td>500.170013</td>\n",
" <td>78.720001</td>\n",
" <td>229.929993</td>\n",
" <td>136.559998</td>\n",
" <td>50.669998</td>\n",
" <td>411300</td>\n",
" <td>10059500</td>\n",
" <td>3329300</td>\n",
" <td>10259000</td>\n",
" <td>7476700</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-07</th>\n",
" <td>455.530243</td>\n",
" <td>66.866661</td>\n",
" <td>211.910172</td>\n",
" <td>119.735695</td>\n",
" <td>44.465233</td>\n",
" <td>507.220001</td>\n",
" <td>78.760002</td>\n",
" <td>235.490005</td>\n",
" <td>135.880005</td>\n",
" <td>50.919998</td>\n",
" <td>...</td>\n",
" <td>502.880005</td>\n",
" <td>79.290001</td>\n",
" <td>235.000000</td>\n",
" <td>137.279999</td>\n",
" <td>51.040001</td>\n",
" <td>453900</td>\n",
" <td>10469100</td>\n",
" <td>5255200</td>\n",
" <td>10531300</td>\n",
" <td>4538100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2020-01-08</th>\n",
" <td>455.422516</td>\n",
" <td>67.376060</td>\n",
" <td>213.952820</td>\n",
" <td>120.669746</td>\n",
" <td>45.032845</td>\n",
" <td>507.100006</td>\n",
" <td>79.360001</td>\n",
" <td>237.759995</td>\n",
" <td>136.940002</td>\n",
" <td>51.570000</td>\n",
" <td>...</td>\n",
" <td>507.769989</td>\n",
" <td>78.769997</td>\n",
" <td>235.679993</td>\n",
" <td>135.699997</td>\n",
" <td>50.959999</td>\n",
" <td>726500</td>\n",
" <td>11292400</td>\n",
" <td>3564700</td>\n",
" <td>9695300</td>\n",
" <td>6185200</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-11-22</th>\n",
" <td>717.865295</td>\n",
" <td>44.594376</td>\n",
" <td>333.518433</td>\n",
" <td>151.506546</td>\n",
" <td>77.728569</td>\n",
" <td>727.140015</td>\n",
" <td>45.020000</td>\n",
" <td>338.640015</td>\n",
" <td>153.330002</td>\n",
" <td>78.489998</td>\n",
" <td>...</td>\n",
" <td>727.000000</td>\n",
" <td>45.310001</td>\n",
" <td>336.940002</td>\n",
" <td>153.410004</td>\n",
" <td>78.790001</td>\n",
" <td>498100</td>\n",
" <td>9441200</td>\n",
" <td>1235200</td>\n",
" <td>5174500</td>\n",
" <td>4265400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-11-24</th>\n",
" <td>720.787537</td>\n",
" <td>44.802391</td>\n",
" <td>334.020691</td>\n",
" <td>151.714050</td>\n",
" <td>77.887024</td>\n",
" <td>730.099976</td>\n",
" <td>45.230000</td>\n",
" <td>339.149994</td>\n",
" <td>153.539993</td>\n",
" <td>78.650002</td>\n",
" <td>...</td>\n",
" <td>726.719971</td>\n",
" <td>44.889999</td>\n",
" <td>338.799988</td>\n",
" <td>153.589996</td>\n",
" <td>78.260002</td>\n",
" <td>279600</td>\n",
" <td>5941000</td>\n",
" <td>460100</td>\n",
" <td>3496900</td>\n",
" <td>2398000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-11-27</th>\n",
" <td>721.360168</td>\n",
" <td>44.653809</td>\n",
" <td>332.602478</td>\n",
" <td>151.368225</td>\n",
" <td>77.193810</td>\n",
" <td>730.679993</td>\n",
" <td>45.080002</td>\n",
" <td>337.709991</td>\n",
" <td>153.190002</td>\n",
" <td>77.949997</td>\n",
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" <td>727.200012</td>\n",
" <td>44.959999</td>\n",
" <td>339.190002</td>\n",
" <td>153.429993</td>\n",
" <td>78.269997</td>\n",
" <td>868100</td>\n",
" <td>14679700</td>\n",
" <td>1250500</td>\n",
" <td>6259100</td>\n",
" <td>5237800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-11-28</th>\n",
" <td>727.362610</td>\n",
" <td>44.435886</td>\n",
" <td>332.543396</td>\n",
" <td>151.714050</td>\n",
" <td>76.134186</td>\n",
" <td>736.760010</td>\n",
" <td>44.860001</td>\n",
" <td>337.649994</td>\n",
" <td>153.539993</td>\n",
" <td>76.879997</td>\n",
" <td>...</td>\n",
" <td>725.859985</td>\n",
" <td>45.029999</td>\n",
" <td>337.380005</td>\n",
" <td>153.220001</td>\n",
" <td>77.360001</td>\n",
" <td>610200</td>\n",
" <td>14064700</td>\n",
" <td>1419000</td>\n",
" <td>6582700</td>\n",
" <td>9197900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-11-29</th>\n",
" <td>737.768188</td>\n",
" <td>45.317474</td>\n",
" <td>337.865692</td>\n",
" <td>152.484787</td>\n",
" <td>77.787994</td>\n",
" <td>747.299988</td>\n",
" <td>45.750000</td>\n",
" <td>340.260010</td>\n",
" <td>154.320007</td>\n",
" <td>78.550003</td>\n",
" <td>...</td>\n",
" <td>742.280029</td>\n",
" <td>45.230000</td>\n",
" <td>337.000000</td>\n",
" <td>154.169998</td>\n",
" <td>77.480003</td>\n",
" <td>750000</td>\n",
" <td>14027600</td>\n",
" <td>2038100</td>\n",
" <td>9126100</td>\n",
" <td>7420700</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>985 rows × 30 columns</p>\n",
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],
"text/plain": [
"Price Adj Close \\\n",
"Ticker BLK C GS JPM MS \n",
"Date \n",
"2020-01-02 457.110931 68.963692 210.857330 123.533600 45.443264 \n",
"2020-01-03 452.252197 67.664719 208.391678 121.903435 44.709740 \n",
"2020-01-06 452.638397 67.452461 210.524353 121.806473 44.552567 \n",
"2020-01-07 455.530243 66.866661 211.910172 119.735695 44.465233 \n",
"2020-01-08 455.422516 67.376060 213.952820 120.669746 45.032845 \n",
"... ... ... ... ... ... \n",
"2023-11-22 717.865295 44.594376 333.518433 151.506546 77.728569 \n",
"2023-11-24 720.787537 44.802391 334.020691 151.714050 77.887024 \n",
"2023-11-27 721.360168 44.653809 332.602478 151.368225 77.193810 \n",
"2023-11-28 727.362610 44.435886 332.543396 151.714050 76.134186 \n",
"2023-11-29 737.768188 45.317474 337.865692 152.484787 77.787994 \n",
"\n",
"Price Close ... \\\n",
"Ticker BLK C GS JPM MS ... \n",
"Date ... \n",
"2020-01-02 508.980011 81.230003 234.320007 141.089996 52.040001 ... \n",
"2020-01-03 503.570007 79.699997 231.580002 138.339996 51.200001 ... \n",
"2020-01-06 504.000000 79.449997 233.949997 138.229996 51.020000 ... \n",
"2020-01-07 507.220001 78.760002 235.490005 135.880005 50.919998 ... \n",
"2020-01-08 507.100006 79.360001 237.759995 136.940002 51.570000 ... \n",
"... ... ... ... ... ... ... \n",
"2023-11-22 727.140015 45.020000 338.640015 153.330002 78.489998 ... \n",
"2023-11-24 730.099976 45.230000 339.149994 153.539993 78.650002 ... \n",
"2023-11-27 730.679993 45.080002 337.709991 153.190002 77.949997 ... \n",
"2023-11-28 736.760010 44.860001 337.649994 153.539993 76.879997 ... \n",
"2023-11-29 747.299988 45.750000 340.260010 154.320007 78.550003 ... \n",
"\n",
"Price Open Volume \\\n",
"Ticker BLK C GS JPM MS BLK \n",
"Date \n",
"2020-01-02 510.000000 80.129997 231.000000 139.789993 51.200001 560400 \n",
"2020-01-03 501.720001 79.800003 231.600006 137.500000 51.220001 337300 \n",
"2020-01-06 500.170013 78.720001 229.929993 136.559998 50.669998 411300 \n",
"2020-01-07 502.880005 79.290001 235.000000 137.279999 51.040001 453900 \n",
"2020-01-08 507.769989 78.769997 235.679993 135.699997 50.959999 726500 \n",
"... ... ... ... ... ... ... \n",
"2023-11-22 727.000000 45.310001 336.940002 153.410004 78.790001 498100 \n",
"2023-11-24 726.719971 44.889999 338.799988 153.589996 78.260002 279600 \n",
"2023-11-27 727.200012 44.959999 339.190002 153.429993 78.269997 868100 \n",
"2023-11-28 725.859985 45.029999 337.380005 153.220001 77.360001 610200 \n",
"2023-11-29 742.280029 45.230000 337.000000 154.169998 77.480003 750000 \n",
"\n",
"Price \n",
"Ticker C GS JPM MS \n",
"Date \n",
"2020-01-02 12728900 3736300 10803700 7808000 \n",
"2020-01-03 12437400 2274500 10386800 6706000 \n",
"2020-01-06 10059500 3329300 10259000 7476700 \n",
"2020-01-07 10469100 5255200 10531300 4538100 \n",
"2020-01-08 11292400 3564700 9695300 6185200 \n",
"... ... ... ... ... \n",
"2023-11-22 9441200 1235200 5174500 4265400 \n",
"2023-11-24 5941000 460100 3496900 2398000 \n",
"2023-11-27 14679700 1250500 6259100 5237800 \n",
"2023-11-28 14064700 1419000 6582700 9197900 \n",
"2023-11-29 14027600 2038100 9126100 7420700 \n",
"\n",
"[985 rows x 30 columns]"
]
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"execution_count": 4,
"metadata": {},
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}
],
"source": [
"stock_data"
]
},
{
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