Thread_07_06_2023.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e17796e5-d4e5-4cd0-8ca9-ce628af714f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from openbb_terminal.sdk import openbb"
   ]
  },
  {
   "attachments": {
    "13ce918f-6ceb-4ef2-a678-220eec792c14.png": {
     "image/png": 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"
    },
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"
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"
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    }
   },
   "cell_type": "markdown",
   "id": "314d9641-13dc-4fa8-8bf7-245bbd5802b0",
   "metadata": {},
   "source": [
    "<h1>Thread 06-06-2023</h1>\n",
    "\n",
    "In the #OpenBB SDk, under the Stocks module is an extra Quantitative Analysis sub-module.\n",
    "\n",
    "What does it do?\n",
    "\n",
    "🧵\n",
    "\n",
    "1/6\n",
    "\n",
    "\n",
    "Beta, a measure of volatility of a stock with respect to the overall market, is one of the metrics available here.\n",
    "\n",
    "Check out the scatter plot and accompanying regression plot.![newplot (3).png](attachment:525fabbe-2df5-4fe0-bed6-ecfb09f162ee.png)\n",
    "\n",
    "2/6\n",
    "\n",
    "\n",
    "The Capital Assets Pricing Model (CAPM) represents how markets value securities and hence, their expected return.\n",
    "\n",
    "The values in the output represent the Beta value and systematic risk of the stock.![image.png](attachment:13ce918f-6ceb-4ef2-a678-220eec792c14.png)\n",
    "\n",
    "3/6\n",
    "\n",
    "\n",
    "Risk calculations using Fama-French data from Dartmouth's researchers Eugene Fama and Kenneth R. French are also possible within this sub-module.\n",
    "\n",
    "The #OpenBB SDK provides up-to-date raw Fama French data on all major factors as laid out by the researchers.\n",
    "![image.png](attachment:2b52530d-34af-4ae3-83c5-c2d1875ec644.png)\n",
    "\n",
    "4/6\n",
    "\n",
    "\n",
    "Finally, filtered data on the monthly performance of a ticker going back 5 years is available through this easy line of code.\n",
    "\n",
    "The data can be plotted for cleaner results. Check it out!![newplot (4).png](attachment:28fa772e-786c-4c06-8dfe-1a78b2a31e4f.png)\n",
    "\n",
    "5/6\n",
    "\n",
    "\n",
    "And there you have it, a final cherry on the cake that is the Stocks module of the #OpenBB SDK.\n",
    "\n",
    "Check out the documentation for more at https://docs.openbb.co/sdk and happy coding!\n",
    "\n",
    "6/6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "2b5676a5-c8b8-4acb-b133-6b8b5c400b76",
   "metadata": {},
   "outputs": [
    {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Loading Daily data for F with starting period 2020-05-28.\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Loading Daily data for F with starting period 2020-05-28.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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            "gridcolor": "#506784",
            "gridwidth": 2,
            "linecolor": "#506784",
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            "zerolinecolor": "#C8D4E3"
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          },
          "shapedefaults": {
           "line": {
            "color": "#f2f5fa"
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          },
          "sliderdefaults": {
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          },
          "ternary": {
           "aaxis": {
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           },
           "baxis": {
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           },
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           "caxis": {
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          },
          "title": {
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          },
          "updatemenudefaults": {
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           "borderwidth": 0
          },
          "xaxis": {
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           "autorange": true,
           "gridcolor": "#283442",
           "linecolor": "#F5EFF3",
           "mirror": true,
           "rangeslider": {
            "visible": false
           },
           "showgrid": true,
           "showline": true,
           "tick0": 1,
           "tickfont": {
            "size": 14
           },
           "ticks": "outside",
           "title": {
            "standoff": 20
           },
           "zeroline": false,
           "zerolinecolor": "#283442",
           "zerolinewidth": 2
          },
          "yaxis": {
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           },
           "zeroline": false,
           "zerolinecolor": "#283442",
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         }
        },
        "title": {
         "text": "Beta of FORD with respect to SPY"
        },
        "xaxis": {
         "autorange": false,
         "range": [
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         "title": {
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         },
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        "yaxis": {
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         "range": [
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         "title": {
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      },
      "image/png": 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",
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   "source": [
    "openbb.stocks.qa.beta_chart(\n",
    "    data = openbb.stocks.load('F'),\n",
    "    symbol = 'FORD',\n",
    "    ref_symbol = 'SPY'\n",
    ")"
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   "execution_count": 63,
   "id": "490c146e-a9f9-431a-8b08-04f472d994f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.5240349925852823, 0.47155621388250557)"
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     },
     "execution_count": 63,
     "metadata": {},
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   ],
   "source": [
    "openbb.stocks.qa.capm('F')"
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  {
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   "execution_count": 73,
   "id": "94664c2f-e67a-4d08-b48d-4fb0b96f8ee7",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "      <th></th>\n",
       "      <th>MKT-RF</th>\n",
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       "      <th>1926-07-01</th>\n",
       "      <td>0.0296</td>\n",
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       "      <th>1926-11-01</th>\n",
       "      <td>0.0253</td>\n",
       "      <td>-0.0010</td>\n",
       "      <td>-0.0051</td>\n",
       "      <td>0.0031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-01</th>\n",
       "      <td>-0.0641</td>\n",
       "      <td>-0.0068</td>\n",
       "      <td>0.0132</td>\n",
       "      <td>0.0033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-01</th>\n",
       "      <td>0.0665</td>\n",
       "      <td>0.0502</td>\n",
       "      <td>-0.0405</td>\n",
       "      <td>0.0035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-02-01</th>\n",
       "      <td>-0.0258</td>\n",
       "      <td>0.0121</td>\n",
       "      <td>-0.0078</td>\n",
       "      <td>0.0034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-03-01</th>\n",
       "      <td>0.0251</td>\n",
       "      <td>-0.0559</td>\n",
       "      <td>-0.0901</td>\n",
       "      <td>0.0036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-04-01</th>\n",
       "      <td>0.0061</td>\n",
       "      <td>-0.0334</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>0.0035</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1162 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            MKT-RF     SMB     HML      RF\n",
       "Date                                      \n",
       "1926-07-01  0.0296 -0.0256 -0.0243  0.0022\n",
       "1926-08-01  0.0264 -0.0117  0.0382  0.0025\n",
       "1926-09-01  0.0036 -0.0140  0.0013  0.0023\n",
       "1926-10-01 -0.0324 -0.0009  0.0070  0.0032\n",
       "1926-11-01  0.0253 -0.0010 -0.0051  0.0031\n",
       "...            ...     ...     ...     ...\n",
       "2022-12-01 -0.0641 -0.0068  0.0132  0.0033\n",
       "2023-01-01  0.0665  0.0502 -0.0405  0.0035\n",
       "2023-02-01 -0.0258  0.0121 -0.0078  0.0034\n",
       "2023-03-01  0.0251 -0.0559 -0.0901  0.0036\n",
       "2023-04-01  0.0061 -0.0334 -0.0003  0.0035\n",
       "\n",
       "[1162 rows x 4 columns]"
      ]
     },
     "execution_count": 73,
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