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@tycoi2005
Created November 17, 2024 20:35
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MODULE 6 | LESSON 2 LOCAL VOLATILITY MODELS: DUPIRE
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('2024-11-22',\n",
" '2024-11-29',\n",
" '2024-12-06',\n",
" '2024-12-13',\n",
" '2024-12-20',\n",
" '2024-12-27',\n",
" '2025-01-17',\n",
" '2025-03-21',\n",
" '2025-04-17',\n",
" '2025-06-20',\n",
" '2025-09-19',\n",
" '2026-01-16',\n",
" '2027-01-15')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import yfinance as yf\n",
"import pandas as pd\n",
"from datetime import datetime\n",
"ibm = yf.Ticker(\"ibm\")\n",
"\n",
"\n",
"ibm.options"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" strike impliedVolatility price Matdays Maturity\n",
"0 135.0 2.059575 73.06 4 2024-11-22 00:00:00\n",
"1 140.0 1.929200 75.45 4 2024-11-22 00:00:00\n",
"2 185.0 0.640629 29.00 4 2024-11-22 00:00:00\n",
"3 195.0 0.377936 14.44 4 2024-11-22 00:00:00\n",
"4 200.0 0.360846 6.10 4 2024-11-22 00:00:00\n"
]
}
],
"source": [
"temp_data = pd.DataFrame()\n",
"callData = pd.DataFrame()\n",
"\n",
"for time in ibm.options:\n",
" chain = ibm.option_chain(time)\n",
" chain_df = chain.calls\n",
" date_time_obj = datetime.strptime(time, \"%Y-%m-%d\")\n",
" Td = date_time_obj - datetime.today()\n",
"\n",
" for row in range(len(chain_df.index)):\n",
" values_to_add = {\"Matdays\": Td.days, \"Maturity\": date_time_obj}\n",
" values_to_add_call = {\n",
" \"strike\": chain_df[\"strike\"].loc[row],\n",
" \"impliedVolatility\": chain_df[\"impliedVolatility\"].loc[row],\n",
" \"price\": chain_df[\"lastPrice\"].loc[row],\n",
" }\n",
" row_to_add = pd.Series(values_to_add).to_frame().T\n",
" row_to_add_call = pd.Series(values_to_add_call).to_frame().T\n",
" temp_data = pd.concat([temp_data, row_to_add], ignore_index=True)\n",
" callData = pd.concat([callData, row_to_add_call], ignore_index=True)\n",
"\n",
"callData = pd.concat([callData, temp_data], axis=1)\n",
"print(callData.head())\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 13,
"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",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\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>0</th>\n",
" <th>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>135.000000</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2.059575</td>\n",
" <td>2024-11-22 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>73.060000</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>140.000000</td>\n",
" <td>2024-11-22 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.929200</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1099</th>\n",
" <td>0.251381</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1100</th>\n",
" <td>4.340000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1101</th>\n",
" <td>340.000000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1102</th>\n",
" <td>0.253090</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1103</th>\n",
" <td>4.150000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1104 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 0\n",
"0 135.000000 4\n",
"1 2.059575 2024-11-22 00:00:00\n",
"2 73.060000 4\n",
"3 140.000000 2024-11-22 00:00:00\n",
"4 1.929200 4\n",
"... ... ...\n",
"1099 0.251381 NaN\n",
"1100 4.340000 NaN\n",
"1101 340.000000 NaN\n",
"1102 0.253090 NaN\n",
"1103 4.150000 NaN\n",
"\n",
"[1104 rows x 2 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"callData"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"204.99"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"price = ibm.info['currentPrice']\n",
"price"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"\n",
"callData = callData[callData[\"impliedVolatility\"] < 90]\n",
"callData = callData[callData[\"impliedVolatility\"] > 0]\n",
"\n",
"fig = plt.figure(figsize=(12, 8))\n",
"ax = fig.add_subplot(111, projection=\"3d\")\n",
"surf = ax.plot_trisurf(\n",
" callData[\"Matdays\"] / 365,\n",
" np.log(callData[\"strike\"] / price),\n",
" callData[\"impliedVolatility\"] / 100,\n",
" cmap=plt.cm.RdBu_r,\n",
" linewidth=0,\n",
")\n",
"\n",
"# set axis labels\n",
"ax.set_xlabel(\"Maturity\")\n",
"ax.set_ylabel(\"Moneyness\")\n",
"ax.set_zlabel(\"Implied Vol (%)\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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>strike</th>\n",
" <th>impliedVolatility</th>\n",
" <th>price</th>\n",
" <th>Matdays</th>\n",
" <th>Maturity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>180.0</td>\n",
" <td>0.406500</td>\n",
" <td>34.11</td>\n",
" <td>32</td>\n",
" <td>2024-12-20 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>134</th>\n",
" <td>180.0</td>\n",
" <td>0.339606</td>\n",
" <td>28.19</td>\n",
" <td>60</td>\n",
" <td>2025-01-17 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>170</th>\n",
" <td>180.0</td>\n",
" <td>0.307868</td>\n",
" <td>31.50</td>\n",
" <td>123</td>\n",
" <td>2025-03-21 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>195</th>\n",
" <td>180.0</td>\n",
" <td>0.298591</td>\n",
" <td>36.65</td>\n",
" <td>150</td>\n",
" <td>2025-04-17 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>180.0</td>\n",
" <td>0.289894</td>\n",
" <td>33.40</td>\n",
" <td>214</td>\n",
" <td>2025-06-20 00:00:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" strike impliedVolatility price Matdays Maturity\n",
"72 180.0 0.406500 34.11 32 2024-12-20 00:00:00\n",
"134 180.0 0.339606 28.19 60 2025-01-17 00:00:00\n",
"170 180.0 0.307868 31.50 123 2025-03-21 00:00:00\n",
"195 180.0 0.298591 36.65 150 2025-04-17 00:00:00\n",
"239 180.0 0.289894 33.40 214 2025-06-20 00:00:00"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"new_df = callData[\n",
" callData[\"strike\"] == 180\n",
"] # You can change the strike if you want to see others!\n",
"new_df.head()"
]
}
],
"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": "3.13.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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