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@FilippoGuerrieri26
Created August 25, 2023 17:25
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CPPI
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{
"cells": [
{
"cell_type": "markdown",
"id": "1cae4e51-10af-4f17-b884-1932294524f9",
"metadata": {},
"source": [
"# CPPI Startegy"
]
},
{
"cell_type": "markdown",
"id": "18459313-829c-4385-a925-8006e8837853",
"metadata": {},
"source": [
"Constant Proportion Portfolio Insurance (CPPI) allows an investor to maintain exposure to the upside potential of a risky asset while providing a capital guarantee against downside risk. \n",
"\n",
"The investor makes an initial investment in the risky asset equal to the value of: \n",
"\n",
"(Multiplier) x (cushion value in dollars) \n",
"\n",
"The remainder will be invested in the conservative asset. As the portfolio value changes over time, the investor will rebalance according to the same strategy.<br>\n",
"The value of the multiplier is usually based on the investor's risk profile. \n",
"\n",
"CPPI consists of two accounts: a risk account and a safety account. As their names indicate, both accounts serve specific purposes in an individual's overall investment strategy. The risk account is leveraged with futures holdings in order to protect from the downside of significant equity exposure. Funds are shifted dynamically between the two accounts based on the economic environment.\n",
"\n",
"The outcome of the CPPI strategy is somewhat similar to that of buying a call option, but does not use option contracts. Thus, CPPI is sometimes referred to as a convex strategy,"
]
},
{
"cell_type": "code",
"execution_count": 185,
"id": "e2afbef9-683e-4ef1-a8de-23b8960418c2",
"metadata": {},
"outputs": [],
"source": [
"# import packages\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"id": "2f59e567-a114-4db7-9491-b7db357b80b7",
"metadata": {},
"source": [
"## 1. load Data"
]
},
{
"cell_type": "markdown",
"id": "0b3560b7-7b73-49d6-a636-a44a52f47c75",
"metadata": {},
"source": [
"The 49 industry portfolios will be used as our risky assets"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c4d5ae87-7697-4713-b9c8-6240e760346b",
"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>Agric</th>\n",
" <th>Food</th>\n",
" <th>Soda</th>\n",
" <th>Beer</th>\n",
" <th>Smoke</th>\n",
" <th>Toys</th>\n",
" <th>Fun</th>\n",
" <th>Books</th>\n",
" <th>Hshld</th>\n",
" <th>Clths</th>\n",
" <th>...</th>\n",
" <th>Boxes</th>\n",
" <th>Trans</th>\n",
" <th>Whlsl</th>\n",
" <th>Rtail</th>\n",
" <th>Meals</th>\n",
" <th>Banks</th>\n",
" <th>Insur</th>\n",
" <th>RlEst</th>\n",
" <th>Fin</th>\n",
" <th>Other</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>2000-02-29</th>\n",
" <td>0.068472</td>\n",
" <td>-0.071657</td>\n",
" <td>-0.086558</td>\n",
" <td>-0.116859</td>\n",
" <td>-0.039824</td>\n",
" <td>0.004201</td>\n",
" <td>-0.033265</td>\n",
" <td>-0.002529</td>\n",
" <td>-0.116674</td>\n",
" <td>-0.105813</td>\n",
" <td>...</td>\n",
" <td>-0.127882</td>\n",
" <td>-0.052703</td>\n",
" <td>0.016575</td>\n",
" <td>-0.041647</td>\n",
" <td>-0.120569</td>\n",
" <td>-0.113040</td>\n",
" <td>-0.131426</td>\n",
" <td>0.020556</td>\n",
" <td>0.066967</td>\n",
" <td>-0.015026</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-03-31</th>\n",
" <td>0.043484</td>\n",
" <td>0.104341</td>\n",
" <td>-0.003911</td>\n",
" <td>0.001821</td>\n",
" <td>0.052309</td>\n",
" <td>0.078418</td>\n",
" <td>0.111058</td>\n",
" <td>0.126672</td>\n",
" <td>-0.147599</td>\n",
" <td>0.250240</td>\n",
" <td>...</td>\n",
" <td>0.127391</td>\n",
" <td>0.127595</td>\n",
" <td>0.069853</td>\n",
" <td>0.144585</td>\n",
" <td>0.160870</td>\n",
" <td>0.150960</td>\n",
" <td>0.233528</td>\n",
" <td>0.042740</td>\n",
" <td>0.149051</td>\n",
" <td>-0.015447</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-04-30</th>\n",
" <td>-0.058529</td>\n",
" <td>-0.051005</td>\n",
" <td>-0.005994</td>\n",
" <td>0.036583</td>\n",
" <td>0.038363</td>\n",
" <td>0.001111</td>\n",
" <td>0.044316</td>\n",
" <td>-0.077032</td>\n",
" <td>0.047017</td>\n",
" <td>0.036836</td>\n",
" <td>...</td>\n",
" <td>-0.082692</td>\n",
" <td>0.034616</td>\n",
" <td>-0.030021</td>\n",
" <td>-0.054818</td>\n",
" <td>0.037121</td>\n",
" <td>-0.028531</td>\n",
" <td>0.000034</td>\n",
" <td>-0.025197</td>\n",
" <td>-0.112271</td>\n",
" <td>0.088046</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-05-31</th>\n",
" <td>-0.011313</td>\n",
" <td>0.173636</td>\n",
" <td>-0.073239</td>\n",
" <td>0.119248</td>\n",
" <td>0.194693</td>\n",
" <td>0.010906</td>\n",
" <td>0.013244</td>\n",
" <td>-0.064416</td>\n",
" <td>0.029127</td>\n",
" <td>-0.053616</td>\n",
" <td>...</td>\n",
" <td>-0.025352</td>\n",
" <td>-0.036809</td>\n",
" <td>0.013387</td>\n",
" <td>-0.031333</td>\n",
" <td>-0.042611</td>\n",
" <td>0.079685</td>\n",
" <td>0.062347</td>\n",
" <td>-0.032784</td>\n",
" <td>-0.065917</td>\n",
" <td>0.104813</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-06-30</th>\n",
" <td>0.002221</td>\n",
" <td>0.017665</td>\n",
" <td>0.013378</td>\n",
" <td>0.060779</td>\n",
" <td>0.030101</td>\n",
" <td>-0.016968</td>\n",
" <td>-0.009577</td>\n",
" <td>-0.003258</td>\n",
" <td>-0.029174</td>\n",
" <td>-0.077753</td>\n",
" <td>...</td>\n",
" <td>-0.030232</td>\n",
" <td>-0.018448</td>\n",
" <td>-0.024008</td>\n",
" <td>-0.019798</td>\n",
" <td>-0.039315</td>\n",
" <td>-0.099044</td>\n",
" <td>-0.027761</td>\n",
" <td>-0.014854</td>\n",
" <td>0.143584</td>\n",
" <td>0.029686</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 49 columns</p>\n",
"</div>"
],
"text/plain": [
" Agric Food Soda Beer Smoke Toys \\\n",
"Date \n",
"2000-02-29 0.068472 -0.071657 -0.086558 -0.116859 -0.039824 0.004201 \n",
"2000-03-31 0.043484 0.104341 -0.003911 0.001821 0.052309 0.078418 \n",
"2000-04-30 -0.058529 -0.051005 -0.005994 0.036583 0.038363 0.001111 \n",
"2000-05-31 -0.011313 0.173636 -0.073239 0.119248 0.194693 0.010906 \n",
"2000-06-30 0.002221 0.017665 0.013378 0.060779 0.030101 -0.016968 \n",
"\n",
" Fun Books Hshld Clths ... Boxes Trans \\\n",
"Date ... \n",
"2000-02-29 -0.033265 -0.002529 -0.116674 -0.105813 ... -0.127882 -0.052703 \n",
"2000-03-31 0.111058 0.126672 -0.147599 0.250240 ... 0.127391 0.127595 \n",
"2000-04-30 0.044316 -0.077032 0.047017 0.036836 ... -0.082692 0.034616 \n",
"2000-05-31 0.013244 -0.064416 0.029127 -0.053616 ... -0.025352 -0.036809 \n",
"2000-06-30 -0.009577 -0.003258 -0.029174 -0.077753 ... -0.030232 -0.018448 \n",
"\n",
" Whlsl Rtail Meals Banks Insur RlEst \\\n",
"Date \n",
"2000-02-29 0.016575 -0.041647 -0.120569 -0.113040 -0.131426 0.020556 \n",
"2000-03-31 0.069853 0.144585 0.160870 0.150960 0.233528 0.042740 \n",
"2000-04-30 -0.030021 -0.054818 0.037121 -0.028531 0.000034 -0.025197 \n",
"2000-05-31 0.013387 -0.031333 -0.042611 0.079685 0.062347 -0.032784 \n",
"2000-06-30 -0.024008 -0.019798 -0.039315 -0.099044 -0.027761 -0.014854 \n",
"\n",
" Fin Other \n",
"Date \n",
"2000-02-29 0.066967 -0.015026 \n",
"2000-03-31 0.149051 -0.015447 \n",
"2000-04-30 -0.112271 0.088046 \n",
"2000-05-31 -0.065917 0.104813 \n",
"2000-06-30 0.143584 0.029686 \n",
"\n",
"[5 rows x 49 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 49 Industry portfolio data\n",
"returns = pd.read_excel(\"../49_portfolios.xlsx\")\n",
"returns.set_index(\"Date\", inplace=True)\n",
"returns.columns = returns.columns.str.strip()\n",
"returns.head()"
]
},
{
"cell_type": "markdown",
"id": "be217300-2ad6-437f-a8eb-19b2d8cb2cb7",
"metadata": {},
"source": [
"The RF rate is taken from KF library"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e5690616-f19e-46db-b28e-edd29f8bd949",
"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>Mkt-RF</th>\n",
" <th>SMB</th>\n",
" <th>HML</th>\n",
" <th>RF</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2000-02-29</th>\n",
" <td>0.025329</td>\n",
" <td>0.215711</td>\n",
" <td>-0.082808</td>\n",
" <td>0.004409</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-03-31</th>\n",
" <td>0.048663</td>\n",
" <td>-0.158693</td>\n",
" <td>0.081433</td>\n",
" <td>0.004610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-04-30</th>\n",
" <td>-0.063736</td>\n",
" <td>-0.065641</td>\n",
" <td>0.074036</td>\n",
" <td>0.004570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-05-31</th>\n",
" <td>-0.043589</td>\n",
" <td>-0.061786</td>\n",
" <td>0.045786</td>\n",
" <td>0.005072</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-06-30</th>\n",
" <td>0.046886</td>\n",
" <td>0.131117</td>\n",
" <td>-0.077924</td>\n",
" <td>0.003967</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Mkt-RF SMB HML RF\n",
"Date \n",
"2000-02-29 0.025329 0.215711 -0.082808 0.004409\n",
"2000-03-31 0.048663 -0.158693 0.081433 0.004610\n",
"2000-04-30 -0.063736 -0.065641 0.074036 0.004570\n",
"2000-05-31 -0.043589 -0.061786 0.045786 0.005072\n",
"2000-06-30 0.046886 0.131117 -0.077924 0.003967"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# FF Factors' monthly returns\n",
"factors = pd.read_excel(\"../FF_monthly.xlsx\")\n",
"factors.set_index(\"Date\", inplace=True)\n",
"factors.columns = factors.columns.str.strip()\n",
"factors.head()"
]
},
{
"cell_type": "markdown",
"id": "e509e64e-698a-45b9-8a8d-1f12a7cf535f",
"metadata": {},
"source": [
"## 2. Define CPPI function"
]
},
{
"cell_type": "markdown",
"id": "3902082b-81c7-4ba0-be2e-09e74f5008c8",
"metadata": {},
"source": [
"Let's now define a function to run a backtest on a CPPI strategy. <br>\n",
"The function will take as inputs:\n",
"- The returns of the risky asset(s)\n",
"- The returns of the safe asset (optional. If no safe asset, the risk free rate input will be used)\n",
"- The start value of our account\n",
"- The floor value we want to be insured against\n",
"- The risk free rate\n",
"- The max drawdown we are willing to bear (optional)\n",
"\n",
"If we like to adjust the floor dynamically, then we have to set the drawdown parameter. <br>\n",
"The floor value will be then updated according to the new account value at each step"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "80c85dd8-087b-4937-810b-2bef54b84598",
"metadata": {},
"outputs": [],
"source": [
"def cppi(risky_r, safe_r=None, m=3, start=1000, floor=0.8, riskfree_rate=0.03, drawdown=None):\n",
" \"\"\"\n",
" Run a backtest of the CPPI strategy, given a set of returns for the risky asset\n",
" Returns a dictionary containing: Asset Value History, Risk Budget History, Risky Weight History\n",
" \"\"\"\n",
" # set up the CPPI parameters\n",
" dates = risky_r.index\n",
" n_steps = len(dates)\n",
" account_value = start\n",
" floor_value = start * floor\n",
" peak = account_value\n",
" \n",
" if isinstance(risky_r, pd.Series): \n",
" risky_r = pd.DataFrame(risky_r, columns=[\"R\"])\n",
"\n",
" if safe_r is None:\n",
" safe_r = pd.DataFrame().reindex_like(risky_r)\n",
" safe_r.values[:] = riskfree_rate / 12 #fast way to set all values to a number\n",
"\n",
" # set up some DataFrames for saving intermediate values\n",
" account_history = pd.DataFrame().reindex_like(risky_r)\n",
" risky_w_history = pd.DataFrame().reindex_like(risky_r)\n",
" risky_wealth_history = pd.DataFrame().reindex_like(risky_r)\n",
" safe_w_history = pd.DataFrame().reindex_like(risky_r)\n",
" safe_wealth_history = pd.DataFrame().reindex_like(risky_r)\n",
" cushion_history = pd.DataFrame().reindex_like(risky_r)\n",
" floorval_history = pd.DataFrame().reindex_like(risky_r)\n",
" peak_history = pd.DataFrame().reindex_like(risky_r)\n",
"\n",
" for step in range(n_steps):\n",
" \n",
" if drawdown is not None:\n",
" peak = np.maximum(peak, account_value)\n",
" floor_value = peak * (1 - drawdown)\n",
" \n",
" cushion = (account_value - floor_value) / account_value\n",
" risky_w = m * cushion\n",
" risky_w = np.minimum(risky_w, 1)\n",
" risky_w = np.maximum(risky_w, 0)\n",
" safe_w = 1 - risky_w\n",
" risky_alloc = account_value * risky_w\n",
" safe_alloc = account_value * safe_w\n",
" \n",
" # recompute the new account value at the end of this step\n",
" risky_wealth = risky_alloc * ( 1 + risky_r.iloc[step])\n",
" safe_wealth = safe_alloc * (1 + safe_r.iloc[step])\n",
" account_value = risky_wealth + safe_wealth\n",
" \n",
" # save the histories for analysis and plotting\n",
" cushion_history.iloc[step] = cushion\n",
" risky_w_history.iloc[step] = risky_w\n",
" risky_wealth_history.iloc[step] = risky_wealth\n",
" safe_w_history.iloc[step] = safe_w\n",
" safe_wealth_history.iloc[step] = safe_wealth\n",
" account_history.iloc[step] = account_value\n",
" floorval_history.iloc[step] = floor_value\n",
" peak_history.iloc[step] = peak\n",
" \n",
" backtest_result = {\n",
" \"Wealth\": account_history,\n",
" \"Risky Wealth\": risky_wealth_history,\n",
" \"Safe Wealth\": safe_wealth_history,\n",
" \"Risk Budget\": cushion_history,\n",
" \"Risky Allocation\": risky_w_history,\n",
" \"Safe Allocation\": safe_w_history,\n",
" \"m\": m,\n",
" \"start\": start,\n",
" \"risky_r\":risky_r,\n",
" \"safe_r\": safe_r,\n",
" \"drawdown\": drawdown,\n",
" \"peak\": peak_history,\n",
" \"floor\": floorval_history\n",
" }\n",
" return backtest_result"
]
},
{
"cell_type": "markdown",
"id": "42d6d423-9b04-4247-a4ca-6d9a508e28d2",
"metadata": {},
"source": [
"## 3. Run CPPI Backtest and check results"
]
},
{
"cell_type": "code",
"execution_count": 161,
"id": "849e12c3-f82d-4b47-b818-d74dd9dd9954",
"metadata": {},
"outputs": [],
"source": [
"risky_r = returns[[\"Beer\", \"Fin\", \"Smoke\"]].copy()\n",
"safe_r = factors[\"RF\"].copy()\n",
"\n",
"cppi_backtest = cppi(risky_r=risky_r, safe_r=safe_r, drawdown=0.2)"
]
},
{
"cell_type": "markdown",
"id": "6daff62f-86f4-4abc-bba4-c3bc74d3d60d",
"metadata": {},
"source": [
"### Let's compare how our portfolio has performed wrt an investment in the risky asset only"
]
},
{
"cell_type": "code",
"execution_count": 191,
"id": "b6899ee4-8d6a-49d7-9fe9-a66189b70def",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa17594f4f0>"
]
},
"execution_count": 191,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ind = \"Fin\"\n",
"ax = cppi_backtest[\"Wealth\"][ind].plot(figsize=(18, 8), label=\"Wealth\")\n",
"((returns[ind]+1).cumprod() * 1000).plot(style=\"k:\", label=\"Risky Asset\")\n",
"cppi_backtest[\"floor\"][ind].plot(ax=ax, color=\"red\", style=\"--\", label=\"Floor\")\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"id": "4a0cae5d-24a9-40cd-8b51-839c2381c243",
"metadata": {},
"source": [
"As we see, the CPPI strategy has delivered poor cumulative results. <br>\n",
"However, as expected, CPPI works well as a hedge against drawdowns. <br>\n",
"Let's have a further look at the portfolio's breakdown between risky and safe assets performance"
]
},
{
"cell_type": "code",
"execution_count": 193,
"id": "cab3e6e5-97c9-4d44-864c-f8e15ec684f9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa175eb6cd0>"
]
},
"execution_count": 193,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = cppi_backtest[\"Risky Wealth\"][ind].plot(figsize=(18, 8), color=\"red\", label=\"Risky Wealth\")\n",
"cppi_backtest[\"Safe Wealth\"][ind].plot(ax=ax, color=\"blue\", label=\"Safe Wealth\")\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"id": "520cda46-cdf4-43c5-b4bc-cd0a3cbd33a7",
"metadata": {},
"source": [
"### And finally, let us see the dynamic allocation of our wealth across the two assets over time"
]
},
{
"cell_type": "code",
"execution_count": 194,
"id": "a367fd6b-c252-4479-a95c-db7c5f9dabd8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fa1761a7850>"
]
},
"execution_count": 194,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1296x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cppi_backtest[\"Risky Allocation\"][ind].plot(figsize=(18, 8), label=\"Risky Weight\")\n",
"cppi_backtest[\"Safe Allocation\"][ind].plot(figsize=(18, 8), label=\"Safe Weight\")\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b63717bc-6e17-4795-93db-f97c60052eb7",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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