commodity_crack_spread_stat_arb.ipynb

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    "# Commodity crack spread statistical arbitrage\n",
    "\n",
    "In this notebook, the mean-rereversion strategy proposed in Girma and Paulson 1999 (henthforth GP1999) is investigated. It focuses on a various combination of the crude oil (WTI) crack spread. "
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   "source": [
    "from datetime import datetime\n",
    "import logging\n",
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "\n",
    "import pandas as pd\n",
    "import pytz\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('bmh')\n",
    "\n",
    "from vivace.backtest import BacktestEngine, signal, InstrumentDef\n",
    "from vivace.backtest.analytics import rebase\n",
    "from vivace.backtest.contract import get_futures_curve_snapshot\n",
    "from vivace.backtest.stats import Performance\n",
    "from vivace.enums import Strategy, Weighting, RollRule"
   ]
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   "source": [
    "# Cointegration test\n",
    "\n",
    "GP1999 first checks if the crack spread is cointegrated. To do that, first let's see futures prices are non-stationary or not. As per usual, the generic price is populated by running a simple long-only backtest by rolling the front contract."
   ]
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   "source": [
    "## ADF test\n",
    "\n",
    "The ADF test is done by the `adfuller` function in `statsmodels`. (cf. https://www.statsmodels.org/dev/generated/statsmodels.tsa.stattools.adfuller.html)"
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   "source": [
    "cl_1st = BacktestEngine(instrument='CL', log_level=logging.WARN)\n",
    "cl_1st.run()"
   ]
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   "source": [
    "ho_1st = BacktestEngine(instrument='HO', log_level=logging.WARN)\n",
    "ho_1st.run()"
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   "source": [
    "xb_1st = BacktestEngine(instrument='XB', log_level=logging.WARN)\n",
    "xb_1st.run()"
   ]
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   "source": [
    "cl_price = cl_1st.get_generic_price().squeeze().fillna(method='pad').rename('Crude oil')\n",
    "ho_price = ho_1st.get_generic_price().squeeze().fillna(method='pad').rename('Heating oil')\n",
    "xb_price = xb_1st.get_generic_price().squeeze().fillna(method='pad').rename('Gasoline')"
   ]
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   "execution_count": 6,
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   "source": [
    "def adf(ts: pd.Series, **kwargs) -> pd.Series:\n",
    "    \"\"\" Run the ADF test and return a cleaned result \"\"\"\n",
    "    adf_result = sm.tsa.stattools.adfuller(ts, **kwargs)\n",
    "    cleaned = {\n",
    "        'adf': adf_result[0],\n",
    "        'p_value': adf_result[1],\n",
    "        'used_lag': adf_result[2],\n",
    "        'n_obs': adf_result[3],\n",
    "        'ci_0.01': adf_result[4]['1%'],\n",
    "        'ci_0.05': adf_result[4]['5%'],\n",
    "        'ci_0.1': adf_result[4]['10%'],\n",
    "        'ic_best': adf_result[5],\n",
    "    }\n",
    "    return pd.Series(cleaned, name=ts.name)"
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   "source": [
    "GP1999 uses Schwarz's information criterion (i.e., BIC) to select the optimal number of lags included in the ADF test."
   ]
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   "source": [
    "adf_result = pd.concat((\n",
    "    adf(cl_price['1983-04':'1994-11'], autolag='BIC').to_frame().T,\n",
    "    adf(ho_price['1983-04':'1994-11'], autolag='BIC').to_frame().T,\n",
    "    adf(xb_price['1984-12':'1994-11'], autolag='BIC').to_frame().T,\n",
    "))"
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   "source": [
    "In the ADF test, $H_0$ is that the time-series is non-stationary. Based on this result below, $H_0$ cannot be rejected for crude oil, however is rejected for heating oil and gasoline at the 10% and 5% level respectively.\n",
    "\n",
    "This is interesting because usually almost always asset prices are non-stationary."
   ]
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adf</th>\n",
       "      <th>p_value</th>\n",
       "      <th>used_lag</th>\n",
       "      <th>n_obs</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "      <th>ic_best</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Crude oil</th>\n",
       "      <td>-2.217417</td>\n",
       "      <td>0.199985</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2924.0</td>\n",
       "      <td>-3.432588</td>\n",
       "      <td>-2.862529</td>\n",
       "      <td>-2.567296</td>\n",
       "      <td>4005.945142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating oil</th>\n",
       "      <td>-2.721132</td>\n",
       "      <td>0.070452</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2926.0</td>\n",
       "      <td>-3.432587</td>\n",
       "      <td>-2.862528</td>\n",
       "      <td>-2.567296</td>\n",
       "      <td>-15832.874416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gasoline</th>\n",
       "      <td>-3.172165</td>\n",
       "      <td>0.021654</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2509.0</td>\n",
       "      <td>-3.432959</td>\n",
       "      <td>-2.862693</td>\n",
       "      <td>-2.567384</td>\n",
       "      <td>-14027.368256</td>\n",
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       "                  adf   p_value  used_lag   n_obs   ci_0.01   ci_0.05  \\\n",
       "Crude oil   -2.217417  0.199985       8.0  2924.0 -3.432588 -2.862529   \n",
       "Heating oil -2.721132  0.070452       3.0  2926.0 -3.432587 -2.862528   \n",
       "Gasoline    -3.172165  0.021654       3.0  2509.0 -3.432959 -2.862693   \n",
       "\n",
       "               ci_0.1       ic_best  \n",
       "Crude oil   -2.567296   4005.945142  \n",
       "Heating oil -2.567296 -15832.874416  \n",
       "Gasoline    -2.567384 -14027.368256  "
      ]
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   "source": [
    "adf_result"
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   "source": [
    "Probably it is to do with the sampling period. It may look a stationary process especially after 1986, however clearly it is heteroskedastic and the price move in 1986 seems like a shift in the level."
   ]
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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 5))\n",
    "pd.concat((\n",
    "    cl_price['1983-04':'1994-11'],\n",
    "    ho_price['1983-04':'1994-11'],\n",
    "    xb_price['1984-12':'1994-11'],\n",
    "), axis=1).plot(secondary_y=['Heating oil', 'Gasoline'], ax=ax);\n",
    "ax.set_title('Futures prices (generic 1st)');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47068957",
   "metadata": {
    "papermill": {
     "duration": 0.013919,
     "end_time": "2025-02-22T08:50:04.063728",
     "exception": false,
     "start_time": "2025-02-22T08:50:04.049809",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "In fact, in the long-run $H_0$ cannot be rejected for all contracts based on both BIC and AIC."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "47dcef74",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:04.086709Z",
     "iopub.status.busy": "2025-02-22T08:50:04.086344Z",
     "iopub.status.idle": "2025-02-22T08:50:12.038156Z",
     "shell.execute_reply": "2025-02-22T08:50:12.035863Z"
    },
    "papermill": {
     "duration": 7.965055,
     "end_time": "2025-02-22T08:50:12.039715",
     "exception": false,
     "start_time": "2025-02-22T08:50:04.074660",
     "status": "completed"
    },
    "tags": []
   },
   "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>adf</th>\n",
       "      <th>p_value</th>\n",
       "      <th>used_lag</th>\n",
       "      <th>n_obs</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "      <th>ic_best</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Crude oil</th>\n",
       "      <td>-1.990449</td>\n",
       "      <td>0.290776</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10522.0</td>\n",
       "      <td>-3.430972</td>\n",
       "      <td>-2.861815</td>\n",
       "      <td>-2.566916</td>\n",
       "      <td>33387.714086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating oil</th>\n",
       "      <td>-1.727939</td>\n",
       "      <td>0.416778</td>\n",
       "      <td>6.0</td>\n",
       "      <td>10515.0</td>\n",
       "      <td>-3.430972</td>\n",
       "      <td>-2.861815</td>\n",
       "      <td>-2.566916</td>\n",
       "      <td>-38688.279628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gasoline</th>\n",
       "      <td>-2.162978</td>\n",
       "      <td>0.219956</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10082.0</td>\n",
       "      <td>-3.430999</td>\n",
       "      <td>-2.861827</td>\n",
       "      <td>-2.566923</td>\n",
       "      <td>-37700.344559</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  adf   p_value  used_lag    n_obs   ci_0.01   ci_0.05  \\\n",
       "Crude oil   -1.990449  0.290776       1.0  10522.0 -3.430972 -2.861815   \n",
       "Heating oil -1.727939  0.416778       6.0  10515.0 -3.430972 -2.861815   \n",
       "Gasoline    -2.162978  0.219956       0.0  10082.0 -3.430999 -2.861827   \n",
       "\n",
       "               ci_0.1       ic_best  \n",
       "Crude oil   -2.566916  33387.714086  \n",
       "Heating oil -2.566916 -38688.279628  \n",
       "Gasoline    -2.566923 -37700.344559  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat((\n",
    "    adf(cl_price['1983-04':], autolag='BIC').to_frame().T,\n",
    "    adf(ho_price['1983-04':], autolag='BIC').to_frame().T,\n",
    "    adf(xb_price['1984-12':], autolag='BIC').to_frame().T,\n",
    "))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6cda4738",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:12.062799Z",
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    },
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>adf</th>\n",
       "      <th>p_value</th>\n",
       "      <th>used_lag</th>\n",
       "      <th>n_obs</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "      <th>ic_best</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Crude oil</th>\n",
       "      <td>-2.402634</td>\n",
       "      <td>0.140994</td>\n",
       "      <td>39.0</td>\n",
       "      <td>10484.0</td>\n",
       "      <td>-3.430974</td>\n",
       "      <td>-2.861816</td>\n",
       "      <td>-2.566917</td>\n",
       "      <td>33285.776417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating oil</th>\n",
       "      <td>-1.994465</td>\n",
       "      <td>0.289005</td>\n",
       "      <td>36.0</td>\n",
       "      <td>10485.0</td>\n",
       "      <td>-3.430974</td>\n",
       "      <td>-2.861816</td>\n",
       "      <td>-2.566917</td>\n",
       "      <td>-38859.281772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gasoline</th>\n",
       "      <td>-2.360772</td>\n",
       "      <td>0.153115</td>\n",
       "      <td>26.0</td>\n",
       "      <td>10056.0</td>\n",
       "      <td>-3.431000</td>\n",
       "      <td>-2.861827</td>\n",
       "      <td>-2.566923</td>\n",
       "      <td>-37731.026653</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  adf   p_value  used_lag    n_obs   ci_0.01   ci_0.05  \\\n",
       "Crude oil   -2.402634  0.140994      39.0  10484.0 -3.430974 -2.861816   \n",
       "Heating oil -1.994465  0.289005      36.0  10485.0 -3.430974 -2.861816   \n",
       "Gasoline    -2.360772  0.153115      26.0  10056.0 -3.431000 -2.861827   \n",
       "\n",
       "               ci_0.1       ic_best  \n",
       "Crude oil   -2.566917  33285.776417  \n",
       "Heating oil -2.566917 -38859.281772  \n",
       "Gasoline    -2.566923 -37731.026653  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat((\n",
    "    adf(cl_price['1983-04':], autolag='AIC').to_frame().T,\n",
    "    adf(ho_price['1983-04':], autolag='AIC').to_frame().T,\n",
    "    adf(xb_price['1984-12':], autolag='AIC').to_frame().T,\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eda29bdf",
   "metadata": {
    "papermill": {
     "duration": 0.015707,
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     "start_time": "2025-02-22T08:50:21.631994",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Test for two unit roots shows the $H_0$ is rejected for all assets so it would be safe to assume prices are all $I(1)$ processes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5cc64e78",
   "metadata": {
    "execution": {
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>adf</th>\n",
       "      <th>p_value</th>\n",
       "      <th>used_lag</th>\n",
       "      <th>n_obs</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "      <th>ic_best</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Crude oil</th>\n",
       "      <td>-22.389831</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2924.0</td>\n",
       "      <td>-3.432588</td>\n",
       "      <td>-2.862529</td>\n",
       "      <td>-2.567296</td>\n",
       "      <td>4002.321620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Heating oil</th>\n",
       "      <td>-35.771956</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2926.0</td>\n",
       "      <td>-3.432587</td>\n",
       "      <td>-2.862528</td>\n",
       "      <td>-2.567296</td>\n",
       "      <td>-15827.398507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gasoline</th>\n",
       "      <td>-30.486435</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2509.0</td>\n",
       "      <td>-3.432959</td>\n",
       "      <td>-2.862693</td>\n",
       "      <td>-2.567384</td>\n",
       "      <td>-14019.461403</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   adf  p_value  used_lag   n_obs   ci_0.01   ci_0.05  \\\n",
       "Crude oil   -22.389831      0.0       7.0  2924.0 -3.432588 -2.862529   \n",
       "Heating oil -35.771956      0.0       2.0  2926.0 -3.432587 -2.862528   \n",
       "Gasoline    -30.486435      0.0       2.0  2509.0 -3.432959 -2.862693   \n",
       "\n",
       "               ci_0.1       ic_best  \n",
       "Crude oil   -2.567296   4002.321620  \n",
       "Heating oil -2.567296 -15827.398507  \n",
       "Gasoline    -2.567384 -14019.461403  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat((\n",
    "    adf(cl_price['1983-04':'1994-11'].diff().dropna(), autolag='BIC').to_frame().T,\n",
    "    adf(ho_price['1983-04':'1994-11'].diff().dropna(), autolag='BIC').to_frame().T,\n",
    "    adf(xb_price['1984-12':'1994-11'].diff().dropna(), autolag='BIC').to_frame().T,\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5443698a",
   "metadata": {
    "papermill": {
     "duration": 0.017026,
     "end_time": "2025-02-22T08:50:21.973016",
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     "start_time": "2025-02-22T08:50:21.955990",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Engle-Granger test\n",
    "\n",
    "Next, let's check if the crack spread is cointegrated. The cointegration vector is estimated by OLS and the stationarity of the residual is tested with the ADF test.\n",
    "The test is done by the `coint` function in `statsmodels`. (cf. https://www.statsmodels.org/dev/generated/statsmodels.tsa.stattools.coint.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "15663029",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:22.008859Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "price_concat = pd.concat((\n",
    "    cl_price,\n",
    "    ho_price,\n",
    "    xb_price,\n",
    "), axis=1).fillna(method='pad').dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cf731a5e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:22.061491Z",
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def coint(y: pd.Series, x: pd.DataFrame) -> pd.Series:\n",
    "    \"\"\" Run the cointegration test and return a cleaned result \"\"\"\n",
    "    result = sm.tsa.stattools.coint(y, x)\n",
    "    cleaned = {\n",
    "        't_value': result[0],\n",
    "        'p_value': result[1],\n",
    "        'ci_0.01': result[2][0],\n",
    "        'ci_0.05': result[2][1],\n",
    "        'ci_0.1': result[2][2],\n",
    "    }\n",
    "    return pd.Series(cleaned)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4299196b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:22.107930Z",
     "iopub.status.busy": "2025-02-22T08:50:22.107424Z",
     "iopub.status.idle": "2025-02-22T08:50:22.403368Z",
     "shell.execute_reply": "2025-02-22T08:50:22.402609Z"
    },
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "coint_result = pd.concat((\n",
    "    coint(\n",
    "        price_concat.loc[:'1994-11', 'Crude oil'],\n",
    "        price_concat.loc[:'1994-11', ['Heating oil', 'Gasoline']]\n",
    "    ).to_frame('CL vs HO + XB').T,\n",
    "    coint(\n",
    "        price_concat.loc[:'1994-11', 'Crude oil'],\n",
    "        price_concat.loc[:'1994-11', ['Gasoline']]\n",
    "    ).to_frame('CL vs XB').T,\n",
    "    coint(\n",
    "        price_concat.loc[:'1994-11', 'Crude oil'],\n",
    "        price_concat.loc[:'1994-11', ['Heating oil']]\n",
    "    ).to_frame('CL vs HO').T,\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea294ded",
   "metadata": {
    "papermill": {
     "duration": 0.01609,
     "end_time": "2025-02-22T08:50:22.437295",
     "exception": false,
     "start_time": "2025-02-22T08:50:22.421205",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "The $H_0$ is that there is no cointegration. As per GP1999, all three crack spreads are cointegrated. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1824345d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:22.471240Z",
     "iopub.status.busy": "2025-02-22T08:50:22.470528Z",
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     "shell.execute_reply": "2025-02-22T08:50:22.480319Z"
    },
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     "duration": 0.029577,
     "end_time": "2025-02-22T08:50:22.482842",
     "exception": false,
     "start_time": "2025-02-22T08:50:22.453265",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>t_value</th>\n",
       "      <th>p_value</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL vs HO + XB</th>\n",
       "      <td>-6.648676</td>\n",
       "      <td>2.739516e-07</td>\n",
       "      <td>-4.299492</td>\n",
       "      <td>-3.744071</td>\n",
       "      <td>-3.454654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL vs XB</th>\n",
       "      <td>-5.123246</td>\n",
       "      <td>9.709179e-05</td>\n",
       "      <td>-3.900805</td>\n",
       "      <td>-3.338563</td>\n",
       "      <td>-3.046139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL vs HO</th>\n",
       "      <td>-5.754851</td>\n",
       "      <td>5.382539e-06</td>\n",
       "      <td>-3.900805</td>\n",
       "      <td>-3.338563</td>\n",
       "      <td>-3.046139</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                t_value       p_value   ci_0.01   ci_0.05    ci_0.1\n",
       "CL vs HO + XB -6.648676  2.739516e-07 -4.299492 -3.744071 -3.454654\n",
       "CL vs XB      -5.123246  9.709179e-05 -3.900805 -3.338563 -3.046139\n",
       "CL vs HO      -5.754851  5.382539e-06 -3.900805 -3.338563 -3.046139"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coint_result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f816c06",
   "metadata": {
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    },
    "tags": []
   },
   "source": [
    "This seems to hold with the full sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "467771dc",
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   },
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>t_value</th>\n",
       "      <th>p_value</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL vs HO + XB</th>\n",
       "      <td>-4.379496</td>\n",
       "      <td>7.561408e-03</td>\n",
       "      <td>-4.295169</td>\n",
       "      <td>-3.741508</td>\n",
       "      <td>-3.452795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL vs XB</th>\n",
       "      <td>-7.102688</td>\n",
       "      <td>4.877932e-09</td>\n",
       "      <td>-3.897524</td>\n",
       "      <td>-3.336735</td>\n",
       "      <td>-3.044870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL vs HO</th>\n",
       "      <td>-3.967844</td>\n",
       "      <td>7.976523e-03</td>\n",
       "      <td>-3.897524</td>\n",
       "      <td>-3.336735</td>\n",
       "      <td>-3.044870</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                t_value       p_value   ci_0.01   ci_0.05    ci_0.1\n",
       "CL vs HO + XB -4.379496  7.561408e-03 -4.295169 -3.741508 -3.452795\n",
       "CL vs XB      -7.102688  4.877932e-09 -3.897524 -3.336735 -3.044870\n",
       "CL vs HO      -3.967844  7.976523e-03 -3.897524 -3.336735 -3.044870"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat((\n",
    "    coint(\n",
    "        price_concat.loc[:, 'Crude oil'],\n",
    "        price_concat.loc[:, ['Heating oil', 'Gasoline']]\n",
    "    ).to_frame('CL vs HO + XB').T,\n",
    "    coint(\n",
    "        price_concat.loc[:, 'Crude oil'],\n",
    "        price_concat.loc[:, ['Gasoline']]\n",
    "    ).to_frame('CL vs XB').T,\n",
    "    coint(\n",
    "        price_concat.loc[:, 'Crude oil'],\n",
    "        price_concat.loc[:, ['Heating oil']]\n",
    "    ).to_frame('CL vs HO').T,\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9107b072",
   "metadata": {
    "papermill": {
     "duration": 0.020367,
     "end_time": "2025-02-22T08:50:34.677239",
     "exception": false,
     "start_time": "2025-02-22T08:50:34.656872",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "However the confidence level is somewhat weakend with recent data although they are at least still cointegrated at the 5% level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3898183b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:34.712680Z",
     "iopub.status.busy": "2025-02-22T08:50:34.712368Z",
     "iopub.status.idle": "2025-02-22T08:50:35.256347Z",
     "shell.execute_reply": "2025-02-22T08:50:35.255749Z"
    },
    "papermill": {
     "duration": 0.557783,
     "end_time": "2025-02-22T08:50:35.257579",
     "exception": false,
     "start_time": "2025-02-22T08:50:34.699796",
     "status": "completed"
    },
    "tags": []
   },
   "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>t_value</th>\n",
       "      <th>p_value</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CL vs HO + XB</th>\n",
       "      <td>-4.611031</td>\n",
       "      <td>0.003389</td>\n",
       "      <td>-4.297529</td>\n",
       "      <td>-3.742907</td>\n",
       "      <td>-3.453810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL vs XB</th>\n",
       "      <td>-5.149208</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>-3.899315</td>\n",
       "      <td>-3.337733</td>\n",
       "      <td>-3.045563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CL vs HO</th>\n",
       "      <td>-3.341468</td>\n",
       "      <td>0.049280</td>\n",
       "      <td>-3.899315</td>\n",
       "      <td>-3.337733</td>\n",
       "      <td>-3.045563</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                t_value   p_value   ci_0.01   ci_0.05    ci_0.1\n",
       "CL vs HO + XB -4.611031  0.003389 -4.297529 -3.742907 -3.453810\n",
       "CL vs XB      -5.149208  0.000087 -3.899315 -3.337733 -3.045563\n",
       "CL vs HO      -3.341468  0.049280 -3.899315 -3.337733 -3.045563"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat((\n",
    "    coint(\n",
    "        price_concat.loc['2010':, 'Crude oil'],\n",
    "        price_concat.loc['2010':, ['Heating oil', 'Gasoline']]\n",
    "    ).to_frame('CL vs HO + XB').T,\n",
    "    coint(\n",
    "        price_concat.loc['2010':, 'Crude oil'],\n",
    "        price_concat.loc['2010':, ['Gasoline']]\n",
    "    ).to_frame('CL vs XB').T,\n",
    "    coint(\n",
    "        price_concat.loc['2010':, 'Crude oil'],\n",
    "        price_concat.loc['2010':, ['Heating oil']]\n",
    "    ).to_frame('CL vs HO').T,\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f22325d0",
   "metadata": {
    "papermill": {
     "duration": 0.019934,
     "end_time": "2025-02-22T08:50:35.299001",
     "exception": false,
     "start_time": "2025-02-22T08:50:35.279067",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Crack spreads\n",
    "\n",
    "Additionally, GP1999 tests the stationarity of the popularly traded crack spread -- 3:2:1 crack spread (CS), 1:1:0 gasoline crack spread (GCS) and 1:0:1 heating oil crack spread (HOCS).\n",
    "\n",
    "Note that the crude oil contract is priced in barrels while the other two are priced in gallon, and there are 42 gallons per 1 barrel. Some unit conversions are required to calculate such spreads."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "015bb3e9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:35.331506Z",
     "iopub.status.busy": "2025-02-22T08:50:35.331272Z",
     "iopub.status.idle": "2025-02-22T08:50:35.336622Z",
     "shell.execute_reply": "2025-02-22T08:50:35.336057Z"
    },
    "papermill": {
     "duration": 0.020375,
     "end_time": "2025-02-22T08:50:35.338106",
     "exception": false,
     "start_time": "2025-02-22T08:50:35.317731",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "cs = (price_concat['Heating oil'].mul(42).mul(2 / 3) + \n",
    "      price_concat['Gasoline'].mul(42).mul(1 / 3) - \n",
    "      price_concat['Crude oil'])\n",
    "gcs = (price_concat['Gasoline'].mul(42) - \n",
    "       price_concat['Crude oil'])\n",
    "hocs = (price_concat['Heating oil'].mul(42) - \n",
    "        price_concat['Crude oil'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6608463f",
   "metadata": {
    "papermill": {
     "duration": 0.011716,
     "end_time": "2025-02-22T08:50:35.362200",
     "exception": false,
     "start_time": "2025-02-22T08:50:35.350484",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "As can be seen visually below, these spreads appear stationary until around 2000 after which they started to drift away from a certain level. This could be related to the financialisation of commodities. There are some evidence suggesting that index investments and speculative trades influence the commodity markets. (cf https://www.ecb.europa.eu/pub/financial-stability/fsr/focus/2011/pdf/ecb~6fdfdfce1c.fsrbox201112_04.pdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0b27db24",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:35.387593Z",
     "iopub.status.busy": "2025-02-22T08:50:35.387365Z",
     "iopub.status.idle": "2025-02-22T08:50:36.125656Z",
     "shell.execute_reply": "2025-02-22T08:50:36.125129Z"
    },
    "papermill": {
     "duration": 0.753224,
     "end_time": "2025-02-22T08:50:36.126915",
     "exception": false,
     "start_time": "2025-02-22T08:50:35.373691",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 3, figsize=(12, 4), sharey=True)\n",
    "cs.plot(ax=ax[0])\n",
    "gcs.plot(ax=ax[1])\n",
    "hocs.plot(ax=ax[2])\n",
    "\n",
    "ax[0].set_title('3:2:1 crack spread')\n",
    "ax[1].set_title('1:1:0 gasoline crack spread')\n",
    "ax[2].set_title('1:0:1 heating oil crack spread')\n",
    "ax[0].set_ylabel('Crack spread ($)')\n",
    "\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddba6b40",
   "metadata": {
    "papermill": {
     "duration": 0.019384,
     "end_time": "2025-02-22T08:50:36.166815",
     "exception": false,
     "start_time": "2025-02-22T08:50:36.147431",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "More formally, the ADF tests below show that they were stationary until Nov-1994."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bd58dd0b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:36.204896Z",
     "iopub.status.busy": "2025-02-22T08:50:36.204665Z",
     "iopub.status.idle": "2025-02-22T08:50:36.419197Z",
     "shell.execute_reply": "2025-02-22T08:50:36.418447Z"
    },
    "papermill": {
     "duration": 0.233017,
     "end_time": "2025-02-22T08:50:36.420767",
     "exception": false,
     "start_time": "2025-02-22T08:50:36.187750",
     "status": "completed"
    },
    "tags": []
   },
   "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>adf</th>\n",
       "      <th>p_value</th>\n",
       "      <th>used_lag</th>\n",
       "      <th>n_obs</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "      <th>ic_best</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-9.723857</td>\n",
       "      <td>9.387361e-17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2512.0</td>\n",
       "      <td>-3.432956</td>\n",
       "      <td>-2.862691</td>\n",
       "      <td>-2.567383</td>\n",
       "      <td>2405.195084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-6.067386</td>\n",
       "      <td>1.172897e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2512.0</td>\n",
       "      <td>-3.432956</td>\n",
       "      <td>-2.862691</td>\n",
       "      <td>-2.567383</td>\n",
       "      <td>2843.858694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-8.553236</td>\n",
       "      <td>9.103243e-14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2512.0</td>\n",
       "      <td>-3.432956</td>\n",
       "      <td>-2.862691</td>\n",
       "      <td>-2.567383</td>\n",
       "      <td>3535.842166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        adf       p_value  used_lag   n_obs   ci_0.01   ci_0.05    ci_0.1  \\\n",
       "0 -9.723857  9.387361e-17       0.0  2512.0 -3.432956 -2.862691 -2.567383   \n",
       "0 -6.067386  1.172897e-07       0.0  2512.0 -3.432956 -2.862691 -2.567383   \n",
       "0 -8.553236  9.103243e-14       0.0  2512.0 -3.432956 -2.862691 -2.567383   \n",
       "\n",
       "       ic_best  \n",
       "0  2405.195084  \n",
       "0  2843.858694  \n",
       "0  3535.842166  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat((\n",
    "    adf(cs[:'1994-11'], autolag='BIC').to_frame().T,\n",
    "    adf(gcs[:'1994-11'], autolag='BIC').to_frame().T,\n",
    "    adf(hocs[:'1994-11'], autolag='BIC').to_frame().T,\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e2c8692",
   "metadata": {
    "papermill": {
     "duration": 0.021372,
     "end_time": "2025-02-22T08:50:36.469698",
     "exception": false,
     "start_time": "2025-02-22T08:50:36.448326",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Statistically though these spreads are still stationary at the 1% confidence level even after 2000."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d3f9d7a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:36.519071Z",
     "iopub.status.busy": "2025-02-22T08:50:36.518622Z",
     "iopub.status.idle": "2025-02-22T08:50:42.253393Z",
     "shell.execute_reply": "2025-02-22T08:50:42.252643Z"
    },
    "papermill": {
     "duration": 5.760109,
     "end_time": "2025-02-22T08:50:42.254758",
     "exception": false,
     "start_time": "2025-02-22T08:50:36.494649",
     "status": "completed"
    },
    "tags": []
   },
   "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>adf</th>\n",
       "      <th>p_value</th>\n",
       "      <th>used_lag</th>\n",
       "      <th>n_obs</th>\n",
       "      <th>ci_0.01</th>\n",
       "      <th>ci_0.05</th>\n",
       "      <th>ci_0.1</th>\n",
       "      <th>ic_best</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-3.273000</td>\n",
       "      <td>0.016129</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6307.0</td>\n",
       "      <td>-3.431387</td>\n",
       "      <td>-2.861998</td>\n",
       "      <td>-2.567014</td>\n",
       "      <td>19173.790992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-5.481315</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6314.0</td>\n",
       "      <td>-3.431386</td>\n",
       "      <td>-2.861998</td>\n",
       "      <td>-2.567014</td>\n",
       "      <td>20528.845989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-3.719544</td>\n",
       "      <td>0.003846</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6311.0</td>\n",
       "      <td>-3.431387</td>\n",
       "      <td>-2.861998</td>\n",
       "      <td>-2.567014</td>\n",
       "      <td>21557.450837</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        adf   p_value  used_lag   n_obs   ci_0.01   ci_0.05    ci_0.1  \\\n",
       "0 -3.273000  0.016129       7.0  6307.0 -3.431387 -2.861998 -2.567014   \n",
       "0 -5.481315  0.000002       0.0  6314.0 -3.431386 -2.861998 -2.567014   \n",
       "0 -3.719544  0.003846       3.0  6311.0 -3.431387 -2.861998 -2.567014   \n",
       "\n",
       "        ic_best  \n",
       "0  19173.790992  \n",
       "0  20528.845989  \n",
       "0  21557.450837  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.concat((\n",
    "    adf(cs['2000':], autolag='BIC').to_frame().T,\n",
    "    adf(gcs['2000':], autolag='BIC').to_frame().T,\n",
    "    adf(hocs['2000':], autolag='BIC').to_frame().T,\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb6c197c",
   "metadata": {
    "papermill": {
     "duration": 0.02399,
     "end_time": "2025-02-22T08:50:42.303190",
     "exception": false,
     "start_time": "2025-02-22T08:50:42.279200",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Backtest"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bbb1506",
   "metadata": {
    "papermill": {
     "duration": 0.021888,
     "end_time": "2025-02-22T08:50:42.346573",
     "exception": false,
     "start_time": "2025-02-22T08:50:42.324685",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "It's not entirely clear how many back contracts are used in the original analysis as they only mentioned they used *all spreads*. In this notebook, the first 6 contracts are used for the sake of simplicity. Beyond 6, there tends to be more missing prices because of inactivity.\n",
    "\n",
    "In practice, one might want to consider liquidity of each contract to decide which one to trade as not all contract months have the same liquidity. In the case of crude oil, after certain points only June and December contracts are actually traded even though other months are listed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "4aebb8bd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:42.385246Z",
     "iopub.status.busy": "2025-02-22T08:50:42.385001Z",
     "iopub.status.idle": "2025-02-22T08:50:44.153100Z",
     "shell.execute_reply": "2025-02-22T08:50:44.152254Z"
    },
    "papermill": {
     "duration": 1.786556,
     "end_time": "2025-02-22T08:50:44.154659",
     "exception": false,
     "start_time": "2025-02-22T08:50:42.368103",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "cl_curve = get_futures_curve_snapshot('CL', datetime(2021, 12, 1), 'volume')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c2bd035a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:44.196424Z",
     "iopub.status.busy": "2025-02-22T08:50:44.196023Z",
     "iopub.status.idle": "2025-02-22T08:50:44.595449Z",
     "shell.execute_reply": "2025-02-22T08:50:44.593867Z"
    },
    "papermill": {
     "duration": 0.423018,
     "end_time": "2025-02-22T08:50:44.597084",
     "exception": false,
     "start_time": "2025-02-22T08:50:44.174066",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = cl_curve.loc[:'2024'].set_index('symbol')['volume'].plot(kind='bar', figsize=(14, 3));\n",
    "ax.set_ylabel('Volume')\n",
    "ax.set_title('Crude oil traded volume per contract');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9de6acec",
   "metadata": {
    "papermill": {
     "duration": 0.015245,
     "end_time": "2025-02-22T08:50:44.628079",
     "exception": false,
     "start_time": "2025-02-22T08:50:44.612834",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Crack spread\n",
    "\n",
    "First define the instruments. `roll_rule` is defined to make sure futures are rolled on month-ends. As per the analysis done for crush spreads, some arbitrary collateral of 100k USD is used to meature futures returns. Furthermore, `contract_months` is defined to consider all delivery months unlike the commodity benchmarks which only use the subset of delivery months."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5d159539",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:44.660101Z",
     "iopub.status.busy": "2025-02-22T08:50:44.659445Z",
     "iopub.status.idle": "2025-02-22T08:50:44.667423Z",
     "shell.execute_reply": "2025-02-22T08:50:44.666675Z"
    },
    "papermill": {
     "duration": 0.025537,
     "end_time": "2025-02-22T08:50:44.669044",
     "exception": false,
     "start_time": "2025-02-22T08:50:44.643507",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "max_expiry = 6\n",
    "contract_months = tuple(range(1, 12 + 1))\n",
    "instrument = []\n",
    "for i in range(1, max_expiry + 1):\n",
    "    ho = InstrumentDef('HO', id=f'HO_{i}', collateral=100_000, roll_rule=RollRule.MONTH_END.value, nth_expiry=i, contract_months=contract_months)\n",
    "    xb = InstrumentDef('XB', id=f'XB_{i}', collateral=100_000, roll_rule=RollRule.MONTH_END.value, nth_expiry=i, contract_months=contract_months)\n",
    "    cl = InstrumentDef('CL', id=f'CL_{i}', collateral=100_000, roll_rule=RollRule.MONTH_END.value, nth_expiry=i, contract_months=contract_months)\n",
    "    instrument.append(ho)\n",
    "    instrument.append(xb)\n",
    "    instrument.append(cl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "19851a3b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:44.767142Z",
     "iopub.status.busy": "2025-02-22T08:50:44.766295Z",
     "iopub.status.idle": "2025-02-22T08:50:44.771909Z",
     "shell.execute_reply": "2025-02-22T08:50:44.771082Z"
    },
    "papermill": {
     "duration": 0.081017,
     "end_time": "2025-02-22T08:50:44.773557",
     "exception": false,
     "start_time": "2025-02-22T08:50:44.692540",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(instrument)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "729399c3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:50:44.809187Z",
     "iopub.status.busy": "2025-02-22T08:50:44.808511Z",
     "iopub.status.idle": "2025-02-22T08:53:19.066278Z",
     "shell.execute_reply": "2025-02-22T08:53:19.065547Z"
    },
    "papermill": {
     "duration": 154.277689,
     "end_time": "2025-02-22T08:53:19.067530",
     "exception": false,
     "start_time": "2025-02-22T08:50:44.789841",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "engine_cs = BacktestEngine(\n",
    "    start_date=datetime(1985, 1, 1),\n",
    "    strategy=Strategy.DELTA_ONE.value,\n",
    "    instrument=instrument,\n",
    "    signal=signal.CrackSpreadGP1999(\n",
    "        ma_lookback=5,\n",
    "        entry_sigma=2,\n",
    "    ),\n",
    "    weighting=Weighting.SUM.value,\n",
    "    log_level=logging.WARN,\n",
    ")\n",
    "engine_cs.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f08e3ad6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:53:19.100902Z",
     "iopub.status.busy": "2025-02-22T08:53:19.100609Z",
     "iopub.status.idle": "2025-02-22T08:53:53.408629Z",
     "shell.execute_reply": "2025-02-22T08:53:53.407820Z"
    },
    "papermill": {
     "duration": 34.328053,
     "end_time": "2025-02-22T08:53:53.409846",
     "exception": false,
     "start_time": "2025-02-22T08:53:19.081793",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "levels_cs = engine_cs.calculate_equity_curve(calculate_net=False).rename('Crack spread')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46f2eaf9",
   "metadata": {
    "papermill": {
     "duration": 0.014133,
     "end_time": "2025-02-22T08:53:53.438158",
     "exception": false,
     "start_time": "2025-02-22T08:53:53.424025",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Gasoline crack spread"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ea2825c3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:53:53.475202Z",
     "iopub.status.busy": "2025-02-22T08:53:53.474730Z",
     "iopub.status.idle": "2025-02-22T08:53:53.480758Z",
     "shell.execute_reply": "2025-02-22T08:53:53.480138Z"
    },
    "papermill": {
     "duration": 0.022193,
     "end_time": "2025-02-22T08:53:53.481843",
     "exception": false,
     "start_time": "2025-02-22T08:53:53.459650",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "max_expiry = 6\n",
    "instrument = []\n",
    "for i in range(1, max_expiry + 1):\n",
    "    xb = InstrumentDef('XB', id=f'XB_{i}', collateral=100_000, roll_rule=RollRule.MONTH_END.value, nth_expiry=i, contract_months=contract_months)\n",
    "    cl = InstrumentDef('CL', id=f'CL_{i}', collateral=100_000, roll_rule=RollRule.MONTH_END.value, nth_expiry=i, contract_months=contract_months)\n",
    "    instrument.append(xb)\n",
    "    instrument.append(cl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "553fbe4b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:53:53.515042Z",
     "iopub.status.busy": "2025-02-22T08:53:53.514515Z",
     "iopub.status.idle": "2025-02-22T08:55:30.370998Z",
     "shell.execute_reply": "2025-02-22T08:55:30.370132Z"
    },
    "papermill": {
     "duration": 96.87398,
     "end_time": "2025-02-22T08:55:30.372869",
     "exception": false,
     "start_time": "2025-02-22T08:53:53.498889",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "engine_gcs = BacktestEngine(\n",
    "    start_date=datetime(1985, 1, 1),\n",
    "    strategy=Strategy.DELTA_ONE.value,\n",
    "    instrument=instrument,\n",
    "    signal=signal.CrackSpreadGP1999(\n",
    "        weights={'XB': 42 * 1000, 'CL': -1 * 1000},\n",
    "        ma_lookback=5,\n",
    "        entry_sigma=2,\n",
    "    ),\n",
    "    weighting=Weighting.SUM.value,\n",
    "    log_level=logging.WARN,\n",
    ")\n",
    "engine_gcs.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4d87519a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:55:30.408723Z",
     "iopub.status.busy": "2025-02-22T08:55:30.408264Z",
     "iopub.status.idle": "2025-02-22T08:55:54.302560Z",
     "shell.execute_reply": "2025-02-22T08:55:54.301741Z"
    },
    "papermill": {
     "duration": 23.913833,
     "end_time": "2025-02-22T08:55:54.304076",
     "exception": false,
     "start_time": "2025-02-22T08:55:30.390243",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "levels_gcs = engine_gcs.calculate_equity_curve(calculate_net=False).rename('Gasoline crack spread')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d456942",
   "metadata": {
    "papermill": {
     "duration": 0.014797,
     "end_time": "2025-02-22T08:55:54.339381",
     "exception": false,
     "start_time": "2025-02-22T08:55:54.324584",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Heating oil crack spread"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9cb7c150",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:55:54.373511Z",
     "iopub.status.busy": "2025-02-22T08:55:54.372982Z",
     "iopub.status.idle": "2025-02-22T08:55:54.377815Z",
     "shell.execute_reply": "2025-02-22T08:55:54.376991Z"
    },
    "papermill": {
     "duration": 0.024389,
     "end_time": "2025-02-22T08:55:54.379313",
     "exception": false,
     "start_time": "2025-02-22T08:55:54.354924",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "max_expiry = 6\n",
    "instrument = []\n",
    "for i in range(1, max_expiry + 1):\n",
    "    ho = InstrumentDef('HO', id=f'HO_{i}', collateral=100_000, roll_rule=RollRule.MONTH_END.value, nth_expiry=i, contract_months=contract_months)\n",
    "    cl = InstrumentDef('CL', id=f'CL_{i}', collateral=100_000, roll_rule=RollRule.MONTH_END.value, nth_expiry=i, contract_months=contract_months)\n",
    "    instrument.append(ho)\n",
    "    instrument.append(cl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9338a131",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:55:54.412359Z",
     "iopub.status.busy": "2025-02-22T08:55:54.411801Z",
     "iopub.status.idle": "2025-02-22T08:57:29.562487Z",
     "shell.execute_reply": "2025-02-22T08:57:29.561434Z"
    },
    "papermill": {
     "duration": 95.17016,
     "end_time": "2025-02-22T08:57:29.564124",
     "exception": false,
     "start_time": "2025-02-22T08:55:54.393964",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "engine_hocs = BacktestEngine(\n",
    "    start_date=datetime(1985, 1, 1),\n",
    "    strategy=Strategy.DELTA_ONE.value,\n",
    "    instrument=instrument,\n",
    "    signal=signal.CrackSpreadGP1999(\n",
    "        weights={'HO': 42 * 1000, 'CL': -1 * 1000},\n",
    "        ma_lookback=5,\n",
    "        entry_sigma=2,\n",
    "    ),\n",
    "    weighting=Weighting.SUM.value,\n",
    "    log_level=logging.WARN,\n",
    ")\n",
    "engine_hocs.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "64757694",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:29.596555Z",
     "iopub.status.busy": "2025-02-22T08:57:29.596275Z",
     "iopub.status.idle": "2025-02-22T08:57:51.441863Z",
     "shell.execute_reply": "2025-02-22T08:57:51.441107Z"
    },
    "papermill": {
     "duration": 21.861348,
     "end_time": "2025-02-22T08:57:51.443624",
     "exception": false,
     "start_time": "2025-02-22T08:57:29.582276",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "levels_hocs = engine_hocs.calculate_equity_curve(calculate_net=False).rename('Heating oil crack spread')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d427481",
   "metadata": {
    "papermill": {
     "duration": 0.024185,
     "end_time": "2025-02-22T08:57:51.493984",
     "exception": false,
     "start_time": "2025-02-22T08:57:51.469799",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Performance\n",
    "During the sample period tested, a mean-reversion on the crack spread worked well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "348f0796",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:51.531993Z",
     "iopub.status.busy": "2025-02-22T08:57:51.531765Z",
     "iopub.status.idle": "2025-02-22T08:57:51.539453Z",
     "shell.execute_reply": "2025-02-22T08:57:51.538800Z"
    },
    "papermill": {
     "duration": 0.02715,
     "end_time": "2025-02-22T08:57:51.540953",
     "exception": false,
     "start_time": "2025-02-22T08:57:51.513803",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "levels = pd.concat((\n",
    "    levels_cs, levels_gcs, levels_hocs\n",
    "), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "bb1a9532-397a-4a5c-ab9e-69866a124386",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:51.582894Z",
     "iopub.status.busy": "2025-02-22T08:57:51.582579Z",
     "iopub.status.idle": "2025-02-22T08:57:51.956576Z",
     "shell.execute_reply": "2025-02-22T08:57:51.955957Z"
    },
    "papermill": {
     "duration": 0.393046,
     "end_time": "2025-02-22T08:57:51.957816",
     "exception": false,
     "start_time": "2025-02-22T08:57:51.564770",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4.5))\n",
    "levels[:'1994-11'].plot(ax=ax, logy=True);\n",
    "ax.set_title('Crack spreads mean-reversion (GP1999)')\n",
    "ax.set_ylabel('Cumulative returns');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8b9035a4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:51.987057Z",
     "iopub.status.busy": "2025-02-22T08:57:51.986776Z",
     "iopub.status.idle": "2025-02-22T08:57:52.020560Z",
     "shell.execute_reply": "2025-02-22T08:57:52.019949Z"
    },
    "papermill": {
     "duration": 0.049594,
     "end_time": "2025-02-22T08:57:52.021526",
     "exception": false,
     "start_time": "2025-02-22T08:57:51.971932",
     "status": "completed"
    },
    "tags": []
   },
   "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>Crack spread</th>\n",
       "      <th>Gasoline crack spread</th>\n",
       "      <th>Heating oil crack spread</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CAGR</th>\n",
       "      <td>0.014436</td>\n",
       "      <td>0.009028</td>\n",
       "      <td>0.015515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annualised vol</th>\n",
       "      <td>0.026774</td>\n",
       "      <td>0.036059</td>\n",
       "      <td>0.030140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sharpe ratio</th>\n",
       "      <td>0.539172</td>\n",
       "      <td>0.250360</td>\n",
       "      <td>0.514758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max drawdown</th>\n",
       "      <td>0.050744</td>\n",
       "      <td>0.117703</td>\n",
       "      <td>0.044412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calmar ratio</th>\n",
       "      <td>0.284479</td>\n",
       "      <td>0.076700</td>\n",
       "      <td>0.349336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skewness</th>\n",
       "      <td>-0.232712</td>\n",
       "      <td>0.179199</td>\n",
       "      <td>-0.061360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kurtosis</th>\n",
       "      <td>27.574873</td>\n",
       "      <td>16.970590</td>\n",
       "      <td>24.366339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Worst return</th>\n",
       "      <td>-0.018477</td>\n",
       "      <td>-0.022396</td>\n",
       "      <td>-0.017976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Worst 1d return</th>\n",
       "      <td>-0.018477</td>\n",
       "      <td>-0.022396</td>\n",
       "      <td>-0.017976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Worst 1w return</th>\n",
       "      <td>-0.024356</td>\n",
       "      <td>-0.030867</td>\n",
       "      <td>-0.020321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Worst 1m return</th>\n",
       "      <td>-0.017878</td>\n",
       "      <td>-0.046201</td>\n",
       "      <td>-0.021200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Crack spread  Gasoline crack spread  Heating oil crack spread\n",
       "CAGR                 0.014436               0.009028                  0.015515\n",
       "Annualised vol       0.026774               0.036059                  0.030140\n",
       "Sharpe ratio         0.539172               0.250360                  0.514758\n",
       "Max drawdown         0.050744               0.117703                  0.044412\n",
       "Calmar ratio         0.284479               0.076700                  0.349336\n",
       "Skewness            -0.232712               0.179199                 -0.061360\n",
       "Kurtosis            27.574873              16.970590                 24.366339\n",
       "Worst return        -0.018477              -0.022396                 -0.017976\n",
       "Worst 1d return     -0.018477              -0.022396                 -0.017976\n",
       "Worst 1w return     -0.024356              -0.030867                 -0.020321\n",
       "Worst 1m return     -0.017878              -0.046201                 -0.021200"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "levels[:'1994-11'].pipe(Performance).summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25d81c19",
   "metadata": {
    "papermill": {
     "duration": 0.013672,
     "end_time": "2025-02-22T08:57:52.049264",
     "exception": false,
     "start_time": "2025-02-22T08:57:52.035592",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "The underperformance in 1990 coincides with a wider divergence on the crack spread which is intuitive."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "76538675",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:52.080378Z",
     "iopub.status.busy": "2025-02-22T08:57:52.080144Z",
     "iopub.status.idle": "2025-02-22T08:57:52.375058Z",
     "shell.execute_reply": "2025-02-22T08:57:52.374550Z"
    },
    "papermill": {
     "duration": 0.313834,
     "end_time": "2025-02-22T08:57:52.376928",
     "exception": false,
     "start_time": "2025-02-22T08:57:52.063094",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.concat((\n",
    "    levels_gcs.rename('Gasoline crack spread strategy'),\n",
    "    gcs.rename('GCS')\n",
    "), axis=1)[:'1994-11'].plot(figsize=(8, 5), secondary_y='GCS');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2d431e2",
   "metadata": {
    "papermill": {
     "duration": 0.016334,
     "end_time": "2025-02-22T08:57:52.408039",
     "exception": false,
     "start_time": "2025-02-22T08:57:52.391705",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Long-term performance\n",
    "\n",
    "...however as we saw earlier in the time-series of crack spreads, something must have changed in 2000s and the trading strategies stopped working."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "d8a263d6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:52.440218Z",
     "iopub.status.busy": "2025-02-22T08:57:52.439986Z",
     "iopub.status.idle": "2025-02-22T08:57:52.851961Z",
     "shell.execute_reply": "2025-02-22T08:57:52.851047Z"
    },
    "papermill": {
     "duration": 0.429003,
     "end_time": "2025-02-22T08:57:52.853787",
     "exception": false,
     "start_time": "2025-02-22T08:57:52.424784",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4.5))\n",
    "levels.plot(ax=ax, logy=True);\n",
    "ax.set_title('Crack spreads mean-reversion (GP1999)')\n",
    "ax.set_ylabel('Cumulative returns');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b9b01da1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:52.907926Z",
     "iopub.status.busy": "2025-02-22T08:57:52.907694Z",
     "iopub.status.idle": "2025-02-22T08:57:52.991584Z",
     "shell.execute_reply": "2025-02-22T08:57:52.990951Z"
    },
    "papermill": {
     "duration": 0.109121,
     "end_time": "2025-02-22T08:57:52.993053",
     "exception": false,
     "start_time": "2025-02-22T08:57:52.883932",
     "status": "completed"
    },
    "tags": []
   },
   "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>Crack spread</th>\n",
       "      <th>Gasoline crack spread</th>\n",
       "      <th>Heating oil crack spread</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CAGR</th>\n",
       "      <td>0.002828</td>\n",
       "      <td>0.015182</td>\n",
       "      <td>-0.006008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annualised vol</th>\n",
       "      <td>0.061715</td>\n",
       "      <td>0.064004</td>\n",
       "      <td>0.099894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sharpe ratio</th>\n",
       "      <td>0.045831</td>\n",
       "      <td>0.237205</td>\n",
       "      <td>-0.060139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max drawdown</th>\n",
       "      <td>0.360614</td>\n",
       "      <td>0.274057</td>\n",
       "      <td>0.445437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calmar ratio</th>\n",
       "      <td>0.007844</td>\n",
       "      <td>0.055397</td>\n",
       "      <td>-0.013487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skewness</th>\n",
       "      <td>2.146985</td>\n",
       "      <td>-0.293153</td>\n",
       "      <td>4.283432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kurtosis</th>\n",
       "      <td>181.131255</td>\n",
       "      <td>12.449278</td>\n",
       "      <td>245.506820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Worst return</th>\n",
       "      <td>-0.100039</td>\n",
       "      <td>-0.045254</td>\n",
       "      <td>-0.146808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Worst 1d return</th>\n",
       "      <td>-0.100039</td>\n",
       "      <td>-0.045254</td>\n",
       "      <td>-0.146808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Worst 1w return</th>\n",
       "      <td>-0.074995</td>\n",
       "      <td>-0.064385</td>\n",
       "      <td>-0.158742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Worst 1m return</th>\n",
       "      <td>-0.096323</td>\n",
       "      <td>-0.089011</td>\n",
       "      <td>-0.140449</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Crack spread  Gasoline crack spread  Heating oil crack spread\n",
       "CAGR                 0.002828               0.015182                 -0.006008\n",
       "Annualised vol       0.061715               0.064004                  0.099894\n",
       "Sharpe ratio         0.045831               0.237205                 -0.060139\n",
       "Max drawdown         0.360614               0.274057                  0.445437\n",
       "Calmar ratio         0.007844               0.055397                 -0.013487\n",
       "Skewness             2.146985              -0.293153                  4.283432\n",
       "Kurtosis           181.131255              12.449278                245.506820\n",
       "Worst return        -0.100039              -0.045254                 -0.146808\n",
       "Worst 1d return     -0.100039              -0.045254                 -0.146808\n",
       "Worst 1w return     -0.074995              -0.064385                 -0.158742\n",
       "Worst 1m return     -0.096323              -0.089011                 -0.140449"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "levels.pipe(Performance).summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e67cc5fa",
   "metadata": {
    "papermill": {
     "duration": 0.029996,
     "end_time": "2025-02-22T08:57:53.054025",
     "exception": false,
     "start_time": "2025-02-22T08:57:53.024029",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Post publication"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "94b4f13d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:53.107208Z",
     "iopub.status.busy": "2025-02-22T08:57:53.106663Z",
     "iopub.status.idle": "2025-02-22T08:57:53.110143Z",
     "shell.execute_reply": "2025-02-22T08:57:53.109426Z"
    },
    "papermill": {
     "duration": 0.027179,
     "end_time": "2025-02-22T08:57:53.111575",
     "exception": false,
     "start_time": "2025-02-22T08:57:53.084396",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "publication_date = datetime(1999, 11, 29)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "1a2e7f9c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:53.147647Z",
     "iopub.status.busy": "2025-02-22T08:57:53.147119Z",
     "iopub.status.idle": "2025-02-22T08:57:54.019301Z",
     "shell.execute_reply": "2025-02-22T08:57:54.018657Z"
    },
    "papermill": {
     "duration": 0.892008,
     "end_time": "2025-02-22T08:57:54.021950",
     "exception": false,
     "start_time": "2025-02-22T08:57:53.129942",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(14, 4))\n",
    "levels.plot(ax=ax[0], logy=True);\n",
    "ax[0].set_title('Crack spreads mean-reversion (GP1999)')\n",
    "ax[0].set_ylabel('Cumulative returns');\n",
    "ax[0].axvline(publication_date, lw=1, ls='--', color='black')\n",
    "ax[0].text(publication_date, 100, 'Publication date ', ha='right')\n",
    "\n",
    "levels.loc[publication_date:].pipe(rebase).plot(ax=ax[1], logy=True);\n",
    "ax[1].set_title('Post publication');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d187127a",
   "metadata": {
    "papermill": {
     "duration": 0.016659,
     "end_time": "2025-02-22T08:57:54.058475",
     "exception": false,
     "start_time": "2025-02-22T08:57:54.041816",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Reference\n",
    "- Girma, P.B. and Paulson, A.S., 1999. Risk arbitrage opportunities in petroleum futures spreads. Journal of Futures Markets, 19(8), pp.931-955."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "69fe3c8e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-02-22T08:57:54.092790Z",
     "iopub.status.busy": "2025-02-22T08:57:54.092500Z",
     "iopub.status.idle": "2025-02-22T08:57:54.096451Z",
     "shell.execute_reply": "2025-02-22T08:57:54.095832Z"
    },
    "papermill": {
     "duration": 0.022402,
     "end_time": "2025-02-22T08:57:54.097759",
     "exception": false,
     "start_time": "2025-02-22T08:57:54.075357",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Updated: 22-Feb-2025 08:57\n"
     ]
    }
   ],
   "source": [
    "print(f'Updated: {datetime.now(pytz.utc):%d-%b-%Y %H:%M}')"
   ]
  }
 ],
 "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": "3.12.4"
  },
  "papermill": {
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