09_time_series_models/02_arima_models.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Univariate ARIMA Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:31.646708Z",
     "start_time": "2021-04-15T20:41:31.643793Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:32.354590Z",
     "start_time": "2021-04-15T20:41:31.651035Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from tqdm import tqdm\n",
    "from itertools import product\n",
    "import pandas as pd\n",
    "import pandas_datareader.data as web\n",
    "import numpy as np\n",
    "from numpy.linalg import LinAlgError\n",
    "\n",
    "import statsmodels.tsa.api as tsa\n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "from statsmodels.tsa.stattools import acf, q_stat, adfuller\n",
    "from scipy.stats import probplot, moment\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:32.357347Z",
     "start_time": "2021-04-15T20:41:32.355498Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:32.367707Z",
     "start_time": "2021-04-15T20:41:32.358384Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_correlogram(x, lags=None, title=None):    \n",
    "    lags = min(10, int(len(x)/5)) if lags is None else lags\n",
    "    fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(14, 8))\n",
    "    x.plot(ax=axes[0][0], title='Residuals')\n",
    "    x.rolling(21).mean().plot(ax=axes[0][0], c='k', lw=1)\n",
    "    q_p = np.max(q_stat(acf(x, nlags=lags), len(x))[1])\n",
    "    stats = f'Q-Stat: {np.max(q_p):>8.2f}\\nADF: {adfuller(x)[1]:>11.2f}'\n",
    "    axes[0][0].text(x=.02, y=.85, s=stats, transform=axes[0][0].transAxes)\n",
    "    probplot(x, plot=axes[0][1])\n",
    "    mean, var, skew, kurtosis = moment(x, moment=[1, 2, 3, 4])\n",
    "    s = f'Mean: {mean:>12.2f}\\nSD: {np.sqrt(var):>16.2f}\\nSkew: {skew:12.2f}\\nKurtosis:{kurtosis:9.2f}'\n",
    "    axes[0][1].text(x=.02, y=.75, s=s, transform=axes[0][1].transAxes)\n",
    "    plot_acf(x=x, lags=lags, zero=False, ax=axes[1][0])\n",
    "    plot_pacf(x, lags=lags, zero=False, ax=axes[1][1])\n",
    "    axes[1][0].set_xlabel('Lag')\n",
    "    axes[1][1].set_xlabel('Lag')\n",
    "    fig.suptitle(title, fontsize=14)\n",
    "    sns.despine()\n",
    "    fig.tight_layout()\n",
    "    fig.subplots_adjust(top=.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download Series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load monthly industrial production and daily NASDAQ stock market index:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:32.868333Z",
     "start_time": "2021-04-15T20:41:32.368753Z"
    }
   },
   "outputs": [],
   "source": [
    "industrial_production = web.DataReader('IPGMFN', 'fred', '1988', '2017-12').squeeze().dropna()\n",
    "nasdaq = web.DataReader('NASDAQCOM', 'fred', '1990', '2017-12-31').squeeze().dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Log Transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:32.872763Z",
     "start_time": "2021-04-15T20:41:32.869748Z"
    }
   },
   "outputs": [],
   "source": [
    "nasdaq_log = np.log(nasdaq)\n",
    "industrial_production_log = np.log(industrial_production)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differencing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:32.887976Z",
     "start_time": "2021-04-15T20:41:32.874056Z"
    }
   },
   "outputs": [],
   "source": [
    "nasdaq_log_diff = nasdaq_log.diff().dropna()\n",
    "\n",
    "# seasonal differencing => yoy instantanteous returns\n",
    "industrial_production_log_diff = industrial_production_log.diff(12).dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Univariate Time Series Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Autoregressive (AR) Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multiple linear-regression models expressed the variable of interest as a linear combination of predictors or input variables. Univariate time series models relate the value of the time series at the point in time of interest to a linear combination of lagged values of the series and possibly past disturbance terms.\n",
    "While exponential smoothing models are based on a description of the trend and seasonality in the data, ARIMA models aim to describe the autocorrelations in the data. ARIMA(p, d, q) models require stationarity and leverage two building blocks:\n",
    "- Autoregressive (AR) terms consisting of p-lagged values of the time series\n",
    "- Moving average (MA) terms that contain q-lagged disturbances\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Chapter 8 introduces the ARIMA building blocks, simple autoregressive (AR) and moving average (MA) models, and explains how to combine them in autoregressive moving-average (ARMA) models that may account for series integration as ARIMA models or include exogenous variables as AR(I)MAX models. \n",
    "\n",
    "Furthermore, we will illustrate how to include seasonal AR and MA terms to extend the toolbox to also include SARMAX models."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ARMA vs ARIMA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ARMA model of the undifferenced series produces the same result as the ARIMA model of the differenced series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:37.790993Z",
     "start_time": "2021-04-15T20:41:32.888997Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:581: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  warnings.warn('A date index has been provided, but it has no'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:581: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  warnings.warn('A date index has been provided, but it has no'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:581: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  warnings.warn('A date index has been provided, but it has no'\n"
     ]
    }
   ],
   "source": [
    "model1 = tsa.ARMA(endog=nasdaq_log_diff, order=(2,2)).fit()\n",
    "model2 = tsa.ARIMA(endog=nasdaq_log, order=(2,1,2)).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:37.800459Z",
     "start_time": "2021-04-15T20:41:37.792628Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ar.L1.NASDAQCOM    True\n",
       "ar.L2.NASDAQCOM    True\n",
       "const              True\n",
       "ma.L1.NASDAQCOM    True\n",
       "ma.L2.NASDAQCOM    True\n",
       "dtype: bool"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model1.params.sort_index() == model2.params.sort_index().values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seasonal differencing vs SARIMAX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seasonal differencing has same effect as using SARIMAX w seasonal order (0,1,0,12)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:38.259732Z",
     "start_time": "2021-04-15T20:41:37.801777Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:566: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    }
   ],
   "source": [
    "model1 = tsa.statespace.SARIMAX(industrial_production_log, order=(2,0,2), seasonal_order=(0,1,0,12)).fit()\n",
    "model2 = tsa.statespace.SARIMAX(industrial_production_log_diff, order=(2,0,2), seasonal_order=(0,0,0,12)).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:41:38.267308Z",
     "start_time": "2021-04-15T20:41:38.260580Z"
    }
   },
   "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>SARIMAX</th>\n",
       "      <th>diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ar.L1</th>\n",
       "      <td>1.765901</td>\n",
       "      <td>1.765978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ar.L2</th>\n",
       "      <td>-0.788175</td>\n",
       "      <td>-0.788255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ma.L1</th>\n",
       "      <td>-0.859266</td>\n",
       "      <td>-0.859608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ma.L2</th>\n",
       "      <td>0.352755</td>\n",
       "      <td>0.353158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sigma2</th>\n",
       "      <td>0.000101</td>\n",
       "      <td>0.000101</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         SARIMAX      diff\n",
       "ar.L1   1.765901  1.765978\n",
       "ar.L2  -0.788175 -0.788255\n",
       "ma.L1  -0.859266 -0.859608\n",
       "ma.L2   0.352755  0.353158\n",
       "sigma2  0.000101  0.000101"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model1.params.to_frame('SARIMAX').join(model2.params.to_frame('diff'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding the optimal ARMA lags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run candidate models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We iterate over various (p, q) lag combinations and collect diagnostic statistics to compare the result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.354325Z",
     "start_time": "2021-04-15T20:41:38.268423Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:547: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n",
      "  warnings.warn('Inverting hessian failed, no bse or cov_params '\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:547: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n",
      "  warnings.warn('Inverting hessian failed, no bse or cov_params '\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:547: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n",
      "  warnings.warn('Inverting hessian failed, no bse or cov_params '\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:547: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n",
      "  warnings.warn('Inverting hessian failed, no bse or cov_params '\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:566: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
      "  warnings.warn(\"Maximum Likelihood optimization failed to \"\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 3\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:547: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n",
      "  warnings.warn('Inverting hessian failed, no bse or cov_params '\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:547: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n",
      "  warnings.warn('Inverting hessian failed, no bse or cov_params '\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py:547: HessianInversionWarning: Inverting hessian failed, no bse or cov_params available\n",
      "  warnings.warn('Inverting hessian failed, no bse or cov_params '\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 2\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n",
      "  warnings.warn('No frequency information was'\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-12-42dd50b45734>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     13\u001b[0m             \u001b[0mtrain_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindustrial_production_log_diff\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mtrain_size\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m                 \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtsa\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mARMA\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mendog\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrain_set\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mq\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     16\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mLinAlgError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m                 \u001b[0mconvergence_error\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/arima_model.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, start_params, trend, method, transparams, solver, maxiter, full_output, disp, callback, start_ar_lags, **kwargs)\u001b[0m\n\u001b[1;32m   1025\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'm'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m12\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1026\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'approx_grad'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1027\u001b[0;31m         mlefit = super(ARMA, self).fit(start_params, method=solver,\n\u001b[0m\u001b[1;32m   1028\u001b[0m                                        \u001b[0mmaxiter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmaxiter\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1029\u001b[0m                                        \u001b[0mfull_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfull_output\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdisp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdisp\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, start_params, method, maxiter, full_output, disp, fargs, callback, retall, skip_hessian, **kwargs)\u001b[0m\n\u001b[1;32m    517\u001b[0m         \u001b[0mwarn_convergence\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'warn_convergence'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    518\u001b[0m         \u001b[0moptimizer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mOptimizer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 519\u001b[0;31m         xopt, retvals, optim_settings = optimizer._fit(f, score, start_params,\n\u001b[0m\u001b[1;32m    520\u001b[0m                                                        \u001b[0mfargs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    521\u001b[0m                                                        \u001b[0mhessian\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mhess\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/optimizer.py\u001b[0m in \u001b[0;36m_fit\u001b[0;34m(self, objective, gradient, start_params, fargs, kwargs, hessian, method, maxiter, full_output, disp, callback, retall)\u001b[0m\n\u001b[1;32m    222\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    223\u001b[0m         \u001b[0mfunc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfit_funcs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 224\u001b[0;31m         xopt, retvals = func(objective, gradient, start_params, fargs, kwargs,\n\u001b[0m\u001b[1;32m    225\u001b[0m                             \u001b[0mdisp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdisp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmaxiter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmaxiter\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcallback\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcallback\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    226\u001b[0m                             \u001b[0mretall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mretall\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfull_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfull_output\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/optimizer.py\u001b[0m in \u001b[0;36m_fit_lbfgs\u001b[0;34m(f, score, start_params, fargs, kwargs, disp, maxiter, callback, retall, full_output, hess)\u001b[0m\n\u001b[1;32m    627\u001b[0m         \u001b[0mfunc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    628\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 629\u001b[0;31m     retvals = optimize.fmin_l_bfgs_b(func, start_params, maxiter=maxiter,\n\u001b[0m\u001b[1;32m    630\u001b[0m                                      \u001b[0mcallback\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcallback\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfargs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    631\u001b[0m                                      \u001b[0mbounds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbounds\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdisp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdisp\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/lbfgsb.py\u001b[0m in \u001b[0;36mfmin_l_bfgs_b\u001b[0;34m(func, x0, fprime, args, approx_grad, bounds, m, factr, pgtol, epsilon, iprint, maxfun, maxiter, disp, callback, maxls)\u001b[0m\n\u001b[1;32m    195\u001b[0m             'maxls': maxls}\n\u001b[1;32m    196\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 197\u001b[0;31m     res = _minimize_lbfgsb(fun, x0, args=args, jac=jac, bounds=bounds,\n\u001b[0m\u001b[1;32m    198\u001b[0m                            **opts)\n\u001b[1;32m    199\u001b[0m     d = {'grad': res['jac'],\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/lbfgsb.py\u001b[0m in \u001b[0;36m_minimize_lbfgsb\u001b[0;34m(fun, x0, args, jac, bounds, disp, maxcor, ftol, gtol, eps, maxfun, maxiter, iprint, callback, maxls, finite_diff_rel_step, **unknown_options)\u001b[0m\n\u001b[1;32m    358\u001b[0m             \u001b[0;31m# until the completion of the current minimization iteration.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0;31m# Overwrite f and g:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 360\u001b[0;31m             \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc_and_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    361\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mtask_str\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstartswith\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mb'NEW_X'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    362\u001b[0m             \u001b[0;31m# new iteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/_differentiable_functions.py\u001b[0m in \u001b[0;36mfun_and_grad\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    259\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_x_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    260\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_fun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 261\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    262\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    263\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/_differentiable_functions.py\u001b[0m in \u001b[0;36m_update_grad\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    229\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_update_grad\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    230\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mg_updated\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 231\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_grad_impl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    232\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mg_updated\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    233\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/_differentiable_functions.py\u001b[0m in \u001b[0;36mupdate_grad\u001b[0;34m()\u001b[0m\n\u001b[1;32m    149\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_fun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    150\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mngev\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 151\u001b[0;31m                 self.g = approx_derivative(fun_wrapped, self.x, f0=self.f,\n\u001b[0m\u001b[1;32m    152\u001b[0m                                            **finite_diff_options)\n\u001b[1;32m    153\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/_numdiff.py\u001b[0m in \u001b[0;36mapprox_derivative\u001b[0;34m(fun, x0, method, rel_step, abs_step, f0, bounds, sparsity, as_linear_operator, args, kwargs)\u001b[0m\n\u001b[1;32m    463\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    464\u001b[0m             \u001b[0;31m# user specifies an absolute step\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 465\u001b[0;31m             \u001b[0msign_x0\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mx0\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m2\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    466\u001b[0m             \u001b[0mh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mabs_step\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    467\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "train_size = 120\n",
    "results = {}\n",
    "y_true = industrial_production_log_diff.iloc[train_size:]\n",
    "for p in range(5):\n",
    "    for q in range(5):\n",
    "        aic, bic = [], []\n",
    "        if p == 0 and q == 0:\n",
    "            continue\n",
    "        print(p, q)\n",
    "        convergence_error = stationarity_error = 0\n",
    "        y_pred = []\n",
    "        for T in range(train_size, len(industrial_production_log_diff)):\n",
    "            train_set = industrial_production_log_diff.iloc[T-train_size:T]\n",
    "            try:\n",
    "                model = tsa.ARMA(endog=train_set, order=(p, q)).fit()\n",
    "            except LinAlgError:\n",
    "                convergence_error += 1\n",
    "            except ValueError:\n",
    "                stationarity_error += 1\n",
    "\n",
    "            forecast, _, _ = model.forecast(steps=1)\n",
    "            y_pred.append(forecast[0])\n",
    "            aic.append(model.aic)\n",
    "            bic.append(model.bic)\n",
    "\n",
    "        result = (pd.DataFrame({'y_true': y_true, 'y_pred': y_pred})\n",
    "                  .replace(np.inf, np.nan)\n",
    "                  .dropna())\n",
    "\n",
    "        rmse = np.sqrt(mean_squared_error(\n",
    "            y_true=result.y_true, y_pred=result.y_pred))\n",
    "\n",
    "        results[(p, q)] = [rmse,\n",
    "                           np.mean(aic),\n",
    "                           np.mean(bic),\n",
    "                           convergence_error,\n",
    "                           stationarity_error]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.355690Z",
     "start_time": "2021-04-15T20:41:31.700Z"
    }
   },
   "outputs": [],
   "source": [
    "arma_results = pd.DataFrame(results).T\n",
    "arma_results.columns = ['RMSE', 'AIC', 'BIC', 'convergence', 'stationarity']\n",
    "arma_results.index.names = ['p', 'q']\n",
    "arma_results.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.356238Z",
     "start_time": "2021-04-15T20:41:31.701Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore('arima.h5') as store:\n",
    "    store.put('arma', arma_results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We aim to minimize both RMSE and BIC:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.356657Z",
     "start_time": "2021-04-15T20:41:31.705Z"
    }
   },
   "outputs": [],
   "source": [
    "arma_results.nsmallest(5, columns=['RMSE'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.358781Z",
     "start_time": "2021-04-15T20:41:31.707Z"
    }
   },
   "outputs": [],
   "source": [
    "arma_results.nsmallest(5, columns=['BIC'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.359298Z",
     "start_time": "2021-04-15T20:41:31.709Z"
    }
   },
   "outputs": [],
   "source": [
    "fig, axes = plt.subplots(ncols=2, figsize=(10,4), sharex=True, sharey=True)\n",
    "sns.heatmap(arma_results[arma_results.RMSE<.5].RMSE.unstack().mul(10), fmt='.3f', annot=True, cmap='Blues', ax=axes[0], cbar=False);\n",
    "sns.heatmap(arma_results.BIC.unstack(), fmt='.2f', annot=True, cmap='Blues', ax=axes[1], cbar=False)\n",
    "axes[0].set_title('Root Mean Squared Error')\n",
    "axes[1].set_title('Bayesian Information Criterion')\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.359753Z",
     "start_time": "2021-04-15T20:41:31.711Z"
    }
   },
   "outputs": [],
   "source": [
    "arma_results.rank().loc[:, ['RMSE', 'BIC']].mean(1).nsmallest(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Estimating the best ARMA Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ARMA(4,0) and ARMA(4,1) are close, so we chose the more parsimonious (4,0) configuration:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.360162Z",
     "start_time": "2021-04-15T20:41:31.713Z"
    }
   },
   "outputs": [],
   "source": [
    "best_p, best_q = arma_results.rank().loc[:, ['RMSE', 'BIC']].mean(1).idxmin()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.360728Z",
     "start_time": "2021-04-15T20:41:31.715Z"
    }
   },
   "outputs": [],
   "source": [
    "best_arma_model = tsa.ARMA(endog=industrial_production_log_diff, order=(best_p, best_q)).fit()\n",
    "print(best_arma_model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check Residual Correlogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.361802Z",
     "start_time": "2021-04-15T20:41:31.718Z"
    }
   },
   "outputs": [],
   "source": [
    "plot_correlogram(best_arma_model.resid)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SARIMAX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.362288Z",
     "start_time": "2021-04-15T20:41:31.721Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "sarimax_model = tsa.SARIMAX(endog=industrial_production_log_diff.dropna().values,\n",
    "                    order=(2, 0, 2),\n",
    "                    seasonal_order=(1, 0, 1, 12)).fit(start_params=[0, 0, 0, 0, 0, 0, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.362700Z",
     "start_time": "2021-04-15T20:41:31.723Z"
    }
   },
   "outputs": [],
   "source": [
    "print(sarimax_model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.363145Z",
     "start_time": "2021-04-15T20:41:31.724Z"
    }
   },
   "outputs": [],
   "source": [
    "plot_correlogram(pd.Series(sarimax_model.resid))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will build a SARIMAX model for monthly data on an industrial production time series for the 1988-2017 period. As illustrated in the first section on analytical tools, the data has been log-transformed, and we are using seasonal (lag-12) differences. We estimate the model for a range of both ordinary and conventional AR and MA parameters using a rolling window of 10 years of training data, and evaluate the RMSE of the 1-step-ahead forecast."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finding the optimal number of lags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This takes a while..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.363568Z",
     "start_time": "2021-04-15T20:41:31.727Z"
    }
   },
   "outputs": [],
   "source": [
    "l3 = list(range(3))\n",
    "l4 = list(range(4))\n",
    "params = [t for t in product(l4, l4, l3, l3) if t[0] > 0 and t[1] >  0]\n",
    "len(params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.364013Z",
     "start_time": "2021-04-15T20:41:31.729Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "train_size = 120 # 10 years of training data\n",
    "results = {}\n",
    "test_set = industrial_production_log_diff.iloc[train_size:]\n",
    "\n",
    "for p1, q1, p2, q2 in tqdm(params):\n",
    "    preds = test_set.copy().to_frame('y_true').assign(y_pred=np.nan)\n",
    "    aic, bic = [], []\n",
    "    if p1 == 0 and q1 == 0:\n",
    "        continue\n",
    "    convergence_error = stationarity_error = 0\n",
    "    y_pred = []\n",
    "    for i, T in enumerate(range(train_size, len(industrial_production_log_diff))):\n",
    "        train_set = industrial_production_log_diff.iloc[T-train_size:T]\n",
    "        try:\n",
    "            with warnings.catch_warnings():\n",
    "                warnings.filterwarnings(\"ignore\")\n",
    "                model = tsa.SARIMAX(endog=train_set.values,\n",
    "                                order=(p1, 0, q1),\n",
    "                                seasonal_order=(p2, 0, q2, 12)).fit(disp=0)\n",
    "        except LinAlgError:\n",
    "            convergence_error += 1\n",
    "        except ValueError:\n",
    "            stationarity_error += 1\n",
    "\n",
    "        preds.iloc[i, 1] = model.forecast(steps=1)[0]\n",
    "        aic.append(model.aic)\n",
    "        bic.append(model.bic)\n",
    "\n",
    "    preds.dropna(inplace=True)\n",
    "    mse = mean_squared_error(preds.y_true, preds.y_pred)\n",
    "    results[(p1, q1, p2, q2)] = [np.sqrt(mse),\n",
    "                                      preds.y_true.sub(preds.y_pred).pow(2).std(),\n",
    "                                      np.mean(aic),\n",
    "                                      np.std(aic),                                                  \n",
    "                                      np.mean(bic),\n",
    "                                      np.std(bic),                                                  \n",
    "                                      convergence_error,\n",
    "                                      stationarity_error]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compare model metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.364478Z",
     "start_time": "2021-04-15T20:41:31.732Z"
    }
   },
   "outputs": [],
   "source": [
    "sarimax_results = pd.DataFrame(results).T\n",
    "sarimax_results.columns = ['RMSE', 'RMSE_std', 'AIC', 'AIC_std', 'BIC', 'BIC_std', 'convergence', 'stationarity']\n",
    "sarimax_results['CV'] = sarimax_results.RMSE_std.div(sarimax_results.RMSE)\n",
    "sarimax_results.index.names = ['p1', 'q1', 'p2', 'q2']\n",
    "sarimax_results.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.364920Z",
     "start_time": "2021-04-15T20:41:31.734Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore('arima.h5') as store:\n",
    "    store.put('sarimax', sarimax_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.365371Z",
     "start_time": "2021-04-15T20:41:31.736Z"
    }
   },
   "outputs": [],
   "source": [
    "with pd.HDFStore('arima.h5') as store:\n",
    "    sarimax_results = store.get('sarimax')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.365796Z",
     "start_time": "2021-04-15T20:41:31.738Z"
    }
   },
   "outputs": [],
   "source": [
    "sarimax_results.nsmallest(5, columns='RMSE')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also collect the AIC and BIC criteria that show a very high rank correlation coefficient of 0.94, with BIC favoring models with slightly fewer parameters than AIC. The best five models by RMSE are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.366287Z",
     "start_time": "2021-04-15T20:41:31.741Z"
    }
   },
   "outputs": [],
   "source": [
    "sarimax_results[['RMSE', 'AIC', 'BIC']].sort_values('RMSE').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.366749Z",
     "start_time": "2021-04-15T20:41:31.743Z"
    }
   },
   "outputs": [],
   "source": [
    "sarimax_results[['RMSE', 'AIC', 'BIC']].corr('spearman')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.367156Z",
     "start_time": "2021-04-15T20:41:31.745Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.jointplot(y='RMSE', x='BIC', data=sarimax_results[['RMSE', 'BIC']].rank());"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.367619Z",
     "start_time": "2021-04-15T20:41:31.748Z"
    }
   },
   "outputs": [],
   "source": [
    "sarimax_results[(sarimax_results.RMSE < sarimax_results.RMSE.quantile(.05)) &\n",
    "                (sarimax_results.BIC < sarimax_results.BIC.quantile(.1))].sort_values('RMSE')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train best model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.368068Z",
     "start_time": "2021-04-15T20:41:31.750Z"
    }
   },
   "outputs": [],
   "source": [
    "p1, q1, p2, q2 = 2, 3, 1, 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.368580Z",
     "start_time": "2021-04-15T20:41:31.752Z"
    }
   },
   "outputs": [],
   "source": [
    "best_model = tsa.SARIMAX(endog=industrial_production_log_diff.values, order=(p1, 0, q1),\n",
    "                         seasonal_order=(p2, 0, q2, 12)).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.369014Z",
     "start_time": "2021-04-15T20:41:31.754Z"
    }
   },
   "outputs": [],
   "source": [
    "print(best_model.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check Residual Correlogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-15T20:42:29.369455Z",
     "start_time": "2021-04-15T20:41:31.757Z"
    }
   },
   "outputs": [],
   "source": [
    "plot_correlogram(pd.Series(best_model.resid),\n",
    "                 lags=20,\n",
    "                 title=f'SARIMAX ({p1}, 0, {q1}) x ({p2}, 0, {q2}, 12) | Model Diagnostics')"
   ]
  }
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