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packtpublishing
GitHub Repository: packtpublishing/machine-learning-for-algorithmic-trading-second-edition
 Path: blob/master/09_time_series_models/02_arima_models.ipynb
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Kernel: Python 3

Univariate ARIMA Models

import warnings
warnings.filterwarnings('ignore')

%matplotlib inline

from tqdm import tqdm
from itertools import product
import pandas as pd
import pandas_datareader.data as web
import numpy as np
from numpy.linalg import LinAlgError

import statsmodels.tsa.api as tsa
from statsmodels.graphics.tsaplots import plot_acf, plot_pacf
from statsmodels.tsa.stattools import acf, q_stat, adfuller
from scipy.stats import probplot, moment
from sklearn.metrics import mean_squared_error

import matplotlib.pyplot as plt
import seaborn as sns

sns.set_style('whitegrid')

def plot_correlogram(x, lags=None, title=None):    
    lags = min(10, int(len(x)/5)) if lags is None else lags
    fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(14, 8))
    x.plot(ax=axes[0][0], title='Residuals')
    x.rolling(21).mean().plot(ax=axes[0][0], c='k', lw=1)
    q_p = np.max(q_stat(acf(x, nlags=lags), len(x))[1])
    stats = f'Q-Stat: {np.max(q_p):>8.2f}\nADF: {adfuller(x)[1]:>11.2f}'
    axes[0][0].text(x=.02, y=.85, s=stats, transform=axes[0][0].transAxes)
    probplot(x, plot=axes[0][1])
    mean, var, skew, kurtosis = moment(x, moment=[1, 2, 3, 4])
    s = f'Mean: {mean:>12.2f}\nSD: {np.sqrt(var):>16.2f}\nSkew: {skew:12.2f}\nKurtosis:{kurtosis:9.2f}'
    axes[0][1].text(x=.02, y=.75, s=s, transform=axes[0][1].transAxes)
    plot_acf(x=x, lags=lags, zero=False, ax=axes[1][0])
    plot_pacf(x, lags=lags, zero=False, ax=axes[1][1])
    axes[1][0].set_xlabel('Lag')
    axes[1][1].set_xlabel('Lag')
    fig.suptitle(title, fontsize=14)
    sns.despine()
    fig.tight_layout()
    fig.subplots_adjust(top=.9)

Download Series

Load monthly industrial production and daily NASDAQ stock market index:

industrial_production = web.DataReader('IPGMFN', 'fred', '1988', '2017-12').squeeze().dropna()
nasdaq = web.DataReader('NASDAQCOM', 'fred', '1990', '2017-12-31').squeeze().dropna()

Log Transformation

nasdaq_log = np.log(nasdaq)
industrial_production_log = np.log(industrial_production)

Differencing

nasdaq_log_diff = nasdaq_log.diff().dropna()

# seasonal differencing => yoy instantanteous returns
industrial_production_log_diff = industrial_production_log.diff(12).dropna()

Univariate Time Series Models

Autoregressive (AR) Model

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. 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:

  • Autoregressive (AR) terms consisting of p-lagged values of the time series

  • Moving average (MA) terms that contain q-lagged disturbances

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.

Furthermore, we will illustrate how to include seasonal AR and MA terms to extend the toolbox to also include SARMAX models.

ARMA vs ARIMA

The ARMA model of the undifferenced series produces the same result as the ARIMA model of the differenced series.

model1 = tsa.ARMA(endog=nasdaq_log_diff, order=(2,2)).fit()
model2 = tsa.ARIMA(endog=nasdaq_log, order=(2,1,2)).fit()
/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. warnings.warn('A date index has been provided, but it has no' /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. warnings.warn('A date index has been provided, but it has no' /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. warnings.warn('A date index has been provided, but it has no' 
model1.params.sort_index() == model2.params.sort_index().values
ar.L1.NASDAQCOM True ar.L2.NASDAQCOM True const True ma.L1.NASDAQCOM True ma.L2.NASDAQCOM True dtype: bool

Seasonal differencing vs SARIMAX

Seasonal differencing has same effect as using SARIMAX w seasonal order (0,1,0,12).

model1 = tsa.statespace.SARIMAX(industrial_production_log, order=(2,0,2), seasonal_order=(0,1,0,12)).fit()
model2 = tsa.statespace.SARIMAX(industrial_production_log_diff, order=(2,0,2), seasonal_order=(0,0,0,12)).fit()
/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /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 warnings.warn("Maximum Likelihood optimization failed to " /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' 
model1.params.to_frame('SARIMAX').join(model2.params.to_frame('diff'))

Finding the optimal ARMA lags

Run candidate models

We iterate over various (p, q) lag combinations and collect diagnostic statistics to compare the result.

train_size = 120
results = {}
y_true = industrial_production_log_diff.iloc[train_size:]
for p in range(5):
    for q in range(5):
        aic, bic = [], []
        if p == 0 and q == 0:
            continue
        print(p, q)
        convergence_error = stationarity_error = 0
        y_pred = []
        for T in range(train_size, len(industrial_production_log_diff)):
            train_set = industrial_production_log_diff.iloc[T-train_size:T]
            try:
                model = tsa.ARMA(endog=train_set, order=(p, q)).fit()
            except LinAlgError:
                convergence_error += 1
            except ValueError:
                stationarity_error += 1

            forecast, _, _ = model.forecast(steps=1)
            y_pred.append(forecast[0])
            aic.append(model.aic)
            bic.append(model.bic)

        result = (pd.DataFrame({'y_true': y_true, 'y_pred': y_pred})
                  .replace(np.inf, np.nan)
                  .dropna())

        rmse = np.sqrt(mean_squared_error(
            y_true=result.y_true, y_pred=result.y_pred))

        results[(p, q)] = [rmse,
                           np.mean(aic),
                           np.mean(bic),
                           convergence_error,
                           stationarity_error]
/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was'
0 1
/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' 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warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was 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/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /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 warnings.warn('Inverting hessian failed, no bse or cov_params ' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /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 warnings.warn('Inverting hessian failed, no bse or cov_params ' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /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 warnings.warn('Inverting hessian failed, no bse or cov_params ' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /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 warnings.warn('Inverting hessian failed, no bse or cov_params ' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /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 warnings.warn("Maximum Likelihood optimization failed to " /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was'
0 2
/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was'
0 3
/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /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 warnings.warn('Inverting hessian failed, no bse or cov_params ' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /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 warnings.warn('Inverting hessian failed, no bse or cov_params ' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was'
0 4
/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 warnings.warn('Inverting hessian failed, no bse or cov_params ' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was'
1 0
/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was'
1 1
/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. 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1 2
/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: 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/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was' /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency MS will be used. warnings.warn('No frequency information was'
--------------------------------------------------------------------------- KeyboardInterrupt Traceback (most recent call last) <ipython-input-12-42dd50b45734> in <module> 13 train_set = industrial_production_log_diff.iloc[T-train_size:T] 14 try: ---> 15 model = tsa.ARMA(endog=train_set, order=(p, q)).fit() 16 except LinAlgError: 17 convergence_error += 1 ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/tsa/arima_model.py in fit(self, start_params, trend, method, transparams, solver, maxiter, full_output, disp, callback, start_ar_lags, **kwargs) 1025 kwargs.setdefault('m', 12) 1026 kwargs.setdefault('approx_grad', True) -> 1027 mlefit = super(ARMA, self).fit(start_params, method=solver, 1028 maxiter=maxiter, 1029 full_output=full_output, disp=disp, ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/model.py in fit(self, start_params, method, maxiter, full_output, disp, fargs, callback, retall, skip_hessian, **kwargs) 517 warn_convergence = kwargs.pop('warn_convergence', True) 518 optimizer = Optimizer() --> 519 xopt, retvals, optim_settings = optimizer._fit(f, score, start_params, 520 fargs, kwargs, 521 hessian=hess, ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/optimizer.py in _fit(self, objective, gradient, start_params, fargs, kwargs, hessian, method, maxiter, full_output, disp, callback, retall) 222 223 func = fit_funcs[method] --> 224 xopt, retvals = func(objective, gradient, start_params, fargs, kwargs, 225 disp=disp, maxiter=maxiter, callback=callback, 226 retall=retall, full_output=full_output, ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/statsmodels/base/optimizer.py in _fit_lbfgs(f, score, start_params, fargs, kwargs, disp, maxiter, callback, retall, full_output, hess) 627 func = f 628 --> 629 retvals = optimize.fmin_l_bfgs_b(func, start_params, maxiter=maxiter, 630 callback=callback, args=fargs, 631 bounds=bounds, disp=disp, ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/lbfgsb.py in fmin_l_bfgs_b(func, x0, fprime, args, approx_grad, bounds, m, factr, pgtol, epsilon, iprint, maxfun, maxiter, disp, callback, maxls) 195 'maxls': maxls} 196 --> 197 res = _minimize_lbfgsb(fun, x0, args=args, jac=jac, bounds=bounds, 198 **opts) 199 d = {'grad': res['jac'], ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/lbfgsb.py in _minimize_lbfgsb(fun, x0, args, jac, bounds, disp, maxcor, ftol, gtol, eps, maxfun, maxiter, iprint, callback, maxls, finite_diff_rel_step, **unknown_options) 358 # until the completion of the current minimization iteration. 359 # Overwrite f and g: --> 360 f, g = func_and_grad(x) 361 elif task_str.startswith(b'NEW_X'): 362 # new iteration ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/_differentiable_functions.py in fun_and_grad(self, x) 259 self._update_x_impl(x) 260 self._update_fun() --> 261 self._update_grad() 262 return self.f, self.g 263 ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/_differentiable_functions.py in _update_grad(self) 229 def _update_grad(self): 230 if not self.g_updated: --> 231 self._update_grad_impl() 232 self.g_updated = True 233 ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/_differentiable_functions.py in update_grad() 149 self._update_fun() 150 self.ngev += 1 --> 151 self.g = approx_derivative(fun_wrapped, self.x, f0=self.f, 152 **finite_diff_options) 153 ~/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.8/site-packages/scipy/optimize/_numdiff.py in approx_derivative(fun, x0, method, rel_step, abs_step, f0, bounds, sparsity, as_linear_operator, args, kwargs) 463 else: 464 # user specifies an absolute step --> 465 sign_x0 = (x0 >= 0).astype(float) * 2 - 1 466 h = abs_step 467 KeyboardInterrupt: 
arma_results = pd.DataFrame(results).T
arma_results.columns = ['RMSE', 'AIC', 'BIC', 'convergence', 'stationarity']
arma_results.index.names = ['p', 'q']
arma_results.info()

with pd.HDFStore('arima.h5') as store:
    store.put('arma', arma_results)

We aim to minimize both RMSE and BIC:

arma_results.nsmallest(5, columns=['RMSE'])

arma_results.nsmallest(5, columns=['BIC'])

fig, axes = plt.subplots(ncols=2, figsize=(10,4), sharex=True, sharey=True)
sns.heatmap(arma_results[arma_results.RMSE<.5].RMSE.unstack().mul(10), fmt='.3f', annot=True, cmap='Blues', ax=axes[0], cbar=False);
sns.heatmap(arma_results.BIC.unstack(), fmt='.2f', annot=True, cmap='Blues', ax=axes[1], cbar=False)
axes[0].set_title('Root Mean Squared Error')
axes[1].set_title('Bayesian Information Criterion')
fig.tight_layout();

arma_results.rank().loc[:, ['RMSE', 'BIC']].mean(1).nsmallest(5)

Estimating the best ARMA Model

ARMA(4,0) and ARMA(4,1) are close, so we chose the more parsimonious (4,0) configuration:

best_p, best_q = arma_results.rank().loc[:, ['RMSE', 'BIC']].mean(1).idxmin()

best_arma_model = tsa.ARMA(endog=industrial_production_log_diff, order=(best_p, best_q)).fit()
print(best_arma_model.summary())

Check Residual Correlogram

plot_correlogram(best_arma_model.resid)

SARIMAX

sarimax_model = tsa.SARIMAX(endog=industrial_production_log_diff.dropna().values,
                    order=(2, 0, 2),
                    seasonal_order=(1, 0, 1, 12)).fit(start_params=[0, 0, 0, 0, 0, 0, 1])

print(sarimax_model.summary())

plot_correlogram(pd.Series(sarimax_model.resid))

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.

Finding the optimal number of lags

This takes a while...

l3 = list(range(3))
l4 = list(range(4))
params = [t for t in product(l4, l4, l3, l3) if t[0] > 0 and t[1] >  0]
len(params)

train_size = 120 # 10 years of training data
results = {}
test_set = industrial_production_log_diff.iloc[train_size:]

for p1, q1, p2, q2 in tqdm(params):
    preds = test_set.copy().to_frame('y_true').assign(y_pred=np.nan)
    aic, bic = [], []
    if p1 == 0 and q1 == 0:
        continue
    convergence_error = stationarity_error = 0
    y_pred = []
    for i, T in enumerate(range(train_size, len(industrial_production_log_diff))):
        train_set = industrial_production_log_diff.iloc[T-train_size:T]
        try:
            with warnings.catch_warnings():
                warnings.filterwarnings("ignore")
                model = tsa.SARIMAX(endog=train_set.values,
                                order=(p1, 0, q1),
                                seasonal_order=(p2, 0, q2, 12)).fit(disp=0)
        except LinAlgError:
            convergence_error += 1
        except ValueError:
            stationarity_error += 1

        preds.iloc[i, 1] = model.forecast(steps=1)[0]
        aic.append(model.aic)
        bic.append(model.bic)

    preds.dropna(inplace=True)
    mse = mean_squared_error(preds.y_true, preds.y_pred)
    results[(p1, q1, p2, q2)] = [np.sqrt(mse),
                                      preds.y_true.sub(preds.y_pred).pow(2).std(),
                                      np.mean(aic),
                                      np.std(aic),                                                  
                                      np.mean(bic),
                                      np.std(bic),                                                  
                                      convergence_error,
                                      stationarity_error]

Compare model metrics

sarimax_results = pd.DataFrame(results).T
sarimax_results.columns = ['RMSE', 'RMSE_std', 'AIC', 'AIC_std', 'BIC', 'BIC_std', 'convergence', 'stationarity']
sarimax_results['CV'] = sarimax_results.RMSE_std.div(sarimax_results.RMSE)
sarimax_results.index.names = ['p1', 'q1', 'p2', 'q2']
sarimax_results.info()

with pd.HDFStore('arima.h5') as store:
    store.put('sarimax', sarimax_results)

with pd.HDFStore('arima.h5') as store:
    sarimax_results = store.get('sarimax')

sarimax_results.nsmallest(5, columns='RMSE')

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:

sarimax_results[['RMSE', 'AIC', 'BIC']].sort_values('RMSE').head()

sarimax_results[['RMSE', 'AIC', 'BIC']].corr('spearman')

sns.jointplot(y='RMSE', x='BIC', data=sarimax_results[['RMSE', 'BIC']].rank());

sarimax_results[(sarimax_results.RMSE < sarimax_results.RMSE.quantile(.05)) &
                (sarimax_results.BIC < sarimax_results.BIC.quantile(.1))].sort_values('RMSE')

Train best model

p1, q1, p2, q2 = 2, 3, 1, 2

best_model = tsa.SARIMAX(endog=industrial_production_log_diff.values, order=(p1, 0, q1),
                         seasonal_order=(p2, 0, q2, 12)).fit()

print(best_model.summary())

Check Residual Correlogram

plot_correlogram(pd.Series(best_model.resid),
                 lags=20,
                 title=f'SARIMAX ({p1}, 0, {q1}) x ({p2}, 0, {q2}, 12) | Model Diagnostics')