my code for ensemble model from statsforecast import StatsForecast
from statsforecast.models import AutoARIMA, AutoETS, AutoCES, DynamicOptimizedTheta
from statsforecast.utils import ConformalIntervals
import numpy as np
import polars as pl

# Polars option to display all rows
pl.Config.set_tbl_rows(None)

# Initialize the models
models = [
    AutoARIMA(season_length=52),
    AutoETS(season_length=52),
    AutoCES(season_length=52),
    DynamicOptimizedTheta(season_length=52)
]

# Initialize the StatsForecast model
sf = StatsForecast(models=models, freq='1w', n_jobs=-1)

# Perform cross-validation with a step size of 1 to mimic an expanding window
crossvalidation_df = sf.cross_validation(df=y_cl4, h=16, step_size=1, n_windows=18, sort_df=True)

# Calculate the ensemble mean
ensemble = crossvalidation_df[['AutoARIMA', 'AutoETS', 'CES', 'DynamicOptimizedTheta']].mean(axis=1)

# Create a Series for the ensemble mean
ensemble_series = pl.Series('Ensemble', ensemble)

# Add the ensemble mean as a new column to the DataFrame
crossvalidation_df = crossvalidation_df.with_columns(ensemble_series)

def wmape(y_true, y_pred):
    return np.abs(y_true - y_pred).sum() / np.abs(y_true).sum()

# Calculate the WMAPE for the ensemble model
wmape_value = wmape(crossvalidation_df['y'], crossvalidation_df['Ensemble'])
print('Average WMAPE for Ensemble: ', round(wmape_value, 4))

# Calculate the errors for the ensemble model
errors = crossvalidation_df['y'] - crossvalidation_df['Ensemble']

# For an individual forecast
individual_accuracy = 1 - (abs(crossvalidation_df['y'] - crossvalidation_df['Ensemble']) / crossvalidation_df['y'])
individual_bias = (crossvalidation_df['Ensemble'] / crossvalidation_df['y']) - 1

# Add these calculations as new columns to DataFrame
crossvalidation_df = crossvalidation_df.with_columns([
    individual_accuracy.alias("individual_accuracy"),
    individual_bias.alias("individual_bias")
])

# Print the individual accuracy and bias for each week
for row in crossvalidation_df.to_dicts():
    id = row['unique_id']
    date = row['ds'] 
    accuracy = row['individual_accuracy']
    bias = row['individual_bias']
    print(f"{id}, {date}, Individual Accuracy: {accuracy:.4f}, Individual Bias: {bias:.4f}")

# For groups of forecasts
group_accuracy = 1 - (errors.abs().sum() / crossvalidation_df['y'].sum())
group_bias = (crossvalidation_df['Ensemble'].sum() / crossvalidation_df['y'].sum()) - 1

# Print the average group accuracy and group bias over all folds for the ensemble model
print('Average Group Accuracy: ', round(group_accuracy, 4))
print('Average Group Bias: ', round(group_bias, 4))


# Fit the models on the entire dataset
sf.fit(y_cl4)

# Instantiate the ConformalIntervals class
prediction_intervals = ConformalIntervals()

# Generate 24 months forecasts
forecasts_df = sf.forecast(h=52*2, prediction_intervals=prediction_intervals, level=[95], id_col='unique_id', sort_df=True)

# Calculate the ensemble forecast
ensemble_forecast = forecasts_df.select(
    [
      pl.when(pl.col('AutoARIMA') < 0).then(0).otherwise(pl.col('AutoARIMA')).alias('AutoARIMA'),
      pl.when(pl.col('AutoETS') < 0).then(0).otherwise(pl.col('AutoETS')).alias('AutoETS'),
      pl.when(pl.col('CES') < 0).then(0).otherwise(pl.col('CES')).alias('CES'),
      pl.when(pl.col('DynamicOptimizedTheta') < 0).then(0).otherwise(pl.col('DynamicOptimizedTheta')).alias('DynamicOptimizedTheta'),
    ]
).mean(axis=1)

# Calculate the lower and upper prediction intervals for the ensemble forecast
ensemble_lo_95 = forecasts_df.select(
    [
        pl.when(pl.col('AutoARIMA-lo-95') < 0).then(0).otherwise(pl.col('AutoARIMA-lo-95')).alias('AutoARIMA-lo-95'),
        pl.when(pl.col('AutoETS-lo-95') < 0).then(0).otherwise(pl.col('AutoETS-lo-95')).alias('AutoETS-lo-95'),
        pl.when(pl.col('CES-lo-95') < 0).then(0).otherwise(pl.col('CES-lo-95')).alias('CES-lo-95'),
        pl.when(pl.col('DynamicOptimizedTheta-lo-95') < 0).then(0).otherwise(pl.col('DynamicOptimizedTheta-lo-95')).alias('DynamicOptimizedTheta-lo-95'),
   ]
).mean(axis=1)
ensemble_hi_95 = forecasts_df[['AutoARIMA-hi-95', 'AutoETS-hi-95', 'CES-hi-95', 'DynamicOptimizedTheta-hi-95']].mean(axis=1)

# Create Series for the ensemble forecast and its prediction intervals
ensemble_forecast_series = pl.Series('EnsembleForecast', ensemble_forecast)
ensemble_lo_95_series = pl.Series('Ensemble-lo-95', ensemble_lo_95)
ensemble_hi_95_series = pl.Series('Ensemble-hi-95', ensemble_hi_95)

# Add the ensemble forecast and its prediction intervals as new columns to the DataFrame
forecasts_df = forecasts_df.with_columns([ensemble_forecast_series, ensemble_lo_95_series, ensemble_hi_95_series])

# Round the ensemble forecast and prediction intervals and convert to integer
forecasts_df = forecasts_df.with_columns([
    pl.col("EnsembleForecast").round().cast(pl.Int32),
    pl.col("Ensemble-lo-95").round().cast(pl.Int32),
    pl.col("Ensemble-hi-95").round().cast(pl.Int32)
])

# Reorder the columns
forecasts_df = forecasts_df.select([
    "unique_id", 
    "ds", 
    "EnsembleForecast", 
    "Ensemble-lo-95", 
    "Ensemble-hi-95",
    "AutoARIMA", 
    "AutoARIMA-lo-95", 
    "AutoARIMA-hi-95", 
    "AutoETS", 
    "AutoETS-lo-95", 
    "AutoETS-hi-95", 
    "CES", 
    "CES-lo-95", 
    "CES-hi-95",
    "DynamicOptimizedTheta", 
    "DynamicOptimizedTheta-lo-95", 
    "DynamicOptimizedTheta-hi-95"
]) 

# Create an empty list
forecasts_list = []

# Append each row to the list
for row in forecasts_df.to_dicts():
    forecasts_list.append(row)

# Print the list
for forecast in forecasts_list:
    print(forecast)
 in the code, a 0 constraint was put on all for model to avoid negative forecast for each, how is it possible that the ETS still have negative forecast leadning to the ensemble forecast to be 0 due to the constraint {'unique_id': '6573464', 'ds': datetime.datetime(2023, 11, 13, 0, 0), 'EnsembleForecast': 314, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 975, 'AutoARIMA': 316.7869873046875, 'AutoARIMA-lo-95': -562.4263916015625, 'AutoARIMA-hi-95': 1196.0003662109375, 'AutoETS': 43.22469711303711, 'AutoETS-lo-95': -690.89599609375, 'AutoETS-hi-95': 777.3453979492188, 'CES': 486.6015625, 'CES-lo-95': -87.60912322998047, 'CES-hi-95': 1060.812255859375, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2023, 11, 20, 0, 0), 'EnsembleForecast': 301, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 961, 'AutoARIMA': 297.2429504394531, 'AutoARIMA-lo-95': -581.970458984375, 'AutoARIMA-hi-95': 1176.456298828125, 'AutoETS': 7.669674873352051, 'AutoETS-lo-95': -726.4509887695312, 'AutoETS-hi-95': 741.7903442382812, 'CES': 488.4725036621094, 'CES-lo-95': -85.7381820678711, 'CES-hi-95': 1062.6832275390625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2023, 11, 27, 0, 0), 'EnsembleForecast': 299, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 952, 'AutoARIMA': 299.23455810546875, 'AutoARIMA-lo-95': -579.9788208007812, 'AutoARIMA-hi-95': 1178.447998046875, 'AutoETS': -27.885345458984375, 'AutoETS-lo-95': -762.0060424804688, 'AutoETS-hi-95': 706.2353515625, 'CES': 484.72235107421875, 'CES-lo-95': -89.48833465576172, 'CES-hi-95': 1058.9329833984375, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2023, 12, 4, 0, 0), 'EnsembleForecast': 298, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 942, 'AutoARIMA': 299.0316162109375, 'AutoARIMA-lo-95': -580.1817626953125, 'AutoARIMA-hi-95': 1178.2449951171875, 'AutoETS': -63.44036865234375, 'AutoETS-lo-95': -797.56103515625, 'AutoETS-hi-95': 670.6802978515625, 'CES': 481.3891906738281, 'CES-lo-95': -92.82149505615234, 'CES-hi-95': 1055.599853515625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2023, 12, 11, 0, 0), 'EnsembleForecast': 297, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 933, 'AutoARIMA': 299.05230712890625, 'AutoARIMA-lo-95': -580.1610717773438, 'AutoARIMA-hi-95': 1178.2657470703125, 'AutoETS': -98.99539184570312, 'AutoETS-lo-95': -833.1160888671875, 'AutoETS-hi-95': 635.1253051757812, 'CES': 478.0518798828125, 'CES-lo-95': -96.15880584716797, 'CES-hi-95': 1052.2625732421875, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2023, 12, 18, 0, 0), 'EnsembleForecast': 296, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 923, 'AutoARIMA': 299.0502014160156, 'AutoARIMA-lo-95': -580.1632080078125, 'AutoARIMA-hi-95': 1178.2635498046875, 'AutoETS': -134.5504150390625, 'AutoETS-lo-95': -868.6710815429688, 'AutoETS-hi-95': 599.5702514648438, 'CES': 474.7395935058594, 'CES-lo-95': -99.4710922241211, 'CES-hi-95': 1048.9503173828125, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2023, 12, 25, 0, 0), 'EnsembleForecast': 295, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 913, 'AutoARIMA': 299.0504150390625, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -170.10543823242188, 'AutoETS-lo-95': -904.2261352539062, 'AutoETS-hi-95': 564.0152587890625, 'CES': 471.4501037597656, 'CES-lo-95': -102.76058197021484, 'CES-hi-95': 1045.6607666015625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 1, 1, 0, 0), 'EnsembleForecast': 295, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 903, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -205.66046142578125, 'AutoETS-lo-95': -939.7811279296875, 'AutoETS-hi-95': 528.460205078125, 'CES': 468.1834411621094, 'CES-lo-95': -106.0272445678711, 'CES-hi-95': 1042.3941650390625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 1, 8, 0, 0), 'EnsembleForecast': 294, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 894, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -241.21546936035156, 'AutoETS-lo-95': -975.3361206054688, 'AutoETS-hi-95': 492.90521240234375, 'CES': 464.93939208984375, 'CES-lo-95': -109.27129364013672, 'CES-hi-95': 1039.1500244140625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 1, 15, 0, 0), 'EnsembleForecast': 293, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 884, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -276.7705078125, 'AutoETS-lo-95': -1010.8911743164062, 'AutoETS-hi-95': 457.3501892089844, 'CES': 461.71783447265625, 'CES-lo-95': -112.49285125732422, 'CES-hi-95': 1035.928466796875, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 1, 22, 0, 0), 'EnsembleForecast': 292, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 874, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -312.3255310058594, 'AutoETS-lo-95': -1046.4461669921875, 'AutoETS-hi-95': 421.795166015625, 'CES': 458.5185852050781, 'CES-lo-95': -115.69210052490234, 'CES-hi-95': 1032.729248046875, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 1, 29, 0, 0), 'EnsembleForecast': 291, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 865, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -347.88055419921875, 'AutoETS-lo-95': -1082.001220703125, 'AutoETS-hi-95': 386.2401428222656, 'CES': 455.3415222167969, 'CES-lo-95': -118.8691635131836, 'CES-hi-95': 1029.55224609375, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 2, 5, 0, 0), 'EnsembleForecast': 291, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 855, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -383.435546875, 'AutoETS-lo-95': -1117.5562744140625, 'AutoETS-hi-95': 350.68511962890625, 'CES': 452.18646240234375, 'CES-lo-95': -122.02422332763672, 'CES-hi-95': 1026.3970947265625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 2, 12, 0, 0), 'EnsembleForecast': 290, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 845, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -418.9905700683594, 'AutoETS-lo-95': -1153.1112060546875, 'AutoETS-hi-95': 315.1300964355469, 'CES': 449.0532531738281, 'CES-lo-95': -125.15743255615234, 'CES-hi-95': 1023.263916015625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 2, 19, 0, 0), 'EnsembleForecast': 289, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 836, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -454.54559326171875, 'AutoETS-lo-95': -1188.666259765625, 'AutoETS-hi-95': 279.5750732421875, 'CES': 445.9417724609375, 'CES-lo-95': -128.26890563964844, 'CES-hi-95': 1020.1524658203125, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 2, 26, 0, 0), 'EnsembleForecast': 288, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 826, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -490.1006164550781, 'AutoETS-lo-95': -1224.2213134765625, 'AutoETS-hi-95': 244.02005004882812, 'CES': 442.8518371582031, 'CES-lo-95': -131.3588409423828, 'CES-hi-95': 1017.0625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 3, 4, 0, 0), 'EnsembleForecast': 288, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 816, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -525.6556396484375, 'AutoETS-lo-95': -1259.7763671875, 'AutoETS-hi-95': 208.46502685546875, 'CES': 439.7833251953125, 'CES-lo-95': -134.42735290527344, 'CES-hi-95': 1013.9940185546875, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 3, 11, 0, 0), 'EnsembleForecast': 287, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 807, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -561.210693359375, 'AutoETS-lo-95': -1295.331298828125, 'AutoETS-hi-95': 172.91000366210938, 'CES': 436.7360534667969, 'CES-lo-95': -137.47462463378906, 'CES-hi-95': 1010.9467163085938, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 3, 18, 0, 0), 'EnsembleForecast': 286, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 797, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -596.7656860351562, 'AutoETS-lo-95': -1330.8863525390625, 'AutoETS-hi-95': 137.35498046875, 'CES': 433.70989990234375, 'CES-lo-95': -140.5007781982422, 'CES-hi-95': 1007.9205932617188, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 3, 25, 0, 0), 'EnsembleForecast': 285, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 787, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -632.3207397460938, 'AutoETS-lo-95': -1366.44140625, 'AutoETS-hi-95': 101.79996490478516, 'CES': 430.7047119140625, 'CES-lo-95': -143.50596618652344, 'CES-hi-95': 1004.9154052734375, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 4, 1, 0, 0), 'EnsembleForecast': 284, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 778, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -667.875732421875, 'AutoETS-lo-95': -1401.9964599609375, 'AutoETS-hi-95': 66.24494171142578, 'CES': 427.7203674316406, 'CES-lo-95': -146.4903106689453, 'CES-hi-95': 1001.9310302734375, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 4, 8, 0, 0), 'EnsembleForecast': 284, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 768, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -703.4307250976562, 'AutoETS-lo-95': -1437.5513916015625, 'AutoETS-hi-95': 30.689918518066406, 'CES': 424.7566833496094, 'CES-lo-95': -149.45399475097656, 'CES-hi-95': 998.9673461914062, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 4, 15, 0, 0), 'EnsembleForecast': 283, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 759, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -738.9857788085938, 'AutoETS-lo-95': -1473.1064453125, 'AutoETS-hi-95': -4.865102767944336, 'CES': 421.81353759765625, 'CES-lo-95': -152.3971405029297, 'CES-hi-95': 996.0242309570312, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 4, 22, 0, 0), 'EnsembleForecast': 282, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 749, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -774.540771484375, 'AutoETS-lo-95': -1508.6614990234375, 'AutoETS-hi-95': -40.42012405395508, 'CES': 418.8907775878906, 'CES-lo-95': -155.3199005126953, 'CES-hi-95': 993.1014404296875, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 4, 29, 0, 0), 'EnsembleForecast': 282, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 739, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -810.0958251953125, 'AutoETS-lo-95': -1544.216552734375, 'AutoETS-hi-95': -75.97514343261719, 'CES': 415.98828125, 'CES-lo-95': -158.22239685058594, 'CES-hi-95': 990.198974609375, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 5, 6, 0, 0), 'EnsembleForecast': 281, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 730, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -845.6508178710938, 'AutoETS-lo-95': -1579.771484375, 'AutoETS-hi-95': -111.53016662597656, 'CES': 413.10589599609375, 'CES-lo-95': -161.1047821044922, 'CES-hi-95': 987.3165893554688, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 5, 13, 0, 0), 'EnsembleForecast': 280, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 720, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -881.2058715820312, 'AutoETS-lo-95': -1615.3265380859375, 'AutoETS-hi-95': -147.08518981933594, 'CES': 410.2434997558594, 'CES-lo-95': -163.96717834472656, 'CES-hi-95': 984.4541625976562, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 5, 20, 0, 0), 'EnsembleForecast': 279, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 710, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -916.7608642578125, 'AutoETS-lo-95': -1650.881591796875, 'AutoETS-hi-95': -182.6402130126953, 'CES': 407.4009094238281, 'CES-lo-95': -166.8097686767578, 'CES-hi-95': 981.611572265625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 5, 27, 0, 0), 'EnsembleForecast': 279, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 701, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -952.31591796875, 'AutoETS-lo-95': -1686.4365234375, 'AutoETS-hi-95': -218.1952362060547, 'CES': 404.5780334472656, 'CES-lo-95': -169.6326446533203, 'CES-hi-95': 978.7886962890625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 6, 3, 0, 0), 'EnsembleForecast': 278, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 691, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -987.8709106445312, 'AutoETS-lo-95': -1721.9915771484375, 'AutoETS-hi-95': -253.75025939941406, 'CES': 401.77471923828125, 'CES-lo-95': -172.4359588623047, 'CES-hi-95': 975.9854125976562, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 6, 10, 0, 0), 'EnsembleForecast': 277, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 682, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1023.4259643554688, 'AutoETS-lo-95': -1757.546630859375, 'AutoETS-hi-95': -289.3052673339844, 'CES': 398.9908142089844, 'CES-lo-95': -175.21986389160156, 'CES-hi-95': 973.2014770507812, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 6, 17, 0, 0), 'EnsembleForecast': 277, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 672, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1058.98095703125, 'AutoETS-lo-95': -1793.1016845703125, 'AutoETS-hi-95': -324.86029052734375, 'CES': 396.2261962890625, 'CES-lo-95': -177.98448181152344, 'CES-hi-95': 970.4368896484375, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 6, 24, 0, 0), 'EnsembleForecast': 276, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 663, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1094.5360107421875, 'AutoETS-lo-95': -1828.6566162109375, 'AutoETS-hi-95': -360.4153137207031, 'CES': 393.4807434082031, 'CES-lo-95': -180.7299346923828, 'CES-hi-95': 967.69140625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 7, 1, 0, 0), 'EnsembleForecast': 275, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 653, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1130.091064453125, 'AutoETS-lo-95': -1864.211669921875, 'AutoETS-hi-95': -395.9703369140625, 'CES': 390.7543029785156, 'CES-lo-95': -183.4563751220703, 'CES-hi-95': 964.9649658203125, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 7, 8, 0, 0), 'EnsembleForecast': 275, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 643, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1165.64599609375, 'AutoETS-lo-95': -1899.7667236328125, 'AutoETS-hi-95': -431.5253601074219, 'CES': 388.0467529296875, 'CES-lo-95': -186.16392517089844, 'CES-hi-95': 962.2574462890625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 7, 15, 0, 0), 'EnsembleForecast': 274, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 634, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1201.2010498046875, 'AutoETS-lo-95': -1935.32177734375, 'AutoETS-hi-95': -467.08038330078125, 'CES': 385.35797119140625, 'CES-lo-95': -188.8527069091797, 'CES-hi-95': 959.5686645507812, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 7, 22, 0, 0), 'EnsembleForecast': 273, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 624, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1236.756103515625, 'AutoETS-lo-95': -1970.876708984375, 'AutoETS-hi-95': -502.6354064941406, 'CES': 382.6878356933594, 'CES-lo-95': -191.52284240722656, 'CES-hi-95': 956.8984985351562, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 7, 29, 0, 0), 'EnsembleForecast': 273, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 615, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1272.3111572265625, 'AutoETS-lo-95': -2006.4317626953125, 'AutoETS-hi-95': -538.1904296875, 'CES': 380.03619384765625, 'CES-lo-95': -194.1744842529297, 'CES-hi-95': 954.2468872070312, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 8, 5, 0, 0), 'EnsembleForecast': 272, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 605, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1307.8660888671875, 'AutoETS-lo-95': -2041.98681640625, 'AutoETS-hi-95': -573.7454223632812, 'CES': 377.4029235839844, 'CES-lo-95': -196.80775451660156, 'CES-hi-95': 951.6135864257812, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 8, 12, 0, 0), 'EnsembleForecast': 271, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 596, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1343.421142578125, 'AutoETS-lo-95': -2077.541748046875, 'AutoETS-hi-95': -609.3004760742188, 'CES': 374.78790283203125, 'CES-lo-95': -199.4227752685547, 'CES-hi-95': 948.9985961914062, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 8, 19, 0, 0), 'EnsembleForecast': 271, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 586, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1378.9761962890625, 'AutoETS-lo-95': -2113.096923828125, 'AutoETS-hi-95': -644.85546875, 'CES': 372.1910095214844, 'CES-lo-95': -202.01966857910156, 'CES-hi-95': 946.4016723632812, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 8, 26, 0, 0), 'EnsembleForecast': 270, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 577, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1414.5311279296875, 'AutoETS-lo-95': -2148.65185546875, 'AutoETS-hi-95': -680.4105224609375, 'CES': 369.6120910644531, 'CES-lo-95': -204.5985870361328, 'CES-hi-95': 943.82275390625, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 9, 2, 0, 0), 'EnsembleForecast': 269, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 567, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1450.086181640625, 'AutoETS-lo-95': -2184.206787109375, 'AutoETS-hi-95': -715.9655151367188, 'CES': 367.0510559082031, 'CES-lo-95': -207.1596221923828, 'CES-hi-95': 941.26171875, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 9, 9, 0, 0), 'EnsembleForecast': 269, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 558, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1485.6412353515625, 'AutoETS-lo-95': -2219.761962890625, 'AutoETS-hi-95': -751.5205688476562, 'CES': 364.50775146484375, 'CES-lo-95': -209.7029266357422, 'CES-hi-95': 938.7184448242188, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 9, 16, 0, 0), 'EnsembleForecast': 268, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 548, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1521.1962890625, 'AutoETS-lo-95': -2255.31689453125, 'AutoETS-hi-95': -787.0755615234375, 'CES': 361.9820861816406, 'CES-lo-95': -212.2285919189453, 'CES-hi-95': 936.1927490234375, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 9, 23, 0, 0), 'EnsembleForecast': 267, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 539, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1556.751220703125, 'AutoETS-lo-95': -2290.871826171875, 'AutoETS-hi-95': -822.630615234375, 'CES': 359.4739074707031, 'CES-lo-95': -214.7367706298828, 'CES-hi-95': 933.6845703125, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 9, 30, 0, 0), 'EnsembleForecast': 267, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 529, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1592.3062744140625, 'AutoETS-lo-95': -2326.427001953125, 'AutoETS-hi-95': -858.1856079101562, 'CES': 356.9831237792969, 'CES-lo-95': -217.22755432128906, 'CES-hi-95': 931.1937866210938, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 10, 7, 0, 0), 'EnsembleForecast': 266, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 519, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1627.861328125, 'AutoETS-lo-95': -2361.98193359375, 'AutoETS-hi-95': -893.7406616210938, 'CES': 354.50958251953125, 'CES-lo-95': -219.7010955810547, 'CES-hi-95': 928.7202758789062, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 10, 14, 0, 0), 'EnsembleForecast': 266, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 510, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1663.4163818359375, 'AutoETS-lo-95': -2397.537109375, 'AutoETS-hi-95': -929.295654296875, 'CES': 352.0531921386719, 'CES-lo-95': -222.15748596191406, 'CES-hi-95': 926.2638549804688, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}
{'unique_id': '6573464', 'ds': datetime.datetime(2024, 10, 21, 0, 0), 'EnsembleForecast': 265, 'Ensemble-lo-95': 0, 'Ensemble-hi-95': 500, 'AutoARIMA': 299.0503845214844, 'AutoARIMA-lo-95': -580.1630249023438, 'AutoARIMA-hi-95': 1178.2637939453125, 'AutoETS': -1698.9713134765625, 'AutoETS-lo-95': -2433.092041015625, 'AutoETS-hi-95': -964.8507080078125, 'CES': 349.61383056640625, 'CES-lo-95': -224.5968475341797, 'CES-hi-95': 923.8245239257812, 'DynamicOptimizedTheta': 411.2171325683594, 'DynamicOptimizedTheta-lo-95': -42.26498031616211, 'DynamicOptimizedTheta-hi-95': 864.69921875}