add comtrade and final dset

app.py

@@ -21,19 +21,25 @@ import numpy as np
 from typing import Any, List, Optional
 import plotly.graph_objects as go
 
-df_final = pd.read_csv('data/finalwheat_maize-forecasting.csv',parse_dates=['Date'])
+df_final = pd.read_csv('data/all_afghan.csv',parse_dates=['Date'])
+
+df_comtrade_flour = pd.read_csv('data/comtrade_flour.csv',parse_dates=['Date'])
+
+df_comtrade_grain = pd.read_csv('data/comtrade_grain.csv',parse_dates=['Date'])
+
 series = TimeSeries.from_dataframe(df_final,
                                    time_col='Date',
-                                   value_cols=['wheat_price', 'Hard red winter', 'Dollar value', 'CPI_value','maize-price','crude oil price']
+                                   value_cols=['price', 'usdprice', 'wheat_grain', 'exchange_rate','common_unit_price','black_sea']
                                    )
 
 six_months = df_final['Date'].max() + relativedelta(months=-6)
-data_series = series['wheat_price']
+data_series = series['common_unit_price']
 train, val = data_series.split_after(six_months)
 transformer = Scaler()
 train_transformed = transformer.fit_transform(train)
 val_transformed = transformer.transform(val)
 series_transformed = transformer.transform(data_series)
+
 # create year, month and integer index covariate series
 covariates = datetime_attribute_timeseries(series_transformed, attribute="year", one_hot=False)
 covariates = covariates.stack(
@@ -43,7 +49,6 @@ covariates = covariates.stack(
     TimeSeries.from_times_and_values(
         times=series_transformed.time_index,
         values=np.arange(len(series_transformed)),
-        # columns=["linear_increase"],
     )
 )
 covariates = covariates.add_holidays(country_code="ES")
@@ -56,63 +61,76 @@ cov_train = scaler_covs.fit_transform(cov_train)
 cov_val = scaler_covs.transform(cov_val)
 covariates_transformed = scaler_covs.transform(covariates)
 
-dxy_series = series['Dollar value']
-dxy_scaler = Scaler()
-dxy_train, dxy_val = dxy_series.split_after(six_months)
-dxy_train = dxy_scaler.fit_transform(dxy_train)
-dxy_val = dxy_scaler.transform(dxy_val)
-dxy_series_scaled = dxy_scaler.transform(dxy_series)
-
-hard_series = series["Hard red winter"]
-hard_scaler = Scaler()
-hard_train, hard_val = hard_series.split_after(six_months)
-hard_train = hard_scaler.fit_transform(hard_train)
-hard_val = hard_scaler.transform(hard_val)
-hard_series_scaled = hard_scaler.transform(hard_series)
-
-cpi_series = series['CPI_value']
-cpi_scaler = Scaler()
-cpi_train, cpi_val = cpi_series.split_after(six_months)
-cpi_train = cpi_scaler.fit_transform(cpi_train)
-cpi_val = cpi_scaler.transform(cpi_val)
-cpi_series_scaled = cpi_scaler.transform(cpi_series)
-
-maize_series = series['maize-price']
-maize_scaler = Scaler()
-maize_train, maize_val = maize_series.split_after(six_months)
-maize_train_transformed = maize_scaler.fit_transform(maize_train)
-maize_val_transformed = maize_scaler.transform(maize_val)
-maize_series_scaled = maize_scaler.transform(maize_series)
-
-crude_series = series['crude oil price']
-crude_scaler = Scaler()
-crude_train, crude_val = crude_series.split_after(six_months)
-crude_train = crude_scaler.fit_transform(crude_train)
-crude_val = crude_scaler.transform(crude_val)
-crude_series_scaled = crude_scaler.transform(crude_series)
+grain_series = series['wheat_grain']
+grain_scaler = Scaler()
+grain_train, grain_val = grain_series.split_after(six_months)
+grain_train = grain_scaler.fit_transform(grain_train)
+grain_val = grain_scaler.transform(grain_val)
+grain_series_scaled = grain_scaler.transform(grain_series)
+
+pakistan_series = series["price"]
+pakistan_scaler = Scaler()
+pakistan_train, pakistan_val = pakistan_series.split_after(six_months)
+pakistan_train = pakistan_scaler.fit_transform(pakistan_train)
+pakistan_val = pakistan_scaler.transform(pakistan_val)
+pakistan_series_scaled = pakistan_scaler.transform(pakistan_series)
+
+usd_series = series['usdprice']
+usd_scaler = Scaler()
+usd_train, usd_val = usd_series.split_after(six_months)
+usd_train = usd_scaler.fit_transform(usd_train)
+usd_val = usd_scaler.transform(usd_val)
+usd_series_scaled = usd_scaler.transform(usd_series)
+
+erate_series = series['exchange_rate']
+erate_scaler = Scaler()
+erate_train, erate_val = erate_series.split_after(six_months)
+erate_train_transformed = erate_scaler.fit_transform(erate_train)
+erate_val_transformed = erate_scaler.transform(erate_val)
+erate_series_scaled = erate_scaler.transform(erate_series)
+
+black_sea = series['black_sea']
+black_sea_scaler = Scaler()
+black_train,black_val = black_sea.split_after(six_months)
+black_train_transformed = black_sea_scaler.fit_transform(black_train)
+black_val_transformed = black_sea_scaler.transform(black_val)
+black_sea_series = black_sea_scaler.transform(black_sea)
+
+comtrade_flour_series = TimeSeries.from_dataframe(df_comtrade_flour,
+                                           time_col="Date")
+
+comtrade_grain_series = TimeSeries.from_dataframe(df_comtrade_grain,
+                                           time_col="Date")
 
 from darts import concatenate
 my_multivariate_series = concatenate(
     [
-    dxy_series_scaled,
-    cpi_series_scaled,
-    hard_series_scaled,    
-    crude_series_scaled,
+    grain_series_scaled,
+    pakistan_series_scaled,
+    # usd_series_scaled,     
+    erate_series_scaled,
+    black_sea_series,
+     comtrade_flour_series,
+     comtrade_grain_series,
     covariates_transformed,
+     
      ],
     axis=1)
+
+
 multivariate_series_train = concatenate(
     [
-    dxy_train,
-    cpi_train,
-    hard_train,
-    crude_train,
+    grain_train,
+    pakistan_train,
+    # usd_train,
+    erate_train,
+    #russian_train_transformed,
+    #  black_train_transformed,
     cov_train,
      ],
     axis=1)
 
 
-
 class FlaggingHandler(gr.FlaggingCallback):
     def __init__(self):
         self._csv_logger = gr.CSVLogger()

data/all_afghan.csv

@@ -0,0 +1,232 @@
+Date,market,commodity,price,usdprice,wheat_product,wheat_grain,product,exchange_rate,common_unit_price,black_sea
+2004-01-31,Peshawar,Wheat flour,12.0,0.2092,Wheat Grain,8.0,Wheat Flour (Low Quality),0.0204042,11.0,170.25
+2004-02-29,Peshawar,Wheat flour,12.21,0.2128,Wheat Grain,8.0,Wheat Flour (Low Quality),0.02021674,12.0,164.75
+2004-03-31,Peshawar,Wheat flour,12.5,0.2178,Wheat Grain,8.0,Wheat Flour (Low Quality),0.02002118,11.0,170.6
+2004-04-30,Peshawar,Wheat flour,12.0,0.2091,Wheat Grain,8.3,Wheat Flour (Low Quality),0.01992323,11.3,171.75
+2004-05-31,Peshawar,Wheat flour,12.07,0.2095,Wheat Grain,8.1,Wheat Flour (Low Quality),0.01996458,11.1,166.75
+2004-06-30,Peshawar,Wheat flour,12.0,0.2078,Wheat Grain,8.3,Wheat Flour (Low Quality),0.02055611,11.3,158.0
+2004-07-31,Peshawar,Wheat flour,12.6,0.2166,Wheat Grain,8.0,Wheat Flour (Low Quality),0.02132768,11.0,123.0
+2004-08-31,Peshawar,Wheat flour,13.0,0.222,Wheat Grain,8.0,Wheat Flour (Low Quality),0.02207977,11.0,125.0
+2004-09-30,Peshawar,Wheat flour,13.0,0.2209,Wheat Grain,8.1,Wheat Flour (Low Quality),0.0221252,11.1,125.0
+2004-10-31,Peshawar,Wheat flour,13.87,0.2332,Wheat Grain,11.0,Wheat Flour (Low Quality),0.02191696,13.0,125.0
+2004-11-30,Peshawar,Wheat flour,14.29,0.2401,Wheat Grain,11.0,Wheat Flour (Low Quality),0.02177179,13.0,128.8
+2004-12-31,Peshawar,Wheat flour,14.0,0.2356,Wheat Grain,11.0,Wheat Flour (Low Quality),0.02089357,13.0,131.6
+2005-01-31,Peshawar,Wheat flour,14.0,0.2368,Wheat Grain,12.0,Wheat Flour (Low Quality),0.02028119,12.0,132.0
+2005-02-28,Peshawar,Wheat flour,14.0,0.2367,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02011147,14.0,125.8
+2005-03-31,Peshawar,Wheat flour,14.0,0.2367,Wheat Grain,12.0,Wheat Flour (Low Quality),0.02043177,15.0,125.0
+2005-04-30,Peshawar,Wheat flour,14.16,0.2385,Wheat Grain,12.0,Wheat Flour (Low Quality),0.02027561,15.0,122.4
+2005-05-31,Peshawar,Wheat flour,13.5,0.2275,Wheat Grain,12.0,Wheat Flour (Low Quality),0.02002144,15.0,118.0
+2005-06-30,Peshawar,Wheat flour,13.38,0.2242,Wheat Grain,12.0,Wheat Flour (Low Quality),0.01995742,15.0,111.0
+2005-07-31,Peshawar,Wheat flour,15.01,0.2517,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02006888,14.0,108.0
+2005-08-31,Peshawar,Wheat flour,12.38,0.2075,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02017861,14.0,108.5
+2005-09-30,Peshawar,Wheat flour,12.47,0.2082,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02034146,14.0,109.6
+2005-10-31,Peshawar,Wheat flour,12.28,0.2056,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02049533,14.0,110.0
+2005-11-30,Peshawar,Wheat flour,12.81,0.2144,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02033402,13.0,110.0
+2005-12-31,Peshawar,Wheat flour,12.81,0.2137,Wheat Grain,12.0,Wheat Flour (Low Quality),0.01997127,15.0,110.0
+2006-01-31,Peshawar,Wheat flour,13.62,0.2276,Wheat Grain,13.0,Wheat Flour (Low Quality),0.01981109,14.0,110.0
+2006-02-28,Peshawar,Wheat flour,13.62,0.2274,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02008968,14.0,110.0
+2006-03-31,Peshawar,Wheat flour,13.67,0.2274,Wheat Grain,13.0,Wheat Flour (Low Quality),0.0200336,14.0,110.0
+2006-04-30,Peshawar,Wheat flour,13.71,0.2284,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02009,14.0,110.0
+2006-05-31,Peshawar,Wheat flour,13.22,0.2199,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02019,14.0,110.0
+2006-06-30,Peshawar,Wheat flour,13.09,0.2192,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02017,14.0,110.0
+2006-07-31,Peshawar,Wheat flour,13.28,0.2202,Wheat Grain,13.0,Wheat Flour (Low Quality),0.01999,14.0,110.0
+2006-08-31,Peshawar,Wheat flour,13.6,0.2253,Wheat Grain,13.0,Wheat Flour (Low Quality),0.01999,14.0,110.0
+2006-09-30,Peshawar,Wheat flour,13.54,0.224,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02002,14.0,110.0
+2006-10-31,Peshawar,Wheat flour,13.25,0.2187,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02013,14.0,110.0
+2006-11-30,Peshawar,Wheat flour,13.64,0.225,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02012,14.0,219.25
+2006-12-31,Peshawar,Wheat flour,13.83,0.2275,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02009,14.0,215.75
+2007-01-31,Peshawar,Wheat flour,15.17,0.2516,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02011,14.0,207.8
+2007-02-28,Peshawar,Wheat flour,15.17,0.2498,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02006,14.0,208.5
+2007-03-31,Peshawar,Wheat flour,15.17,0.2503,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02002,14.0,208.5
+2007-04-30,Peshawar,Wheat flour,15.17,0.2498,Wheat Grain,13.0,Wheat Flour (Low Quality),0.01997,14.0,206.25
+2007-05-31,Peshawar,Wheat flour,14.33,0.2382,Wheat Grain,13.0,Wheat Flour (Low Quality),0.01998,15.0,190.0
+2007-06-30,Peshawar,Wheat flour,15.17,0.2503,Wheat Grain,13.0,Wheat Flour (Low Quality),0.01998,15.0,190.0
+2007-07-31,Peshawar,Wheat flour,16.0,0.2646,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02009,14.0,249.8
+2007-08-31,Peshawar,Wheat flour,16.0,0.2649,Wheat Grain,13.0,Wheat Flour (Low Quality),0.02011,15.0,276.5
+2007-09-30,Peshawar,Wheat flour,17.82,0.2936,Wheat Grain,15.0,Wheat Flour (Low Quality),0.02007,17.0,342.5
+2007-10-31,Peshawar,Wheat flour,19.67,0.3247,Wheat Grain,15.0,Wheat Flour (Low Quality),0.02007,17.0,351.6
+2007-11-30,Peshawar,Wheat flour,20.67,0.3379,Wheat Grain,16.0,Wheat Flour (Low Quality),0.02007,18.0,332.25
+2007-12-31,Peshawar,Wheat flour,21.5,0.3511,Wheat Grain,14.8,Wheat Flour (Low Quality),0.02016,20.3,380.67
+2008-01-31,Peshawar,Wheat flour,23.28,0.373,Wheat Grain,23.0,Wheat Flour (Low Quality),0.02021,23.1,380.6
+2008-02-29,Peshawar,Wheat flour,17.33,0.2754,Wheat Grain,21.0,Wheat Flour (Low Quality),0.02031,21.5,449.25
+2008-03-31,Peshawar,Wheat flour,19.3,0.3116,Wheat Grain,19.0,Wheat Flour (Low Quality),0.02019,21.0,481.5
+2008-04-30,Peshawar,Wheat flour,25.37,0.3998,Wheat Grain,37.0,Wheat Flour (Low Quality),0.02001,23.0,381.8
+2008-05-31,Peshawar,Wheat flour,28.32,0.4139,Wheat Grain,39.0,Wheat Flour (Low Quality),0.02011,39.0,300.0
+2008-06-30,Peshawar,Wheat flour,24.07,0.3557,Wheat Grain,31.0,Wheat Flour (Low Quality),0.02009,30.0,300.0
+2008-07-31,Peshawar,Wheat flour,26.67,0.3835,Wheat Grain,39.0,Wheat Flour (Low Quality),0.02002,30.0,283.8
+2008-08-31,Peshawar,Wheat flour,26.44,0.3458,Wheat Grain,32.0,Wheat Flour (Low Quality),0.02002,32.0,277.0
+2008-09-30,Peshawar,Wheat flour,30.66,0.4011,Wheat Grain,34.0,Wheat Flour (Low Quality),0.01988,38.0,256.3
+2008-10-31,Peshawar,Wheat flour,35.8,0.4456,Wheat Grain,33.0,Wheat Flour (Low Quality),0.01969,36.5,199.0
+2008-11-30,Peshawar,Wheat flour,31.39,0.3913,Wheat Grain,31.0,Wheat Flour (Low Quality),0.01926,30.0,170.0
+2008-12-31,Peshawar,Wheat flour,30.66,0.3859,Wheat Grain,29.0,Wheat Flour (Low Quality),0.01926,30.5,170.0
+2009-01-31,Peshawar,Wheat flour,29.1,0.3679,Wheat Grain,28.8,Wheat Flour (Low Quality),0.01926,31.99,172.6
+2009-02-28,Peshawar,Wheat flour,28.07,0.3533,Wheat Grain,22.5,Wheat Flour (Low Quality),0.01915,26.23,180.0
+2009-03-31,,,27.342000000000002,0.3418800000000001,Wheat Grain,21.8,Wheat Flour (Low Quality),0.01914,26.23,176.0
+2009-04-30,Peshawar,Wheat flour,27.8,0.3456,Wheat Grain,21.0,Wheat Flour (Low Quality),0.01914,26.23,173.0
+2009-05-31,Peshawar,Wheat flour,26.33,0.3279,Wheat Grain,20.4,Wheat Flour (Low Quality),0.01914,23.0,177.4
+2009-06-30,Peshawar,Wheat flour,25.41,0.3147,Wheat Grain,20.4,Wheat Flour (Low Quality),0.01914,23.0,186.8
+2009-07-31,Peshawar,Wheat flour,26.54,0.3249,Wheat Grain,20.5,Wheat Flour (Low Quality),0.02001,22.0,171.4
+2009-08-31,Peshawar,Wheat flour,28.06,0.3374,Wheat Grain,19.0,Wheat Flour (Low Quality),0.02028,21.0,169.3
+2009-09-30,Peshawar,Wheat flour,25.25,0.3069,Wheat Grain,19.0,Wheat Flour (Low Quality),0.02005,21.3,162.8
+2009-10-31,Peshawar,Wheat flour,28.81,0.3469,Wheat Grain,19.0,Wheat Flour (Low Quality),0.02028,21.1,164.8
+2009-11-30,Peshawar,Wheat flour,28.62,0.3421,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02039,21.6,173.8
+2009-12-31,Peshawar,Wheat flour,28.75,0.3414,Wheat Grain,18.5,Wheat Flour (Low Quality),0.02039,21.6,184.8
+2010-01-31,,,28.866000000000003,0.34507999999999994,Wheat Grain,15.0,Wheat Flour (Low Quality),0.02044,16.1,184.4
+2010-02-28,Peshawar,Wheat flour,29.48,0.352,Wheat Grain,14.1,Wheat Flour (Low Quality),0.02113,15.4,178.8
+2010-03-31,Peshawar,Wheat flour,29.11,0.3505,Wheat Grain,13.7,Wheat Flour (Low Quality),0.02078,15.2,173.3
+2010-04-30,Peshawar,Wheat flour,28.37,0.3394,Wheat Grain,14.2,Wheat Flour (Low Quality),0.02101,15.5,172.2
+2010-05-31,Peshawar,Wheat flour,26.84,0.3176,Wheat Grain,14.9,Wheat Flour (Low Quality),0.02157,14.9,173.3
+2010-06-30,Peshawar,Wheat flour,26.97,0.3162,Wheat Grain,16.8,Wheat Flour (Low Quality),0.02162,17.2,169.8
+2010-07-31,Peshawar,Wheat flour,26.86,0.3142,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02213,18.6,191.4
+2010-08-31,Peshawar,Wheat flour,28.39,0.3315,Wheat Grain,19.1,Wheat Flour (Low Quality),0.02185,20.6,270.0
+2010-09-30,Peshawar,Wheat flour,29.75,0.3469,Wheat Grain,19.0,Wheat Flour (Low Quality),0.02211,21.2,280.0
+2010-10-31,Peshawar,Wheat flour,30.46,0.3546,Wheat Grain,19.9,Wheat Flour (Low Quality),0.02221,21.4,283.0
+2010-11-30,Peshawar,Wheat flour,30.08,0.3558,Wheat Grain,20.5,Wheat Flour (Low Quality),0.02217,21.5,288.5
+2010-12-31,Peshawar,Wheat flour,30.45,0.3553,Wheat Grain,20.0,Wheat Flour (Low Quality),0.02214,21.5,292.0
+2011-01-31,Peshawar,Wheat flour,30.78,0.3591,Wheat Grain,19.125,Wheat Flour (Low Quality),0.02208,21.3,325.5
+2011-02-28,Peshawar,Wheat flour,30.2,0.3553,Wheat Grain,18.1,Wheat Flour (Low Quality),0.02213,21.6,359.8
+2011-03-31,Peshawar,Wheat flour,30.38,0.3557,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02212,22.25,355.0
+2011-04-30,Peshawar,Wheat flour,29.92,0.3521,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02191,21.625,345.5
+2011-05-31,Peshawar,Wheat flour,28.43,0.3334,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02177,21.65,350.0
+2011-06-30,Peshawar,Wheat flour,28.02,0.331,Wheat Grain,18.0,Wheat Flour (Low Quality),0.0215,21.65,337.5
+2011-07-31,Peshawar,Wheat flour,29.04,0.3377,Wheat Grain,18.375,Wheat Flour (Low Quality),0.02103,21.65,242.5
+2011-08-31,Peshawar,Wheat flour,28.42,0.3333,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02124,21.25,265.0
+2011-09-30,Peshawar,Wheat flour,29.41,0.3361,Wheat Grain,18.05,Wheat Flour (Low Quality),0.02094,21.15,268.75
+2011-10-31,Peshawar,Wheat flour,29.45,0.3383,Wheat Grain,18.4375,Wheat Flour (Low Quality),0.02095,21.7875,235.0
+2011-11-30,Peshawar,Wheat flour,30.0,0.3508,Wheat Grain,19.075,Wheat Flour (Low Quality),0.0208,22.625,243.0
+2011-12-31,Peshawar,Wheat flour,30.28,0.3387,Wheat Grain,18.625,Wheat Flour (Low Quality),0.02051,21.4375,242.5
+2012-01-31,Peshawar,Wheat flour,30.25,0.3355,Wheat Grain,18.5,Wheat Flour (Low Quality),0.02027,21.5875,259.0
+2012-02-29,Peshawar,Wheat flour,30.5,0.337,Wheat Grain,18.375,Wheat Flour (Low Quality),0.02031,21.625,278.75
+2012-03-31,Peshawar,Wheat flour,30.21,0.3334,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02024,20.5,277.5
+2012-04-30,Peshawar,Wheat flour,30.81,0.3392,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02008,21.0,271.25
+2012-05-31,Peshawar,Wheat flour,30.54,0.3366,Wheat Grain,18.0,Wheat Flour (Low Quality),0.02001,20.75,268.0
+2012-06-30,Peshawar,Wheat flour,30.25,0.3261,Wheat Grain,18.375,Wheat Flour (Low Quality),0.01967,20.9,263.75
+2012-07-31,Peshawar,Wheat flour,30.25,0.3195,Wheat Grain,19.0,Wheat Flour (Low Quality),0.01944,21.225,299.0
+2012-08-31,Peshawar,Wheat flour,30.7,0.3285,Wheat Grain,19.75,Wheat Flour (Low Quality),0.01952,21.875,312.5
+2012-09-30,Peshawar,Wheat flour,32.44,0.3424,Wheat Grain,20.5,Wheat Flour (Low Quality),0.01932,22.5,330.0
+2012-10-31,Peshawar,Wheat flour,32.5,0.3443,Wheat Grain,21.0,Wheat Flour (Low Quality),0.01905,23.0,346.0
+2012-11-30,Peshawar,Wheat flour,33.1,0.3495,Wheat Grain,21.375,Wheat Flour (Low Quality),0.01882,23.35,351.25
+2012-12-31,Peshawar,Wheat flour,34.08,0.352,Wheat Grain,21.5,Wheat Flour (Low Quality),0.01926,23.05,357.5
+2013-01-31,Peshawar,Wheat flour,37.63,0.387,Wheat Grain,21.5,Wheat Flour (Low Quality),0.01934,23.125,347.6
+2013-02-28,,,35.62,0.36784,Wheat Grain,21.5,Wheat Flour (Low Quality),0.01914,23.5,328.5
+2013-03-31,Peshawar,Wheat flour,36.23,0.3774,Wheat Grain,22.0,Wheat Flour (Low Quality),0.01874,24.0,323.25
+2013-04-30,Peshawar,Wheat flour,35.1,0.3632,Wheat Grain,22.0,Wheat Flour (Low Quality),0.01836,24.0,273.75
+2013-05-31,Peshawar,Wheat flour,35.06,0.3596,Wheat Grain,23.0,Wheat Flour (Low Quality),0.01813,24.0,268.75
+2013-06-30,Peshawar,Wheat flour,37.15,0.3759,Wheat Grain,23.0,Wheat Flour (Low Quality),0.01794,24.0,268.75
+2013-07-31,Peshawar,Wheat flour,38.27,0.3877,Wheat Grain,23.5,Wheat Flour (Low Quality),0.01764,25.0,254.4
+2013-08-31,Peshawar,Wheat flour,39.9,0.3891,Wheat Grain,23.0,Wheat Flour (Low Quality),0.01779,24.0,253.0
+2013-09-30,Peshawar,Wheat flour,41.33,0.3926,Wheat Grain,23.0,Wheat Flour (Low Quality),0.01757,24.0,250.5
+2013-10-31,Peshawar,Wheat flour,41.28,0.393,Wheat Grain,22.0,Wheat Flour (Low Quality),0.0175,24.0,272.6
+2013-11-30,Peshawar,Wheat flour,43.93,0.4138,Wheat Grain,22.0,Wheat Flour (Low Quality),0.01735,25.0,286.75
+2013-12-31,Peshawar,Wheat flour,44.82,0.4181,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01748,26.0,294.6
+2014-01-31,Peshawar,Wheat flour,44.0,0.4159,Wheat Grain,23.0,Wheat Flour (Low Quality),0.01767,25.0,287.75
+2014-02-28,Peshawar,Wheat flour,43.92,0.4175,Wheat Grain,25.0,Wheat Flour (Low Quality),0.01752,25.0,279.0
+2014-03-31,Peshawar,Wheat flour,44.46,0.4372,Wheat Grain,27.3,Wheat Flour (Low Quality),0.01745,26.7,290.5
+2014-04-30,Peshawar,Wheat flour,42.73,0.4454,Wheat Grain,28.0,Wheat Flour (Low Quality),0.01751,25.9,292.4
+2014-05-31,Peshawar,Wheat flour,38.57,0.391,Wheat Grain,28.0,Wheat Flour (Low Quality),0.01745,26.4,289.0
+2014-06-30,Peshawar,Wheat flour,37.96,0.3843,Wheat Grain,27.0,Wheat Flour (Low Quality),0.01733,27.5,258.25
+2014-07-31,Peshawar,Wheat flour,38.48,0.3903,Wheat Grain,25.0,Wheat Flour (Low Quality),0.01752,26.3,247.2
+2014-08-31,Peshawar,Wheat flour,41.05,0.4134,Wheat Grain,26.0,Wheat Flour (Low Quality),0.01765,25.7,244.75
+2014-09-30,Peshawar,Wheat flour,40.87,0.4046,Wheat Grain,25.3,Wheat Flour (Low Quality),0.0175,26.1,242.2
+2014-10-31,Peshawar,Wheat flour,40.28,0.3966,Wheat Grain,24.8,Wheat Flour (Low Quality),0.0174,25.0,239.0
+2014-11-30,Peshawar,Wheat flour,40.21,0.3927,Wheat Grain,24.5,Wheat Flour (Low Quality),0.0173,24.8,250.5
+2014-12-31,Peshawar,Wheat flour,39.21,0.3903,Wheat Grain,24.5,Wheat Flour (Low Quality),0.01725,24.875,259.4
+2015-01-31,Peshawar,Wheat flour,39.23,0.3902,Wheat Grain,24.5,Wheat Flour (Low Quality),0.01736,22.75,247.0
+2015-02-28,Peshawar,Wheat flour,39.48,0.3887,Wheat Grain,22.125,Wheat Flour (Low Quality),0.01748,22.0,239.25
+2015-03-31,Peshawar,Wheat flour,39.23,0.385,Wheat Grain,20.0,Wheat Flour (Low Quality),0.01738,22.0,217.2
+2015-04-30,Peshawar,Wheat flour,37.5,0.3689,Wheat Grain,20.0,Wheat Flour (Low Quality),0.01731,22.0,210.25
+2015-05-31,Peshawar,Wheat flour,36.96,0.3677,Wheat Grain,20.0,Wheat Flour (Low Quality),0.01731,22.5,193.0
+2015-06-30,Peshawar,Wheat flour,36.98,0.3636,Wheat Grain,20.0,Wheat Flour (Low Quality),0.01711,22.5,194.2
+2015-07-31,Peshawar,Wheat flour,37.09,0.3645,Wheat Grain,20.0,Wheat Flour (Low Quality),0.01651,22.5,197.0
+2015-08-31,,,37.726,0.3643599999999999,Wheat Grain,20.0,Wheat Flour (Low Quality),0.01587,22.5,187.0
+2015-09-30,Peshawar,Wheat flour,37.58,0.36,Wheat Grain,20.0,Wheat Flour (Low Quality),0.0157,22.5,182.8
+2015-10-31,Peshawar,Wheat flour,38.15,0.3656,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01554,22.5,196.5
+2015-11-30,Peshawar,Wheat flour,38.83,0.3681,Wheat Grain,25.0,Wheat Flour (Low Quality),0.01509,24.5,198.0
+2015-12-31,Peshawar,Wheat flour,38.96,0.3782,Wheat Grain,25.5,Wheat Flour (Low Quality),0.01484,25.25,192.4
+2016-01-31,Peshawar,Wheat flour,39.12,0.3779,Wheat Grain,27.0,Wheat Flour (Low Quality),0.0146,26.0,183.0
+2016-02-29,Peshawar,Wheat flour,39.09,0.3786,Wheat Grain,27.0,Wheat Flour (Low Quality),0.01454,25.25,181.0
+2016-03-31,Peshawar,Wheat flour,38.8,0.3759,Wheat Grain,27.0,Wheat Flour (Low Quality),0.01462,25.0,180.2
+2016-04-30,Peshawar,Wheat flour,38.38,0.3668,Wheat Grain,26.0,Wheat Flour (Low Quality),0.01463,24.0,186.0
+2016-05-31,Peshawar,Wheat flour,37.31,0.3559,Wheat Grain,26.0,Wheat Flour (Low Quality),0.01459,24.0,193.4
+2016-06-30,Peshawar,Wheat flour,36.88,0.3526,Wheat Grain,26.0,Wheat Flour (Low Quality),0.01449,26.0,187.25
+2016-07-31,Peshawar,Wheat flour,37.01,0.3584,Wheat Grain,26.0,Wheat Flour (Low Quality),0.01457,26.0,165.5
+2016-08-31,Peshawar,Wheat flour,37.01,0.359,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01488,24.5,171.2
+2016-09-30,Peshawar,Wheat flour,37.17,0.362,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01502,24.0,169.75
+2016-10-31,Peshawar,Wheat flour,37.48,0.3577,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01519,24.0,174.75
+2016-11-30,Peshawar,Wheat flour,38.25,0.3688,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01507,24.0,182.2
+2016-12-31,Peshawar,Wheat flour,38.32,0.3669,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01501,24.0,183.25
+2017-01-31,Peshawar,Wheat flour,38.42,0.3664,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01499,24.0,184.6
+2017-02-28,Peshawar,Wheat flour,38.42,0.3667,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01499,24.5,191.25
+2017-03-31,Peshawar,Wheat flour,38.42,0.3667,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01501,25.0,192.0
+2017-04-30,Peshawar,Wheat flour,37.96,0.3621,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01486,23.75,186.8
+2017-05-31,Peshawar,Wheat flour,37.21,0.3554,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01473,24.75,186.8
+2017-06-30,Peshawar,Wheat flour,36.92,0.3525,Wheat Grain,25.5,Wheat Flour (Low Quality),0.01477,25.0,188.25
+2017-07-31,Peshawar,Wheat flour,36.42,0.3464,Wheat Grain,26.0,Wheat Flour (Low Quality),0.0148,24.0,194.0
+2017-08-31,Peshawar,Wheat flour,35.92,0.3453,Wheat Grain,25.0,Wheat Flour (Low Quality),0.01477,22.0,190.8
+2017-09-30,Peshawar,Wheat flour,36.17,0.344,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01473,22.0,187.0
+2017-10-31,Peshawar,Wheat flour,36.42,0.3454,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01478,22.0,194.6
+2017-11-30,Peshawar,Wheat flour,37.93,0.3674,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01471,22.0,192.0
+2017-12-31,Peshawar,Wheat flour,38.79,0.3561,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01454,22.0,191.0
+2018-01-31,Peshawar,Wheat flour,38.79,0.3568,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01442,22.0,193.2
+2018-02-28,Peshawar,Wheat flour,38.83,0.3512,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01452,22.0,201.5
+2018-03-31,Peshawar,Wheat flour,38.3,0.3468,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01452,22.0,208.25
+2018-04-30,Peshawar,Wheat flour,37.29,0.3227,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01436,22.0,212.5
+2018-05-31,Peshawar,Wheat flour,36.31,0.3142,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01415,22.0,212.8
+2018-06-30,Peshawar,Wheat flour,36.9,0.3198,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01402,22.0,203.25
+2018-07-31,Peshawar,Wheat flour,38.92,0.3168,Wheat Grain,23.875,Wheat Flour (Low Quality),0.0138,23.0,207.6
+2018-08-31,Peshawar,Wheat flour,39.17,0.3169,Wheat Grain,23.625,Wheat Flour (Low Quality),0.01383,23.25,230.0
+2018-09-30,Peshawar,Wheat flour,39.17,0.3153,Wheat Grain,24.5,Wheat Flour (Low Quality),0.01343,24.25,222.5
+2018-10-31,Peshawar,Wheat flour,39.75,0.3,Wheat Grain,25.5,Wheat Flour (Low Quality),0.01326865,25.0,231.8
+2018-11-30,Peshawar,Wheat flour,39.92,0.299,Wheat Grain,24.0,Wheat Flour (Low Quality),0.013164,25.75,226.0
+2018-12-31,Peshawar,Wheat flour,39.5,0.283,Wheat Grain,24.0,Wheat Flour (Low Quality),0.013283,26.0,233.75
+2019-01-31,Peshawar,Wheat flour,39.11,0.2797,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01331416,26.0,242.75
+2019-02-28,Peshawar,Wheat flour,39.08,0.2822,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01342014,26.0,241.5
+2019-03-31,Peshawar,Wheat flour,39.08,0.2795,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01332465,26.0,227.75
+2019-04-30,Peshawar,Wheat flour,39.08,0.2788,Wheat Grain,24.0,Wheat Flour (Low Quality),0.01300203,26.0,224.0
+2019-05-31,Peshawar,Wheat flour,40.65,0.287,Wheat Grain,24.0,Wheat Flour (Low Quality),0.012712,26.25,207.0
+2019-06-30,Peshawar,Wheat flour,42.31,0.272,Wheat Grain,24.0,Wheat Flour (Low Quality),0.012499,27.0,199.25
+2019-07-31,Peshawar,Wheat flour,43.83,0.2775,Wheat Grain,24.0,Wheat Flour (Low Quality),0.012439,27.0,194.8
+2019-08-31,Peshawar,Wheat flour,42.78,0.267,Wheat Grain,24.0,Wheat Flour (Low Quality),0.012784,27.0,193.5
+2019-09-30,Peshawar,Wheat flour,43.46,0.2776,Wheat Grain,24.0,Wheat Flour (Low Quality),0.012822,27.0,186.5
+2019-10-31,Peshawar,Wheat flour,45.72,0.2943,Wheat Grain,24.0,Wheat Flour (Low Quality),0.012822,27.0,203.4
+2019-11-30,Peshawar,Wheat flour,47.75,0.3078,Wheat Grain,24.0,Wheat Flour (Low Quality),0.012801,27.0,207.75
+2019-12-31,Peshawar,Wheat flour,46.74,0.3014,Wheat Grain,25.0,Wheat Flour (Low Quality),0.012776,27.5,215.0
+2020-01-31,Peshawar,Wheat flour,51.25,0.3317,Wheat Grain,25.0,Wheat Flour (Low Quality),0.012951,27.75,225.5
+2020-02-29,Peshawar,Wheat flour,45.09,0.2922,Wheat Grain,25.0,Wheat Flour (Low Quality),0.012997,27.75,221.75
+2020-03-31,Peshawar,Wheat flour,45.6,0.2848,Wheat Grain,29.66666667,Wheat Flour (Low Quality),0.013177,31.08333333,213.2
+2020-04-30,Peshawar,Wheat flour,46.13,0.2779,Wheat Grain,33.0,Wheat Flour (Low Quality),0.01317,34.66666667,228.75
+2020-05-31,Peshawar,Wheat flour,45.16,0.2818,Wheat Grain,33.0,Wheat Flour (Low Quality),0.01312,35.5625,225.0
+2020-06-30,Peshawar,Wheat flour,51.64,0.3148,Wheat Grain,30.75,Wheat Flour (Low Quality),0.012975,35.0,206.2
+2020-07-31,,,53.669999999999995,0.32699999999999996,Wheat Grain,29.3,Wheat Flour (Low Quality),0.013017,33.3,204.5
+2020-08-31,Peshawar,Wheat flour,54.89,0.3287,Wheat Grain,30.0,Wheat Flour (Low Quality),0.01303,32.0,202.75
+2020-09-30,Peshawar,Wheat flour,55.54,0.3356,Wheat Grain,31.75,Wheat Flour (Low Quality),0.013056,31.25,224.8
+2020-10-31,Peshawar,Wheat flour,61.12,0.3741,Wheat Grain,29.0,Wheat Flour (Low Quality),0.013025,32.0,248.75
+2020-11-30,Peshawar,Wheat flour,57.44,0.3593,Wheat Grain,29.0,Wheat Flour (Low Quality),0.012998,32.0,254.0
+2020-12-31,Peshawar,Wheat flour,51.92,0.3245,Wheat Grain,29.0,Wheat Flour (Low Quality),0.013009,32.0,256.6
+2021-01-31,Peshawar,Wheat flour,51.03,0.3194,Wheat Grain,29.0,Wheat Flour (Low Quality),0.012948,32.0,285.75
+2021-02-28,Peshawar,Wheat flour,50.91,0.3212,Wheat Grain,30.0,Wheat Flour (Low Quality),0.013007,33.5,284.0
+2021-03-31,Peshawar,Wheat flour,48.87,0.3146,Wheat Grain,30.0,Wheat Flour (Low Quality),0.012944,33.0,274.2
+2021-04-30,Peshawar,Wheat flour,47.98,0.3144,Wheat Grain,31.0,Wheat Flour (Low Quality),0.012925,31.5,252.750012
+2021-05-31,Peshawar,Wheat flour,51.59,0.3349,Wheat Grain,31.0,Wheat Flour (Low Quality),0.012925,30.0,273.25001298
+2021-06-30,Peshawar,Wheat flour,55.06,0.3545,Wheat Grain,31.75,Wheat Flour (Low Quality),0.012796,30.75,257.8
+2021-07-31,Peshawar,Wheat flour,55.67,0.3499,Wheat Grain,30.5,Wheat Flour (Low Quality),0.012605,34.0,240.5
+2021-08-31,Peshawar,Wheat flour,56.2,0.342,Wheat Grain,32.0,Wheat Flour (Low Quality),0.012467,37.0,286.2
+2021-09-30,Peshawar,Wheat flour,60.78,0.3609,Wheat Grain,35.0,Wheat Flour (Low Quality),0.012104,37.66666666666666,306.75
+2021-10-31,Peshawar,Wheat flour,57.98,0.3411,Wheat Grain,38.5,Wheat Flour (Low Quality),0.011433,41.5,314.67001495
+2021-11-30,Peshawar,Wheat flour,55.42,0.316,Wheat Grain,39.0,Wheat Flour (Low Quality),0.010864,42.0,338.40001607
+2021-12-31,Peshawar,Wheat flour,55.0,0.3097,Wheat Grain,43.25,Wheat Flour (Low Quality),0.009784,47.5,336.25001597
+2022-01-31,Peshawar,Wheat flour,55.0,0.3114,Wheat Grain,41.0,Wheat Flour (Low Quality),0.009634,46.8,334.25001588
+2022-02-28,Peshawar,Wheat flour,55.0,0.3153,Wheat Grain,40.0,Wheat Flour (Low Quality),0.010799,44.0,319.7500151873101
+2022-03-31,Peshawar,Wheat flour,55.0,0.308,Wheat Grain,40.0,Wheat Flour (Low Quality),0.0111371,43.75,411.67
+2022-04-30,Peshawar,Wheat flour,41.08,0.2273,Wheat Grain,40.0,Wheat Flour (Low Quality),0.011536,47.15,393.3300186821725
+2022-05-31,Peshawar,Wheat flour,61.34,0.3192,Wheat Grain,41.3,Wheat Flour (Low Quality),0.011469,48.25,390.0
+2022-06-30,Peshawar,Wheat flour,65.73,0.3211,Wheat Grain,48.57142857142857,Wheat Flour (Low Quality),0.011348,51.95,441.57400476237945
+2022-07-31,Peshawar,Wheat flour,57.09,0.2745,Wheat Grain,47.49964285714286,Wheat Flour (Low Quality),0.011398,49.35,371.0
+2022-08-31,Peshawar,Wheat flour,49.0,0.2278,Wheat Grain,49.28571428571428,Wheat Flour (Low Quality),0.011321,51.5,338.0
+2022-09-30,Peshawar,Wheat flour,62.35,0.2665,Wheat Grain,48.0,Wheat Flour (Low Quality),0.011429,48.625,318.55
+2022-10-31,Peshawar,Wheat flour,87.51,0.39,Wheat Grain,45.3525,Wheat Flour (Low Quality),0.011629,45.5,321.0
+2022-11-30,Peshawar,Wheat flour,86.84,0.3929,Wheat Grain,46.7825,Wheat Flour (Low Quality),0.011497,45.7225,404.092
+2022-12-31,Peshawar,Wheat flour,104.32,0.4647,Wheat Grain,45.783571428575,Wheat Flour (Low Quality),0.01158,43.125,313.09
+2023-01-31,Peshawar,Wheat flour,131.41,0.533,Wheat Grain,44.9275,Wheat Flour (Low Quality),0.011372,42.15,309.18
+2023-02-28,Peshawar,Wheat flour,100.18,0.3752,Wheat Grain,52.5,Wheat Flour (Low Quality),0.011304,41.75,303.15
+2023-03-31,Peshawar,Wheat flour,112.95,0.4016,Wheat Grain,43.392857142825,Wheat Flour (Low Quality),0.011542,36.7,284.57

data/comtrade_flour.csv

@@ -0,0 +1,232 @@
+Date,0,Azerbaijan,Brazil,Canada,China,Czechia,Finland,France,Germany,India,Italy,Kazakhstan,Kyrgyzstan,Latvia,Lithuania,Netherlands,Pakistan,Qatar,Russian Federation,Spain,Türkiye,USA,Ukraine,United Arab Emirates,United Kingdom,Uzbekistan
+2004-01-31,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+2004-02-29,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+2004-03-31,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+2004-04-30,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+2004-05-31,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+2004-06-30,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+2004-07-31,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+2004-08-31,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+2004-09-30,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
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data/flagged/log.csv

@@ -0,0 +1,8 @@
+Commodity to Forecast,Forecast horizon,flag,username,timestamp
+Wheat Price Forecasting,"component       Date  Lower_Limit  Wheat_Forecast  Upper_Limit
+0         2023-03-31   331.455924      368.284360   405.112796
+1         2023-04-30   285.136479      316.818310   348.500141
+2         2023-05-31   269.084860      298.983178   328.881495
+3         2023-06-30   252.061405      280.068227   308.075050
+4         2023-07-31   254.513024      282.792249   311.071474
+5         2023-08-31   252.334448      280.371608   308.408769",Other,,2023-05-08 11:35:57.462867