updated to aug31 model and data

Afghan_w_blacksea_allcomtrade_aug31.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:42b8fd67ec94b5ba9f24b3c4e493c1b794d1220c2b5d6965b57532efdfb0cc02
+size 168107

Afghan_w_blacksea_allcomtrade_aug31.pt.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:caa916e76d05fe569ced29a66e8989486f323d812a535eb01649a4f345f1d012
+size 18416023

app.py

@@ -182,7 +182,7 @@ class FlaggingHandler(gr.FlaggingCallback):
 def get_forecast(period_: str, pred_model: str):
     # Let the prediction service do its magic.
     period = int(period_[0])
-    afgh_model = TFTModel.load("Afghan_w_blacksea_allcomtrade_jun06.pt",map_location=torch.device('cpu'))
+    afgh_model = TFTModel.load("Afghan_w_blacksea_allcomtrade_aug31.pt",map_location=torch.device('cpu'))
 
     ### afgh model###
     pred_series = afgh_model.predict(n=period,num_samples=1)

data/afghan_wheatfcasts.csv

@@ -1,7 +1,7 @@
 Date,Lower_Limit,Wheat_Forecast,Upper_Limit
-2023-04-30,30.09366567791765,33.437406308797385,36.78114693967713
-2023-05-31,30.662993164982833,34.06999240553648,37.476991646090134
-2023-06-30,30.158518816712274,33.50946535190253,36.86041188709278
-2023-07-31,33.03351535159148,36.70390594621276,40.37429654083404
-2023-08-31,33.681952906309085,37.424392118121204,41.16683132993333
-2023-09-30,34.34849708318217,38.164996759091295,41.98149643500043
+2023-06-30,29.958418194006416,33.287131326673794,36.615844459341176
+2023-07-31,37.43100881919905,41.59000979911006,45.74901077902106
+2023-08-31,38.678194620406224,42.97577180045136,47.2733489804965
+2023-09-30,38.905956225754366,43.22884025083818,47.551724275922005
+2023-10-31,40.43523620051607,44.92804022279564,49.4208442450752
+2023-11-30,40.06155653594644,44.51284059549604,48.964124655045644

data/aghanwheat_allhistorical.csv

@@ -1,59 +1,61 @@
 Date,actual_prices,historical_forecasts
-2018-06-30,22.0,22.60625987521026
-2018-07-31,23.0,22.184862976296447
-2018-08-31,23.25,22.657340316868947
-2018-09-30,24.25,25.04052203731671
-2018-10-31,25.000000000000004,24.923355931485236
-2018-11-30,25.75,25.471901490163837
-2018-12-31,26.0,26.393780879099893
-2019-01-31,26.0,25.79043445550817
-2019-02-28,26.0,26.176970775919564
-2019-03-31,26.0,26.269551826536926
-2019-04-30,26.0,26.37715028335086
-2019-05-31,26.250000000000004,27.005018795064572
-2019-06-30,27.0,27.14056186241368
-2019-07-31,27.0,27.05608360323741
-2019-08-31,27.0,25.988674454351713
-2019-09-30,27.0,26.064878418481655
-2019-10-31,27.0,26.104665450849637
-2019-11-30,27.0,26.45266704841746
-2019-12-31,27.499999999999996,26.96833224136951
-2020-01-31,27.75,27.625717660048444
-2020-02-29,27.75,27.74511886772119
-2020-03-31,31.08333333,31.18134829250906
-2020-04-30,34.66666667,34.41884040203179
-2020-05-31,35.5625,36.6873394602967
-2020-06-30,34.99999999999999,34.78332274073414
-2020-07-31,33.29999999999999,32.86432211955058
-2020-08-31,31.999999999999996,31.705644151334802
-2020-09-30,31.249999999999996,30.20069399245794
-2020-10-31,31.999999999999996,31.00861924775572
-2020-11-30,31.999999999999996,30.954551604610174
-2020-12-31,31.999999999999996,31.423915615754833
-2021-01-31,31.999999999999996,32.15428688782523
-2021-02-28,33.5,31.54836876118987
-2021-03-31,33.0,33.85976408267113
-2021-04-30,31.499999999999996,32.74250006768389
-2021-05-31,29.999999999999996,29.961083382353245
-2021-06-30,30.75,29.94322115942682
-2021-07-31,34.0,33.75168791179691
-2021-08-31,36.99999999999999,37.32569324683625
-2021-09-30,37.66666666666666,37.68780024252922
-2021-10-31,41.5,40.28816013143026
-2021-11-30,41.99999999999999,44.56037708615648
-2021-12-31,47.50000000000001,46.93843054203655
-2022-01-31,46.8,45.495863141045696
-2022-02-28,44.0,44.09305478863504
-2022-03-31,43.75,43.28855588541151
-2022-04-30,47.15,46.56883214455284
-2022-05-31,48.25,48.29339516810606
-2022-06-30,51.95000000000001,49.72866853341333
-2022-07-31,49.349999999999994,51.72574364554157
-2022-08-31,51.5,50.89776333419384
-2022-09-30,48.625,49.117512595673006
-2022-10-31,45.5,47.208256286227225
-2022-11-30,45.72249999999999,45.622123661339785
-2022-12-31,43.125,44.47175690778241
-2023-01-31,42.15,39.63090324223333
-2023-02-28,41.75,39.98321072828004
-2023-03-31,36.699999999999996,39.55643342817749
+2018-06-30,22.0,23.49608291458131
+2018-07-31,23.0,23.333482046911897
+2018-08-31,23.25,23.75730338418554
+2018-09-30,24.25,24.426488556295702
+2018-10-31,25.000000000000004,24.867570309112125
+2018-11-30,25.75,26.22100272308021
+2018-12-31,26.0,26.572899094304514
+2019-01-31,26.0,26.680086750877035
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+2019-03-31,26.0,27.080133234355923
+2019-04-30,26.0,26.840106556357792
+2019-05-31,26.250000000000004,26.74438990243002
+2019-06-30,27.0,27.238030295205014
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+2019-12-31,27.499999999999996,27.76715580842965
+2020-01-31,27.75,27.77743586117693
+2020-02-29,27.75,28.806526915997832
+2020-03-31,31.08333333,31.19575358938322
+2020-04-30,34.66666667,34.37706384140779
+2020-05-31,35.5625,36.21362623331529
+2020-06-30,34.99999999999999,35.27664390131007
+2020-07-31,33.29999999999999,34.328698262160486
+2020-08-31,31.999999999999996,32.20282376146903
+2020-09-30,31.249999999999996,31.983063389950008
+2020-10-31,31.999999999999996,32.63046154432177
+2020-11-30,31.999999999999996,30.722806419983655
+2020-12-31,31.999999999999996,32.89379888416604
+2021-01-31,31.999999999999996,33.30984937348245
+2021-02-28,33.5,33.44430571777955
+2021-03-31,33.0,31.916872218406702
+2021-04-30,31.499999999999996,32.48216078594342
+2021-05-31,29.999999999999996,30.486436448417873
+2021-06-30,30.75,30.889705539057584
+2021-07-31,34.0,33.55487240418986
+2021-08-31,36.99999999999999,38.118158651480904
+2021-09-30,37.66666666666666,38.17207383873165
+2021-10-31,41.5,40.43647538516416
+2021-11-30,41.99999999999999,41.922032684813296
+2021-12-31,47.50000000000001,47.27129282794028
+2022-01-31,46.8,46.99400286674786
+2022-02-28,44.0,44.18758411595919
+2022-03-31,43.75,44.36595389255393
+2022-04-30,47.15,48.33911417589532
+2022-05-31,48.25,48.826660367375524
+2022-06-30,51.95000000000001,52.04339675954337
+2022-07-31,49.349999999999994,50.148409412616864
+2022-08-31,51.5,51.783040641877086
+2022-09-30,48.625,48.84414960226527
+2022-10-31,45.5,45.083813755723504
+2022-11-30,45.72249999999999,45.58556340669296
+2022-12-31,43.125,44.041903628419185
+2023-01-31,42.15,43.75919881541327
+2023-02-28,41.75,42.43798485697513
+2023-03-31,36.699999999999996,36.52091450477763
+2023-04-30,35.1,36.596422019620235
+2023-05-31,34.74999999999999,35.771536014335375

data/all_afghan.csv

@@ -1,232 +1,234 @@
-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
+Date,price,usdprice,wheat_grain,exchange_rate,common_unit_price,black_sea
+2004-01-31,12.0,0.2092,8.0,0.0204042,11.0,170.25
+2004-02-29,12.21,0.2128,8.0,0.02021674,12.0,164.75
+2004-03-31,12.5,0.2178,8.0,0.02002118,11.0,170.6
+2004-04-30,12.0,0.2091,8.3,0.01992323,11.3,171.75
+2004-05-31,12.07,0.2095,8.1,0.01996458,11.1,166.75
+2004-06-30,12.0,0.2078,8.3,0.02055611,11.3,158.0
+2004-07-31,12.6,0.2166,8.0,0.02132768,11.0,123.0
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+2004-10-31,13.87,0.2332,11.0,0.02191696,13.0,125.0
+2004-11-30,10.974,0.18552000000000002,11.0,0.02177179,13.0,128.8
+2004-12-31,13.368799999999998,0.22578399999999998,11.0,0.02089357,13.0,131.6
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+2006-04-30,13.71,0.2284,13.0,0.02009,14.0,110.0
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+2006-06-30,13.09,0.2192,13.0,0.02017,14.0,110.0
+2006-07-31,13.28,0.2202,13.0,0.01999,14.0,110.0
+2006-08-31,13.6,0.2253,13.0,0.01999,14.0,110.0
+2006-09-30,13.54,0.224,13.0,0.02002,14.0,110.0
+2006-10-31,13.25,0.2187,13.0,0.02013,14.0,110.0
+2006-11-30,11.426,0.18882,13.0,0.02012,14.0,219.25
+2006-12-31,14.037200000000002,0.231844,13.0,0.02009,14.0,215.75
+2007-01-31,15.17,0.2516,13.0,0.02011,14.0,207.8
+2007-02-28,15.17,0.2498,13.0,0.02006,14.0,208.5
+2007-03-31,15.17,0.2503,13.0,0.02002,14.0,208.5
+2007-04-30,15.17,0.2498,13.0,0.01997,14.0,206.25
+2007-05-31,14.33,0.2382,13.0,0.01998,15.0,190.0
+2007-06-30,15.17,0.2503,13.0,0.01998,15.0,190.0
+2007-07-31,16.0,0.2646,13.0,0.02009,14.0,249.8
+2007-08-31,16.0,0.2649,13.0,0.02011,15.0,276.5
+2007-09-30,17.82,0.2936,15.0,0.02007,17.0,342.5
+2007-10-31,19.67,0.3247,15.0,0.02007,17.0,351.6
+2007-11-30,15.62,0.25334,16.0,0.02007,18.0,332.25
+2007-12-31,19.04,0.307608,14.8,0.02016,20.3,380.67
+2008-01-31,23.28,0.373,23.0,0.02021,23.1,380.6
+2008-02-29,17.33,0.2754,21.0,0.02031,21.5,449.25
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+2008-04-30,25.37,0.3998,37.0,0.02001,23.0,381.8
+2008-05-31,28.32,0.4139,39.0,0.02011,39.0,300.0
+2008-06-30,24.07,0.3557,31.0,0.02009,30.0,300.0
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+2008-09-30,30.66,0.4011,34.0,0.01988,38.0,256.3
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+2008-11-30,24.726,0.31357999999999997,31.0,0.01926,30.0,170.0
+2008-12-31,29.0332,0.36463599999999996,29.0,0.01926,30.5,170.0
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data/comtrade_flour.csv

@@ -225,8 +225,10 @@ Date,0,Azerbaijan,Brazil,Canada,China,Czechia,Finland,France,Germany,India,Italy
 2022-08-31,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
 2022-09-30,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1
 2022-10-31,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
-2022-11-30,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
+2022-11-30,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
 2022-12-31,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
-2023-01-31,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1
-2023-02-28,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
-2023-03-31,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1
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data/comtrade_grain.csv

@@ -230,3 +230,5 @@ Date,1,China,France,India,Italy,Kazakhstan,Pakistan,Russian Federation,Türkiye,
 2023-01-31,0,0,0,0,0,0,0,0,0,0,0,1
 2023-02-28,0,0,0,0,0,0,0,0,0,0,0,1
 2023-03-31,0,0,0,0,0,0,0,0,0,0,0,1
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data/final_afgh_wheat.csv

@@ -1,65 +1,67 @@
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