usfvsfv

predictions_history.csv

@@ -59,16 +59,6 @@ O3,2025-03-17,2025-03-19,33.902081716854376
 NO2,2025-03-17,2025-03-19,17.035250016088494
 O3,2025-03-17,2025-03-20,56.13338974244566
 NO2,2025-03-17,2025-03-20,34.74925137364262
-O3,2025-03-19,2025-03-20,14.19915504166628
-NO2,2025-03-19,2025-03-20,40.367920343944874
-O3,2025-03-19,2025-03-21,8.055352596285765
-NO2,2025-03-19,2025-03-21,14.036055689494942
-O3,2025-03-19,2025-03-22,21.683555991473177
-NO2,2025-03-19,2025-03-22,-0.0935552468181555
-O3,2025-03-20,2025-03-21,22.577240569315755
-NO2,2025-03-20,2025-03-21,22.432680154231203
-O3,2025-03-20,2025-03-22,20.23852948376169
-NO2,2025-03-20,2025-03-22,11.41259533531298
 O3,2025-03-18,2025-03-19,24.34677204803371
 NO2,2025-03-18,2025-03-19,24.214191960527593
 O3,2025-03-18,2025-03-20,7.97083270245124

predictions_historyold.csv

@@ -1,215 +0,0 @@
-pollutant,date_predicted,date,prediction_value
-O3,2025-03-07,2025-03-10,29.12736491827365
-NO2,2025-03-07,2025-03-10,32.17283746918274
-O3,2025-03-08,2025-03-10,24.83746918273649
-NO2,2025-03-08,2025-03-10,29.18273649182736
-O3,2025-03-08,2025-03-11,48.17283746918274
-NO2,2025-03-08,2025-03-11,21.83746918273649
-O3,2025-03-09,2025-03-10,23.27364918273649
-NO2,2025-03-09,2025-03-10,28.18273649182736
-O3,2025-03-09,2025-03-11,43.82736491827365
-NO2,2025-03-09,2025-03-11,19.27364918273649
-O3,2025-03-09,2025-03-12,41.18273649182736
-NO2,2025-03-09,2025-03-12,7.82736491827365
-O3,2025-03-10,2025-03-11,35.82736491827365
-NO2,2025-03-10,2025-03-11,13.27364918273649
-O3,2025-03-10,2025-03-12,38.82736491827365
-NO2,2025-03-10,2025-03-12,6.82736491827365
-O3,2025-03-10,2025-03-13,44.27364918273649
-NO2,2025-03-10,2025-03-13,12.83746918273649
-O3,2025-03-11,2025-03-12,29.27364918273649
-NO2,2025-03-11,2025-03-12,10.72736491827365
-O3,2025-03-11,2025-03-13,38.17283746918274
-NO2,2025-03-11,2025-03-13,26.82736491827365
-O3,2025-03-11,2025-03-14,36.82736491827365
-NO2,2025-03-11,2025-03-14,7.82736491827365
-O3,2025-03-12,2025-03-13,29.28237461937465
-NO2,2025-03-12,2025-03-13,24.27364918273649
-O3,2025-03-12,2025-03-14,33.82736491827365
-NO2,2025-03-12,2025-03-14,22.83746918273649
-O3,2025-03-12,2025-03-15,25.82736491827365
-NO2,2025-03-12,2025-03-15,16.28374691827365
-O3,2025-03-13,2025-03-14,34.82736491827365
-NO2,2025-03-13,2025-03-14,19.28736491827365
-O3,2025-03-13,2025-03-15,25.18273649182736
-NO2,2025-03-13,2025-03-15,13.82736491827365
-O3,2025-03-13,2025-03-16,20.82736491827365
-NO2,2025-03-13,2025-03-16,12.27364918273649
-O3,2025-03-14,2025-03-15,32.27364918273649
-NO2,2025-03-14,2025-03-15,10.82736491827365
-O3,2025-03-14,2025-03-16,35.28374691827365
-NO2,2025-03-14,2025-03-16,8.37465918273649
-O3,2025-03-14,2025-03-17,39.82736491827365
-NO2,2025-03-14,2025-03-17,10.72364918273649
-O3,2025-03-15,2025-03-16,32.17283746918274
-NO2,2025-03-15,2025-03-16,9.27364918273649
-O3,2025-03-15,2025-03-17,35.18273649182736
-NO2,2025-03-15,2025-03-17,8.17283746918274
-O3,2025-03-15,2025-03-18,39.72836491827365
-NO2,2025-03-15,2025-03-18,17.82736491827365
-O3,2025-03-16,2025-03-17,30.28374691827365
-NO2,2025-03-16,2025-03-17,6.27364918273649
-O3,2025-03-16,2025-03-18,35.82736491827365
-NO2,2025-03-16,2025-03-18,16.27364918273649
-O3,2025-03-16,2025-03-19,38.28374691827365
-NO2,2025-03-16,2025-03-19,23.27364918273649
-O3,2025-03-17,2025-03-18,29.28374691827365
-NO2,2025-03-17,2025-03-18,9.17283746918274
-O3,2025-03-17,2025-03-19,40.27364918273649
-NO2,2025-03-17,2025-03-19,13.82736491827365
-O3,2025-03-17,2025-03-20,46.82736491827365
-NO2,2025-03-17,2025-03-20,31.82736491827365
-O3,2025-03-19,2025-03-20,14.19915504166628
-NO2,2025-03-19,2025-03-20,40.367920343944874
-O3,2025-03-19,2025-03-21,8.055352596285765
-NO2,2025-03-19,2025-03-21,14.036055689494942
-O3,2025-03-19,2025-03-22,21.683555991473177
-NO2,2025-03-19,2025-03-22,-0.0935552468181555
-O3,2025-03-20,2025-03-21,22.577240569315755
-NO2,2025-03-20,2025-03-21,22.432680154231203
-O3,2025-03-20,2025-03-22,20.23852948376169
-NO2,2025-03-20,2025-03-22,11.41259533531298
-O3,2025-03-18,2025-03-19,15.83040101295743
-NO2,2025-03-18,2025-03-19,22.232031452640506
-O3,2025-03-18,2025-03-20,8.43595332555887
-NO2,2025-03-18,2025-03-20,12.655780613516464
-O3,2025-03-18,2025-03-21,17.750529013666352
-NO2,2025-03-18,2025-03-21,3.373909662791565
-O3,2025-03-19,2025-03-20,14.19915504166628
-NO2,2025-03-19,2025-03-20,40.367920343944874
-O3,2025-03-19,2025-03-21,8.055352596285765
-NO2,2025-03-19,2025-03-21,14.036055689494942
-O3,2025-03-19,2025-03-22,21.683555991473177
-NO2,2025-03-19,2025-03-22,-0.0935552468181555
-O3,2025-03-20,2025-03-21,22.577240569315755
-NO2,2025-03-20,2025-03-21,22.432680154231203
-O3,2025-03-20,2025-03-22,20.23852948376169
-NO2,2025-03-20,2025-03-22,11.41259533531298
-O3,2025-03-20,2025-03-23,22.832979536729955
-NO2,2025-03-20,2025-03-23,7.888808066058104
-O3,2025-03-21,2025-03-22,29.27186184325724
-NO2,2025-03-21,2025-03-22,21.27561105197099
-O3,2025-03-21,2025-03-23,23.143988800612934
-NO2,2025-03-21,2025-03-23,18.514420577624954
-O3,2025-03-21,2025-03-24,26.34383163970652
-NO2,2025-03-21,2025-03-24,9.275171108969094
-O3,2025-03-22,2025-03-23,23.00812920675076
-NO2,2025-03-22,2025-03-23,15.562277370570971
-O3,2025-03-22,2025-03-24,12.996197559099771
-NO2,2025-03-22,2025-03-24,5.920400650472168
-O3,2025-03-22,2025-03-25,24.158896251220572
-NO2,2025-03-22,2025-03-25,-6.051012335488707
-O3,2025-03-23,2025-03-24,15.70265619759315
-NO2,2025-03-23,2025-03-24,26.297361615928935
-O3,2025-03-23,2025-03-25,8.332549816083528
-NO2,2025-03-23,2025-03-25,13.670842154040486
-O3,2025-03-23,2025-03-26,16.640077837303092
-NO2,2025-03-23,2025-03-26,11.462778135172028
-O3,2025-03-24,2025-03-25,18.25717694098837
-NO2,2025-03-24,2025-03-25,27.234622346278005
-O3,2025-03-24,2025-03-26,17.54807704356461
-NO2,2025-03-24,2025-03-26,18.168652599687817
-O3,2025-03-24,2025-03-27,25.874950013940516
-NO2,2025-03-24,2025-03-27,3.541491205431615
-O3,2025-03-25,2025-03-26,26.688534177437624
-NO2,2025-03-25,2025-03-26,26.172909735803763
-O3,2025-03-25,2025-03-27,22.93922854687444
-NO2,2025-03-25,2025-03-27,17.04426781640162
-O3,2025-03-25,2025-03-28,37.00433182727376
-NO2,2025-03-25,2025-03-28,17.247288148167
-O3,2025-03-26,2025-03-27,23.496437048396636
-NO2,2025-03-26,2025-03-27,9.872558444066575
-O3,2025-03-26,2025-03-28,17.716182866254996
-NO2,2025-03-26,2025-03-28,7.405832864834853
-O3,2025-03-26,2025-03-29,33.928031024704914
-NO2,2025-03-26,2025-03-29,1.3356425602430129
-O3,2025-03-27,2025-03-28,18.0789893495609
-NO2,2025-03-27,2025-03-28,18.761355163500543
-O3,2025-03-27,2025-03-29,22.977101731471706
-NO2,2025-03-27,2025-03-29,5.264649543074441
-O3,2025-03-27,2025-03-30,36.92937655932295
-NO2,2025-03-27,2025-03-30,2.569373566235953
-O3,2025-03-28,2025-03-29,27.524148971900186
-NO2,2025-03-28,2025-03-29,19.1485078134881
-O3,2025-03-28,2025-03-30,33.07029361561123
-NO2,2025-03-28,2025-03-30,16.409390581100745
-O3,2025-03-28,2025-03-31,30.133600528481026
-NO2,2025-03-28,2025-03-31,16.63377069601797
-O3,2025-03-29,2025-03-30,26.462689686248368
-NO2,2025-03-29,2025-03-30,16.153029443852326
-O3,2025-03-29,2025-03-31,16.172149663837978
-NO2,2025-03-29,2025-03-31,17.84386761678244
-O3,2025-03-29,2025-04-01,28.038883473085395
-NO2,2025-03-29,2025-04-01,18.001427465080745
-O3,2025-03-30,2025-03-31,16.56578070101913
-NO2,2025-03-30,2025-03-31,12.841512127042206
-O3,2025-03-30,2025-04-01,22.04973178816912
-NO2,2025-03-30,2025-04-01,6.470749466590821
-O3,2025-03-30,2025-04-02,40.10754059007936
-NO2,2025-03-30,2025-04-02,5.260238354460856
-O3,2025-03-31,2025-04-01,24.99970385367518
-NO2,2025-03-31,2025-04-01,29.49563240424814
-O3,2025-03-31,2025-04-02,32.925366432171295
-NO2,2025-03-31,2025-04-02,21.08528292976339
-O3,2025-03-31,2025-04-03,34.65227806432316
-NO2,2025-03-31,2025-04-03,11.27957285246689
-O3,2025-04-01,2025-04-02,31.338953889921164
-NO2,2025-04-01,2025-04-02,9.294640606870104
-O3,2025-04-01,2025-04-03,26.34526907465127
-NO2,2025-04-01,2025-04-03,2.9112579889493126
-O3,2025-04-01,2025-04-04,34.32904595771874
-NO2,2025-04-01,2025-04-04,3.3062236947570725
-O3,2025-04-02,2025-04-03,20.37484627473415
-NO2,2025-04-02,2025-04-03,11.38854008691647
-O3,2025-04-02,2025-04-04,22.468836814322444
-NO2,2025-04-02,2025-04-04,17.648823824145026
-O3,2025-04-02,2025-04-05,38.60737590027399
-NO2,2025-04-02,2025-04-05,10.377586026633834
-O3,2025-04-03,2025-04-04,24.751156641679092
-NO2,2025-04-03,2025-04-04,8.1832337826329
-O3,2025-04-03,2025-04-05,30.653881777797142
-NO2,2025-04-03,2025-04-05,5.930226199118156
-O3,2025-04-03,2025-04-06,39.13759349011889
-NO2,2025-04-03,2025-04-06,3.124098380335983
-O3,2025-04-04,2025-04-05,31.26363040306683
-NO2,2025-04-04,2025-04-05,18.758274587589337
-O3,2025-04-04,2025-04-06,29.538996361827696
-NO2,2025-04-04,2025-04-06,16.415631516076708
-O3,2025-04-04,2025-04-07,33.42217106979134
-NO2,2025-04-04,2025-04-07,18.33858043667427
-O3,2025-04-05,2025-04-06,21.46606590783967
-NO2,2025-04-05,2025-04-06,11.069079275537549
-O3,2025-04-05,2025-04-07,16.974627609571066
-NO2,2025-04-05,2025-04-07,10.121135864507396
-O3,2025-04-05,2025-04-08,23.59865980201226
-NO2,2025-04-05,2025-04-08,8.865132211553512
-O3,2025-04-06,2025-04-07,18.51982788551233
-NO2,2025-04-06,2025-04-07,13.25807843915571
-O3,2025-04-06,2025-04-08,15.573212634149264
-NO2,2025-04-06,2025-04-08,15.474301950935176
-O3,2025-04-06,2025-04-09,27.320954486040108
-NO2,2025-04-06,2025-04-09,12.667124755491672
-O3,2025-04-07,2025-04-08,17.412329098434125
-NO2,2025-04-07,2025-04-08,16.86076406720009
-O3,2025-04-07,2025-04-09,17.66027075077956
-NO2,2025-04-07,2025-04-09,11.15509361078738
-O3,2025-04-07,2025-04-10,24.189150332489294
-NO2,2025-04-07,2025-04-10,2.3511603061021873
-O3,2025-04-08,2025-04-09,24.751293692949535
-NO2,2025-04-08,2025-04-09,14.9695000207066
-O3,2025-04-08,2025-04-10,15.39258599235248
-NO2,2025-04-08,2025-04-10,10.681758679689471
-O3,2025-04-08,2025-04-11,21.865457395477375
-NO2,2025-04-08,2025-04-11,5.189639157063457
-O3,2025-04-09,2025-04-10,21.415752542433893
-NO2,2025-04-09,2025-04-10,7.414993834257501
-O3,2025-04-09,2025-04-11,18.43157639079524
-NO2,2025-04-09,2025-04-11,13.55873029709923
-O3,2025-04-09,2025-04-12,34.53675335273856
-NO2,2025-04-09,2025-04-12,12.344843722837314
-O3,2025-04-10,2025-04-11,28.314367145255684
-NO2,2025-04-10,2025-04-11,18.384325902671144
-O3,2025-04-10,2025-04-12,29.281284097019913
-NO2,2025-04-10,2025-04-12,16.552657783375896
-O3,2025-04-10,2025-04-13,42.4379491717469
-NO2,2025-04-10,2025-04-13,12.477293479529985

src/random_noise.py

@@ -1,37 +0,0 @@
-import pandas as pd
-import random
-
-# Replace 'your_data.csv' with the path to your CSV file
-input_csv = 'predictions_history.csv'
-output_csv = 'predictions_history_noisy.csv'
-
-df = pd.read_csv(input_csv)
-
-# Convert date_predicted to datetime for easier filtering
-df['date_predicted'] = pd.to_datetime(df['date_predicted'])
-
-# Define filter range
-start_date = pd.to_datetime("2025-03-10")
-end_date   = pd.to_datetime("2025-03-18")
-
-# Boolean mask to identify rows where date_predicted is between 2025-03-10 and 2025-03-18
-mask = (df['date_predicted'] >= start_date) & (df['date_predicted'] <= end_date)
-
-# Function to add noise based on pollutant
-def add_noise(row):
-    if row['pollutant'] == 'O3':
-        # Random noise in the range [-10, 10]
-        noise = random.uniform(-10, 10)
-    else:  # NO2
-        # Random noise in the range [-5, 5]
-        noise = random.uniform(-5, 5)
-    row['prediction_value'] += noise
-    return row
-
-# Apply noise only to the rows within the date_predicted range
-df.loc[mask] = df.loc[mask].apply(add_noise, axis=1)
-
-# Save results to a new CSV
-df.to_csv(output_csv, index=False)
-
-print(f"Noise has been added. Modified data saved to {output_csv}.")