Replace solarwind_* files with new splits (train/validation/leaky/test)

README.md

@@ -21,7 +21,7 @@ This dataset provides hourly solar wind plasma and interplanetary magnetic field
 - IMF Bz (GSM)  
 - Proton number density (`N`)  
 
-The dataset is structured for machine learning experiments, particularly in this collection for evaluating foundation model efficiency for space weather forecasting tasks.  Temporal coverage spans from **May 1, 2010 to December 31, 2024**, with splits designed for consistent training, validation, and testing across years.
+The dataset is structured for machine learning experiments, particularly in this collection for evaluating foundation model efficiency for space weather forecasting tasks.  Temporal coverage spans from **May 13, 2010 to December 31, 2024**, with splits designed for consistent training, validation, and testing across years.
 
 
 ## Supported Tasks and Applications
@@ -33,10 +33,10 @@ The dataset is structured for machine learning experiments, particularly in this
 
 ### Data Files
 
-- `train.csv`: Instances from Feb 15 to Dec 31 in each year between 2010–2019  
-- `validation.csv`: Instances from Jan 15–28 of each year between 2010–2019  
-- `test.csv`: All instances from each year between 2020–2024  
-- `leaky_validation.csv`: Instances from Jan 1–14 and Jan 29–Feb 11 of each year between 2010–2019  
+- `train.csv`: Instances from Feb 15 to Dec 31 in each year between 2010–2019
+- `validation.csv`: Instances from Jan 15–31 of each year between 2010–2019
+- `test.csv`: All instances from each year between 2020–2024 
+- `leaky_validation.csv`:  Instances from Jan 1–14 and Feb 1-14 of each year between 2010–2019
 
 ### Features
 Each row contains hourly measurements with the following fields:  
@@ -52,7 +52,7 @@ Each row contains hourly measurements with the following fields:
 | **Temporal Coverage**   | May 13, 2010 – Dec 31, 2024           |
 | **File Format**         | CSV (.csv)                          |
 | **Data Shape**          | (1, 5) per timestep                 |
-| **Number of Time Steps**| 119,478                             |
+| **Number of Time Steps**| 119,225                             |
 | **Cadence**             | 1 hour                              |
 | **Forecast Target**     | Solar wind speed (`V`)              |
 

solarwind_leaky_validation.csv → leaky_validation.csv

@@ -1,4 +1,4 @@
-Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
+timestep,V,BX_GSE,BY_GSM,BZ_GSM,N
 2011-01-01 00:00:00,326.0,-2.3,3.4,-1.1,3.9
 2011-01-01 01:00:00,335.0,-1.5,2.9,1.0,4.4
 2011-01-01 02:00:00,330.0,-2.3,3.3,1.0,4.0
@@ -335,78 +335,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2011-01-14 21:00:00,509.0,3.1,-1.9,0.8,2.3
 2011-01-14 22:00:00,481.0,4.6,0.3,-0.5,1.6
 2011-01-14 23:00:00,478.0,3.5,-2.3,-0.4,1.8
-2011-01-29 00:00:00,303.0,-2.4,-3.8,-5.5,15.5
-2011-01-29 01:00:00,296.0,-3.3,-1.0,-3.9,19.2
-2011-01-29 02:00:00,293.0,-3.5,-1.1,-3.6,17.6
-2011-01-29 03:00:00,292.0,-1.1,-2.4,-3.6,16.8
-2011-01-29 04:00:00,287.0,-2.7,-2.8,-4.4,13.4
-2011-01-29 05:00:00,284.0,-4.0,0.9,-2.5,13.6
-2011-01-29 06:00:00,287.0,-3.6,0.5,-2.2,14.8
-2011-01-29 07:00:00,285.0,-3.5,-2.6,0.5,14.2
-2011-01-29 08:00:00,285.0,-3.5,-1.7,-1.7,15.4
-2011-01-29 09:00:00,284.0,-2.5,0.2,-2.7,15.3
-2011-01-29 10:00:00,296.0,0.8,-2.1,2.6,14.0
-2011-01-29 11:00:00,298.0,1.7,-0.1,3.6,14.7
-2011-01-29 12:00:00,301.0,1.6,-1.3,1.2,16.0
-2011-01-29 13:00:00,303.0,0.9,-2.8,-0.2,14.1
-2011-01-29 14:00:00,302.0,-1.7,5.5,-1.2,9.6
-2011-01-29 15:00:00,299.0,-1.3,5.0,-0.2,11.0
-2011-01-29 16:00:00,300.0,-2.1,4.3,-2.5,6.9
-2011-01-29 17:00:00,293.0,-0.6,4.7,-1.2,7.7
-2011-01-29 18:00:00,292.0,0.0,3.3,-0.2,10.6
-2011-01-29 19:00:00,289.0,-0.6,2.4,-0.4,8.9
-2011-01-29 20:00:00,293.0,1.2,3.5,0.3,8.6
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-2011-01-30 07:00:00,279.0,1.2,1.9,2.4,4.8
-2011-01-30 08:00:00,279.0,1.2,1.8,2.6,4.7
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-2011-01-31 05:00:00,279.0,3.1,2.9,0.9,20.4
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-2011-01-31 08:00:00,273.0,3.4,2.5,0.9,15.6
-2011-01-31 09:00:00,273.0,2.7,2.5,0.6,15.6
-2011-01-31 10:00:00,270.0,2.6,2.1,0.0,15.8
-2011-01-31 11:00:00,260.0,2.5,3.1,0.5,12.9
-2011-01-31 12:00:00,259.0,2.9,3.7,0.2,10.0
-2011-01-31 13:00:00,262.0,4.0,2.1,-0.8,9.4
-2011-01-31 14:00:00,262.0,4.0,1.6,-0.3,10.7
-2011-01-31 15:00:00,267.0,2.4,1.7,0.7,17.6
-2011-01-31 16:00:00,287.0,3.3,2.8,1.1,41.6
-2011-01-31 17:00:00,294.0,3.5,3.8,-3.8,62.9
-2011-01-31 18:00:00,295.0,3.2,4.2,-3.6,76.4
-2011-01-31 19:00:00,293.0,3.5,7.8,1.6,45.7
-2011-01-31 20:00:00,286.0,3.8,10.9,4.0,33.3
-2011-01-31 21:00:00,287.0,3.4,9.6,2.2,40.2
-2011-01-31 22:00:00,296.0,-0.3,6.0,5.0,50.6
-2011-01-31 23:00:00,295.0,6.2,7.5,0.6,22.1
 2011-02-01 00:00:00,283.0,7.9,4.3,2.0,24.3
 2011-02-01 01:00:00,284.0,8.2,6.0,2.5,14.4
 2011-02-01 02:00:00,302.0,5.4,2.8,-2.5,12.6
@@ -644,6 +572,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2011-02-11 21:00:00,417.0,1.9,0.1,-1.8,8.2
 2011-02-11 22:00:00,422.0,2.1,-2.7,0.5,7.4
 2011-02-11 23:00:00,416.0,3.6,-3.8,-1.1,6.8
+2011-02-12 00:00:00,425.0,1.9,-3.5,-2.1,6.9
+2011-02-12 01:00:00,432.0,0.5,-2.0,-2.0,6.9
+2011-02-12 02:00:00,433.0,-0.8,-3.0,-0.5,6.7
+2011-02-12 03:00:00,428.0,-0.3,-3.1,0.3,6.8
+2011-02-12 04:00:00,424.0,1.9,-0.8,0.6,6.5
+2011-02-12 05:00:00,429.0,0.7,-1.5,-0.4,5.9
+2011-02-12 06:00:00,425.0,1.7,-1.7,-0.5,5.7
+2011-02-12 07:00:00,424.0,0.8,1.0,-3.0,5.2
+2011-02-12 08:00:00,423.0,0.9,-0.7,-2.4,4.6
+2011-02-12 09:00:00,412.0,2.0,-1.3,-1.9,5.0
+2011-02-12 10:00:00,408.0,1.3,-0.3,-2.1,5.2
+2011-02-12 11:00:00,402.0,1.5,-0.6,-1.3,5.2
+2011-02-12 12:00:00,401.0,1.3,-1.8,0.2,5.5
+2011-02-12 13:00:00,395.0,1.4,-0.8,-0.4,5.3
+2011-02-12 14:00:00,391.0,1.6,-1.2,-0.8,4.9
+2011-02-12 15:00:00,384.0,2.0,-1.9,-0.3,4.1
+2011-02-12 16:00:00,383.0,2.7,-0.6,-0.2,3.9
+2011-02-12 17:00:00,376.0,2.8,-0.1,-0.4,3.2
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+2011-02-14 23:00:00,388.0,-0.7,11.8,10.5,8.0
 2012-01-01 00:00:00,379.0,2.7,0.1,0.8,7.2
 2012-01-01 01:00:00,386.0,0.2,3.4,-1.9,7.8
 2012-01-01 02:00:00,380.0,-2.3,3.8,0.1,7.0
@@ -959,77 +959,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2012-01-14 21:00:00,374.0,0.6,-1.1,-0.6,4.1
 2012-01-14 22:00:00,367.0,0.5,-0.3,3.1,4.3
 2012-01-14 23:00:00,366.0,0.7,0.8,3.6,4.6
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 2014-02-01 00:00:00,317.0,-3.2,3.3,1.0,5.4
 2014-02-01 01:00:00,320.0,-2.9,3.9,0.7,5.2
 2014-02-01 02:00:00,321.0,-2.2,4.0,0.2,6.0
@@ -2563,6 +2476,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2014-02-11 21:00:00,434.0,-3.7,1.9,-2.9,2.5
 2014-02-11 22:00:00,427.0,-4.3,0.3,-2.9,1.7
 2014-02-11 23:00:00,434.0,-3.8,-1.7,-3.9,0.8
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 2015-01-01 01:00:00,585.0,4.4,-1.5,0.2,2.8
 2015-01-01 02:00:00,579.0,3.5,-2.2,-0.8,2.5
@@ -2883,77 +2868,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2015-01-14 22:00:00,401.0,-2.0,4.5,3.5,5.8
 2015-01-14 23:00:00,402.0,-2.2,3.2,4.4,5.8
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 2015-02-01 01:00:00,406.0,4.4,0.3,-4.2,15.9
 2015-02-01 02:00:00,441.0,4.9,-5.7,-0.3,10.4
@@ -3211,6 +3125,68 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2016-01-01 14:00:00,408.0,6.5,-6.1,-0.4,1.0
@@ -3535,78 +3511,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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@@ -3871,6 +3775,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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@@ -4207,78 +4183,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2017-02-01 00:00:00,746.0,0.4,-3.2,-3.8,3.2
 2017-02-01 01:00:00,737.0,1.1,-0.9,-3.5,3.1
 2017-02-01 02:00:00,693.0,4.8,-2.1,-1.2,3.2
@@ -4543,6 +4447,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2017-02-11 21:00:00,359.0,0.4,-0.6,-0.8,6.6
 2017-02-11 22:00:00,357.0,0.6,-0.9,-0.7,6.6
 2017-02-11 23:00:00,357.0,0.3,-0.2,-0.9,6.5
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 2018-01-01 02:00:00,392.0,1.1,8.9,-0.3,17.7
@@ -4879,78 +4855,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2018-01-14 21:00:00,527.0,-4.2,-0.5,-0.6,3.6
 2018-01-14 22:00:00,511.0,-3.2,0.4,-0.6,4.5
 2018-01-14 23:00:00,493.0,-3.4,-1.8,-1.3,5.3
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@@ -5215,6 +5119,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2018-02-11 22:00:00,316.0,-1.8,-2.5,3.7,7.7
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+2018-02-14 23:00:00,303.0,0.5,-1.3,-2.2,6.5
 2019-01-01 00:00:00,456.0,-2.4,3.3,1.7,3.9
 2019-01-01 01:00:00,460.0,0.5,3.9,-1.0,3.9
 2019-01-01 02:00:00,459.0,2.7,3.4,1.9,4.0
@@ -5551,78 +5527,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2019-01-14 21:00:00,373.0,2.5,-2.8,0.6,13.7
 2019-01-14 22:00:00,367.0,3.0,-3.0,-1.1,13.1
 2019-01-14 23:00:00,350.0,5.4,-1.4,1.4,8.5
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 2019-02-01 00:00:00,534.0,5.5,-6.4,0.1,8.4
 2019-02-01 01:00:00,518.0,6.5,-3.4,0.4,8.1
 2019-02-01 02:00:00,502.0,4.9,-1.6,-5.0,8.2
@@ -5887,3 +5791,75 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2019-02-11 21:00:00,394.0,1.1,-4.9,-0.7,7.4
 2019-02-11 22:00:00,396.0,-2.6,-5.4,-2.2,7.2
 2019-02-11 23:00:00,397.0,-0.9,-1.7,-1.3,8.0
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+2019-02-14 23:00:00,464.0,1.4,1.4,3.0,3.4

solarwind_test.csv → test.csv

@@ -1,4 +1,4 @@
-Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
+timestep,V,BX_GSE,BY_GSM,BZ_GSM,N
 2020-01-01 00:00:00,295.0,0.3,-0.6,-0.3,10.0
 2020-01-01 01:00:00,299.0,2.2,0.4,0.8,7.8
 2020-01-01 02:00:00,300.0,3.3,-1.6,-0.3,8.3

solarwind_train.csv → train.csv

@@ -1,257 +1,4 @@
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 2010-05-13 07:00:00,452.0,-0.6,3.2,1.2,1.9
 2010-05-13 08:00:00,443.0,-0.3,3.3,-0.2,2.4
 2010-05-13 09:00:00,432.0,-1.4,2.6,0.3,2.6
@@ -5472,78 +5219,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2011-02-15 00:00:00,368.0,2.6,10.7,11.3,7.9
 2011-02-15 01:00:00,380.0,-2.1,7.0,14.5,6.8
 2011-02-15 02:00:00,368.0,-0.6,10.1,10.6,8.1
@@ -12557,62 +12232,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2011-12-31 21:00:00,352.0,-3.1,1.7,-2.2,4.3
 2011-12-31 22:00:00,358.0,-3.4,2.5,-2.1,3.7
 2011-12-31 23:00:00,349.0,-3.4,2.6,-2.2,3.7
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 2012-02-16 05:00:00,338.0,5.3,-2.5,0.9,3.8
 2012-02-16 06:00:00,362.0,2.6,2.2,0.5,5.0
 2012-02-16 07:00:00,397.0,-1.7,4.2,0.1,5.7
@@ -19328,78 +18947,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2012-12-31 21:00:00,382.0,1.7,-1.7,0.0,2.2
 2012-12-31 22:00:00,371.0,1.1,-1.6,-0.4,2.0
 2012-12-31 23:00:00,365.0,1.7,-1.1,-0.6,1.9
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 2013-02-15 00:00:00,381.0,-2.5,1.8,0.1,4.4
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@@ -26483,78 +26030,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2013-12-31 21:00:00,396.0,-1.2,4.6,2.5,5.2
 2013-12-31 22:00:00,390.0,-1.1,3.7,2.2,5.4
 2013-12-31 23:00:00,385.0,-1.4,4.1,1.8,6.0
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-2014-02-14 19:00:00,343.0,-2.4,0.4,5.0,3.4
-2014-02-14 20:00:00,330.0,-3.6,-0.8,4.3,3.0
-2014-02-14 21:00:00,338.0,-1.3,3.3,3.8,3.2
-2014-02-14 22:00:00,345.0,0.7,4.8,2.9,3.8
-2014-02-14 23:00:00,341.0,0.3,5.0,2.7,3.6
 2014-02-15 00:00:00,337.0,0.0,5.3,1.7,3.6
 2014-02-15 01:00:00,337.0,-0.2,3.7,-0.2,3.6
 2014-02-15 02:00:00,330.0,-1.2,2.9,-0.2,3.8
@@ -33466,68 +32941,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2014-12-31 21:00:00,519.0,5.7,1.1,1.5,3.0
 2014-12-31 22:00:00,523.0,6.2,2.2,1.6,2.8
 2014-12-31 23:00:00,537.0,6.2,0.0,1.9,2.6
-2015-02-12 10:00:00,356.0,-1.9,5.1,0.0,5.8
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-2015-02-12 12:00:00,350.0,-3.1,2.4,-2.5,5.7
-2015-02-12 13:00:00,353.0,-1.7,3.1,-4.1,6.5
-2015-02-12 14:00:00,354.0,-1.5,2.3,-4.4,6.5
-2015-02-12 15:00:00,353.0,-1.3,3.0,-3.1,6.0
-2015-02-12 16:00:00,349.0,-1.4,3.5,-1.7,5.7
-2015-02-12 17:00:00,335.0,-4.4,1.1,-1.9,5.6
-2015-02-12 18:00:00,332.0,-4.8,1.8,-1.2,5.7
-2015-02-12 19:00:00,333.0,-3.9,2.4,-1.8,5.8
-2015-02-12 20:00:00,334.0,-3.1,1.2,-1.6,5.3
-2015-02-12 21:00:00,331.0,-3.3,2.7,-1.3,5.5
-2015-02-12 22:00:00,328.0,-3.8,1.9,0.7,5.4
-2015-02-12 23:00:00,318.0,-4.9,0.1,0.2,5.1
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-2015-02-13 01:00:00,337.0,-1.7,3.0,4.0,5.2
-2015-02-13 02:00:00,340.0,-1.3,-0.6,4.3,5.5
-2015-02-13 03:00:00,337.0,-0.8,2.7,4.4,5.4
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-2015-02-13 21:00:00,325.0,-2.5,4.5,-1.1,6.4
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-2015-02-13 23:00:00,326.0,-1.6,1.3,4.0,6.8
-2015-02-14 00:00:00,336.0,-1.8,3.5,4.2,8.6
-2015-02-14 01:00:00,334.0,-2.9,5.0,3.9,9.4
-2015-02-14 02:00:00,330.0,-4.9,3.5,-0.4,9.6
-2015-02-14 03:00:00,320.0,-6.4,0.6,-2.9,9.1
-2015-02-14 04:00:00,326.0,-4.1,4.8,-2.1,9.7
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-2015-02-14 07:00:00,314.0,-5.0,2.7,2.0,8.3
-2015-02-14 08:00:00,324.0,-2.5,1.7,3.6,8.8
-2015-02-14 09:00:00,337.0,1.4,3.9,4.7,9.4
-2015-02-14 10:00:00,322.0,-1.7,2.0,5.0,9.4
-2015-02-14 11:00:00,334.0,1.7,3.7,4.4,9.9
-2015-02-14 12:00:00,303.0,-5.4,1.1,-1.4,7.7
-2015-02-14 13:00:00,302.0,-6.2,0.2,-1.3,9.4
-2015-02-14 14:00:00,307.0,-4.9,-0.9,-3.4,9.8
-2015-02-14 15:00:00,320.0,-1.7,3.0,5.4,9.6
-2015-02-14 16:00:00,314.0,-3.2,4.3,2.8,8.9
-2015-02-14 17:00:00,321.0,-2.6,3.5,3.3,8.6
-2015-02-14 18:00:00,330.0,-1.4,5.4,3.4,9.0
-2015-02-14 19:00:00,331.0,-2.2,6.0,3.9,9.7
-2015-02-14 20:00:00,329.0,-2.3,5.1,5.2,10.6
-2015-02-14 21:00:00,327.0,-2.2,5.9,4.9,10.4
-2015-02-14 22:00:00,321.0,-4.0,4.7,4.7,10.5
-2015-02-14 23:00:00,325.0,-3.6,2.8,4.8,12.8
 2015-02-15 00:00:00,324.0,-1.9,-1.8,6.1,13.7
 2015-02-15 01:00:00,316.0,-2.3,-2.8,6.0,12.7
 2015-02-15 02:00:00,319.0,-1.4,-2.5,6.1,13.8
@@ -40685,78 +40098,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2015-12-30 22:00:00,344.0,-1.7,5.1,-0.9,6.7
 2015-12-30 23:00:00,343.0,-2.1,5.0,0.4,6.8
 2015-12-31 00:00:00,336.0,-3.4,4.0,-0.3,7.0
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-2016-02-12 02:00:00,342.0,6.3,-10.3,-4.6,8.0
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-2016-02-12 04:00:00,358.0,2.4,-14.6,1.5,8.0
-2016-02-12 05:00:00,356.0,1.6,-11.2,8.7,10.9
-2016-02-12 06:00:00,353.0,1.6,-10.4,8.8,13.4
-2016-02-12 07:00:00,354.0,0.8,-9.3,9.9,12.5
-2016-02-12 08:00:00,357.0,-1.0,-11.8,2.9,15.4
-2016-02-12 09:00:00,362.0,-3.5,-6.3,-8.9,16.8
-2016-02-12 10:00:00,357.0,-1.5,-8.7,-4.2,17.5
-2016-02-12 11:00:00,357.0,-1.9,-10.4,-3.2,16.3
-2016-02-12 12:00:00,353.0,-0.8,-12.1,6.2,10.6
-2016-02-12 13:00:00,355.0,-1.7,-12.4,2.2,17.8
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-2016-02-12 16:00:00,349.0,-1.5,-11.9,4.2,16.8
-2016-02-12 17:00:00,347.0,1.1,-14.6,-0.1,15.0
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-2016-02-14 10:00:00,390.0,-4.2,4.2,1.6,6.1
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-2016-02-14 12:00:00,378.0,-5.4,2.2,0.5,5.7
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-2016-02-14 14:00:00,376.0,-6.0,1.2,-2.3,6.2
-2016-02-14 15:00:00,382.0,-4.1,2.6,-3.3,6.5
-2016-02-14 16:00:00,407.0,-0.2,5.4,-2.2,6.9
-2016-02-14 17:00:00,385.0,-4.0,4.8,-2.2,6.6
-2016-02-14 18:00:00,400.0,-1.2,6.4,-0.1,7.7
-2016-02-14 19:00:00,390.0,-3.0,5.7,-1.5,7.3
-2016-02-14 20:00:00,395.0,-2.2,3.1,-1.0,7.5
-2016-02-14 21:00:00,390.0,-3.7,4.5,1.9,8.1
-2016-02-14 22:00:00,389.0,-3.3,5.4,0.2,8.2
-2016-02-14 23:00:00,400.0,-1.4,6.7,1.3,8.3
 2016-02-15 00:00:00,373.0,-5.0,4.1,0.9,7.9
 2016-02-15 01:00:00,373.0,-4.8,4.3,-1.4,8.2
 2016-02-15 02:00:00,384.0,-2.9,5.4,-0.8,9.5
@@ -48239,78 +47580,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2016-12-31 21:00:00,552.0,-4.5,3.2,4.2,7.9
 2016-12-31 22:00:00,549.0,-5.7,-0.7,2.7,8.9
 2016-12-31 23:00:00,545.0,-6.2,2.7,-2.7,8.1
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-2017-02-12 06:00:00,357.0,-0.2,0.4,-0.3,10.4
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 2017-02-15 00:00:00,309.0,0.9,2.7,0.6,9.5
 2017-02-15 01:00:00,307.0,1.8,2.4,0.5,9.3
 2017-02-15 02:00:00,305.0,2.4,1.9,0.6,9.7
@@ -55744,78 +55013,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2017-12-31 21:00:00,363.0,-4.2,7.6,-5.2,10.9
 2017-12-31 22:00:00,363.0,-3.9,8.3,-3.4,8.2
 2017-12-31 23:00:00,369.0,-3.5,5.9,-3.9,10.2
-2018-02-12 00:00:00,311.0,-0.8,0.4,4.1,9.0
-2018-02-12 01:00:00,309.0,0.1,1.9,2.8,11.6
-2018-02-12 02:00:00,307.0,0.5,2.2,2.7,10.9
-2018-02-12 03:00:00,312.0,1.5,3.9,0.1,12.2
-2018-02-12 04:00:00,319.0,1.6,3.9,0.1,16.1
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-2018-02-14 17:00:00,309.0,2.2,1.1,0.7,6.2
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 2018-02-15 00:00:00,301.0,0.7,-1.2,-2.2,7.0
 2018-02-15 01:00:00,302.0,0.2,-0.8,-1.5,8.4
 2018-02-15 02:00:00,299.0,0.3,0.0,-1.4,8.4
@@ -63333,78 +62530,6 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2018-12-31 21:00:00,463.0,-2.9,0.3,-0.1,3.9
 2018-12-31 22:00:00,470.0,-1.6,1.2,1.0,3.9
 2018-12-31 23:00:00,465.0,-1.6,1.7,3.7,4.1
-2019-02-12 00:00:00,396.0,2.8,-5.1,-2.3,8.0
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-2019-02-12 15:00:00,361.0,5.8,0.4,0.9,7.2
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-2019-02-14 23:00:00,464.0,1.4,1.4,3.0,3.4
 2019-02-15 00:00:00,471.0,1.3,-1.9,0.4,3.0
 2019-02-15 01:00:00,473.0,-0.4,-2.4,-1.7,3.5
 2019-02-15 02:00:00,466.0,1.0,-3.2,-1.7,3.2

solarwind_valid.csv → validation.csv

@@ -1,4 +1,4 @@
-Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
+timestep,V,BX_GSE,BY_GSM,BZ_GSM,N
 2011-01-15 00:00:00,461.0,3.9,-0.5,0.8,1.7
 2011-01-15 01:00:00,467.0,3.5,0.8,0.5,2.4
 2011-01-15 02:00:00,489.0,2.2,1.9,-1.0,2.4
@@ -295,6 +295,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2011-01-28 21:00:00,307.0,-0.5,-4.4,-1.9,21.0
 2011-01-28 22:00:00,307.0,0.0,-4.2,0.5,25.2
 2011-01-28 23:00:00,308.0,-2.7,-5.1,-2.1,18.3
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 2012-01-15 00:00:00,363.0,-0.4,3.7,2.5,5.2
 2012-01-15 01:00:00,359.0,-0.7,3.1,-2.0,6.3
 2012-01-15 02:00:00,354.0,-1.2,2.7,-1.5,5.3
@@ -574,6 +646,77 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
 2012-01-28 21:00:00,442.0,-3.5,-0.1,-3.1,3.4
 2012-01-28 22:00:00,441.0,-3.0,-0.1,-4.1,3.8
 2012-01-28 23:00:00,428.0,-3.5,1.9,-2.6,3.8
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 2013-01-15 00:00:00,500.0,-2.7,-0.1,1.1,1.6
 2013-01-15 01:00:00,508.0,-1.7,1.2,0.3,1.7
 2013-01-15 02:00:00,488.0,-2.7,0.1,0.8,1.8
@@ -837,6 +980,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2014-01-15 01:00:00,577.0,1.9,-0.6,-0.3,1.0
 2014-01-15 02:00:00,590.0,0.5,-2.2,-0.3,1.0
@@ -1173,6 +1388,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2015-01-15 01:00:00,388.0,-4.6,2.4,2.1,5.3
 2015-01-15 02:00:00,382.0,-5.5,1.2,0.9,4.9
@@ -1498,6 +1785,77 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2016-01-15 00:00:00,454.0,0.9,-2.9,-1.3,2.7
 2016-01-15 01:00:00,448.0,1.2,-1.4,-3.4,2.7
 2016-01-15 02:00:00,445.0,0.9,-0.8,2.1,2.7
@@ -1787,6 +2145,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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@@ -2123,6 +2553,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2018-01-15 02:00:00,481.0,-4.6,-1.4,2.9,3.8
@@ -2447,6 +2949,78 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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 2019-01-15 02:00:00,341.0,3.1,-1.1,-3.0,9.1
@@ -2782,3 +3356,75 @@ Epoch,V,BX_GSE,BY_GSM,BZ_GSM,N
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