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test_RNN.out
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Requirement already satisfied: seaborn in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (0.13.2)
Requirement already satisfied: numpy!=1.24.0,>=1.20 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from seaborn) (1.26.4)
Requirement already satisfied: pandas>=1.2 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from seaborn) (2.2.2)
Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from seaborn) (3.8.4)
Requirement already satisfied: contourpy>=1.0.1 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.0)
Requirement already satisfied: cycler>=0.10 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.11.0)
Requirement already satisfied: fonttools>=4.22.0 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.51.0)
Requirement already satisfied: kiwisolver>=1.3.1 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.4)
Requirement already satisfied: packaging>=20.0 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (23.2)
Requirement already satisfied: pillow>=8 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (10.3.0)
Requirement already satisfied: pyparsing>=2.3.1 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.0.9)
Requirement already satisfied: python-dateutil>=2.7 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.9.0.post0)
Requirement already satisfied: pytz>=2020.1 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from pandas>=1.2->seaborn) (2024.1)
Requirement already satisfied: tzdata>=2022.7 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from pandas>=1.2->seaborn) (2024.1)
Requirement already satisfied: six>=1.5 in /projects/caps/uiucsn/ved/HC_env/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)
Wed Aug 28 17:02:20 2024
+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 545.23.08 Driver Version: 545.23.08 CUDA Version: 12.3 |
|-----------------------------------------+----------------------+----------------------+
| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+======================+======================|
| 0 NVIDIA H100 80GB HBM3 Off | 00000000:4E:00.0 Off | 0 |
| N/A 34C P0 111W / 700W | 42008MiB / 81559MiB | 0% Default |
| | | Disabled |
+-----------------------------------------+----------------------+----------------------+
+---------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=======================================================================================|
| 0 N/A N/A 69135 C python 41994MiB |
+---------------------------------------------------------------------------------------+
Loading testing data from disc...
Total sample count = 463528
Class Count
0 AGN 32681
1 CART 3517
2 Cepheid 5901
3 Delta Scuti 8849
4 Dwarf Novae 3439
5 EB 28480
6 ILOT 3197
7 KN 1896
8 M-dwarf Flare 796
9 PISN 27250
10 RR Lyrae 6014
11 SLSN 28322
12 SNI91bg 12272
13 SNII 129230
14 SNIa 51745
15 SNIax 12012
16 SNIb/c 72105
17 TDE 28285
18 uLens 7537
Class Count
0 AGN 20000
1 CART 3517
2 Cepheid 5901
3 Delta Scuti 8849
4 Dwarf Novae 3439
5 EB 20000
6 ILOT 3197
7 KN 1896
8 M-dwarf Flare 796
9 PISN 20000
10 RR Lyrae 6014
11 SLSN 20000
12 SNI91bg 12272
13 SNII 20000
14 SNIa 20000
15 SNIax 12012
16 SNIb/c 20000
17 TDE 20000
18 uLens 7537
Class: AGN Days: 200
Class: CART Days: 200
Class: Cepheid Days: 200
Class: Delta Scuti Days: 200
Class: Dwarf Novae Days: 200
Class: EB Days: 200
Class: ILOT Days: 200
Class: KN Days: 200
Class: M-dwarf Flare Days: 200
Class: PISN Days: 200
Class: RR Lyrae Days: 200
Class: SLSN Days: 200
Class: SNI91bg Days: 200
Class: SNII Days: 200
Class: SNIa Days: 200
Class: SNIax Days: 200
Class: SNIb/c Days: 200
Class: TDE Days: 200
Class: uLens Days: 200
Running inference for trigger + 1 days...
1/221 [..............................] - ETA: 9s 4/221 [..............................] - ETA: 3s 8/221 [>.............................] - ETA: 3s 12/221 [>.............................] - ETA: 3s 16/221 [=>............................] - ETA: 2s 20/221 [=>............................] - ETA: 2s 25/221 [==>...........................] - ETA: 2s 29/221 [==>...........................] - ETA: 2s 34/221 [===>..........................] - ETA: 2s 39/221 [====>.........................] - ETA: 2s 43/221 [====>.........................] - ETA: 2s 47/221 [=====>........................] - ETA: 2s 51/221 [=====>........................] - ETA: 2s 55/221 [======>.......................] - ETA: 2s 59/221 [=======>......................] - ETA: 2s 64/221 [=======>......................] - ETA: 2s 69/221 [========>.....................] - ETA: 2s 74/221 [=========>....................] - ETA: 1s 79/221 [=========>....................] - ETA: 1s 84/221 [==========>...................] - ETA: 1s 89/221 [===========>..................] - ETA: 1s 94/221 [===========>..................] - ETA: 1s 99/221 [============>.................] - ETA: 1s104/221 [=============>................] - ETA: 1s109/221 [=============>................] - ETA: 1s114/221 [==============>...............] - ETA: 1s115/221 [==============>...............] - ETA: 1s120/221 [===============>..............] - ETA: 1s125/221 [===============>..............] - ETA: 1s130/221 [================>.............] - ETA: 1s135/221 [=================>............] - ETA: 1s140/221 [==================>...........] - ETA: 1s145/221 [==================>...........] - ETA: 0s150/221 [===================>..........] - ETA: 0s155/221 [====================>.........] - ETA: 0s160/221 [====================>.........] - ETA: 0s165/221 [=====================>........] - ETA: 0s170/221 [======================>.......] - ETA: 0s175/221 [======================>.......] - ETA: 0s180/221 [=======================>......] - ETA: 0s185/221 [========================>.....] - ETA: 0s190/221 [========================>.....] - ETA: 0s195/221 [=========================>....] - ETA: 0s200/221 [==========================>...] - ETA: 0s205/221 [==========================>...] - ETA: 0s210/221 [===========================>..] - ETA: 0s214/221 [============================>.] - ETA: 0s218/221 [============================>.] - ETA: 0s221/221 [==============================] - 3s 12ms/step
For trigger + 1 days, these are the statistics:
precision recall f1-score support
Transient 0.98 0.98 0.98 164666
Variable 0.94 0.94 0.94 60764
accuracy 0.97 225430
macro avg 0.96 0.96 0.96 225430
weighted avg 0.97 0.97 0.97 225430
===========
precision recall f1-score support
AGN 0.92 0.84 0.88 20000
Fast 0.81 0.79 0.80 13668
Long 0.82 0.76 0.79 66714
Periodic 0.95 0.99 0.97 40764
SN 0.83 0.88 0.85 84284
accuracy 0.85 225430
macro avg 0.87 0.85 0.86 225430
weighted avg 0.85 0.85 0.85 225430
===========
precision recall f1-score support
AGN 0.89 0.86 0.87 20000
CART 0.14 0.24 0.18 3517
Cepheid 0.71 0.90 0.79 5901
Delta Scuti 0.63 0.54 0.58 8849
Dwarf Novae 0.90 0.85 0.88 3439
EB 0.90 0.85 0.87 20000
ILOT 0.32 0.46 0.38 3197
KN 0.28 0.74 0.40 1896
M-dwarf Flare 0.63 0.85 0.72 796
PISN 0.74 0.76 0.75 20000
RR Lyrae 0.45 0.66 0.53 6014
SLSN 0.75 0.66 0.70 20000
SNI91bg 0.54 0.78 0.64 12272
SNII 0.45 0.33 0.38 20000
SNIa 0.48 0.56 0.52 20000
SNIax 0.32 0.38 0.35 12012
SNIb/c 0.41 0.30 0.35 20000
TDE 0.68 0.51 0.58 20000
uLens 0.89 0.69 0.78 7537
accuracy 0.61 225430
macro avg 0.59 0.63 0.59 225430
weighted avg 0.63 0.61 0.61 225430
===========
Running inference for trigger + 2 days...
1/221 [..............................] - ETA: 9s 3/221 [..............................] - ETA: 5s 7/221 [..............................] - ETA: 3s 11/221 [>.............................] - ETA: 3s 15/221 [=>............................] - ETA: 3s 19/221 [=>............................] - ETA: 3s 24/221 [==>...........................] - ETA: 2s 28/221 [==>...........................] - ETA: 2s 33/221 [===>..........................] - ETA: 2s 38/221 [====>.........................] - ETA: 2s 42/221 [====>.........................] - ETA: 2s 46/221 [=====>........................] - ETA: 2s 50/221 [=====>........................] - ETA: 2s 54/221 [======>.......................] - ETA: 2s 58/221 [======>.......................] - ETA: 2s 62/221 [=======>......................] - ETA: 2s 67/221 [========>.....................] - ETA: 2s 72/221 [========>.....................] - ETA: 1s 77/221 [=========>....................] - ETA: 1s 82/221 [==========>...................] - ETA: 1s 87/221 [==========>...................] - ETA: 1s 92/221 [===========>..................] - ETA: 1s 97/221 [============>.................] - ETA: 1s102/221 [============>.................] - ETA: 1s107/221 [=============>................] - ETA: 1s112/221 [==============>...............] - ETA: 1s117/221 [==============>...............] - ETA: 1s122/221 [===============>..............] - ETA: 1s127/221 [================>.............] - ETA: 1s132/221 [================>.............] - ETA: 1s137/221 [=================>............] - ETA: 1s142/221 [==================>...........] - ETA: 0s147/221 [==================>...........] - ETA: 0s152/221 [===================>..........] - ETA: 0s157/221 [====================>.........] - ETA: 0s162/221 [====================>.........] - ETA: 0s167/221 [=====================>........] - ETA: 0s171/221 [======================>.......] - ETA: 0s176/221 [======================>.......] - ETA: 0s181/221 [=======================>......] - ETA: 0s186/221 [========================>.....] - ETA: 0s191/221 [========================>.....] - ETA: 0s196/221 [=========================>....] - ETA: 0s201/221 [==========================>...] - ETA: 0s206/221 [==========================>...] - ETA: 0s211/221 [===========================>..] - ETA: 0s215/221 [============================>.] - ETA: 0s219/221 [============================>.] - ETA: 0s221/221 [==============================] - 3s 12ms/step
For trigger + 2 days, these are the statistics:
precision recall f1-score support
Transient 0.98 0.98 0.98 164666
Variable 0.94 0.94 0.94 60764
accuracy 0.97 225430
macro avg 0.96 0.96 0.96 225430
weighted avg 0.97 0.97 0.97 225430
===========
precision recall f1-score support
AGN 0.93 0.85 0.89 20000
Fast 0.83 0.80 0.81 13668
Long 0.83 0.76 0.79 66714
Periodic 0.95 0.99 0.97 40764
SN 0.83 0.88 0.85 84284
accuracy 0.86 225430
macro avg 0.87 0.86 0.86 225430
weighted avg 0.86 0.86 0.86 225430
===========
precision recall f1-score support
AGN 0.90 0.86 0.88 20000
CART 0.14 0.24 0.18 3517
Cepheid 0.72 0.90 0.80 5901
Delta Scuti 0.64 0.55 0.59 8849
Dwarf Novae 0.90 0.86 0.88 3439
EB 0.91 0.85 0.88 20000
ILOT 0.32 0.47 0.38 3197
KN 0.30 0.75 0.43 1896
M-dwarf Flare 0.67 0.86 0.75 796
PISN 0.75 0.76 0.75 20000
RR Lyrae 0.45 0.66 0.54 6014
SLSN 0.76 0.66 0.71 20000
SNI91bg 0.55 0.79 0.65 12272
SNII 0.45 0.34 0.39 20000
SNIa 0.48 0.57 0.52 20000
SNIax 0.33 0.39 0.36 12012
SNIb/c 0.42 0.32 0.36 20000
TDE 0.69 0.53 0.60 20000
uLens 0.89 0.71 0.79 7537
accuracy 0.62 225430
macro avg 0.59 0.63 0.60 225430
weighted avg 0.64 0.62 0.62 225430
===========
Running inference for trigger + 4 days...
1/221 [..............................] - ETA: 9s 5/221 [..............................] - ETA: 3s 9/221 [>.............................] - ETA: 2s 13/221 [>.............................] - ETA: 2s 17/221 [=>............................] - ETA: 2s 21/221 [=>............................] - ETA: 2s 26/221 [==>...........................] - ETA: 2s 30/221 [===>..........................] - ETA: 2s 35/221 [===>..........................] - ETA: 2s 39/221 [====>.........................] - ETA: 2s 43/221 [====>.........................] - ETA: 2s 47/221 [=====>........................] - ETA: 2s 51/221 [=====>........................] - ETA: 2s 55/221 [======>.......................] - ETA: 2s 59/221 [=======>......................] - ETA: 2s 64/221 [=======>......................] - ETA: 2s 69/221 [========>.....................] - ETA: 2s 74/221 [=========>....................] - ETA: 1s 79/221 [=========>....................] - ETA: 1s 84/221 [==========>...................] - ETA: 1s 89/221 [===========>..................] - ETA: 1s 94/221 [===========>..................] - ETA: 1s 99/221 [============>.................] - ETA: 1s104/221 [=============>................] - ETA: 1s109/221 [=============>................] - ETA: 1s114/221 [==============>...............] - ETA: 1s119/221 [===============>..............] - ETA: 1s124/221 [===============>..............] - ETA: 1s129/221 [================>.............] - ETA: 1s134/221 [=================>............] - ETA: 1s139/221 [=================>............] - ETA: 1s144/221 [==================>...........] - ETA: 0s149/221 [===================>..........] - ETA: 0s154/221 [===================>..........] - ETA: 0s159/221 [====================>.........] - ETA: 0s164/221 [=====================>........] - ETA: 0s169/221 [=====================>........] - ETA: 0s174/221 [======================>.......] - ETA: 0s179/221 [=======================>......] - ETA: 0s184/221 [=======================>......] - ETA: 0s189/221 [========================>.....] - ETA: 0s194/221 [=========================>....] - ETA: 0s199/221 [==========================>...] - ETA: 0s204/221 [==========================>...] - ETA: 0s209/221 [===========================>..] - ETA: 0s214/221 [============================>.] - ETA: 0s218/221 [============================>.] - ETA: 0s221/221 [==============================] - 3s 12ms/step
For trigger + 4 days, these are the statistics:
precision recall f1-score support
Transient 0.98 0.98 0.98 164666
Variable 0.95 0.95 0.95 60764
accuracy 0.97 225430
macro avg 0.97 0.97 0.97 225430
weighted avg 0.97 0.97 0.97 225430
===========
precision recall f1-score support
AGN 0.93 0.87 0.90 20000
Fast 0.86 0.81 0.83 13668
Long 0.84 0.77 0.80 66714
Periodic 0.95 0.99 0.97 40764
SN 0.83 0.89 0.86 84284
accuracy 0.87 225430
macro avg 0.88 0.87 0.87 225430
weighted avg 0.87 0.87 0.86 225430
===========
precision recall f1-score support
AGN 0.91 0.88 0.89 20000
CART 0.15 0.25 0.19 3517
Cepheid 0.73 0.90 0.81 5901
Delta Scuti 0.65 0.59 0.62 8849
Dwarf Novae 0.91 0.87 0.89 3439
EB 0.92 0.86 0.89 20000
ILOT 0.33 0.47 0.39 3197
KN 0.37 0.78 0.50 1896
M-dwarf Flare 0.71 0.86 0.78 796
PISN 0.76 0.75 0.76 20000
RR Lyrae 0.47 0.66 0.55 6014
SLSN 0.78 0.67 0.72 20000
SNI91bg 0.58 0.81 0.67 12272
SNII 0.47 0.35 0.40 20000
SNIa 0.50 0.59 0.54 20000
SNIax 0.34 0.41 0.37 12012
SNIb/c 0.44 0.35 0.39 20000
TDE 0.71 0.57 0.64 20000
uLens 0.90 0.73 0.80 7537
accuracy 0.63 225430
macro avg 0.61 0.65 0.62 225430
weighted avg 0.65 0.63 0.64 225430
===========
Running inference for trigger + 8 days...
1/221 [..............................] - ETA: 9s 5/221 [..............................] - ETA: 3s 9/221 [>.............................] - ETA: 2s 13/221 [>.............................] - ETA: 2s 17/221 [=>............................] - ETA: 2s 21/221 [=>............................] - ETA: 2s 26/221 [==>...........................] - ETA: 2s 31/221 [===>..........................] - ETA: 2s 36/221 [===>..........................] - ETA: 2s 40/221 [====>.........................] - ETA: 2s 44/221 [====>.........................] - ETA: 2s 48/221 [=====>........................] - ETA: 2s 52/221 [======>.......................] - ETA: 2s 56/221 [======>.......................] - ETA: 2s 60/221 [=======>......................] - ETA: 2s 65/221 [=======>......................] - ETA: 2s 70/221 [========>.....................] - ETA: 1s 75/221 [=========>....................] - ETA: 1s 80/221 [=========>....................] - ETA: 1s 83/221 [==========>...................] - ETA: 1s 88/221 [==========>...................] - ETA: 1s 93/221 [===========>..................] - ETA: 1s 98/221 [============>.................] - ETA: 1s103/221 [============>.................] - ETA: 1s108/221 [=============>................] - ETA: 1s113/221 [==============>...............] - ETA: 1s118/221 [===============>..............] - ETA: 1s123/221 [===============>..............] - ETA: 1s128/221 [================>.............] - ETA: 1s133/221 [=================>............] - ETA: 1s138/221 [=================>............] - ETA: 1s143/221 [==================>...........] - ETA: 0s148/221 [===================>..........] - ETA: 0s153/221 [===================>..........] - ETA: 0s158/221 [====================>.........] - ETA: 0s163/221 [=====================>........] - ETA: 0s168/221 [=====================>........] - ETA: 0s173/221 [======================>.......] - ETA: 0s178/221 [=======================>......] - ETA: 0s183/221 [=======================>......] - ETA: 0s188/221 [========================>.....] - ETA: 0s193/221 [=========================>....] - ETA: 0s198/221 [=========================>....] - ETA: 0s203/221 [==========================>...] - ETA: 0s208/221 [===========================>..] - ETA: 0s213/221 [===========================>..] - ETA: 0s217/221 [============================>.] - ETA: 0s221/221 [==============================] - ETA: 0s221/221 [==============================] - 3s 12ms/step
For trigger + 8 days, these are the statistics:
precision recall f1-score support
Transient 0.99 0.98 0.98 164666
Variable 0.95 0.96 0.96 60764
accuracy 0.98 225430
macro avg 0.97 0.97 0.97 225430
weighted avg 0.98 0.98 0.98 225430
===========
precision recall f1-score support
AGN 0.94 0.90 0.92 20000
Fast 0.89 0.85 0.87 13668
Long 0.85 0.79 0.82 66714
Periodic 0.96 0.99 0.98 40764
SN 0.85 0.90 0.87 84284
accuracy 0.88 225430
macro avg 0.90 0.89 0.89 225430
weighted avg 0.88 0.88 0.88 225430
===========
precision recall f1-score support
AGN 0.92 0.91 0.91 20000
CART 0.17 0.27 0.21 3517
Cepheid 0.76 0.92 0.83 5901
Delta Scuti 0.69 0.66 0.68 8849
Dwarf Novae 0.91 0.89 0.90 3439
EB 0.94 0.88 0.91 20000
ILOT 0.35 0.49 0.40 3197
KN 0.49 0.85 0.62 1896
M-dwarf Flare 0.77 0.88 0.82 796
PISN 0.79 0.75 0.77 20000
RR Lyrae 0.52 0.68 0.59 6014
SLSN 0.80 0.68 0.74 20000
SNI91bg 0.62 0.83 0.71 12272
SNII 0.52 0.38 0.44 20000
SNIa 0.53 0.64 0.58 20000
SNIax 0.37 0.44 0.40 12012
SNIb/c 0.47 0.39 0.42 20000
TDE 0.75 0.63 0.69 20000
uLens 0.90 0.77 0.83 7537
accuracy 0.66 225430
macro avg 0.65 0.68 0.66 225430
weighted avg 0.68 0.66 0.67 225430
===========
Running inference for trigger + 16 days...
1/221 [..............................] - ETA: 9s 2/221 [..............................] - ETA: 12s 6/221 [..............................] - ETA: 4s 10/221 [>.............................] - ETA: 4s 14/221 [>.............................] - ETA: 3s 18/221 [=>............................] - ETA: 3s 23/221 [==>...........................] - ETA: 3s 27/221 [==>...........................] - ETA: 2s 31/221 [===>..........................] - ETA: 2s 36/221 [===>..........................] - ETA: 2s 40/221 [====>.........................] - ETA: 2s 44/221 [====>.........................] - ETA: 2s 48/221 [=====>........................] - ETA: 2s 52/221 [======>.......................] - ETA: 2s 56/221 [======>.......................] - ETA: 2s 60/221 [=======>......................] - ETA: 2s 65/221 [=======>......................] - ETA: 2s 70/221 [========>.....................] - ETA: 2s 75/221 [=========>....................] - ETA: 1s 80/221 [=========>....................] - ETA: 1s 85/221 [==========>...................] - ETA: 1s 90/221 [===========>..................] - ETA: 1s 95/221 [===========>..................] - ETA: 1s100/221 [============>.................] - ETA: 1s105/221 [=============>................] - ETA: 1s110/221 [=============>................] - ETA: 1s115/221 [==============>...............] - ETA: 1s120/221 [===============>..............] - ETA: 1s125/221 [===============>..............] - ETA: 1s129/221 [================>.............] - ETA: 1s134/221 [=================>............] - ETA: 1s139/221 [=================>............] - ETA: 1s144/221 [==================>...........] - ETA: 0s149/221 [===================>..........] - ETA: 0s154/221 [===================>..........] - ETA: 0s159/221 [====================>.........] - ETA: 0s164/221 [=====================>........] - ETA: 0s169/221 [=====================>........] - ETA: 0s174/221 [======================>.......] - ETA: 0s179/221 [=======================>......] - ETA: 0s184/221 [=======================>......] - ETA: 0s189/221 [========================>.....] - ETA: 0s194/221 [=========================>....] - ETA: 0s199/221 [==========================>...] - ETA: 0s204/221 [==========================>...] - ETA: 0s209/221 [===========================>..] - ETA: 0s214/221 [============================>.] - ETA: 0s218/221 [============================>.] - ETA: 0s221/221 [==============================] - 3s 12ms/step
For trigger + 16 days, these are the statistics:
precision recall f1-score support
Transient 0.99 0.99 0.99 164666
Variable 0.96 0.97 0.97 60764
accuracy 0.98 225430
macro avg 0.98 0.98 0.98 225430
weighted avg 0.98 0.98 0.98 225430
===========
precision recall f1-score support
AGN 0.94 0.94 0.94 20000
Fast 0.92 0.90 0.91 13668
Long 0.88 0.82 0.85 66714
Periodic 0.97 0.99 0.98 40764
SN 0.87 0.91 0.89 84284
accuracy 0.90 225430
macro avg 0.92 0.91 0.91 225430
weighted avg 0.90 0.90 0.90 225430
===========
precision recall f1-score support
AGN 0.92 0.94 0.93 20000
CART 0.19 0.30 0.23 3517
Cepheid 0.83 0.94 0.88 5901
Delta Scuti 0.77 0.75 0.76 8849
Dwarf Novae 0.92 0.91 0.91 3439
EB 0.96 0.90 0.93 20000
ILOT 0.38 0.52 0.44 3197
KN 0.63 0.92 0.75 1896
M-dwarf Flare 0.81 0.90 0.86 796
PISN 0.82 0.79 0.80 20000
RR Lyrae 0.61 0.74 0.67 6014
SLSN 0.83 0.73 0.77 20000
SNI91bg 0.68 0.85 0.75 12272
SNII 0.58 0.42 0.49 20000
SNIa 0.58 0.69 0.63 20000
SNIax 0.40 0.48 0.44 12012
SNIb/c 0.51 0.46 0.48 20000
TDE 0.80 0.70 0.75 20000
uLens 0.91 0.84 0.88 7537
accuracy 0.71 225430
macro avg 0.69 0.73 0.70 225430
weighted avg 0.72 0.71 0.71 225430
===========
Running inference for trigger + 32 days...
1/221 [..............................] - ETA: 9s 3/221 [..............................] - ETA: 5s 7/221 [..............................] - ETA: 3s 11/221 [>.............................] - ETA: 3s 15/221 [=>............................] - ETA: 3s 19/221 [=>............................] - ETA: 3s 24/221 [==>...........................] - ETA: 2s 28/221 [==>...........................] - ETA: 2s 33/221 [===>..........................] - ETA: 2s 38/221 [====>.........................] - ETA: 2s 42/221 [====>.........................] - ETA: 2s 46/221 [=====>........................] - ETA: 2s 50/221 [=====>........................] - ETA: 2s 54/221 [======>.......................] - ETA: 2s 58/221 [======>.......................] - ETA: 2s 62/221 [=======>......................] - ETA: 2s 67/221 [========>.....................] - ETA: 2s 72/221 [========>.....................] - ETA: 2s 77/221 [=========>....................] - ETA: 1s 82/221 [==========>...................] - ETA: 1s 87/221 [==========>...................] - ETA: 1s 92/221 [===========>..................] - ETA: 1s 97/221 [============>.................] - ETA: 1s102/221 [============>.................] - ETA: 1s107/221 [=============>................] - ETA: 1s112/221 [==============>...............] - ETA: 1s117/221 [==============>...............] - ETA: 1s122/221 [===============>..............] - ETA: 1s127/221 [================>.............] - ETA: 1s132/221 [================>.............] - ETA: 1s137/221 [=================>............] - ETA: 1s142/221 [==================>...........] - ETA: 0s147/221 [==================>...........] - ETA: 0s152/221 [===================>..........] - ETA: 0s157/221 [====================>.........] - ETA: 0s162/221 [====================>.........] - ETA: 0s167/221 [=====================>........] - ETA: 0s172/221 [======================>.......] - ETA: 0s177/221 [=======================>......] - ETA: 0s182/221 [=======================>......] - ETA: 0s187/221 [========================>.....] - ETA: 0s192/221 [=========================>....] - ETA: 0s197/221 [=========================>....] - ETA: 0s202/221 [==========================>...] - ETA: 0s207/221 [===========================>..] - ETA: 0s212/221 [===========================>..] - ETA: 0s216/221 [============================>.] - ETA: 0s220/221 [============================>.] - ETA: 0s221/221 [==============================] - 3s 12ms/step
For trigger + 32 days, these are the statistics:
precision recall f1-score support
Transient 0.99 0.99 0.99 164666
Variable 0.98 0.98 0.98 60764
accuracy 0.99 225430
macro avg 0.99 0.99 0.99 225430
weighted avg 0.99 0.99 0.99 225430
===========
precision recall f1-score support
AGN 0.96 0.96 0.96 20000
Fast 0.95 0.95 0.95 13668
Long 0.92 0.89 0.90 66714
Periodic 0.99 1.00 0.99 40764
SN 0.92 0.94 0.93 84284
accuracy 0.94 225430
macro avg 0.95 0.95 0.95 225430
weighted avg 0.94 0.94 0.94 225430
===========
precision recall f1-score support
AGN 0.95 0.96 0.96 20000
CART 0.25 0.29 0.27 3517
Cepheid 0.92 0.97 0.95 5901
Delta Scuti 0.86 0.87 0.87 8849
Dwarf Novae 0.93 0.95 0.94 3439
EB 0.98 0.93 0.95 20000
ILOT 0.43 0.64 0.51 3197
KN 0.73 0.95 0.82 1896
M-dwarf Flare 0.83 0.91 0.87 796
PISN 0.86 0.87 0.86 20000
RR Lyrae 0.75 0.84 0.80 6014
SLSN 0.86 0.78 0.82 20000
SNI91bg 0.74 0.88 0.81 12272
SNII 0.66 0.50 0.57 20000
SNIa 0.65 0.74 0.70 20000
SNIax 0.47 0.53 0.50 12012
SNIb/c 0.58 0.53 0.55 20000
TDE 0.88 0.82 0.85 20000
uLens 0.95 0.92 0.93 7537
accuracy 0.77 225430
macro avg 0.75 0.78 0.76 225430
weighted avg 0.78 0.77 0.77 225430
===========
Running inference for trigger + 64 days...
1/221 [..............................] - ETA: 9s 5/221 [..............................] - ETA: 3s 9/221 [>.............................] - ETA: 3s 13/221 [>.............................] - ETA: 2s 17/221 [=>............................] - ETA: 2s 21/221 [=>............................] - ETA: 2s 26/221 [==>...........................] - ETA: 2s 30/221 [===>..........................] - ETA: 2s 35/221 [===>..........................] - ETA: 2s 39/221 [====>.........................] - ETA: 2s 43/221 [====>.........................] - ETA: 2s 47/221 [=====>........................] - ETA: 2s 51/221 [=====>........................] - ETA: 2s 55/221 [======>.......................] - ETA: 2s 59/221 [=======>......................] - ETA: 2s 63/221 [=======>......................] - ETA: 2s 67/221 [========>.....................] - ETA: 2s 72/221 [========>.....................] - ETA: 2s 77/221 [=========>....................] - ETA: 1s 82/221 [==========>...................] - ETA: 1s 87/221 [==========>...................] - ETA: 1s 92/221 [===========>..................] - ETA: 1s 97/221 [============>.................] - ETA: 1s101/221 [============>.................] - ETA: 1s106/221 [=============>................] - ETA: 1s110/221 [=============>................] - ETA: 1s115/221 [==============>...............] - ETA: 1s120/221 [===============>..............] - ETA: 1s125/221 [===============>..............] - ETA: 1s130/221 [================>.............] - ETA: 1s135/221 [=================>............] - ETA: 1s140/221 [==================>...........] - ETA: 1s145/221 [==================>...........] - ETA: 0s150/221 [===================>..........] - ETA: 0s155/221 [====================>.........] - ETA: 0s160/221 [====================>.........] - ETA: 0s165/221 [=====================>........] - ETA: 0s170/221 [======================>.......] - ETA: 0s175/221 [======================>.......] - ETA: 0s180/221 [=======================>......] - ETA: 0s185/221 [========================>.....] - ETA: 0s190/221 [========================>.....] - ETA: 0s195/221 [=========================>....] - ETA: 0s200/221 [==========================>...] - ETA: 0s205/221 [==========================>...] - ETA: 0s210/221 [===========================>..] - ETA: 0s214/221 [============================>.] - ETA: 0s218/221 [============================>.] - ETA: 0s221/221 [==============================] - 3s 12ms/step
For trigger + 64 days, these are the statistics:
precision recall f1-score support
Transient 1.00 1.00 1.00 164666
Variable 0.99 0.99 0.99 60764
accuracy 0.99 225430
macro avg 0.99 0.99 0.99 225430
weighted avg 0.99 0.99 0.99 225430
===========
precision recall f1-score support
AGN 0.97 0.98 0.97 20000
Fast 0.96 0.97 0.97 13668
Long 0.94 0.91 0.93 66714
Periodic 0.99 1.00 1.00 40764
SN 0.94 0.95 0.94 84284
accuracy 0.95 225430
macro avg 0.96 0.96 0.96 225430
weighted avg 0.95 0.95 0.95 225430
===========
precision recall f1-score support
AGN 0.97 0.98 0.97 20000
CART 0.30 0.31 0.31 3517
Cepheid 0.96 0.99 0.97 5901
Delta Scuti 0.93 0.95 0.94 8849
Dwarf Novae 0.94 0.95 0.95 3439
EB 0.98 0.96 0.97 20000
ILOT 0.52 0.75 0.61 3197
KN 0.76 0.97 0.85 1896
M-dwarf Flare 0.85 0.93 0.89 796
PISN 0.90 0.92 0.91 20000
RR Lyrae 0.87 0.92 0.90 6014
SLSN 0.91 0.80 0.85 20000
SNI91bg 0.78 0.89 0.83 12272
SNII 0.70 0.56 0.62 20000
SNIa 0.69 0.76 0.72 20000
SNIax 0.49 0.59 0.54 12012
SNIb/c 0.61 0.56 0.58 20000
TDE 0.92 0.89 0.91 20000
uLens 0.96 0.94 0.95 7537
accuracy 0.81 225430
macro avg 0.79 0.82 0.80 225430
weighted avg 0.81 0.81 0.81 225430
===========
Running inference for trigger + 128 days...
1/221 [..............................] - ETA: 9s 4/221 [..............................] - ETA: 4s 8/221 [>.............................] - ETA: 3s 12/221 [>.............................] - ETA: 3s 16/221 [=>............................] - ETA: 3s 20/221 [=>............................] - ETA: 3s 25/221 [==>...........................] - ETA: 2s 29/221 [==>...........................] - ETA: 2s 34/221 [===>..........................] - ETA: 2s 38/221 [====>.........................] - ETA: 2s 42/221 [====>.........................] - ETA: 2s 46/221 [=====>........................] - ETA: 2s 50/221 [=====>........................] - ETA: 2s 54/221 [======>.......................] - ETA: 2s 58/221 [======>.......................] - ETA: 2s 62/221 [=======>......................] - ETA: 2s 66/221 [=======>......................] - ETA: 2s 70/221 [========>.....................] - ETA: 2s 75/221 [=========>....................] - ETA: 2s 80/221 [=========>....................] - ETA: 1s 85/221 [==========>...................] - ETA: 1s 89/221 [===========>..................] - ETA: 1s 94/221 [===========>..................] - ETA: 1s 98/221 [============>.................] - ETA: 1s102/221 [============>.................] - ETA: 1s106/221 [=============>................] - ETA: 1s110/221 [=============>................] - ETA: 1s115/221 [==============>...............] - ETA: 1s120/221 [===============>..............] - ETA: 1s125/221 [===============>..............] - ETA: 1s130/221 [================>.............] - ETA: 1s135/221 [=================>............] - ETA: 1s140/221 [==================>...........] - ETA: 1s145/221 [==================>...........] - ETA: 0s150/221 [===================>..........] - ETA: 0s155/221 [====================>.........] - ETA: 0s160/221 [====================>.........] - ETA: 0s165/221 [=====================>........] - ETA: 0s170/221 [======================>.......] - ETA: 0s175/221 [======================>.......] - ETA: 0s180/221 [=======================>......] - ETA: 0s185/221 [========================>.....] - ETA: 0s190/221 [========================>.....] - ETA: 0s195/221 [=========================>....] - ETA: 0s200/221 [==========================>...] - ETA: 0s205/221 [==========================>...] - ETA: 0s210/221 [===========================>..] - ETA: 0s214/221 [============================>.] - ETA: 0s218/221 [============================>.] - ETA: 0s221/221 [==============================] - 3s 13ms/step
For trigger + 128 days, these are the statistics:
precision recall f1-score support
Transient 1.00 1.00 1.00 164666
Variable 0.99 0.99 0.99 60764
accuracy 1.00 225430
macro avg 0.99 0.99 0.99 225430
weighted avg 1.00 1.00 1.00 225430
===========
precision recall f1-score support
AGN 0.98 0.98 0.98 20000
Fast 0.96 0.98 0.97 13668
Long 0.95 0.92 0.93 66714
Periodic 1.00 1.00 1.00 40764
SN 0.94 0.96 0.95 84284
accuracy 0.96 225430
macro avg 0.96 0.97 0.97 225430
weighted avg 0.96 0.96 0.96 225430
===========
precision recall f1-score support
AGN 0.98 0.98 0.98 20000
CART 0.32 0.32 0.32 3517
Cepheid 0.97 0.99 0.98 5901
Delta Scuti 0.96 0.98 0.97 8849
Dwarf Novae 0.94 0.95 0.95 3439
EB 0.99 0.98 0.98 20000
ILOT 0.61 0.79 0.69 3197
KN 0.76 0.96 0.85 1896
M-dwarf Flare 0.85 0.93 0.89 796
PISN 0.92 0.94 0.93 20000
RR Lyrae 0.94 0.95 0.95 6014
SLSN 0.92 0.82 0.87 20000
SNI91bg 0.79 0.90 0.84 12272
SNII 0.71 0.58 0.64 20000
SNIa 0.71 0.78 0.74 20000
SNIax 0.51 0.61 0.55 12012
SNIb/c 0.63 0.57 0.60 20000
TDE 0.93 0.90 0.92 20000
uLens 0.97 0.95 0.96 7537
accuracy 0.83 225430
macro avg 0.81 0.84 0.82 225430
weighted avg 0.83 0.83 0.83 225430
===========
Running inference for trigger + 256 days...
1/221 [..............................] - ETA: 9s 3/221 [..............................] - ETA: 6s 7/221 [..............................] - ETA: 4s 11/221 [>.............................] - ETA: 3s 15/221 [=>............................] - ETA: 3s 19/221 [=>............................] - ETA: 3s 23/221 [==>...........................] - ETA: 3s 27/221 [==>...........................] - ETA: 3s 31/221 [===>..........................] - ETA: 2s 36/221 [===>..........................] - ETA: 2s 40/221 [====>.........................] - ETA: 2s 44/221 [====>.........................] - ETA: 2s 48/221 [=====>........................] - ETA: 2s 52/221 [======>.......................] - ETA: 2s 56/221 [======>.......................] - ETA: 2s 60/221 [=======>......................] - ETA: 2s 64/221 [=======>......................] - ETA: 2s 68/221 [========>.....................] - ETA: 2s 72/221 [========>.....................] - ETA: 2s 76/221 [=========>....................] - ETA: 2s 80/221 [=========>....................] - ETA: 2s 84/221 [==========>...................] - ETA: 1s 88/221 [==========>...................] - ETA: 1s 93/221 [===========>..................] - ETA: 1s 97/221 [============>.................] - ETA: 1s101/221 [============>.................] - ETA: 1s105/221 [=============>................] - ETA: 1s109/221 [=============>................] - ETA: 1s113/221 [==============>...............] - ETA: 1s118/221 [===============>..............] - ETA: 1s123/221 [===============>..............] - ETA: 1s128/221 [================>.............] - ETA: 1s133/221 [=================>............] - ETA: 1s137/221 [=================>............] - ETA: 1s142/221 [==================>...........] - ETA: 1s146/221 [==================>...........] - ETA: 1s151/221 [===================>..........] - ETA: 0s155/221 [====================>.........] - ETA: 0s159/221 [====================>.........] - ETA: 0s164/221 [=====================>........] - ETA: 0s169/221 [=====================>........] - ETA: 0s174/221 [======================>.......] - ETA: 0s179/221 [=======================>......] - ETA: 0s184/221 [=======================>......] - ETA: 0s189/221 [========================>.....] - ETA: 0s194/221 [=========================>....] - ETA: 0s198/221 [=========================>....] - ETA: 0s202/221 [==========================>...] - ETA: 0s206/221 [==========================>...] - ETA: 0s210/221 [===========================>..] - ETA: 0s214/221 [============================>.] - ETA: 0s218/221 [============================>.] - ETA: 0s221/221 [==============================] - 3s 13ms/step
For trigger + 256 days, these are the statistics:
precision recall f1-score support
Transient 1.00 1.00 1.00 164666
Variable 0.99 1.00 0.99 60764
accuracy 1.00 225430
macro avg 0.99 1.00 1.00 225430
weighted avg 1.00 1.00 1.00 225430
===========
precision recall f1-score support
AGN 0.98 0.99 0.98 20000
Fast 0.97 0.98 0.98 13668
Long 0.95 0.91 0.93 66714
Periodic 1.00 1.00 1.00 40764
SN 0.94 0.96 0.95 84284
accuracy 0.96 225430
macro avg 0.97 0.97 0.97 225430
weighted avg 0.96 0.96 0.96 225430
===========
precision recall f1-score support
AGN 0.98 0.99 0.98 20000
CART 0.34 0.31 0.33 3517
Cepheid 0.98 0.99 0.99 5901
Delta Scuti 0.97 0.98 0.98 8849
Dwarf Novae 0.94 0.96 0.95 3439
EB 0.99 0.98 0.99 20000
ILOT 0.65 0.81 0.72 3197
KN 0.79 0.96 0.87 1896
M-dwarf Flare 0.86 0.93 0.89 796
PISN 0.93 0.95 0.94 20000
RR Lyrae 0.95 0.96 0.96 6014
SLSN 0.93 0.83 0.88 20000
SNI91bg 0.80 0.90 0.85 12272
SNII 0.71 0.58 0.64 20000
SNIa 0.71 0.79 0.74 20000
SNIax 0.51 0.61 0.56 12012
SNIb/c 0.63 0.58 0.60 20000
TDE 0.94 0.90 0.92 20000
uLens 0.97 0.96 0.96 7537
accuracy 0.83 225430
macro avg 0.82 0.84 0.83 225430
weighted avg 0.84 0.83 0.83 225430
===========
Running inference for trigger + 512 days...
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For trigger + 512 days, these are the statistics:
precision recall f1-score support
Transient 1.00 1.00 1.00 164666
Variable 0.99 1.00 1.00 60764
accuracy 1.00 225430
macro avg 1.00 1.00 1.00 225430
weighted avg 1.00 1.00 1.00 225430
===========
precision recall f1-score support
AGN 0.98 1.00 0.99 20000
Fast 0.97 0.98 0.98 13668
Long 0.94 0.93 0.94 66714
Periodic 1.00 1.00 1.00 40764
SN 0.95 0.95 0.95 84284
accuracy 0.96 225430
macro avg 0.97 0.97 0.97 225430
weighted avg 0.96 0.96 0.96 225430
===========
precision recall f1-score support
AGN 0.98 1.00 0.99 20000
CART 0.34 0.38 0.36 3517
Cepheid 0.99 1.00 0.99 5901
Delta Scuti 0.99 0.99 0.99 8849
Dwarf Novae 0.94 0.96 0.95 3439
EB 0.99 0.99 0.99 20000
ILOT 0.70 0.85 0.77 3197
KN 0.82 0.96 0.88 1896
M-dwarf Flare 0.87 0.93 0.90 796
PISN 0.94 0.96 0.95 20000
RR Lyrae 0.97 0.98 0.98 6014
SLSN 0.92 0.86 0.89 20000
SNI91bg 0.79 0.91 0.85 12272
SNII 0.73 0.57 0.64 20000
SNIa 0.73 0.75 0.74 20000
SNIax 0.49 0.64 0.56 12012
SNIb/c 0.64 0.57 0.60 20000
TDE 0.93 0.91 0.92 20000
uLens 0.98 0.96 0.97 7537
accuracy 0.84 225430
macro avg 0.83 0.85 0.84 225430
weighted avg 0.84 0.84 0.84 225430
===========
Running inference for trigger + 1024 days...
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For trigger + 1024 days, these are the statistics:
precision recall f1-score support
Transient 1.00 1.00 1.00 164666
Variable 0.99 1.00 1.00 60764
accuracy 1.00 225430
macro avg 1.00 1.00 1.00 225430
weighted avg 1.00 1.00 1.00 225430
===========
precision recall f1-score support
AGN 0.98 1.00 0.99 20000
Fast 0.97 0.99 0.98 13668
Long 0.94 0.95 0.94 66714
Periodic 1.00 1.00 1.00 40764
SN 0.96 0.94 0.95 84284
accuracy 0.96 225430
macro avg 0.97 0.97 0.97 225430
weighted avg 0.96 0.96 0.96 225430
===========
precision recall f1-score support
AGN 0.98 1.00 0.99 20000
CART 0.37 0.46 0.41 3517
Cepheid 0.99 1.00 0.99 5901
Delta Scuti 0.99 0.99 0.99 8849
Dwarf Novae 0.94 0.97 0.95 3439
EB 0.99 0.99 0.99 20000
ILOT 0.68 0.87 0.77 3197
KN 0.82 0.96 0.88 1896
M-dwarf Flare 0.88 0.92 0.90 796
PISN 0.95 0.96 0.95 20000
RR Lyrae 0.98 0.98 0.98 6014
SLSN 0.91 0.90 0.91 20000
SNI91bg 0.80 0.91 0.85 12272
SNII 0.75 0.56 0.64 20000
SNIa 0.74 0.75 0.74 20000
SNIax 0.50 0.65 0.56 12012
SNIb/c 0.65 0.57 0.60 20000
TDE 0.92 0.93 0.93 20000
uLens 0.98 0.96 0.97 7537
accuracy 0.84 225430
macro avg 0.83 0.86 0.84 225430
weighted avg 0.85 0.84 0.84 225430
===========
precision recall f1-score support
Transient 0.97 0.97 0.97 164666
Variable 0.92 0.92 0.92 60764
accuracy 0.96 225430
macro avg 0.94 0.94 0.94 225430
weighted avg 0.96 0.96 0.96 225430
===========
precision recall f1-score support
AGN 0.86 0.78 0.81 20000
Fast 0.80 0.76 0.78 13668
Long 0.79 0.74 0.77 66714
Periodic 0.94 1.00 0.97 40764
SN 0.82 0.86 0.84 84284
accuracy 0.84 225430
macro avg 0.84 0.83 0.83 225430
weighted avg 0.84 0.84 0.84 225430
===========
precision recall f1-score support
AGN 0.80 0.80 0.80 20000
CART 0.11 0.23 0.15 3517
Cepheid 0.61 0.88 0.72 5901
Delta Scuti 0.49 0.43 0.45 8849
Dwarf Novae 0.91 0.75 0.82 3439
EB 0.87 0.84 0.86 20000
ILOT 0.29 0.44 0.35 3197
KN 0.25 0.77 0.38 1896
M-dwarf Flare 0.49 0.81 0.61 796
PISN 0.71 0.76 0.73 20000
RR Lyrae 0.40 0.52 0.45 6014
SLSN 0.70 0.65 0.67 20000
SNI91bg 0.49 0.74 0.59 12272
SNII 0.44 0.27 0.33 20000
SNIa 0.44 0.53 0.48 20000
SNIax 0.30 0.36 0.33 12012
SNIb/c 0.39 0.25 0.31 20000
TDE 0.61 0.39 0.48 20000
uLens 0.90 0.64 0.75 7537
accuracy 0.56 225430
macro avg 0.54 0.58 0.54 225430
weighted avg 0.58 0.56 0.56 225430
===========
precision recall f1-score support
Transient 0.73 0.82 0.78 164666
Variable 0.29 0.19 0.23 60764
accuracy 0.65 225430
macro avg 0.51 0.51 0.50 225430
weighted avg 0.61 0.65 0.63 225430
===========
precision recall f1-score support
AGN 0.22 0.41 0.28 20000
Fast 0.23 0.81 0.35 13668
Long 0.36 0.72 0.48 66714
Periodic 0.83 0.09 0.16 40764
SN 0.88 0.01 0.01 84284
accuracy 0.32 225430
macro avg 0.50 0.41 0.26 225430
weighted avg 0.62 0.32 0.22 225430
===========
precision recall f1-score support
AGN 0.18 0.45 0.26 20000
CART 0.01 0.00 0.00 3517
Cepheid 0.00 0.00 0.00 5901
Delta Scuti 0.00 0.00 0.00 8849
Dwarf Novae 0.00 0.00 0.00 3439
EB 0.00 0.00 0.00 20000
ILOT 0.10 0.04 0.06 3197
KN 0.00 0.00 0.00 1896
M-dwarf Flare 0.00 0.00 0.00 796
PISN 0.10 0.19 0.13 20000
RR Lyrae 0.00 0.00 0.00 6014
SLSN 0.11 0.39 0.17 20000
SNI91bg 0.47 0.03 0.05 12272
SNII 0.08 0.00 0.00 20000
SNIa 0.00 0.00 0.00 20000
SNIax 0.00 0.00 0.00 12012
SNIb/c 0.00 0.00 0.00 20000
TDE 0.06 0.03 0.04 20000
uLens 0.14 1.00 0.25 7537
accuracy 0.13 225430
macro avg 0.07 0.11 0.05 225430
weighted avg 0.08 0.13 0.06 225430
===========
precision recall f1-score support
Transient 0.85 0.98 0.91 164666
Variable 0.92 0.54 0.68 60764
accuracy 0.86 225430
macro avg 0.88 0.76 0.79 225430
weighted avg 0.87 0.86 0.85 225430
===========
precision recall f1-score support
AGN 0.27 0.50 0.35 20000
Fast 0.78 0.04 0.07 13668
Long 0.64 0.01 0.02 66714
Periodic 0.00 0.00 0.00 40764
SN 0.45 1.00 0.62 84284
accuracy 0.42 225430
macro avg 0.43 0.31 0.21 225430
weighted avg 0.43 0.42 0.27 225430
===========
precision recall f1-score support
AGN 0.28 0.60 0.38 20000
CART 0.00 0.00 0.00 3517
Cepheid 0.00 0.00 0.00 5901
Delta Scuti 0.00 0.00 0.00 8849
Dwarf Novae 0.96 0.09 0.16 3439
EB 0.00 0.00 0.00 20000
ILOT 0.05 0.01 0.02 3197
KN 0.00 0.00 0.00 1896
M-dwarf Flare 0.33 0.00 0.00 796
PISN 0.49 0.00 0.00 20000
RR Lyrae 0.00 0.00 0.00 6014
SLSN 0.00 0.00 0.00 20000
SNI91bg 0.03 0.02 0.02 12272
SNII 0.07 0.00 0.00 20000
SNIa 0.12 0.62 0.21 20000
SNIax 0.09 0.36 0.15 12012
SNIb/c 0.08 0.10 0.09 20000
TDE 0.75 0.01 0.03 20000
uLens 0.88 0.01 0.02 7537
accuracy 0.14 225430
macro avg 0.22 0.10 0.06 225430
weighted avg 0.21 0.14 0.08 225430
===========