Dataset Viewer
Auto-converted to Parquet Duplicate
sn_name
stringlengths
3
15
survey_id
int64
1
150
redshift_hd
float64
0
2.26
redshift_hd_err
float64
0
0.04
redshift_cmb
float64
0
2.26
redshift_cmb_err
float64
0
0.04
redshift_helio
float64
0
2.26
redshift_helio_err
float64
0
0.04
apparent_mag_b
float64
9.58
26.8
apparent_mag_b_err
float64
0.02
0.27
stretch_x1
float64
-2.93
2.79
stretch_x1_err
float64
0.02
1.48
color_c
float64
-0.24
0.28
color_c_err
float64
0.02
0.15
host_log_mass
float64
-9
12.6
host_log_mass_err
float64
-9
99
fit_probability
float64
0
1
distance_modulus
float64
29
46.2
distance_modulus_err
float64
0.11
1.52
2011fe
51
0.00122
0.00084
0.00122
0.00002
0.00082
0.00002
9.58436
0.032722
-0.548188
0.13373
-0.1076
0.04008
10.677
-9
0.86447
28.9987
1.51645
2011fe
56
0.00122
0.00084
0.00122
0.00002
0.00082
0.00002
9.78448
0.035244
-0.380481
0.0861
-0.032895
0.038463
10.677
0
0.81222
29.0559
1.51747
2012cg
51
0.00256
0.00084
0.00256
0.00002
0.00144
0.00002
11.8161
0.023712
0.49196
0.023545
0.10073
0.018231
9.633
0.002
0.000358
30.7233
0.782372
2012cg
56
0.00256
0.00084
0.00256
0.00002
0.00144
0.00002
11.8801
0.035961
0.71261
0.083554
0.12247
0.03903
9.633
0.004
0.000193
30.7449
0.799068
1994DRichmond
50
0.00299
0.00084
0.00299
0.00004
0.00187
0.00004
11.5334
0.032255
-1.61803
0.049543
-0.111684
0.026044
8.46247
-9
0.98874
30.7757
0.881212
1981B
50
0.00317
0.00084
0.0035
0.00001
0.00236
0.00001
11.6644
0.033572
-0.445048
0.16526
-0.005137
0.03061
9.686
-9
0.37642
30.7946
0.614535
2013aa
56
0.00331
0.00085
0.00478
0.00015
0.00411
0.00015
10.8911
0.10563
0.51292
0.15225
-0.104394
0.054067
10.53
0
0.6455
30.4604
0.594683
2013aa
5
0.00331
0.00085
0.00478
0.00015
0.00411
0.00015
10.8438
0.10031
0.63346
0.13866
-0.157707
0.03608
10.53
-9
0.98728
30.5528
0.580251
2017cbv
5
0.00331
0.00085
0.00478
0.00015
0.00411
0.00015
10.7729
0.094444
0.61655
0.052564
-0.125638
0.032337
10.449
-9
0.9713
30.4013
0.578445
2017cbv
18
0.00331
0.00085
0.00478
0.00015
0.00411
0.00015
10.914
0.099017
0.81895
0.065942
-0.096025
0.035108
10.449
-9
0.99999
30.5107
0.578546
2001el
50
0.00333
0.00084
0.00357
0.00001
0.00379
0.00001
12.4717
0.030511
-0.131083
0.026693
0.074105
0.025318
11.28
-9
0
31.5011
0.591006
2011by
51
0.00349
0.00084
0.00369
0.00002
0.00313
0.00002
12.627
0.023436
-0.334036
0.044392
0.011283
0.018909
10.417
0.002
0.29882
31.7933
0.55272
1998aq
50
0.00349
0.00084
0.00369
0.00001
0.00313
0.00001
12.0503
0.029882
-0.45159
0.036414
-0.118814
0.025128
10.199
-9
0.021547
31.4967
0.545492
1990N
50
0.00359
0.00084
0.00462
0.00002
0.00355
0.00002
12.4026
0.03361
0.62892
0.066107
-0.00619
0.025918
9.802
-9
0.11385
31.6969
0.550993
2021pit
56
0.00384
0.00084
0.00366
0.00001
0.00388
0.00001
12.0868
0.03833
-0.042209
0.12206
0.072389
0.042032
-9
-9
0.90634
30.9999
0.566505
2005df
50
0.00407
0.00084
0.00435
0.00001
0.00435
0.00001
12.0155
0.036239
-0.103725
0.079745
-0.059471
0.027315
10.375
1
0.99815
31.3933
0.476404
2005df_ANU
50
0.00407
0.00084
0.00435
0.00001
0.00435
0.00001
11.9807
0.034116
-0.01756
0.054078
-0.076884
0.026127
9.552
-9
0.76016
31.3779
0.479276
2013dy
51
0.00432
0.00084
0.00293
0.00012
0.00394
0.00012
12.4377
0.081236
0.87178
0.02388
0.073845
0.025997
9.131
0.002
0
31.499
0.514259
2013dy
56
0.00432
0.00084
0.00293
0.00012
0.00394
0.00012
12.4484
0.093824
1.17027
0.13726
0.068782
0.046197
9.131
0.004
0.034324
31.5611
0.530838
2012ht
56
0.00465
0.00084
0.00465
0.00002
0.00352
0.00002
12.751
0.037943
-1.27917
0.11291
-0.06558
0.040908
9.53
-9
0.81757
31.9309
0.442017
2012ht
5
0.00465
0.00084
0.00465
0.00002
0.00352
0.00002
12.6928
0.028438
-1.16357
0.039407
-0.128403
0.022952
9.53
-9
1
32.033
0.420403
1980N
50
0.00482
0.00084
0.0046
0.00003
0.00495
0.00003
12.1471
0.032938
-1.1428
0.11783
-0.010995
0.028329
11.314
-9
0.01348
31.2476
0.558603
2012fr
56
0.00483
0.00085
0.0046
0.00015
0.00492
0.00015
11.7919
0.039793
1.49515
0.133
0.047577
0.041982
10.732
0
0.34373
31.1331
0.446882
2007on
5
0.00483
0.00085
0.0046
0.00015
0.00491
0.00015
12.7485
0.023625
-2.22068
0.04445
0.003067
0.023697
11.2901
10
0
31.6525
0.564724
2012fr
5
0.00483
0.00085
0.0046
0.00015
0.00492
0.00015
11.711
0.023955
1.1575
0.035649
-0.036256
0.020595
10.732
-9
0.022117
31.2234
0.410577
1992A
50
0.00483
0.00085
0.0046
0.00015
0.00492
0.00015
12.2736
0.029744
-1.67481
0.037983
-0.029989
0.024923
11.5
-9
0.30383
31.34
0.562589
2007on
56
0.00483
0.00085
0.0046
0.00015
0.00491
0.00015
12.8139
0.035067
-2.28189
0.085466
-0.018119
0.041071
11.2901
0
0
31.7635
0.574442
2015F
56
0.00488
0.00084
0.00515
0.00002
0.00476
0.00002
12.4955
0.12098
-1.16422
0.11969
0.04414
0.05381
12.198
0
0.46596
31.4473
0.448264
2015F
5
0.00488
0.00084
0.00515
0.00002
0.00476
0.00002
12.2751
0.10716
-0.994481
0.029597
-0.068708
0.033308
12.198
-9
0.99985
31.539
0.407028
2011B
56
0.00538
0.00084
0.00458
0.00001
0.00452
0.00001
12.4933
0.038801
-1.02192
0.098385
-0.026951
0.041039
11.08
0.003
0.13364
31.6512
0.514401
2018aoz
51
0.00548
0.00085
0.00701
0.00015
0.00587
0.00015
12.401
0.057332
-1.12558
0.068756
-0.118271
0.030101
9.85343
-9
0.47784
31.7282
0.501431
2016coj
51
0.0057
0.00084
0.00489
0.00006
0.00452
0.00006
12.7918
0.023598
-1.69279
0.039137
-0.05311
0.019664
11.036
0.002
0.34895
31.9117
0.469628
SN2016coj
150
0.0057
0.00084
0.00489
0.00006
0.00452
0.00006
12.8717
0.039449
-1.47692
0.085215
-0.006916
0.034309
11.036
0
0.001635
31.8985
0.483668
2007sr
57
0.00571
0.00084
0.0066
0.00002
0.00542
0.00002
12.4637
0.043382
0.10543
0.051014
0.017138
0.027385
10.682
-9
0
31.6799
0.375913
2007sr
64
0.00571
0.00084
0.0066
0.00002
0.00542
0.00002
12.4987
0.041125
0.056985
0.042095
0.046871
0.026685
10.682
2.755
0.2686
31.6292
0.385756
2007gi
50
0.00587
0.00084
0.00505
0.00002
0.00462
0.00002
12.8324
0.033713
-1.37417
0.079636
0.021825
0.027089
7
-9
0.000003
31.7403
0.491367
1994ae
61
0.00588
0.00084
0.0054
0.00001
0.00427
0.00001
12.6957
0.034596
0.43761
0.055223
-0.072951
0.026098
10.196
0.03
0.027794
32.1822
0.339643
2015bp
56
0.00592
0.00084
0.00603
0.00002
0.00539
0.00002
13.4632
0.046886
-2.13402
0.11368
-0.049813
0.045087
8.048
0.039
0.083423
32.4685
0.487055
2018gv
18
0.00602
0.00085
0.00596
0.00015
0.0051
0.00015
12.4685
0.04146
0.39823
0.082967
-0.067297
0.022548
10.06
-9
0.99963
31.9404
0.344335
2018gv
51
0.00602
0.00085
0.00596
0.00015
0.0051
0.00015
12.4682
0.039734
0.59016
0.040938
-0.111964
0.022278
10.06
-9
0
32.0666
0.343707
2018gv
150
0.00602
0.00085
0.00596
0.00015
0.0051
0.00015
12.3829
0.045982
0.12088
0.053583
-0.112311
0.031402
10.06
-9
0
31.9102
0.350249
1981D
50
0.00616
0.00084
0.00551
0.00003
0.00587
0.00003
12.2753
0.059889
-1.15194
0.36241
0.1611
0.058794
11.314
-9
0.77479
30.9079
0.524992
2006dd
50
0.00616
0.00084
0.00551
0.00003
0.00587
0.00003
12.0382
0.031651
-0.285563
0.044371
0.021185
0.025883
11.01
10
0
31.1857
0.452235
2007af
57
0.00625
0.00084
0.00635
0.00001
0.00552
0.00001
12.8497
0.036527
-0.533099
0.035089
-0.019682
0.025871
10.331
-9
0.000005
32.0667
0.32593
2007af
56
0.00625
0.00084
0.00635
0.00001
0.00552
0.00001
12.9062
0.039151
-0.444525
0.044013
0.031581
0.038354
10.331
0.041
0.026832
32.0023
0.36156
2007af
5
0.00625
0.00084
0.00635
0.00001
0.00552
0.00001
12.8231
0.031019
-0.558
0.02594
-0.046439
0.021801
10.331
0.3
0.000463
32.0999
0.322811
2007af
64
0.00625
0.00084
0.00635
0.00001
0.00552
0.00001
12.8851
0.036185
-0.393072
0.027079
0.014649
0.02559
10.331
0.216
0.28456
32.0337
0.339166
2007le
57
0.0063
0.00084
0.00552
0.00001
0.00672
0.00001
13.5777
0.02861
0.20586
0.036952
0.20908
0.019005
9.02452
-9
0.000008
32.0754
0.533991
2007le
5
0.0063
0.00084
0.00552
0.00001
0.00672
0.00001
13.5748
0.028482
0.23463
0.027155
0.20677
0.021164
9.02452
0.02
0
32.0843
0.537335
2007le
65
0.0063
0.00084
0.00552
0.00001
0.00672
0.00001
13.5704
0.03547
0.27267
0.047652
0.22565
0.026259
9.02452
0.4
0.27923
32.0203
0.538159
1998dm
57
0.00631
0.00085
0.00567
0.00015
0.00667
0.00015
14.3994
0.042393
0.56097
0.053113
0.22921
0.039831
7.05776
-9
0.002694
32.8333
0.562902
2014bv
56
0.00634
0.00085
0.00548
0.00014
0.00533
0.00014
13.6699
0.052427
-2.41089
0.15849
0.057169
0.04916
10.4962
0.001
0.97671
32.4001
0.482567
2019np
18
0.00648
0.00084
0.0055
0
0.00452
0
13.1265
0.025211
0.11525
0.04952
-0.02786
0.019016
10.63
-9
0.9985
32.4608
0.318474
2019np
150
0.00648
0.00084
0.0055
0
0.00452
0
13.1161
0.035898
0.11384
0.074387
-0.025372
0.029598
10.63
-9
0.47404
32.4338
0.32229
1997br
62
0.00665
0.00085
0.00801
0.00015
0.00699
0.00015
13.3299
0.076
0.33528
0.064342
0.23825
0.034175
8.92838
5
0
31.7321
0.531169
2011iv
5
0.00668
0.00085
0.00594
0.00015
0.00625
0.00015
12.1617
0.022898
-1.89667
0.035884
-0.056402
0.022414
7
-9
0
31.2217
0.420706
1995al
61
0.00673
0.00084
0.00592
0.00006
0.00504
0.00006
13.0285
0.030643
1.20311
0.12078
0.036406
0.026077
10.296
0.02
0
32.3593
0.359446
1996X
61
0.00676
0.00085
0.00812
0.00015
0.00712
0.00015
12.7358
0.049598
-1.07643
0.037787
-0.076722
0.027555
9.77381
2.3
0
31.9733
0.415464
2017erp
51
0.00677
0.00085
0.00727
0.00015
0.00662
0.00015
12.9977
0.063433
0.26056
0.022269
0.03324
0.023625
10.591
-9
0.000011
32.1951
0.34053
2017erp
150
0.00677
0.00085
0.00727
0.00015
0.00662
0.00015
13.0751
0.06548
0.47218
0.19972
0.071172
0.039678
10.591
-9
0.70076
32.1729
0.371125
2017erp
18
0.00677
0.00085
0.00727
0.00015
0.00662
0.00015
13.0604
0.069263
0.35115
0.079854
0.058715
0.031136
10.591
-9
0.99999
32.2048
0.34795
1992G
50
0.00692
0.00084
0.00611
0.00001
0.00523
0.00001
13.2809
0.077988
-0.216055
0.10475
0.020575
0.057706
10.0995
-9
0
32.4405
0.439634
2005cf
57
0.0071
0.00084
0.00703
0.00006
0.00644
0.00006
12.9947
0.058275
-0.060167
0.022551
-0.050515
0.023117
9.184
-9
0.001037
32.3193
0.325586
2005cf
56
0.0071
0.00084
0.00703
0.00006
0.00644
0.00006
13.0265
0.066805
-0.126135
0.13804
-0.047291
0.044638
9.184
0.002
0.92523
32.3327
0.348317
2005cf
64
0.0071
0.00084
0.00703
0.00006
0.00644
0.00006
13.0342
0.062371
-0.06305
0.048024
-0.036954
0.029054
9.184
4.066
0.83654
32.3221
0.322655
2002fk
63
0.00719
0.00085
0.00668
0.00015
0.00719
0.00015
12.9459
0.036008
0.093397
0.03192
-0.109612
0.025407
9.89
0.219
0.001162
32.4423
0.300309
2002fk
57
0.00719
0.00085
0.00668
0.00015
0.00719
0.00015
12.9122
0.030544
0.062106
0.025592
-0.13675
0.018873
9.89
-9
0.000003
32.4642
0.300269
2003du
57
0.00747
0.00084
0.00664
0.00002
0.00638
0.00002
13.1974
0.022613
0.25827
0.039296
-0.141147
0.019576
9.345
-9
0.024743
32.7943
0.289134
2003du
63
0.00747
0.00084
0.00664
0.00002
0.00638
0.00002
13.1971
0.029597
0.23579
0.058286
-0.12265
0.025212
9.345
0.132
0.000026
32.7423
0.294759
2003du
50
0.00747
0.00084
0.00664
0.00002
0.00638
0.00002
13.2478
0.030721
0.24375
0.057368
-0.110323
0.025735
9.345
0.132
0.99892
32.7685
0.292411
2008Q
57
0.0075
0.00084
0.00722
0.00002
0.00826
0.00002
13.2285
0.056347
-1.85633
0.31616
-0.056178
0.030395
10.553
-9
0.94024
32.3312
0.373843
2008Q
56
0.0075
0.00084
0.00722
0.00002
0.00826
0.00002
13.2529
0.059697
-1.66449
0.16437
-0.020652
0.045865
10.553
0
0.99916
32.2998
0.396652
2003kf
63
0.00795
0.00084
0.00769
0.00002
0.00739
0.00002
13.3116
0.17038
0.52479
0.065705
-0.021355
0.052096
8.21817
4.196
0.000011
32.6418
0.362719
1998dh
57
0.00814
0.00084
0.00769
0.00002
0.00893
0.00002
13.5979
0.049728
-0.603336
0.036032
0.013961
0.039144
10.935
-9
0.000191
32.7164
0.317031
1998dh
62
0.00814
0.00084
0.00769
0.00002
0.00893
0.00002
13.6328
0.050776
-0.773787
0.08017
0.054455
0.029656
10.935
0.37417
0.002125
32.6151
0.317457
2012hr
56
0.00814
0.00084
0.00788
0.00002
0.00757
0.00002
13.3474
0.044369
-0.022119
0.19434
-0.047757
0.04357
10.1223
0
0.99918
32.7092
0.367554
2009ig
56
0.00815
0.00084
0.00801
0.00002
0.00877
0.00002
13.1911
0.039913
1.2958
0.14101
0.05406
0.042592
9.906
0.019
0.87356
32.3711
0.371926
2009ig
51
0.00815
0.00084
0.00801
0.00002
0.00877
0.00002
13.1531
0.034007
1.07171
0.066357
-0.087219
0.025148
9.906
0.002
0.8368
32.7434
0.280148
2009ig
66
0.00815
0.00084
0.00801
0.00002
0.00877
0.00002
13.0819
0.037869
1.24376
0.15972
-0.07554
0.029469
9.906
0.104
0.99998
32.6707
0.286975
1996Z
61
0.00817
0.00085
0.00867
0.00015
0.00757
0.00015
14.0375
0.06848
-0.347761
0.77915
0.20665
0.034333
7
3
0.9851
32.4455
0.490787
1995D
61
0.00818
0.00084
0.0078
0.00002
0.00668
0.00002
12.9639
0.044647
0.72785
0.084066
-0.066488
0.027913
10.5795
0.04
0.027784
32.484
0.342662
1991M
50
0.00821
0.00084
0.00758
0.00001
0.00726
0.00001
14.2234
0.11945
-1.09686
0.26919
0.008581
0.092626
7.68875
-9
0.9063
33.2138
0.462834
2013gh
51
0.00838
0.00085
0.00775
0.00015
0.00881
0.00015
14.1307
0.031428
-0.732548
0.046243
0.19613
0.022642
9.71043
-9
0
32.521
0.465611
2013gh
56
0.00838
0.00085
0.00775
0.00015
0.00881
0.00015
14.0657
0.044956
-0.570744
0.51399
0.13057
0.052305
9.71043
0.002
0.94281
32.6922
0.484865
2001bg
57
0.00855
0.00084
0.00796
0.00001
0.00719
0.00001
13.7677
0.039781
-0.375732
0.090642
0.097961
0.039718
10.449
-9
0
32.6928
0.359218
2005W
5
0.00855
0.00084
0.00861
0.00002
0.00954
0.00002
13.9074
0.046231
-0.431319
0.054625
0.08768
0.023619
10.827
0.13
0.000007
32.852
0.318032
ASASSN-15so
150
0.00857
0.00084
0.00773
0.00001
0.00702
0.00001
13.4883
0.038203
-0.714413
0.078954
-0.055198
0.032438
10.95
0.001
0.002418
32.7527
0.26758
PSNJ0717457
150
0.00861
0.00084
0.00812
0.00001
0.00759
0.00001
13.6936
0.054457
-0.210958
0.19984
0.028562
0.034936
9.38921
0.001
0.84656
32.7223
0.383433
2005am
57
0.00863
0.00085
0.00841
0.0001
0.00733
0.0001
13.4087
0.042332
-1.79912
0.041763
0.003104
0.027282
11.3117
-9
0.000673
32.3744
0.338325
2005am
5
0.00863
0.00085
0.00841
0.0001
0.00733
0.0001
13.3723
0.038197
-1.86653
0.032074
-0.022537
0.024768
11.3117
0.16
0.42546
32.3945
0.331296
2005am
64
0.00863
0.00085
0.00841
0.0001
0.00733
0.0001
13.3703
0.044215
-1.92038
0.045567
-0.003383
0.028549
11.3117
2.671
0.8034
32.335
0.337879
1997bp
62
0.00864
0.00085
0.00931
0.00015
0.00817
0.00015
13.6576
0.041533
-0.05696
0.055661
0.11503
0.027946
9.75
0.43
0
32.4198
0.425219
2019ein
50
0.00883
0.00084
0.00837
0.00001
0.00775
0.00001
13.6289
0.028454
-1.58896
0.040289
-0.106243
0.024412
7
-9
0
32.8616
0.327035
2002er
57
0.00906
0.00084
0.00853
0.00001
0.00855
0.00001
13.9045
0.093669
-0.928371
0.035467
0.044488
0.030565
9.82908
-9
0.79015
32.799
0.368859
2002er
50
0.00906
0.00084
0.00853
0.00001
0.00855
0.00001
14.0574
0.094973
-0.900619
0.052111
0.10329
0.034937
9.82908
-9
0.99651
32.7498
0.409525
2006D
57
0.00925
0.00084
0.00966
0.00005
0.00853
0.00005
13.8273
0.04187
-1.3074
0.062715
-0.025522
0.02786
9.554
-9
0.0084
32.8914
0.286425
2006D
5
0.00925
0.00084
0.00966
0.00005
0.00853
0.00005
13.8683
0.034498
-1.58877
0.030509
-0.028804
0.023641
9.554
0.18
0
32.8973
0.282867
2006D
64
0.00925
0.00084
0.00966
0.00005
0.00853
0.00005
13.8788
0.039652
-1.50889
0.050515
-0.026824
0.027826
9.554
3.708
0.005335
32.9159
0.285505
2013cs
56
0.00935
0.00084
0.01029
0.00002
0.00924
0.00002
13.3968
0.064767
-0.33302
0.15324
0.054048
0.046456
9.413
0.033
0.89794
32.3353
0.401367
1999cp
57
0.00954
0.00086
0.00998
0.00019
0.00907
0.00019
13.6783
0.034688
0.023621
0.038993
-0.044825
0.039253
10.441
-9
0
33.0399
0.268981
End of preview. Expand in Data Studio

Pantheon+ Type Ia Supernovae

The gold standard cosmological dataset -- 1,701 spectroscopically confirmed Type Ia supernovae from the Pantheon+ analysis, used to measure the Hubble constant (H0) and constrain the dark energy equation of state. This is the dataset behind the "Hubble tension" debate.

Dataset description

Pantheon+ combines supernova light curves from 20 surveys spanning redshifts 0.0012 to 2.261. Each SN Ia is standardized using the SALT2 light-curve fitter, providing stretch (x1) and color (c) parameters that transform raw apparent magnitudes into calibrated distance moduli. Combined with Cepheid-calibrated distances from SH0ES, this dataset yields the most precise local measurement of the Hubble constant.

Schema

Column Type Description
sn_name string Supernova identifier (CID)
survey_id int64 Survey identifier
redshift_hd float64 Hubble-diagram redshift (peculiar velocity corrected)
redshift_hd_err float64 Hubble-diagram redshift uncertainty
redshift_cmb float64 CMB-frame redshift
redshift_cmb_err float64 CMB-frame redshift uncertainty
redshift_helio float64 Heliocentric redshift
redshift_helio_err float64 Heliocentric redshift uncertainty
apparent_mag_b float64 Apparent B-band magnitude (SALT2 mB)
apparent_mag_b_err float64 Apparent magnitude uncertainty
stretch_x1 float64 SALT2 stretch parameter x1
stretch_x1_err float64 Stretch uncertainty
color_c float64 SALT2 color parameter c
color_c_err float64 Color uncertainty
host_log_mass float64 Host galaxy log stellar mass (solar masses)
host_log_mass_err float64 Host mass uncertainty
fit_probability float64 SALT2 fit probability
distance_modulus float64 Distance modulus from SH0ES analysis
distance_modulus_err float64 Distance modulus diagonal uncertainty

Quick stats

  • 1,701 Type Ia supernovae from 20 surveys
  • Redshift range: 0.0012 to 2.261 (median 0.164)
  • Distance modulus range: 29.00 to 46.18 mag

Usage

from datasets import load_dataset

ds = load_dataset("juliensimon/pantheon-plus-sne-ia", split="train")
df = ds.to_pandas()

# Hubble diagram
import matplotlib.pyplot as plt
import numpy as np

valid = df[df["distance_modulus"] > 0]
plt.errorbar(valid["redshift_cmb"], valid["distance_modulus"],
             yerr=valid["distance_modulus_err"],
             fmt=".", ms=2, alpha=0.5, elinewidth=0.5)
plt.xscale("log")
plt.xlabel("Redshift (CMB frame)")
plt.ylabel("Distance modulus (mag)")
plt.title("Pantheon+ Hubble Diagram")
plt.show()

# Color-stretch distribution
plt.scatter(df["stretch_x1"], df["color_c"], s=2, alpha=0.3)
plt.xlabel("Stretch x1")
plt.ylabel("Color c")
plt.title("SALT2 Parameter Distribution")
plt.show()

# Redshift distribution
df["redshift_cmb"].hist(bins=50)
plt.xlabel("Redshift")
plt.ylabel("Count")
plt.title("Pantheon+ Redshift Distribution")
plt.show()

Data source

Scolnic, D., et al. (2022), The Pantheon+ Analysis: The Full Dataset and Light-curve Release. Astrophysical Journal, 938, 113.

Brout, D., et al. (2022), The Pantheon+ Analysis: Cosmological Constraints. Astrophysical Journal, 938, 110.

Data release: PantheonPlusSH0ES/DataRelease

Pipeline

Source code: juliensimon/space-datasets

Citation

@dataset{pantheon_plus_sne,
  author = {Simon, Julien},
  title = {Pantheon+ Type Ia Supernovae},
  year = {2026},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/juliensimon/pantheon-plus-sne-ia},
  note = {Based on Scolnic et al. (2022) and Brout et al. (2022) Pantheon+ data release}
}

License

CC-BY-4.0

Downloads last month
31

Collections including juliensimon/pantheon-plus-sne-ia