norbertm/jwst-astronomical-detection
Object Detection
•
Updated
•
20
Dataset Viewer
id
stringlengths 35
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stringclasses 6
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stringclasses 10
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stringdate 2022-06-03 00:00:00
2024-05-12 00:00:00
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stringclasses 6
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jw02732001002_02105_00005_nrca1_i2d
|
png/Stephan's Quintet/jw02732001002_02105_00005_nrca1_i2d.png
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NGC 7320
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NIRCAM
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F200W
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02732
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png/Stephan's Quintet/jw02732001002_02105_00005_nrca1_i2d.png
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png/Stephan's Quintet/jw02732001006_02101_00005_nrcb1_i2d.png
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NGC 7320
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02732
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png/Stephan's Quintet/jw02732001006_02101_00005_nrcb1_i2d.png
| 2,057 | 2,055 | 4,227,135 | 59.972187 | 37.872875 | 0 | 243 | 58 | 1.089639 | 3.043661 | 243 | 25.714533 | 8.537901 | 2.332229 | 0 | 0 | false |
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[] | 461 | 7 |
jw02732001005_02103_00005_nrcb1_i2d
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png/Stephan's Quintet/jw02732001005_02103_00005_nrcb1_i2d.png
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NGC 7320
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NIRCAM
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F150W
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2022-06-11
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02732
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png/Stephan's Quintet/jw02732001005_02103_00005_nrcb1_i2d.png
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[] | 261 | 7 |
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[] | 90 | 9 |
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1953,
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1953,
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1954,
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1954,
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1954,
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1956,
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1957,
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1958,
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1958,
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1958,
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1962,
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1962,
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1967,
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1968,
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1968,
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634,
1968,
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1971,
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1970,
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1970,
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1971,
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1973,
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1973,
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1972,
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1973,
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1974,
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1976,
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1976,
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1978,
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1978,
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1979,
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1978,
3
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1979,
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1981,
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1983,
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1982,
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1982,
3
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1984,
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1985,
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1984,
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1984,
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1985,
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1987,
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1988,
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1991,
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1990,
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1990,
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1991,
2
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316,
1993,
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1992,
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925,
1993,
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1994,
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1995,
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127,
1997,
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550,
1997,
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388,
1999,
4
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479,
1999,
1
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1020,
1999,
1
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1710,
2002,
1
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2005,
1
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2005,
2
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2004,
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2006,
4
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2007,
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2008,
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923,
2008,
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2010,
1
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2011,
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2013,
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2012,
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2015,
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2014,
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428,
2014,
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2014,
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2014,
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2014,
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2014,
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2017,
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2016,
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2018,
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2018,
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2023,
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[] | 766 | 6 |
jw02732001006_02105_00001_nrcb1_i2d
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png/Stephan's Quintet/jw02732001006_02105_00001_nrcb1_i2d.png
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NGC 7320
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NIRCAM
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F200W
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2022-06-12
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02732
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png/Stephan's Quintet/jw02732001006_02105_00001_nrcb1_i2d.png
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[] | 441 | 7 |
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[] | 59 | 8 |
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png/Stephan's Quintet/jw02732001002_02101_00001_nrca1_i2d.png
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NGC 7320
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[] | 0 | 9 |
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png/Stephan's Quintet/jw02732001005_02103_00003_nrcalong_i2d.png
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NGC 7320
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[] | 171 | 9 |
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png/Stephan's Quintet/jw02732001003_02103_00001_nrcb1_i2d.png
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NGC 7320
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[] |
[] | 117 | 8 |
jw02732001002_02103_00004_nrcb1_i2d
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png/Stephan's Quintet/jw02732001002_02103_00004_nrcb1_i2d.png
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NGC 7320
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02732
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png/Stephan's Quintet/jw02732001002_02103_00004_nrcb1_i2d.png
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NGC 7320
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png/Stephan's Quintet/jw02732001002_02101_00002_nrcblong_i2d.png
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[] | 345 | 7 |
jw02732001004_02105_00001_nrca1_i2d
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png/Stephan's Quintet/jw02732001004_02105_00001_nrca1_i2d.png
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NGC 7320
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NIRCAM
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2022-06-11
| null | null | null |
02732
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png/Stephan's Quintet/jw02732001004_02105_00001_nrca1_i2d.png
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[] | 48 | 10 |
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png/Stephan's Quintet/jw02732001005_02105_00004_nrca1_i2d.png
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[] | 102 | 8 |
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[] |
[] | 630 | 6 |
jw02732001002_02103_00002_nrcalong_i2d
|
png/Stephan's Quintet/jw02732001002_02103_00002_nrcalong_i2d.png
|
NGC 7320
|
NIRCAM
|
F356W
|
2022-06-11
| null | null | null |
02732
|
png/Stephan's Quintet/jw02732001002_02103_00002_nrcalong_i2d.png
| 2,075 | 2,068 | 4,291,100 | 23.743628 | 23.210333 | 0 | 243 | 21 | 5.436791 | 45.129093 | 243 | 9.080031 | 6.769546 | 2.614928 | 0 | 0 | false |
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[] | 491 | 7 |
jw02732001003_02103_00005_nrcalong_i2d
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png/Stephan's Quintet/jw02732001003_02103_00005_nrcalong_i2d.png
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NGC 7320
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NIRCAM
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F356W
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2022-06-11
| null | null | null |
02732
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png/Stephan's Quintet/jw02732001003_02103_00005_nrcalong_i2d.png
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[] | 537 | 6 |
jw02732001002_02101_00003_nrcb3_i2d
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png/Stephan's Quintet/jw02732001002_02101_00003_nrcb3_i2d.png
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NGC 7320
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NIRCAM
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F090W
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2022-06-11
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02732
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png/Stephan's Quintet/jw02732001002_02101_00003_nrcb3_i2d.png
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[] | 87 | 8 |
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png/Stephan's Quintet/jw02732001002_02101_00003_nrcb2_i2d.png
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NGC 7320
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2022-06-11
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02732
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png/Stephan's Quintet/jw02732001002_02101_00003_nrcb2_i2d.png
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[] | 51 | 8 |
jw02732001004_02101_00002_nrcb4_i2d
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png/Stephan's Quintet/jw02732001004_02101_00002_nrcb4_i2d.png
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NGC 7320
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2022-06-11
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02732
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[] | 456 | 7 |
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png/Stephan's Quintet/jw02732001006_02105_00003_nrca3_i2d.png
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[] |
[] | 84 | 8 |
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[] | 183 | 8 |
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png/Stephan's Quintet/jw02732001004_02103_00002_nrca2_i2d.png
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[] | 6 | 10 |
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[] | 68 | 9 |
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[] | 760 | 7 |
jw02732001005_02105_00002_nrcblong_i2d
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png/Stephan's Quintet/jw02732001005_02105_00002_nrcblong_i2d.png
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NGC 7320
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NIRCAM
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2022-06-12
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02732
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png/Stephan's Quintet/jw02732001005_02105_00002_nrcblong_i2d.png
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[] | 464 | 7 |
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png/Stephan's Quintet/jw02732001002_02103_00003_nrca4_i2d.png
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NGC 7320
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02732
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[] |
[] | 124 | 8 |
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png/Stephan's Quintet/jw02732001001_02103_00003_nrcb2_i2d.png
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NGC 7320
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2022-06-11
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02732
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png/Stephan's Quintet/jw02732001001_02103_00003_nrcb2_i2d.png
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[] |
[] | 77 | 8 |
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png/Stephan's Quintet/jw02732001006_02101_00002_nrcalong_i2d.png
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NGC 7320
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2022-06-12
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02732
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jw02732001003_02105_00002_nrcb2_i2d
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png/Stephan's Quintet/jw02732001003_02105_00002_nrcb2_i2d.png
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NGC 7320
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png/Stephan's Quintet/jw02732001003_02105_00002_nrcb2_i2d.png
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jw02732001005_02105_00003_nrcb4_i2d
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png/Stephan's Quintet/jw02732001005_02105_00003_nrcb4_i2d.png
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NGC 7320
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2022-06-12
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png/Stephan's Quintet/jw02732001005_02105_00003_nrcb4_i2d.png
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[] | 140 | 8 |
jw02732001006_02103_00002_nrcblong_i2d
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png/Stephan's Quintet/jw02732001006_02103_00002_nrcblong_i2d.png
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NGC 7320
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NIRCAM
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F356W
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2022-06-12
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02732
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png/Stephan's Quintet/jw02732001006_02103_00002_nrcblong_i2d.png
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1958,
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1960,
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1960,
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1960,
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1961,
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1960,
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1963,
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1963,
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1962,
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1965,
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1965,
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1965,
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1967,
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1967,
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1967,
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1967,
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1968,
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1969,
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1969,
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1971,
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1971,
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1971,
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1973,
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1986,
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1989,
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1991,
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1993,
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1992,
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1994,
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1994,
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1994,
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1996,
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1996,
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1996,
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2001,
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2000,
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2000,
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2000,
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2003,
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2003,
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2005,
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2007,
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2007,
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[] | 871 | 6 |
jw02732001006_02103_00002_nrcb3_i2d
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png/Stephan's Quintet/jw02732001006_02103_00002_nrcb3_i2d.png
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NGC 7320
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NIRCAM
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F150W
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2022-06-12
| null | null | null |
02732
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png/Stephan's Quintet/jw02732001006_02103_00002_nrcb3_i2d.png
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[] |
[] | 580 | 6 |
jw02732001006_02103_00002_nrcb2_i2d
|
png/Stephan's Quintet/jw02732001006_02103_00002_nrcb2_i2d.png
|
NGC 7320
|
NIRCAM
|
F150W
|
2022-06-12
| null | null | null |
02732
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png/Stephan's Quintet/jw02732001006_02103_00002_nrcb2_i2d.png
| 2,058 | 2,058 | 4,235,364 | 45.165543 | 30.371199 | 0 | 243 | 43 | 2.062108 | 10.354921 | 243 | 19.040167 | 6.381272 | 2.372119 | 0 | 0 | false |
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[] |
[] | 162 | 8 |
jw02732001004_02103_00004_nrcalong_i2d
|
png/Stephan's Quintet/jw02732001004_02103_00004_nrcalong_i2d.png
|
NGC 7320
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NIRCAM
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F356W
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2022-06-11
| null | null | null |
02732
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png/Stephan's Quintet/jw02732001004_02103_00004_nrcalong_i2d.png
| 2,075 | 2,068 | 4,291,100 | 16.262508 | 29.776968 | 0 | 243 | 7 | 4.356008 | 24.311643 | 243 | 2.006119 | 3.579111 | 8.106453 | 0 | 0 | false |
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[] |
[] | 45 | 10 |
jw02732001002_02105_00003_nrcblong_i2d
|
png/Stephan's Quintet/jw02732001002_02105_00003_nrcblong_i2d.png
|
NGC 7320
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NIRCAM
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F444W
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2022-06-11
| null | null | null |
02732
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png/Stephan's Quintet/jw02732001002_02105_00003_nrcblong_i2d.png
| 2,075 | 2,068 | 4,291,100 | 9.666239 | 23.744694 | 0 | 243 | 5 | 7.074595 | 59.044487 | 243 | 3.157036 | 4.393694 | 3.061808 | 0 | 0 | false |
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[] | 263 | 8 |
jw02732001002_02105_00002_nrcb4_i2d
|
png/Stephan's Quintet/jw02732001002_02105_00002_nrcb4_i2d.png
|
NGC 7320
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NIRCAM
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F200W
|
2022-06-11
| null | null | null |
02732
|
png/Stephan's Quintet/jw02732001002_02105_00002_nrcb4_i2d.png
| 2,058 | 2,064 | 4,247,712 | 16.710806 | 28.637787 | 0 | 243 | 9 | 4.784628 | 28.750133 | 243 | 4.410435 | 3.579273 | 3.788925 | 0 | 0 | false |
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[] |
[] | 40 | 10 |
jw02732001004_02105_00003_nrcb2_i2d
|
png/Stephan's Quintet/jw02732001004_02105_00003_nrcb2_i2d.png
|
NGC 7320
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2022-06-11
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png/Stephan's Quintet/jw02732001004_02105_00003_nrcb2_i2d.png
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[] |
[] | 86 | 8 |
End of preview. Expand
in Data Studio
JWST Quality Analysis Dataset
Overview
This dataset contains comprehensive quality analysis for 2,709 JWST (James Webb Space Telescope) NIRCam images from the MAST archive. Each image has been automatically analyzed for quality metrics, artifact detection, and noise characteristics.
Dataset Information
- Size: 2,709 images
- Format: JSONL (JSON Lines)
- Source: JWST NIRCam observations from MAST
- Targets: M16, NGC 3132, NGC 3324, SMACS 0723, Stephan's Quintet
Quality Metrics
Each image includes:
Basic Statistics
mean_intensity,std_intensity,min_intensity,max_intensitymedian_intensity,skewness,kurtosis,dynamic_range
Noise Analysis
noise_level,noise_std,signal_to_noise
Saturation Analysis
saturated_pixels,saturation_percentage,is_saturated
Artifact Detection
cosmic_rays: List of cosmic ray locations [x, y, area]hot_pixels: List of hot pixel locations [x, y, area]bad_pixels: List of bad pixel locations [x, y, area]artifact_count: Total number of artifacts
Quality Assessment
quality_score: Overall quality score (1-10 scale)
Use Cases
For Researchers
- Quality Screening: Filter images by quality score for analysis
- Artifact Cataloging: Identify and locate artifacts for cleaning
- Statistical Analysis: Study image quality across different targets/filters
- Quality Benchmarking: Compare quality across different observations
For Machine Learning
- Training Data: Train quality assessment models
- Feature Engineering: Use quality metrics as features
- Validation: Quality scores for model evaluation
Methodology
The quality analysis was performed using:
- OpenCV for image processing and artifact detection
- NumPy/SciPy for statistical analysis
- Parallel processing for efficient analysis of large datasets
Quality scores are calculated based on:
- Signal-to-noise ratios
- Saturation levels
- Artifact counts
- Dynamic range
Dataset Statistics
- Mean Quality Score: 8.39/10
- Quality Score Range: 6.0 - 10.0
- Images with Artifacts: All images contain some artifacts (typical for astronomical data)
- Saturated Images: 0 (no significant saturation detected)
Citation
If you use this dataset in your research, please cite:
@dataset{jwst_quality_analysis_2024,
title={JWST Quality Analysis Dataset},
author={Your Name},
year={2024},
url={https://huggingface.co/datasets/norbertm/jwst-quality-analysis-dataset}
}
License
This dataset is provided for research purposes. Please refer to the original JWST data usage policies from MAST.
Contact
For questions or feedback about this dataset, please open an issue on the Hugging Face repository.
- Downloads last month
- 49
Size of downloaded dataset files:
3.82 MB
Size of the auto-converted Parquet files:
3.82 MB
Number of rows:
2,709
Models trained or fine-tuned on norbertm/jwst-quality-analysis-dataset