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README.md

@@ -1,1008 +1,30 @@
 ---
-dataset_info:
-- config_name: default
-  features:
-  - name: image
-    dtype: image
-  - name: smooth-or-featured-gz2_smooth
-    dtype: int32
-  - name: smooth-or-featured-gz2_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-gz2_artifact
-    dtype: int32
-  - name: disk-edge-on-gz2_yes
-    dtype: int32
-  - name: disk-edge-on-gz2_no
-    dtype: int32
-  - name: has-spiral-arms-gz2_yes
-    dtype: int32
-  - name: has-spiral-arms-gz2_no
-    dtype: int32
-  - name: bar-gz2_yes
-    dtype: int32
-  - name: bar-gz2_no
-    dtype: int32
-  - name: bulge-size-gz2_dominant
-    dtype: int32
-  - name: bulge-size-gz2_obvious
-    dtype: int32
-  - name: bulge-size-gz2_just-noticeable
-    dtype: int32
-  - name: bulge-size-gz2_no
-    dtype: int32
-  - name: something-odd-gz2_yes
-    dtype: int32
-  - name: something-odd-gz2_no
-    dtype: int32
-  - name: how-rounded-gz2_round
-    dtype: int32
-  - name: how-rounded-gz2_in-between
-    dtype: int32
-  - name: how-rounded-gz2_cigar
-    dtype: int32
-  - name: bulge-shape-gz2_round
-    dtype: int32
-  - name: bulge-shape-gz2_boxy
-    dtype: int32
-  - name: bulge-shape-gz2_no-bulge
-    dtype: int32
-  - name: spiral-winding-gz2_tight
-    dtype: int32
-  - name: spiral-winding-gz2_medium
-    dtype: int32
-  - name: spiral-winding-gz2_loose
-    dtype: int32
-  - name: spiral-arm-count-gz2_1
-    dtype: int32
-  - name: spiral-arm-count-gz2_2
-    dtype: int32
-  - name: spiral-arm-count-gz2_3
-    dtype: int32
-  - name: spiral-arm-count-gz2_4
-    dtype: int32
-  - name: spiral-arm-count-gz2_more-than-4
-    dtype: int32
-  - name: spiral-arm-count-gz2_cant-tell
-    dtype: int32
-  - name: smooth-or-featured-dr12_smooth
-    dtype: int32
-  - name: smooth-or-featured-dr12_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-dr12_artifact
-    dtype: int32
-  - name: disk-edge-on-dr12_yes
-    dtype: int32
-  - name: disk-edge-on-dr12_no
-    dtype: int32
-  - name: has-spiral-arms-dr12_yes
-    dtype: int32
-  - name: has-spiral-arms-dr12_no
-    dtype: int32
-  - name: bar-dr12_yes
-    dtype: int32
-  - name: bar-dr12_no
-    dtype: int32
-  - name: bulge-size-dr12_dominant
-    dtype: int32
-  - name: bulge-size-dr12_obvious
-    dtype: int32
-  - name: bulge-size-dr12_none
-    dtype: int32
-  - name: how-rounded-dr12_completely
-    dtype: int32
-  - name: how-rounded-dr12_in-between
-    dtype: int32
-  - name: how-rounded-dr12_cigar-shaped
-    dtype: int32
-  - name: edge-on-bulge-dr12_boxy
-    dtype: int32
-  - name: edge-on-bulge-dr12_none
-    dtype: int32
-  - name: edge-on-bulge-dr12_rounded
-    dtype: int32
-  - name: spiral-winding-dr12_tight
-    dtype: int32
-  - name: spiral-winding-dr12_medium
-    dtype: int32
-  - name: spiral-winding-dr12_loose
-    dtype: int32
-  - name: spiral-arm-count-dr12_1
-    dtype: int32
-  - name: spiral-arm-count-dr12_2
-    dtype: int32
-  - name: spiral-arm-count-dr12_3
-    dtype: int32
-  - name: spiral-arm-count-dr12_4
-    dtype: int32
-  - name: spiral-arm-count-dr12_more-than-4
-    dtype: int32
-  - name: merging-dr12_neither
-    dtype: int32
-  - name: merging-dr12_tidal-debris
-    dtype: int32
-  - name: merging-dr12_both
-    dtype: int32
-  - name: merging-dr12_merger
-    dtype: int32
-  - name: smooth-or-featured-dr5_smooth
-    dtype: int32
-  - name: smooth-or-featured-dr5_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-dr5_artifact
-    dtype: int32
-  - name: disk-edge-on-dr5_yes
-    dtype: int32
-  - name: disk-edge-on-dr5_no
-    dtype: int32
-  - name: has-spiral-arms-dr5_yes
-    dtype: int32
-  - name: has-spiral-arms-dr5_no
-    dtype: int32
-  - name: bar-dr5_strong
-    dtype: int32
-  - name: bar-dr5_weak
-    dtype: int32
-  - name: bar-dr5_no
-    dtype: int32
-  - name: bulge-size-dr5_dominant
-    dtype: int32
-  - name: bulge-size-dr5_large
-    dtype: int32
-  - name: bulge-size-dr5_moderate
-    dtype: int32
-  - name: bulge-size-dr5_small
-    dtype: int32
-  - name: bulge-size-dr5_none
-    dtype: int32
-  - name: how-rounded-dr5_round
-    dtype: int32
-  - name: how-rounded-dr5_in-between
-    dtype: int32
-  - name: how-rounded-dr5_cigar-shaped
-    dtype: int32
-  - name: edge-on-bulge-dr5_boxy
-    dtype: int32
-  - name: edge-on-bulge-dr5_none
-    dtype: int32
-  - name: edge-on-bulge-dr5_rounded
-    dtype: int32
-  - name: spiral-winding-dr5_tight
-    dtype: int32
-  - name: spiral-winding-dr5_medium
-    dtype: int32
-  - name: spiral-winding-dr5_loose
-    dtype: int32
-  - name: spiral-arm-count-dr5_1
-    dtype: int32
-  - name: spiral-arm-count-dr5_2
-    dtype: int32
-  - name: spiral-arm-count-dr5_3
-    dtype: int32
-  - name: spiral-arm-count-dr5_4
-    dtype: int32
-  - name: spiral-arm-count-dr5_more-than-4
-    dtype: int32
-  - name: spiral-arm-count-dr5_cant-tell
-    dtype: int32
-  - name: merging-dr5_none
-    dtype: int32
-  - name: merging-dr5_minor-disturbance
-    dtype: int32
-  - name: merging-dr5_major-disturbance
-    dtype: int32
-  - name: merging-dr5_merger
-    dtype: int32
-  - name: smooth-or-featured-dr8_smooth
-    dtype: int32
-  - name: smooth-or-featured-dr8_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-dr8_artifact
-    dtype: int32
-  - name: disk-edge-on-dr8_yes
-    dtype: int32
-  - name: disk-edge-on-dr8_no
-    dtype: int32
-  - name: has-spiral-arms-dr8_yes
-    dtype: int32
-  - name: has-spiral-arms-dr8_no
-    dtype: int32
-  - name: bar-dr8_strong
-    dtype: int32
-  - name: bar-dr8_weak
-    dtype: int32
-  - name: bar-dr8_no
-    dtype: int32
-  - name: bulge-size-dr8_dominant
-    dtype: int32
-  - name: bulge-size-dr8_large
-    dtype: int32
-  - name: bulge-size-dr8_moderate
-    dtype: int32
-  - name: bulge-size-dr8_small
-    dtype: int32
-  - name: bulge-size-dr8_none
-    dtype: int32
-  - name: how-rounded-dr8_round
-    dtype: int32
-  - name: how-rounded-dr8_in-between
-    dtype: int32
-  - name: how-rounded-dr8_cigar-shaped
-    dtype: int32
-  - name: edge-on-bulge-dr8_boxy
-    dtype: int32
-  - name: edge-on-bulge-dr8_none
-    dtype: int32
-  - name: edge-on-bulge-dr8_rounded
-    dtype: int32
-  - name: spiral-winding-dr8_tight
-    dtype: int32
-  - name: spiral-winding-dr8_medium
-    dtype: int32
-  - name: spiral-winding-dr8_loose
-    dtype: int32
-  - name: spiral-arm-count-dr8_1
-    dtype: int32
-  - name: spiral-arm-count-dr8_2
-    dtype: int32
-  - name: spiral-arm-count-dr8_3
-    dtype: int32
-  - name: spiral-arm-count-dr8_4
-    dtype: int32
-  - name: spiral-arm-count-dr8_more-than-4
-    dtype: int32
-  - name: spiral-arm-count-dr8_cant-tell
-    dtype: int32
-  - name: merging-dr8_none
-    dtype: int32
-  - name: merging-dr8_minor-disturbance
-    dtype: int32
-  - name: merging-dr8_major-disturbance
-    dtype: int32
-  - name: merging-dr8_merger
-    dtype: int32
-  - name: smooth-or-featured-candels_smooth
-    dtype: int32
-  - name: smooth-or-featured-candels_features
-    dtype: int32
-  - name: smooth-or-featured-candels_artifact
-    dtype: int32
-  - name: how-rounded-candels_completely
-    dtype: int32
-  - name: how-rounded-candels_in-between
-    dtype: int32
-  - name: how-rounded-candels_cigar-shaped
-    dtype: int32
-  - name: clumpy-appearance-candels_yes
-    dtype: int32
-  - name: clumpy-appearance-candels_no
-    dtype: int32
-  - name: clump-count-candels_1
-    dtype: int32
-  - name: clump-count-candels_2
-    dtype: int32
-  - name: clump-count-candels_3
-    dtype: int32
-  - name: clump-count-candels_4
-    dtype: int32
-  - name: clump-count-candels_5-plus
-    dtype: int32
-  - name: clump-count-candels_cant-tell
-    dtype: int32
-  - name: disk-edge-on-candels_yes
-    dtype: int32
-  - name: disk-edge-on-candels_no
-    dtype: int32
-  - name: edge-on-bulge-candels_yes
-    dtype: int32
-  - name: edge-on-bulge-candels_no
-    dtype: int32
-  - name: bar-candels_yes
-    dtype: int32
-  - name: bar-candels_no
-    dtype: int32
-  - name: has-spiral-arms-candels_yes
-    dtype: int32
-  - name: has-spiral-arms-candels_no
-    dtype: int32
-  - name: spiral-winding-candels_tight
-    dtype: int32
-  - name: spiral-winding-candels_medium
-    dtype: int32
-  - name: spiral-winding-candels_loose
-    dtype: int32
-  - name: spiral-arm-count-candels_1
-    dtype: int32
-  - name: spiral-arm-count-candels_2
-    dtype: int32
-  - name: spiral-arm-count-candels_3
-    dtype: int32
-  - name: spiral-arm-count-candels_4
-    dtype: int32
-  - name: spiral-arm-count-candels_5-plus
-    dtype: int32
-  - name: spiral-arm-count-candels_cant-tell
-    dtype: int32
-  - name: bulge-size-candels_none
-    dtype: int32
-  - name: bulge-size-candels_obvious
-    dtype: int32
-  - name: bulge-size-candels_dominant
-    dtype: int32
-  - name: merging-candels_merger
-    dtype: int32
-  - name: merging-candels_tidal-debris
-    dtype: int32
-  - name: merging-candels_both
-    dtype: int32
-  - name: merging-candels_neither
-    dtype: int32
-  - name: smooth-or-featured-hubble_smooth
-    dtype: int32
-  - name: smooth-or-featured-hubble_features
-    dtype: int32
-  - name: smooth-or-featured-hubble_artifact
-    dtype: int32
-  - name: how-rounded-hubble_completely
-    dtype: int32
-  - name: how-rounded-hubble_in-between
-    dtype: int32
-  - name: how-rounded-hubble_cigar-shaped
-    dtype: int32
-  - name: clumpy-appearance-hubble_yes
-    dtype: int32
-  - name: clumpy-appearance-hubble_no
-    dtype: int32
-  - name: clump-count-hubble_1
-    dtype: int32
-  - name: clump-count-hubble_2
-    dtype: int32
-  - name: clump-count-hubble_3
-    dtype: int32
-  - name: clump-count-hubble_4
-    dtype: int32
-  - name: clump-count-hubble_5-plus
-    dtype: int32
-  - name: clump-count-hubble_cant-tell
-    dtype: int32
-  - name: disk-edge-on-hubble_yes
-    dtype: int32
-  - name: disk-edge-on-hubble_no
-    dtype: int32
-  - name: bulge-shape-hubble_rounded
-    dtype: int32
-  - name: bulge-shape-hubble_boxy
-    dtype: int32
-  - name: bulge-shape-hubble_none
-    dtype: int32
-  - name: bar-hubble_yes
-    dtype: int32
-  - name: bar-hubble_no
-    dtype: int32
-  - name: has-spiral-arms-hubble_yes
-    dtype: int32
-  - name: has-spiral-arms-hubble_no
-    dtype: int32
-  - name: spiral-winding-hubble_tight
-    dtype: int32
-  - name: spiral-winding-hubble_medium
-    dtype: int32
-  - name: spiral-winding-hubble_loose
-    dtype: int32
-  - name: spiral-arm-count-hubble_1
-    dtype: int32
-  - name: spiral-arm-count-hubble_2
-    dtype: int32
-  - name: spiral-arm-count-hubble_3
-    dtype: int32
-  - name: spiral-arm-count-hubble_4
-    dtype: int32
-  - name: spiral-arm-count-hubble_5-plus
-    dtype: int32
-  - name: spiral-arm-count-hubble_cant-tell
-    dtype: int32
-  - name: bulge-size-hubble_none
-    dtype: int32
-  - name: bulge-size-hubble_just-noticeable
-    dtype: int32
-  - name: bulge-size-hubble_obvious
-    dtype: int32
-  - name: bulge-size-hubble_dominant
-    dtype: int32
-  - name: galaxy-symmetrical-hubble_yes
-    dtype: int32
-  - name: galaxy-symmetrical-hubble_no
-    dtype: int32
-  - name: clumps-embedded-larger-object-hubble_yes
-    dtype: int32
-  - name: clumps-embedded-larger-object-hubble_no
-    dtype: int32
-  - name: smooth-or-featured-ukidss_smooth
-    dtype: int32
-  - name: smooth-or-featured-ukidss_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-ukidss_artifact
-    dtype: int32
-  - name: disk-edge-on-ukidss_yes
-    dtype: int32
-  - name: disk-edge-on-ukidss_no
-    dtype: int32
-  - name: has-spiral-arms-ukidss_yes
-    dtype: int32
-  - name: has-spiral-arms-ukidss_no
-    dtype: int32
-  - name: bar-ukidss_yes
-    dtype: int32
-  - name: bar-ukidss_no
-    dtype: int32
-  - name: bulge-size-ukidss_dominant
-    dtype: int32
-  - name: bulge-size-ukidss_obvious
-    dtype: int32
-  - name: bulge-size-ukidss_just-noticeable
-    dtype: int32
-  - name: bulge-size-ukidss_no
-    dtype: int32
-  - name: something-odd-ukidss_yes
-    dtype: int32
-  - name: something-odd-ukidss_no
-    dtype: int32
-  - name: how-rounded-ukidss_round
-    dtype: int32
-  - name: how-rounded-ukidss_in-between
-    dtype: int32
-  - name: how-rounded-ukidss_cigar
-    dtype: int32
-  - name: bulge-shape-ukidss_round
-    dtype: int32
-  - name: bulge-shape-ukidss_boxy
-    dtype: int32
-  - name: bulge-shape-ukidss_no-bulge
-    dtype: int32
-  - name: spiral-winding-ukidss_tight
-    dtype: int32
-  - name: spiral-winding-ukidss_medium
-    dtype: int32
-  - name: spiral-winding-ukidss_loose
-    dtype: int32
-  - name: spiral-arm-count-ukidss_1
-    dtype: int32
-  - name: spiral-arm-count-ukidss_2
-    dtype: int32
-  - name: spiral-arm-count-ukidss_3
-    dtype: int32
-  - name: spiral-arm-count-ukidss_4
-    dtype: int32
-  - name: spiral-arm-count-ukidss_more-than-4
-    dtype: int32
-  - name: spiral-arm-count-ukidss_cant-tell
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 14083996252.375
-    num_examples: 664221
-  - name: test
-    num_bytes: 3172668588
-    num_examples: 141760
-  download_size: 17126166420
-  dataset_size: 17256664840.375
-- config_name: tiny
-  features:
-  - name: image
-    dtype: image
-  - name: smooth-or-featured-gz2_smooth
-    dtype: int32
-  - name: smooth-or-featured-gz2_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-gz2_artifact
-    dtype: int32
-  - name: disk-edge-on-gz2_yes
-    dtype: int32
-  - name: disk-edge-on-gz2_no
-    dtype: int32
-  - name: has-spiral-arms-gz2_yes
-    dtype: int32
-  - name: has-spiral-arms-gz2_no
-    dtype: int32
-  - name: bar-gz2_yes
-    dtype: int32
-  - name: bar-gz2_no
-    dtype: int32
-  - name: bulge-size-gz2_dominant
-    dtype: int32
-  - name: bulge-size-gz2_obvious
-    dtype: int32
-  - name: bulge-size-gz2_just-noticeable
-    dtype: int32
-  - name: bulge-size-gz2_no
-    dtype: int32
-  - name: something-odd-gz2_yes
-    dtype: int32
-  - name: something-odd-gz2_no
-    dtype: int32
-  - name: how-rounded-gz2_round
-    dtype: int32
-  - name: how-rounded-gz2_in-between
-    dtype: int32
-  - name: how-rounded-gz2_cigar
-    dtype: int32
-  - name: bulge-shape-gz2_round
-    dtype: int32
-  - name: bulge-shape-gz2_boxy
-    dtype: int32
-  - name: bulge-shape-gz2_no-bulge
-    dtype: int32
-  - name: spiral-winding-gz2_tight
-    dtype: int32
-  - name: spiral-winding-gz2_medium
-    dtype: int32
-  - name: spiral-winding-gz2_loose
-    dtype: int32
-  - name: spiral-arm-count-gz2_1
-    dtype: int32
-  - name: spiral-arm-count-gz2_2
-    dtype: int32
-  - name: spiral-arm-count-gz2_3
-    dtype: int32
-  - name: spiral-arm-count-gz2_4
-    dtype: int32
-  - name: spiral-arm-count-gz2_more-than-4
-    dtype: int32
-  - name: spiral-arm-count-gz2_cant-tell
-    dtype: int32
-  - name: smooth-or-featured-dr12_smooth
-    dtype: int32
-  - name: smooth-or-featured-dr12_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-dr12_artifact
-    dtype: int32
-  - name: disk-edge-on-dr12_yes
-    dtype: int32
-  - name: disk-edge-on-dr12_no
-    dtype: int32
-  - name: has-spiral-arms-dr12_yes
-    dtype: int32
-  - name: has-spiral-arms-dr12_no
-    dtype: int32
-  - name: bar-dr12_yes
-    dtype: int32
-  - name: bar-dr12_no
-    dtype: int32
-  - name: bulge-size-dr12_dominant
-    dtype: int32
-  - name: bulge-size-dr12_obvious
-    dtype: int32
-  - name: bulge-size-dr12_none
-    dtype: int32
-  - name: how-rounded-dr12_completely
-    dtype: int32
-  - name: how-rounded-dr12_in-between
-    dtype: int32
-  - name: how-rounded-dr12_cigar-shaped
-    dtype: int32
-  - name: edge-on-bulge-dr12_boxy
-    dtype: int32
-  - name: edge-on-bulge-dr12_none
-    dtype: int32
-  - name: edge-on-bulge-dr12_rounded
-    dtype: int32
-  - name: spiral-winding-dr12_tight
-    dtype: int32
-  - name: spiral-winding-dr12_medium
-    dtype: int32
-  - name: spiral-winding-dr12_loose
-    dtype: int32
-  - name: spiral-arm-count-dr12_1
-    dtype: int32
-  - name: spiral-arm-count-dr12_2
-    dtype: int32
-  - name: spiral-arm-count-dr12_3
-    dtype: int32
-  - name: spiral-arm-count-dr12_4
-    dtype: int32
-  - name: spiral-arm-count-dr12_more-than-4
-    dtype: int32
-  - name: merging-dr12_neither
-    dtype: int32
-  - name: merging-dr12_tidal-debris
-    dtype: int32
-  - name: merging-dr12_both
-    dtype: int32
-  - name: merging-dr12_merger
-    dtype: int32
-  - name: smooth-or-featured-dr5_smooth
-    dtype: int32
-  - name: smooth-or-featured-dr5_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-dr5_artifact
-    dtype: int32
-  - name: disk-edge-on-dr5_yes
-    dtype: int32
-  - name: disk-edge-on-dr5_no
-    dtype: int32
-  - name: has-spiral-arms-dr5_yes
-    dtype: int32
-  - name: has-spiral-arms-dr5_no
-    dtype: int32
-  - name: bar-dr5_strong
-    dtype: int32
-  - name: bar-dr5_weak
-    dtype: int32
-  - name: bar-dr5_no
-    dtype: int32
-  - name: bulge-size-dr5_dominant
-    dtype: int32
-  - name: bulge-size-dr5_large
-    dtype: int32
-  - name: bulge-size-dr5_moderate
-    dtype: int32
-  - name: bulge-size-dr5_small
-    dtype: int32
-  - name: bulge-size-dr5_none
-    dtype: int32
-  - name: how-rounded-dr5_round
-    dtype: int32
-  - name: how-rounded-dr5_in-between
-    dtype: int32
-  - name: how-rounded-dr5_cigar-shaped
-    dtype: int32
-  - name: edge-on-bulge-dr5_boxy
-    dtype: int32
-  - name: edge-on-bulge-dr5_none
-    dtype: int32
-  - name: edge-on-bulge-dr5_rounded
-    dtype: int32
-  - name: spiral-winding-dr5_tight
-    dtype: int32
-  - name: spiral-winding-dr5_medium
-    dtype: int32
-  - name: spiral-winding-dr5_loose
-    dtype: int32
-  - name: spiral-arm-count-dr5_1
-    dtype: int32
-  - name: spiral-arm-count-dr5_2
-    dtype: int32
-  - name: spiral-arm-count-dr5_3
-    dtype: int32
-  - name: spiral-arm-count-dr5_4
-    dtype: int32
-  - name: spiral-arm-count-dr5_more-than-4
-    dtype: int32
-  - name: spiral-arm-count-dr5_cant-tell
-    dtype: int32
-  - name: merging-dr5_none
-    dtype: int32
-  - name: merging-dr5_minor-disturbance
-    dtype: int32
-  - name: merging-dr5_major-disturbance
-    dtype: int32
-  - name: merging-dr5_merger
-    dtype: int32
-  - name: smooth-or-featured-dr8_smooth
-    dtype: int32
-  - name: smooth-or-featured-dr8_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-dr8_artifact
-    dtype: int32
-  - name: disk-edge-on-dr8_yes
-    dtype: int32
-  - name: disk-edge-on-dr8_no
-    dtype: int32
-  - name: has-spiral-arms-dr8_yes
-    dtype: int32
-  - name: has-spiral-arms-dr8_no
-    dtype: int32
-  - name: bar-dr8_strong
-    dtype: int32
-  - name: bar-dr8_weak
-    dtype: int32
-  - name: bar-dr8_no
-    dtype: int32
-  - name: bulge-size-dr8_dominant
-    dtype: int32
-  - name: bulge-size-dr8_large
-    dtype: int32
-  - name: bulge-size-dr8_moderate
-    dtype: int32
-  - name: bulge-size-dr8_small
-    dtype: int32
-  - name: bulge-size-dr8_none
-    dtype: int32
-  - name: how-rounded-dr8_round
-    dtype: int32
-  - name: how-rounded-dr8_in-between
-    dtype: int32
-  - name: how-rounded-dr8_cigar-shaped
-    dtype: int32
-  - name: edge-on-bulge-dr8_boxy
-    dtype: int32
-  - name: edge-on-bulge-dr8_none
-    dtype: int32
-  - name: edge-on-bulge-dr8_rounded
-    dtype: int32
-  - name: spiral-winding-dr8_tight
-    dtype: int32
-  - name: spiral-winding-dr8_medium
-    dtype: int32
-  - name: spiral-winding-dr8_loose
-    dtype: int32
-  - name: spiral-arm-count-dr8_1
-    dtype: int32
-  - name: spiral-arm-count-dr8_2
-    dtype: int32
-  - name: spiral-arm-count-dr8_3
-    dtype: int32
-  - name: spiral-arm-count-dr8_4
-    dtype: int32
-  - name: spiral-arm-count-dr8_more-than-4
-    dtype: int32
-  - name: spiral-arm-count-dr8_cant-tell
-    dtype: int32
-  - name: merging-dr8_none
-    dtype: int32
-  - name: merging-dr8_minor-disturbance
-    dtype: int32
-  - name: merging-dr8_major-disturbance
-    dtype: int32
-  - name: merging-dr8_merger
-    dtype: int32
-  - name: smooth-or-featured-candels_smooth
-    dtype: int32
-  - name: smooth-or-featured-candels_features
-    dtype: int32
-  - name: smooth-or-featured-candels_artifact
-    dtype: int32
-  - name: how-rounded-candels_completely
-    dtype: int32
-  - name: how-rounded-candels_in-between
-    dtype: int32
-  - name: how-rounded-candels_cigar-shaped
-    dtype: int32
-  - name: clumpy-appearance-candels_yes
-    dtype: int32
-  - name: clumpy-appearance-candels_no
-    dtype: int32
-  - name: clump-count-candels_1
-    dtype: int32
-  - name: clump-count-candels_2
-    dtype: int32
-  - name: clump-count-candels_3
-    dtype: int32
-  - name: clump-count-candels_4
-    dtype: int32
-  - name: clump-count-candels_5-plus
-    dtype: int32
-  - name: clump-count-candels_cant-tell
-    dtype: int32
-  - name: disk-edge-on-candels_yes
-    dtype: int32
-  - name: disk-edge-on-candels_no
-    dtype: int32
-  - name: edge-on-bulge-candels_yes
-    dtype: int32
-  - name: edge-on-bulge-candels_no
-    dtype: int32
-  - name: bar-candels_yes
-    dtype: int32
-  - name: bar-candels_no
-    dtype: int32
-  - name: has-spiral-arms-candels_yes
-    dtype: int32
-  - name: has-spiral-arms-candels_no
-    dtype: int32
-  - name: spiral-winding-candels_tight
-    dtype: int32
-  - name: spiral-winding-candels_medium
-    dtype: int32
-  - name: spiral-winding-candels_loose
-    dtype: int32
-  - name: spiral-arm-count-candels_1
-    dtype: int32
-  - name: spiral-arm-count-candels_2
-    dtype: int32
-  - name: spiral-arm-count-candels_3
-    dtype: int32
-  - name: spiral-arm-count-candels_4
-    dtype: int32
-  - name: spiral-arm-count-candels_5-plus
-    dtype: int32
-  - name: spiral-arm-count-candels_cant-tell
-    dtype: int32
-  - name: bulge-size-candels_none
-    dtype: int32
-  - name: bulge-size-candels_obvious
-    dtype: int32
-  - name: bulge-size-candels_dominant
-    dtype: int32
-  - name: merging-candels_merger
-    dtype: int32
-  - name: merging-candels_tidal-debris
-    dtype: int32
-  - name: merging-candels_both
-    dtype: int32
-  - name: merging-candels_neither
-    dtype: int32
-  - name: smooth-or-featured-hubble_smooth
-    dtype: int32
-  - name: smooth-or-featured-hubble_features
-    dtype: int32
-  - name: smooth-or-featured-hubble_artifact
-    dtype: int32
-  - name: how-rounded-hubble_completely
-    dtype: int32
-  - name: how-rounded-hubble_in-between
-    dtype: int32
-  - name: how-rounded-hubble_cigar-shaped
-    dtype: int32
-  - name: clumpy-appearance-hubble_yes
-    dtype: int32
-  - name: clumpy-appearance-hubble_no
-    dtype: int32
-  - name: clump-count-hubble_1
-    dtype: int32
-  - name: clump-count-hubble_2
-    dtype: int32
-  - name: clump-count-hubble_3
-    dtype: int32
-  - name: clump-count-hubble_4
-    dtype: int32
-  - name: clump-count-hubble_5-plus
-    dtype: int32
-  - name: clump-count-hubble_cant-tell
-    dtype: int32
-  - name: disk-edge-on-hubble_yes
-    dtype: int32
-  - name: disk-edge-on-hubble_no
-    dtype: int32
-  - name: bulge-shape-hubble_rounded
-    dtype: int32
-  - name: bulge-shape-hubble_boxy
-    dtype: int32
-  - name: bulge-shape-hubble_none
-    dtype: int32
-  - name: bar-hubble_yes
-    dtype: int32
-  - name: bar-hubble_no
-    dtype: int32
-  - name: has-spiral-arms-hubble_yes
-    dtype: int32
-  - name: has-spiral-arms-hubble_no
-    dtype: int32
-  - name: spiral-winding-hubble_tight
-    dtype: int32
-  - name: spiral-winding-hubble_medium
-    dtype: int32
-  - name: spiral-winding-hubble_loose
-    dtype: int32
-  - name: spiral-arm-count-hubble_1
-    dtype: int32
-  - name: spiral-arm-count-hubble_2
-    dtype: int32
-  - name: spiral-arm-count-hubble_3
-    dtype: int32
-  - name: spiral-arm-count-hubble_4
-    dtype: int32
-  - name: spiral-arm-count-hubble_5-plus
-    dtype: int32
-  - name: spiral-arm-count-hubble_cant-tell
-    dtype: int32
-  - name: bulge-size-hubble_none
-    dtype: int32
-  - name: bulge-size-hubble_just-noticeable
-    dtype: int32
-  - name: bulge-size-hubble_obvious
-    dtype: int32
-  - name: bulge-size-hubble_dominant
-    dtype: int32
-  - name: galaxy-symmetrical-hubble_yes
-    dtype: int32
-  - name: galaxy-symmetrical-hubble_no
-    dtype: int32
-  - name: clumps-embedded-larger-object-hubble_yes
-    dtype: int32
-  - name: clumps-embedded-larger-object-hubble_no
-    dtype: int32
-  - name: smooth-or-featured-ukidss_smooth
-    dtype: int32
-  - name: smooth-or-featured-ukidss_featured-or-disk
-    dtype: int32
-  - name: smooth-or-featured-ukidss_artifact
-    dtype: int32
-  - name: disk-edge-on-ukidss_yes
-    dtype: int32
-  - name: disk-edge-on-ukidss_no
-    dtype: int32
-  - name: has-spiral-arms-ukidss_yes
-    dtype: int32
-  - name: has-spiral-arms-ukidss_no
-    dtype: int32
-  - name: bar-ukidss_yes
-    dtype: int32
-  - name: bar-ukidss_no
-    dtype: int32
-  - name: bulge-size-ukidss_dominant
-    dtype: int32
-  - name: bulge-size-ukidss_obvious
-    dtype: int32
-  - name: bulge-size-ukidss_just-noticeable
-    dtype: int32
-  - name: bulge-size-ukidss_no
-    dtype: int32
-  - name: something-odd-ukidss_yes
-    dtype: int32
-  - name: something-odd-ukidss_no
-    dtype: int32
-  - name: how-rounded-ukidss_round
-    dtype: int32
-  - name: how-rounded-ukidss_in-between
-    dtype: int32
-  - name: how-rounded-ukidss_cigar
-    dtype: int32
-  - name: bulge-shape-ukidss_round
-    dtype: int32
-  - name: bulge-shape-ukidss_boxy
-    dtype: int32
-  - name: bulge-shape-ukidss_no-bulge
-    dtype: int32
-  - name: spiral-winding-ukidss_tight
-    dtype: int32
-  - name: spiral-winding-ukidss_medium
-    dtype: int32
-  - name: spiral-winding-ukidss_loose
-    dtype: int32
-  - name: spiral-arm-count-ukidss_1
-    dtype: int32
-  - name: spiral-arm-count-ukidss_2
-    dtype: int32
-  - name: spiral-arm-count-ukidss_3
-    dtype: int32
-  - name: spiral-arm-count-ukidss_4
-    dtype: int32
-  - name: spiral-arm-count-ukidss_more-than-4
-    dtype: int32
-  - name: spiral-arm-count-ukidss_cant-tell
-    dtype: int32
-  splits:
-  - name: train
-    num_bytes: 140947252.486
-    num_examples: 6639
-  - name: test
-    num_bytes: 31670471.422
-    num_examples: 1414
-  download_size: 171431081
-  dataset_size: 172617723.908
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-  - split: test
-    path: data/test-*
-- config_name: tiny
-  data_files:
-  - split: train
-    path: tiny/train-*
-  - split: test
-    path: tiny/test-*
+annotations_creators:
+- crowdsourced
 license: cc-by-nc-sa-4.0
+size_categories:
+- 10K<n<100K
 task_categories:
 - image-classification
 - image-feature-extraction
+pretty_name: Galaxy Zoo Evo
+arxiv: 2404.02973
 tags:
-- galaxyzoo
-- astronomy
+- galaxy zoo
 - physics
-pretty_name: Galaxy Zoo Evo
-size_categories:
-- 100K<n<1M
+- astronomy
+- galaxies
+- citizen science
 ---
+
 # GZ Campaign Datasets
 
 ## Dataset Summary
 
 [Galaxy Zoo](www.galaxyzoo.org) volunteers label telescope images of galaxies according to their visible features: spiral arms, galaxy-galaxy collisions, and so on. 
-These datasets share the galaxy images and volunteer labels in a machine-learning-friendly format.
+These datasets share the galaxy images and volunteer labels in a machine-learning-friendly format. We use these datasets to train [our foundation models](https://arxiv.org/abs/2404.02973). We hope they'll help you too.
 
-- **Curated by:** [Mike Walmsley](www.walmsley.dev)
+- **Curated by:** [Mike Walmsley](https://walmsley.dev/)
 - **License:** [cc-by-nc-sa-4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/deed.en). We specifically require **all models trained on these datasets to be released as source code by publication**.
 
 ## Downloading
@@ -1015,7 +37,7 @@ and then log in to your HuggingFace account
 
     huggingface-cli login
 
-All unpublished* datasets are temporarily "gated" i.e. you must have requested and been approved for access. Galaxy Zoo team members should go to https://huggingface.co/mwalmsley, click the dataset, and "request access", then wait for approval. 
+All unpublished* datasets are temporarily "gated" i.e. you must have requested and been approved for access. Galaxy Zoo team members should go to https://huggingface.co/mwalmsley/datasets/gz_evo, click "request access", ping Mike, then wait for approval. 
 Gating will be removed on publication.
 
 *Currently: the `gz_h2o` and `gz_ukidss` datasets
@@ -1027,7 +49,7 @@ from datasets import load_dataset
 
 # . split='train' picks which split to load
 dataset = load_dataset(
-    f'mwalmsley/{dataset_name_goes_here}', # each dataset has a random fixed train/test split
+    'mwalmsley/gz_evo', # each dataset has a random fixed train/test split
     split='train'
      # some datasets also allow name=subset (e.g. name="tiny" for gz_evo). see the viewer for subset options
 ) 
@@ -1062,19 +84,19 @@ Each dataset is structured like:
 ```json
 {
   'image': ..., # image of a galaxy
-  'smooth-or-featured-{campaign}_smooth': 4,
-  'smooth-or-featured-{campaign}_featured-or-disk': 12,
+  'smooth-or-featured-[campaign]_smooth': 4,
+  'smooth-or-featured-[campaign]_featured-or-disk': 12,
   ...  # and so on for many questions and answers
 }
 ```
 
 Images are loaded according to your `set_format` choice above. For example, ```set_format("torch")``` gives a (3, 424, 424) CHW `Torch.Tensor`.
 
-The other keys are formatted like `{question}_{answer}`, where `question` is what the volunteers were asked (e.g. "smooth or featured?" and `answer` is the choice selected (e.g. "smooth"). **The values are the count of volunteers who selected each answer.** 
+The other keys are formatted like `[question]_[answer]`, where `question` is what the volunteers were asked (e.g. "smooth or featured?" and `answer` is the choice selected (e.g. "smooth"). **The values are the count of volunteers who selected each answer.** 
 
 `question` is appended with a string noting in which Galaxy Zoo campaign this question was asked e.g. `smooth-or-featured-gz2`. For most datasets, all questions were asked during the same campaign. For GZ DESI, there are three campaigns (`dr12`, `dr5`, and `dr8`) with very similar questions.
 
-GZ Evo 
+GZ Evo combines all the published datasets (currently GZ2, GZ DESI, GZ CANDELS, GZ Hubble, and GZ UKIDSS) into a single dataset aimed at multi-task learning. This is helpful for [building models that adapt to new tasks and new telescopes]((https://arxiv.org/abs/2404.02973)).
 
 (we will shortly add keys for the astronomical identifiers i.e. the sky coordinates and telescope source unique ids)
 
@@ -1088,6 +110,7 @@ All labels are imperfect. The vote counts may not always reflect the true appear
 the true appearance of each galaxy may be uncertain - even to expert astronomers.
 We therefore caution against over-interpreting small changes in performance to indicate a method is "superior". **These datasets should not be used as a precise performance benchmark.**
 
+
 ## Citation Information
 
 The machine-learning friendly versions of each dataset are described in a recently-submitted paper. Citation information will be added if accepted.
@@ -1112,7 +135,7 @@ For each specific dataset you use, please also cite the original Galaxy Zoo data
 ### Galaxy Zoo Hubble
 
     @article{2017MNRAS.464.4176W,
-    author = {{Willett}, Kyle W. and {Galloway}, Melanie A. and {Bamford}, Steven P. and {Lintott}, Chris J. and {Masters}, Karen L. and {Scarlata}, Claudia and {Simmons}, B.~D. and {Beck}, Melanie and {Cardamone}, Carolin N. and {Cheung}, Edmond and {Edmondson}, Edward M. and {Fortson}, Lucy F. and {Griffith}, Roger L. and {H{\"a}u{\ss}ler}, Boris and {Han}, Anna and {Hart}, Ross and {Melvin}, Thomas and {Parrish}, Michael and {Schawinski}, Kevin and {Smethurst}, R.~J. and {Smith}, Arfon M.},
+    author = {Willett, Kyle W. and Galloway, Melanie A. and Bamford, Steven P. and Lintott, Chris J. and Masters, Karen L. and Scarlata, Claudia and Simmons, B.~D. and Beck, Melanie and {Cardamone}, Carolin N. and Cheung, Edmond and Edmondson, Edward M. and Fortson, Lucy F. and Griffith, Roger L. and H{\"a}u{\ss}ler, Boris and Han, Anna and Hart, Ross and Melvin, Thomas and Parrish, Michael and Schawinski, Kevin and Smethurst, R.~J. and {Smith}, Arfon M.},
     title = "{Galaxy Zoo: morphological classifications for 120 000 galaxies in HST legacy imaging}",
     journal = {Monthly Notices of the Royal Astronomical Society},
     year = 2017,