diff --git "a/data-hf-images.json" "b/data-hf-images.json"
--- "a/data-hf-images.json"
+++ "b/data-hf-images.json"
@@ -1269,6 +1269,18 @@
         "framework": "Flux"
       }
     ],
+    "Klein9": [
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/klein9/klein9_anadearmas_00001_.png",
+        "filename": "klein9_anadearmas_00001_.png",
+        "framework": "Klein9"
+      },
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/klein9/klein9_anadearmas_00002_.png",
+        "filename": "klein9_anadearmas_00002_.png",
+        "framework": "Klein9"
+      }
+    ],
     "WAN": [
       {
         "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_anadearmas_00001_.png",
@@ -2777,6 +2789,16 @@
         "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_billieeilish_00002_.png",
         "filename": "zimage_billieeilish_00002_.png",
         "framework": "ZImage"
+      },
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_billieeilish_00003_.png",
+        "filename": "zimage_billieeilish_00003_.png",
+        "framework": "ZImage"
+      },
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_billieeilish_00004_.png",
+        "filename": "zimage_billieeilish_00004_.png",
+        "framework": "ZImage"
       }
     ]
   },
@@ -5796,6 +5818,18 @@
         "framework": "Flux"
       }
     ],
+    "Klein9": [
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/klein9/klein9_ellapurnell_00001_.png",
+        "filename": "klein9_ellapurnell_00001_.png",
+        "framework": "Klein9"
+      },
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/klein9/klein9_ellapurnell_00002_.png",
+        "filename": "klein9_ellapurnell_00002_.png",
+        "framework": "Klein9"
+      }
+    ],
     "WAN": [
       {
         "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_ellapurnell_00001_.png",
@@ -6348,6 +6382,18 @@
         "framework": "Flux"
       }
     ],
+    "Klein9": [
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/klein9/klein9_emmawatson_00001_.png",
+        "filename": "klein9_emmawatson_00001_.png",
+        "framework": "Klein9"
+      },
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/klein9/klein9_emmawatson_00002_.png",
+        "filename": "klein9_emmawatson_00002_.png",
+        "framework": "Klein9"
+      }
+    ],
     "WAN": [
       {
         "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_emmawatson_00001_.png",
@@ -6708,6 +6754,13 @@
         "framework": "Flux"
       }
     ],
+    "Klein9": [
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/klein9/klein9_feliciaday_00001_.png",
+        "filename": "klein9_feliciaday_00001_.png",
+        "framework": "Klein9"
+      }
+    ],
     "LTX": [
       {
         "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/ltx/ltx2_feliciaday_00001_.png",
@@ -13731,9609 +13784,11340 @@
       }
     ]
   },
-  "marioncotillard": {
+  "mariasten": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marioncotillard_00001_.png",
-        "filename": "flux_marioncotillard_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_mariasten_00001_.png",
+        "filename": "flux_mariasten_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marioncotillard_00001_.png",
-        "filename": "wan_marioncotillard_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_mariasten_00001_.png",
+        "filename": "wan_mariasten_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marioncotillard_00001_.png",
-        "filename": "zimage_marioncotillard_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_mariasten_00001_.png",
+        "filename": "zimage_mariasten_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "marthahigareda": {
+  "mariazhang": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marthahigareda_00001_.png",
-        "filename": "flux_marthahigareda_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_mariazhang_00001_.png",
+        "filename": "flux_mariazhang_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marthahigareda_00001_.png",
-        "filename": "wan_marthahigareda_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_mariazhang_00001_.png",
+        "filename": "wan_mariazhang_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marthahigareda_00001_.png",
-        "filename": "zimage_marthahigareda_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_mariazhang_00001_.png",
+        "filename": "zimage_mariazhang_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "mayahawke": {
+  "marieclaudebourbonnais": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_mayahawke_00001_.png",
-        "filename": "flux_mayahawke_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marieclaudebourbonnais_00001_.png",
+        "filename": "flux_marieclaudebourbonnais_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_mayahawke_00001_.png",
-        "filename": "wan_mayahawke_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marieclaudebourbonnais_00001_.png",
+        "filename": "wan_marieclaudebourbonnais_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_mayahawke_00001_.png",
-        "filename": "zimage_mayahawke_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marieclaudebourbonnais_00001_.png",
+        "filename": "zimage_marieclaudebourbonnais_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "merylstreep": {
+  "marilynmonroe": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_merylstreep_00001_.png",
-        "filename": "flux_merylstreep_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marilynmonroe_00001_.png",
+        "filename": "flux_marilynmonroe_00001_.png",
         "framework": "Flux"
       }
-    ]
-  },
-  "michalbaron": {
-    "Flux": [
+    ],
+    "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_michalbaron_00001_.png",
-        "filename": "flux_michalbaron_00001_.png",
-        "framework": "Flux"
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marilynmonroe_00001_.png",
+        "filename": "wan_marilynmonroe_00001_.png",
+        "framework": "WAN"
+      }
+    ],
+    "ZImage": [
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marilynmonroe_00001_.png",
+        "filename": "zimage_marilynmonroe_00001_.png",
+        "framework": "ZImage"
       }
     ]
   },
-  "milakunis": {
+  "marinasirtis": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_milakunis_00001_.png",
-        "filename": "flux_milakunis_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marinasirtis_00001_.png",
+        "filename": "flux_marinasirtis_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_milakunis_00001_.png",
-        "filename": "wan_milakunis_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marinasirtis_00001_.png",
+        "filename": "wan_marinasirtis_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_milakunis_00001_.png",
-        "filename": "zimage_milakunis_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marinasirtis_00001_.png",
+        "filename": "zimage_marinasirtis_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "mileycyrus": {
+  "marioncotillard": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_mileycyrus_00001_.png",
-        "filename": "flux_mileycyrus_00001_.png",
-        "framework": "Flux"
-      },
-      {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_mileycyrus_00002_.png",
-        "filename": "flux_mileycyrus_00002_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marioncotillard_00001_.png",
+        "filename": "flux_marioncotillard_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_mileycyrus_00001_.png",
-        "filename": "wan_mileycyrus_00001_.png",
-        "framework": "WAN"
-      },
-      {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_mileycyrus_00002_.png",
-        "filename": "wan_mileycyrus_00002_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marioncotillard_00001_.png",
+        "filename": "wan_marioncotillard_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_mileycyrus_00001_.png",
-        "filename": "zimage_mileycyrus_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marioncotillard_00001_.png",
+        "filename": "zimage_marioncotillard_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "millajovovich": {
+  "marisatomei": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_millajovovich_00001_.png",
-        "filename": "flux_millajovovich_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marisatomei_00001_.png",
+        "filename": "flux_marisatomei_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_millajovovich_00001_.png",
-        "filename": "wan_millajovovich_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marisatomei_00001_.png",
+        "filename": "wan_marisatomei_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_millajovovich_00001_.png",
-        "filename": "zimage_millajovovich_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marisatomei_00001_.png",
+        "filename": "zimage_marisatomei_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "monicabellucci": {
+  "marisharay": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_monicabellucci_00001_.png",
-        "filename": "flux_monicabellucci_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marisharay_00001_.png",
+        "filename": "flux_marisharay_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_monicabellucci_00001_.png",
-        "filename": "wan_monicabellucci_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marisharay_00001_.png",
+        "filename": "wan_marisharay_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_monicabellucci_00001_.png",
-        "filename": "zimage_monicabellucci_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marisharay_00001_.png",
+        "filename": "zimage_marisharay_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "morenabaccarin": {
+  "marlenedietrich": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_morenabaccarin_00001_.png",
-        "filename": "flux_morenabaccarin_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marlenedietrich_00001_.png",
+        "filename": "flux_marlenedietrich_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_morenabaccarin_00001_.png",
-        "filename": "wan_morenabaccarin_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marlenedietrich_00001_.png",
+        "filename": "wan_marlenedietrich_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_morenabaccarin_00001_.png",
-        "filename": "zimage_morenabaccarin_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marlenedietrich_00001_.png",
+        "filename": "zimage_marlenedietrich_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "motokokusanagi": {
+  "marlokelly": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_motokokusanagi_00001_.png",
-        "filename": "flux_motokokusanagi_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marlokelly_00001_.png",
+        "filename": "flux_marlokelly_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_motokokusanagi_00001_.png",
-        "filename": "wan_motokokusanagi_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marlokelly_00001_.png",
+        "filename": "wan_marlokelly_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_motokokusanagi_00001_.png",
-        "filename": "zimage_motokokusanagi_00001_.png",
-        "framework": "ZImage"
-      },
-      {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_motokokusanagi_00002_.png",
-        "filename": "zimage_motokokusanagi_00002_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marlokelly_00001_.png",
+        "filename": "zimage_marlokelly_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "naimelier": {
-    "Flux": [
-      {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_naimelier_00001_.png",
-        "filename": "flux_naimelier_00001_.png",
-        "framework": "Flux"
-      }
-    ]
-  },
-  "nataliadyer": {
+  "marshathomason": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_nataliadyer_00001_.png",
-        "filename": "flux_nataliadyer_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_marshathomason_00001_.png",
+        "filename": "flux_marshathomason_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_nataliadyer_00001_.png",
-        "filename": "wan_nataliadyer_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_marshathomason_00001_.png",
+        "filename": "wan_marshathomason_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_nataliadyer_00001_.png",
-        "filename": "zimage_nataliadyer_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_marshathomason_00001_.png",
+        "filename": "zimage_marshathomason_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "nataliakaczmarczyk": {
+  "martalinkiewicz": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_nataliakaczmarczyk_00001_.png",
-        "filename": "flux_nataliakaczmarczyk_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_martalinkiewicz_00001_.png",
+        "filename": "flux_martalinkiewicz_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_nataliakaczmarczyk_00001_.png",
-        "filename": "wan_nataliakaczmarczyk_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_martalinkiewicz_00001_.png",
+        "filename": "wan_martalinkiewicz_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_nataliakaczmarczyk_00001_.png",
-        "filename": "zimage_nataliakaczmarczyk_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_martalinkiewicz_00001_.png",
+        "filename": "zimage_martalinkiewicz_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
-  "nataliedormer": {
+  "martamarkiewicz": {
     "Flux": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_nataliedormer_00001_.png",
-        "filename": "flux_nataliedormer_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_martamarkiewicz_00001_.png",
+        "filename": "flux_martamarkiewicz_00001_.png",
         "framework": "Flux"
       }
     ],
     "WAN": [
       {
-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_nataliedormer_00001_.png",
-        "filename": "wan_nataliedormer_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_martamarkiewicz_00001_.png",
+        "filename": "wan_martamarkiewicz_00001_.png",
         "framework": "WAN"
       }
     ],
     "ZImage": [
       {
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     "ZImage": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michelealves_00001_.png",
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       }
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     "ZImage": [
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       }
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     "ZImage": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_michelleforbes_00001_.png",
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     "ZImage": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michelleforbes_00001_.png",
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         "framework": "ZImage"
       }
     ]
   },
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-        "filename": "flux_sharonstone_00001_.png",
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_sharonstone_00001_.png",
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     "ZImage": [
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_sharonstone_00001_.png",
-        "filename": "zimage_sharonstone_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michellegomez_00001_.png",
+        "filename": "zimage_michellegomez_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_shoeonhead_00001_.png",
-        "filename": "flux_shoeonhead_00001_.png",
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     "WAN": [
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_shoeonhead_00001_.png",
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     "ZImage": [
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-        "filename": "zimage_shoeonhead_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michellemonaghan_00001_.png",
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         "framework": "ZImage"
       }
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-        "filename": "zimage_shohrehaghdashloo_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michellepfeiffer_00001_.png",
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         "framework": "ZImage"
       }
     ]
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-        "filename": "flux_sigourneyweaver_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_michellerodriguez_00001_.png",
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     "WAN": [
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-        "filename": "wan_sigourneyweaver_00002_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_michellerodriguez_00001_.png",
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     "ZImage": [
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-        "filename": "zimage_sigourneyweaver_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michellerodriguez_00001_.png",
+        "filename": "zimage_michellerodriguez_00001_.png",
         "framework": "ZImage"
       }
     ]
   },
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_simonebiles_00001_.png",
-        "filename": "flux_simonebiles_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_michelleryan_00001_.png",
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     "WAN": [
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_simonebiles_00001_.png",
-        "filename": "wan_simonebiles_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_michelleryan_00001_.png",
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     "ZImage": [
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-        "filename": "zimage_simonebiles_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michelleryan_00001_.png",
+        "filename": "zimage_michelleryan_00001_.png",
         "framework": "ZImage"
       }
     ]
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_sofiaboutella_00001_.png",
-        "filename": "flux_sofiaboutella_00001_.png",
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_sofiaboutella_00001_.png",
-        "filename": "wan_sofiaboutella_00001_.png",
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     "ZImage": [
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-        "filename": "zimage_sofiaboutella_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michelletrachtenberg_00001_.png",
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         "framework": "ZImage"
       }
     ]
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-        "filename": "flux_sofiakoneckamenescal_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_michellewolf_00001_.png",
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     "ZImage": [
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-        "filename": "zimage_sofiakoneckamenescal_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_michellewolf_00001_.png",
+        "filename": "zimage_michellewolf_00001_.png",
         "framework": "ZImage"
       }
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-        "filename": "flux_sofiavergara_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_milakunis_00001_.png",
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-        "filename": "wan_sofiavergara_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_milakunis_00001_.png",
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-        "filename": "zimage_sofiavergara_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_milakunis_00001_.png",
+        "filename": "zimage_milakunis_00001_.png",
         "framework": "ZImage"
       }
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-        "filename": "flux_solomiamaievska_00001_.png",
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     "ZImage": [
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       }
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-        "filename": "flux_tonicollette_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_monikalisowska_00001_.png",
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     "ZImage": [
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       }
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_traylorhoward_00001_.png",
-        "filename": "flux_traylorhoward_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/flux/flux_moonbloodgood_00001_.png",
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     "WAN": [
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     "ZImage": [
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-        "filename": "zimage_traylorhoward_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_moonbloodgood_00001_.png",
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         "framework": "ZImage"
       }
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-        "filename": "flux_triciahelfer_00001_.png",
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       }
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       }
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_charlotteemmaaitchison_00001_.png",
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_kimbasinger_00001_.png",
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+        "framework": "WAN"
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_charlottespencer_00001_.png",
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       }
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_kimcattrall_00001_.png",
-        "filename": "wan_kimcattrall_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_chrishemsworth_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_chrishemsworth_00001_.png",
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-        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_kimrhodes_00001_.png",
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-        "filename": "wan_piperperabo_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_pewdiepie_00001_.png",
+        "filename": "wan_pewdiepie_00001_.png",
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-        "filename": "zimage_piperperabo_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_pewdiepie_00001_.png",
+        "filename": "zimage_pewdiepie_00001_.png",
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     ]
@@ -24234,6 +26018,22 @@
       }
     ]
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+  "sabrinacarpenter": {
+    "WAN": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_sabrinacarpenter_00001_.png",
+        "filename": "wan_sabrinacarpenter_00001_.png",
+        "framework": "WAN"
+      }
+    ],
+    "ZImage": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_sabrinacarpenter_00001_.png",
+        "filename": "zimage_sabrinacarpenter_00001_.png",
+        "framework": "ZImage"
+      }
+    ]
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     "WAN": [
       {
@@ -24826,6 +26626,22 @@
       }
     ]
   },
+  "stevemcqueen": {
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+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_stevemcqueen_00001_.png",
+        "filename": "wan_stevemcqueen_00001_.png",
+        "framework": "WAN"
+      }
+    ],
+    "ZImage": [
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+        "filename": "zimage_stevemcqueen_00001_.png",
+        "framework": "ZImage"
+      }
+    ]
+  },
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     "WAN": [
       {
@@ -25023,6 +26839,22 @@
       }
     ]
   },
+  "tatemcrae": {
+    "WAN": [
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_tatemcrae_00001_.png",
+        "filename": "wan_tatemcrae_00001_.png",
+        "framework": "WAN"
+      }
+    ],
+    "ZImage": [
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+        "filename": "zimage_tatemcrae_00001_.png",
+        "framework": "ZImage"
+      }
+    ]
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     "WAN": [
       {
@@ -25110,6 +26942,13 @@
         "filename": "wan_theghoul_00001_.png",
         "framework": "WAN"
       }
+    ],
+    "ZImage": [
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_theghoul_00001_.png",
+        "filename": "zimage_theghoul_00001_.png",
+        "framework": "ZImage"
+      }
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   "thomasinmckenzie": {
@@ -25432,6 +27271,22 @@
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_victoriabeverleywalker_00001_.png",
+        "filename": "wan_victoriabeverleywalker_00001_.png",
+        "framework": "WAN"
+      }
+    ],
+    "ZImage": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_victoriabeverleywalker_00001_.png",
+        "filename": "zimage_victoriabeverleywalker_00001_.png",
+        "framework": "ZImage"
+      }
+    ]
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     "WAN": [
       {
@@ -25704,6 +27559,22 @@
       }
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+  "zaralarsson": {
+    "WAN": [
+      {
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_zaralarsson_00001_.png",
+        "filename": "wan_zaralarsson_00001_.png",
+        "framework": "WAN"
+      }
+    ],
+    "ZImage": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_zaralarsson_00001_.png",
+        "filename": "zimage_zaralarsson_00001_.png",
+        "framework": "ZImage"
+      }
+    ]
+  },
   "zareenkhan": {
     "WAN": [
       {
@@ -25736,6 +27607,22 @@
       }
     ]
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+  "zoevoss": {
+    "WAN": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/wan/wan_zoevoss_00001_.png",
+        "filename": "wan_zoevoss_00001_.png",
+        "framework": "WAN"
+      }
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+    "ZImage": [
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_zoevoss_00001_.png",
+        "filename": "zimage_zoevoss_00001_.png",
+        "framework": "ZImage"
+      }
+    ]
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-        "filename": "zimage_aitanaocana_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_adamjensen_00001_.png",
+        "filename": "zimage_adamjensen_00001_.png",
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-        "filename": "zimage_aleksandramiroslaw_00001_.png",
+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_daisy_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_davetag_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_ewamakowka_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_freyawalton_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_furkangozukara_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_hansolo_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_harold_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_ishiharasatomi_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_joebiden_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_karolinabielawska_00001_.png",
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+        "url": "https://huggingface.co/datasets/malcolmrey/samples/resolve/main/zimage/zimage_rocinante_00003_.png",
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+        "filename": "zimage_rocinante_00004_.png",
+        "framework": "ZImage"
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+        "filename": "zimage_rocinante_00005_.png",
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+        "filename": "zimage_rocinante_00006_.png",
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