diff --git a/.gitattributes b/.gitattributes
index 107cef0e94e102cdc1f5fb16d390fc7a72f29f26..fe312d7062fb534d948cf0fa4190d51f5b015fc5 100644
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Binary files /dev/null and b/skin_adapt_v2.zarr/tables/table/uns/spatialdata_attrs/region/c differ
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new file mode 100644
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--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/uns/spatialdata_attrs/region/zarr.json
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Binary files /dev/null and b/skin_adapt_v2.zarr/tables/table/uns/spatialdata_attrs/region_key/c differ
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--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/uns/spatialdata_attrs/region_key/zarr.json
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+}
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diff --git a/skin_adapt_v2.zarr/tables/table/uns/spatialdata_attrs/zarr.json b/skin_adapt_v2.zarr/tables/table/uns/spatialdata_attrs/zarr.json
new file mode 100644
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--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/uns/spatialdata_attrs/zarr.json
@@ -0,0 +1,8 @@
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+    "encoding-version": "0.1.0"
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+  "node_type": "group"
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diff --git a/skin_adapt_v2.zarr/tables/table/uns/zarr.json b/skin_adapt_v2.zarr/tables/table/uns/zarr.json
new file mode 100644
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--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/uns/zarr.json
@@ -0,0 +1,8 @@
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new file mode 100644
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--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/_index/zarr.json
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+  "fill_value": "",
+  "codecs": [
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+      "name": "vlen-utf8",
+      "configuration": {}
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+}
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new file mode 100644
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--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/feature_types/zarr.json
@@ -0,0 +1,41 @@
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+    "name": "default",
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+  "codecs": [
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+      "name": "vlen-utf8",
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+}
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new file mode 100644
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Binary files /dev/null and b/skin_adapt_v2.zarr/tables/table/var/gene_ids/c/0 differ
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new file mode 100644
index 0000000000000000000000000000000000000000..ad7d6c7137be7755ceef6b55479635fa40ec0f00
--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/gene_ids/zarr.json
@@ -0,0 +1,41 @@
+{
+  "shape": [
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+  "data_type": "string",
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+    "name": "regular",
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+    "name": "default",
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+  "codecs": [
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+}
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Binary files /dev/null and b/skin_adapt_v2.zarr/tables/table/var/genome/c/0 differ
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new file mode 100644
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--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/genome/zarr.json
@@ -0,0 +1,41 @@
+{
+  "shape": [
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+  "data_type": "string",
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+    "name": "default",
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+  "codecs": [
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+}
\ No newline at end of file
diff --git a/skin_adapt_v2.zarr/tables/table/var/max/c/0 b/skin_adapt_v2.zarr/tables/table/var/max/c/0
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Binary files /dev/null and b/skin_adapt_v2.zarr/tables/table/var/max/c/0 differ
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new file mode 100644
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--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/max/zarr.json
@@ -0,0 +1,43 @@
+{
+  "shape": [
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+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
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+  "node_type": "array",
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+}
\ No newline at end of file
diff --git a/skin_adapt_v2.zarr/tables/table/var/mean/c/0 b/skin_adapt_v2.zarr/tables/table/var/mean/c/0
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Binary files /dev/null and b/skin_adapt_v2.zarr/tables/table/var/mean/c/0 differ
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new file mode 100644
index 0000000000000000000000000000000000000000..3093f43c40fb5f00a4f1c61e795414ca305c1567
--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/mean/zarr.json
@@ -0,0 +1,43 @@
+{
+  "shape": [
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+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
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+  "node_type": "array",
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+}
\ No newline at end of file
diff --git a/skin_adapt_v2.zarr/tables/table/var/non_zero/c/0 b/skin_adapt_v2.zarr/tables/table/var/non_zero/c/0
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Binary files /dev/null and b/skin_adapt_v2.zarr/tables/table/var/non_zero/c/0 differ
diff --git a/skin_adapt_v2.zarr/tables/table/var/non_zero/zarr.json b/skin_adapt_v2.zarr/tables/table/var/non_zero/zarr.json
new file mode 100644
index 0000000000000000000000000000000000000000..3093f43c40fb5f00a4f1c61e795414ca305c1567
--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/non_zero/zarr.json
@@ -0,0 +1,43 @@
+{
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+    5006
+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
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+  "codecs": [
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+      "configuration": {
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+      }
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+    "encoding-type": "array",
+    "encoding-version": "0.2.0"
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+  "zarr_format": 3,
+  "node_type": "array",
+  "storage_transformers": []
+}
\ No newline at end of file
diff --git a/skin_adapt_v2.zarr/tables/table/var/std/c/0 b/skin_adapt_v2.zarr/tables/table/var/std/c/0
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Binary files /dev/null and b/skin_adapt_v2.zarr/tables/table/var/std/c/0 differ
diff --git a/skin_adapt_v2.zarr/tables/table/var/std/zarr.json b/skin_adapt_v2.zarr/tables/table/var/std/zarr.json
new file mode 100644
index 0000000000000000000000000000000000000000..3093f43c40fb5f00a4f1c61e795414ca305c1567
--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/std/zarr.json
@@ -0,0 +1,43 @@
+{
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+  ],
+  "data_type": "float64",
+  "chunk_grid": {
+    "name": "regular",
+    "configuration": {
+      "chunk_shape": [
+        5006
+      ]
+    }
+  },
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+    "name": "default",
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+      }
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+      "configuration": {
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+        "checksum": false
+      }
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+    "encoding-type": "array",
+    "encoding-version": "0.2.0"
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+  "zarr_format": 3,
+  "node_type": "array",
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+}
\ No newline at end of file
diff --git a/skin_adapt_v2.zarr/tables/table/var/zarr.json b/skin_adapt_v2.zarr/tables/table/var/zarr.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cc7fb6dd771963a59b7f79f7df7dc8ce90bb626
--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/var/zarr.json
@@ -0,0 +1,18 @@
+{
+  "attributes": {
+    "column-order": [
+      "gene_ids",
+      "feature_types",
+      "genome",
+      "mean",
+      "std",
+      "max",
+      "non_zero"
+    ],
+    "_index": "_index",
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+    "encoding-version": "0.2.0"
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+  "node_type": "group"
+}
\ No newline at end of file
diff --git a/skin_adapt_v2.zarr/tables/table/varm/zarr.json b/skin_adapt_v2.zarr/tables/table/varm/zarr.json
new file mode 100644
index 0000000000000000000000000000000000000000..05cd3eb8f962103527289dfef5b0c30718f59fae
--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/varm/zarr.json
@@ -0,0 +1,8 @@
+{
+  "attributes": {
+    "encoding-type": "dict",
+    "encoding-version": "0.1.0"
+  },
+  "zarr_format": 3,
+  "node_type": "group"
+}
\ No newline at end of file
diff --git a/skin_adapt_v2.zarr/tables/table/varp/zarr.json b/skin_adapt_v2.zarr/tables/table/varp/zarr.json
new file mode 100644
index 0000000000000000000000000000000000000000..05cd3eb8f962103527289dfef5b0c30718f59fae
--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/varp/zarr.json
@@ -0,0 +1,8 @@
+{
+  "attributes": {
+    "encoding-type": "dict",
+    "encoding-version": "0.1.0"
+  },
+  "zarr_format": 3,
+  "node_type": "group"
+}
\ No newline at end of file
diff --git a/skin_adapt_v2.zarr/tables/table/zarr.json b/skin_adapt_v2.zarr/tables/table/zarr.json
new file mode 100644
index 0000000000000000000000000000000000000000..ddedd624f456c42ea48bb9092e562aef38ddc31b
--- /dev/null
+++ b/skin_adapt_v2.zarr/tables/table/zarr.json
@@ -0,0 +1,1697 @@
+{
+  "attributes": {
+    "encoding-type": "anndata",
+    "encoding-version": "0.1.0",
+    "spatialdata-encoding-type": "ngff:regions_table",
+    "region": "cell_labels",
+    "region_key": "region",
+    "instance_key": "cell_id",
+    "version": "0.2"
+  },
+  "zarr_format": 3,
+  "consolidated_metadata": {
+    "kind": "inline",
+    "must_understand": false,
+    "metadata": {
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+          "encoding-version": "0.1.0"
+        },
+        "zarr_format": 3,
+        "consolidated_metadata": {
+          "kind": "inline",
+          "must_understand": false,
+          "metadata": {}
+        },
+        "node_type": "group"
+      },
+      "obs": {
+        "attributes": {
+          "column-order": [
+            "cell_id",
+            "transcript_counts",
+            "control_probe_counts",
+            "genomic_control_counts",
+            "control_codeword_counts",
+            "unassigned_codeword_counts",
+            "deprecated_codeword_counts",
+            "total_counts",
+            "cell_area",
+            "nucleus_area",
+            "nucleus_count",
+            "segmentation_method",
+            "region",
+            "z_level"
+          ],
+          "_index": "_index",
+          "encoding-type": "dataframe",
+          "encoding-version": "0.2.0"
+        },
+        "zarr_format": 3,
+        "consolidated_metadata": {
+          "kind": "inline",
+          "must_understand": false,
+          "metadata": {}
+        },
+        "node_type": "group"
+      },
+      "obsm": {
+        "attributes": {
+          "encoding-type": "dict",
+          "encoding-version": "0.1.0"
+        },
+        "zarr_format": 3,
+        "consolidated_metadata": {
+          "kind": "inline",
+          "must_understand": false,
+          "metadata": {}
+        },
+        "node_type": "group"
+      },
+      "obsp": {
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