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Table spec proposal #64
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@@ -175,7 +175,309 @@ For this example we assume an image with 5 dimensions and axes called `t,c,z,y,x | |
└── n | ||
</pre> | ||
|
||
Tables {#table-layout} | ||
---------------------- | ||
The following describes the expected layout for tabular data. | ||
OME-NGFF tables are compatible with the [AnnData model](https://github.com/scverse/anndata). | ||
|
||
<pre> | ||
. # Root folder, potentially in S3, | ||
│ # with a flat list of images. | ||
│ | ||
└── 123.zarr | ||
| | ||
├── .zgroup | ||
| | ||
├── .zattrs | ||
| | ||
└── tables # The tables group is a container which holds one or multiple tables that are compatible with AnnData. | ||
| | ||
│ # The tables group MAY be in the root of the zarr file. | ||
├── .zgroup # The tables group MAY be in root or in another group. | ||
| | ||
├── .zattrs # `.zattrs` MUST contain "tables", which lists the keys of the subgroups that are tables. In this case, the only table is "my_table". | ||
# hence `.zattrs` should be equal to `{ "tables": [ "my_table" ] }`. | ||
| | ||
└── my_table | ||
│ # The table group MAY be in the root of the zarr file. | ||
├── .zgroup # The table group MAY be in root or in another group. | ||
| | ||
├── .zattrs # `.zattrs` MUST contain "type", which is set to `"ngff:region_table"` | ||
| # `.zattrs` MUST contain "region", which is the path to the data the table is annotating. | ||
| # "region" MUST be a single path (single region) or an array of paths (multiple regions). | ||
| # "region" paths MUST be objects with a key "path" and the path value MUST be a string. | ||
| # `.zattrs` MUST contain "region_key" if "region" is an array. "region_key" is the key in `obs` denoting which region a given row corresponds to. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. All these |
||
| # `.zattrs` MAY contain "instance_key", which is the key in `obs` that denotes which instance in "region" the row corresponds to. If "instance_key" is not provided, the values from the `obs` `.zattrs` "_index" key is used. | ||
│ | ||
├── X # You MAY add an zarr array `X`. | ||
│ │ # `X` MUST not be a complex type (i.e., MUST be a single type) | ||
│ │ # `X` MAY be chunked as the user desires. | ||
│ ├── .zarray | ||
│ ├── 0.0 | ||
│ │ ... | ||
│ └── n.m | ||
| | ||
├── layers # You MAY add a `layers` group, which contains dense matrices with the same shape as X. | ||
│ │ | ||
│ ├── .zgroup | ||
│ ├── .zattrs # `.zattrs` MUST contain `"keys"`, which is an array of the names of the subgroups containing a `layer`. | ||
│ │ | ||
│ └── layer_0 # You MAY add a zarr array for each layer | ||
| | # Each layer array MUST have the same shape as X | ||
| | # Each layer array SHOULD be chunked the same as X | ||
| ├── .zarray | ||
| | | ||
| ├── 0.0 | ||
│ │ ... | ||
│ └── n.m | ||
│ | ||
├── obs # You MUST add an obs group container. The obs group holds a table of annotations on the rows in X. | ||
│ │ # The rows in obs MUST be index-matched to the rows in X. | ||
│ ├── .zgroup | ||
│ │ | ||
│ ├── .zattrs # `.zattrs` MUST contain `"_index"`, which is the name of the column in obs to be used as the index. | ||
│ │ # `.zattrs` MUST contain `"column-order"`, which is a list of the order of the non-_index columns. | ||
│ │ # `.zattrs` MUST contain `"encoding-type"`, which is set to `"dataframe"` by AnnData. | ||
│ │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.2.0"` by AnnData. | ||
│ │ | ||
│ └── col_0 # Each column in the obs table is a 1D zarr array. The rows can be chunked as the user desires. | ||
│ ├── .zarray # However, the obs columns SHOULD be chunked in the same way as the rows in X (if present). | ||
│ │ | ||
│ └─ 0 | ||
├── var # You MAY add a var group container. The var group holds a table of annotations on the columns in X. | ||
| │ # The rows in var MUST be index-matched to the columns in X (if present). | ||
| | | ||
| ├── .zattrs # `.zattrs` MUST contain `"_index"`, which is the name of the column in obs to be used as the index. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. In the example at https://haniffa.cog.sanger.ac.uk/fetal-immune/fetal-liver/visium/0.0.1/visium_1_anndata.zarr/var/.zattrs the "_index" is "SYMBOL".
But I don't see that this refers to anything under
Also, this line is a duplicate of the same line under 'obs' above (line 238). Is that correct? There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It is probably a typo - # `.zattrs` MUST contain `"_index"`, which is the name of the column in obs to be used as the index
+ # `.zattrs` MUST contain `"_index"`, which is the name of the column in var to be used as the index In the example, the data for the var index column name specified in https://github.com/vitessce/vitessce/blob/10f6f3b/packages/file-types/zarr/src/AnnDataSource.js#L247 There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Ah, great - thanks! There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. So this line still needs to be fixed to |
||
| │ # `.zattrs` MUST contain `"column-order"`, which is a list of the order of the non-_index columns. | ||
| │ # `.zattrs` MUST contain `"encoding-type"`, which is set to `"dataframe"` by AnnData. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.2.0"` by AnnData. | ||
| │ | ||
| ├── array_col # Columns in the var table MAY be a 1D zarr array. The rows can be chunked as the user desires. | ||
| | ├── .zarray # However, the var columns SHOULD be chunked in the same way as the columns in X. | ||
| | │ | ||
| | └─ 0 | ||
| | | ||
| └── cat_col # Columns in the var table MAY be categorical | ||
| ├── .zattrs. # `.zattrs` MUST contain `"encoding-type"`, which is set to `"categorical"` by AnnData. | ||
| | # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.2.0"` by AnnData. | ||
| | | ||
| ├── categories | ||
| | ├── .zarray # categories MUST be a 1D zarr array. The rows can be chunked as the user desires. | ||
| | | | ||
| | └─ 0 | ||
| ├── codes | ||
| | ├── .zarray # codes MUST be a 1D zarr array. The rows can be chunked as the user desires. | ||
| | | | ||
| | └─ 0 | ||
| | | ||
| ├── null_col # Columns in the var table MAY nullable integer | ||
| ├── .zattrs. # `.zattrs` MUST contain `"encoding-type"`, which is set to `"nullable-integer"` by AnnData. | ||
| | # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
| | | ||
| ├── mask | ||
| | ├── .zarray # categories MUST be a 1D zarr array. The rows can be chunked as the user desires. | ||
| | | | ||
| | └─ 0 | ||
| └── values | ||
| ├── .zarray # codes MUST be a 1D zarr array. The rows can be chunked as the user desires. | ||
| | | ||
| └─ 0 | ||
| | ||
├── obsm # You MAY add a obsm group comtainer. The obsm group contains arrays that annotate the rows in X. | ||
| │ # The rows in each array MUST be index-matched to the rows in X (if present). | ||
| | | ||
│ ├── .zgroup | ||
| | | ||
| ├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"dict"` by AnnData. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
| | # `.zattrs` MUST contain `"keys"`, which is an array of the names of the subgroups containing `obsm` arrays. | ||
| │ | ||
│ └── obsm_0 # You MAY add a zarr array for each obsm matrix. | ||
| | # Each obsm array MUST have the same number of rows as X. | ||
| | # The rows in each obsm array SHOULD be chunked the same as the rows in X. | ||
| ├── .zarray | ||
| | | ||
| ├── 0.0 | ||
│ │ ... | ||
│ └── n.m | ||
| | ||
├── varm # You MAY add a varm group comtainer. The varm group contains arrays that annotate the columns in X. | ||
| │ # The rows in each array MUST be index-matched to the columns in X (if present). | ||
| | | ||
│ ├── .zgroup | ||
| | | ||
| ├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"dict"` by AnnData. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
| | # `.zattrs` MUST contain `"keys"`, which is an array of the names of the subgroups containing `varm` arrays. | ||
| │ | ||
│ └── varm_0 # You MAY add a zarr array for each varm matrix. | ||
| | # Each varm array MUST have the same number of rows as columns in X. | ||
| | # The rows in each obsm array SHOULD be chunked the same as the columns in X. | ||
| ├── .zarray | ||
| ├── 0.0 | ||
│ │ ... | ||
│ └── n.m | ||
| | ||
├── obsp # You MAY add a obsp group comtainer. The obsp group contains sparse arrays that annotate the rows in X. | ||
| │ # The rows in each array MUST be index-matched to the columns in X (if present). | ||
| | | ||
│ ├── .zgroup | ||
| | | ||
| ├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"dict"` by AnnData. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
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||
| | # `.zattrs` MUST contain `"keys"`, which is an array of the names of the subgroups containing `obsp` arrays. | ||
| │ | ||
│ └── obsp_0 # You MAY add a zarr group for each obsp array. | ||
| | # Each obsp array MUST have the same number of rows as rows in X. | ||
| | | ||
│ ├── .zgroup | ||
| | | ||
| ├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"csr_matrix"` or `"csc_matrix"` for compressed sparse row and compressed sparse column, respectively. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
| | # `.zattrs` MUST contain `"shape"` which is an array giving the shape of the densified array. | ||
| | | ||
| ├── data # You MUST add a one-dimensional zarr array named "data". | ||
| | | # `data` MAY be chunked as the user desires. | ||
| | ├── .zarray | ||
| | | | ||
| | ├── 0 | ||
│ │ | ... | ||
│ | └── n | ||
| | | ||
| ├── indices # You MUST add a one-dimensional zarr array named "indices". | ||
| | | # `indices` MAY be chunked as the user desires. | ||
| | ├── .zarray # `indices` MUST be an `int` dtype. | ||
| | | | ||
| | ├── 0 | ||
│ │ | ... | ||
│ | └── n | ||
| | | ||
| └── indptr # You MUST add a one-dimensional zarr array named "indptr". | ||
| | # `indptr` MAY be chunked as the user desires. | ||
| ├── .zarray # `indptr` MUST be an `int` dtype. | ||
| | | ||
| ├── 0 | ||
│ | ... | ||
│ └── n | ||
| | ||
├── varp # You MAY add a varp group comtainer. The varp group contains sparse arrays that annotate the columns in X. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. comtainer |
||
| │ # The rows in each array MUST be index-matched to the columns in X (if present). | ||
| | | ||
│ ├── .zgroup | ||
| | | ||
| ├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"dict"` by AnnData. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
| | # `.zattrs` MUST contain `"keys"`, which is an array of the names of the subgroups containing `varp` arrays. | ||
| │ | ||
│ └── varp_0 # You MAY add a zarr group for each varp array. | ||
| | # Each varp array MUST have the same number of rows as columns in X. | ||
| | | ||
│ ├── .zgroup | ||
| | | ||
| ├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"csr_matrix"` or `"csc_matrix"` for compressed sparse row and compressed sparse column, respectively. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
| | # `.zattrs` MUST contain `"shape"` which is an array giving the shape of the densified array. | ||
| | | ||
| ├── data # You MUST add a one-dimensional zarr array named "data". | ||
| | | # `data` MAY be chunked as the user desires. | ||
| | ├── .zarray | ||
| | | | ||
| | ├── 0 | ||
│ │ | ... | ||
│ | └── n | ||
| | | ||
| ├── indices # You MUST add a one-dimensional zarr array named "indices". | ||
| | | # `indices` MAY be chunked as the user desires. | ||
| | ├── .zarray # `indices` MUST be an `int` dtype. | ||
| | | | ||
| | ├── 0 | ||
│ │ | ... | ||
│ | └── n | ||
| | | ||
| └── indptr # You MUST add a one-dimensional zarr array named "indptr". | ||
| | # `indptr` MAY be chunked as the user desires. | ||
| ├── .zarray # `indptr` MUST be an `int` dtype. | ||
| | | ||
| ├── 0 | ||
│ | ... | ||
│ └── n | ||
| | ||
└── uns # You MAY add a uns containter to store unstructured data. | ||
| | ||
├── .zgroup | ||
| | ||
├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"dict"` by AnnData. | ||
│ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
│ | ||
├── group # You MAY add zarr groups. | ||
| | # `uns` groups MAY contain groups, dataframes, dense arrays, and sparse arrays. | ||
| | | ||
| ├── .zgroup | ||
| | | ||
| ├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"csr_matrix"` by AnnData. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
| ... | ||
| | ||
├── dataframe_0 # You MAY add dataframe group containers. | ||
| | # dataframes MAY be in the `uns` group or in a subgroup. | ||
| │ | ||
| ├── .zgroup | ||
| │ | ||
| ├── .zattrs # `.zattrs` MUST contain `"_index"`, which is the name of the column in obs to be used as the index. | ||
| │ # `.zattrs` MUST contain `"column-order"`, which is a list of the order of the non-_index columns. | ||
| │ # `.zattrs` MUST contain `"encoding-type"`, which is set to `"dataframe"` by AnnData. | ||
| │ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.2.0"` by AnnData. | ||
| │ | ||
| └── col_0 # Each column in the obs table is a 1D zarr array. | ||
| ├── .zarray # Each columns MUST be chunked the same, but the chunking may be chosen by the user. | ||
| │ | ||
| └─ 0 | ||
| | ||
├── dense_array # You MAY dense arrays as n n-dimensional zarr arrays. | ||
| │ # `dense_array` MUST not be a complex type (i.e., MUST be a single type) | ||
| │ # `dense_array` MAY be chunked as the user desires. | ||
| | # `dense array` MAY be in the `uns` group or in a subgroup. | ||
| | | ||
| ├── .zarray | ||
| ├── 0.0 | ||
| │ ... | ||
| └── n.m | ||
| | ||
└── sparse_array # You MAY add sparse arrays as a zarr group for each sparse array. | ||
| # sparse arrays MAY be in the `uns` group or in a subgroup. | ||
| | ||
├── .zgroup | ||
| | ||
├── .zattrs # `.zattrs` MUST contain `"encoding-type"`, which is set to `"csr_matrix"` or `"csc_matrix"` for compressed sparse row and compressed sparse column, respectively. | ||
│ # `.zattrs` MUST contain `"encoding-version"`, which is set to `"0.1.0"` by AnnData. | ||
| # `.zattrs` MUST contain `"shape"` which is an array giving the shape of the densified array. | ||
| | ||
├── data # You MUST add a one-dimensional zarr array named "data". | ||
| | # `data` MAY be chunked as the user desires. | ||
| ├── .zarray | ||
| | | ||
| ├── 0 | ||
│ | ... | ||
| └── n | ||
| | ||
├── indices # You MUST add a one-dimensional zarr array named "indices". | ||
| | # `indices` MAY be chunked as the user desires. | ||
| ├── .zarray # `indices` MUST be an `int` dtype. | ||
| | | ||
| ├── 0 | ||
│ | ... | ||
| └── n | ||
| | ||
└── indptr # You MUST add a one-dimensional zarr array named "indptr". | ||
| # `indptr` MAY be chunked as the user desires. | ||
├── .zarray # `indptr` MUST be an `int` dtype. | ||
| | ||
├── 0 | ||
| ... | ||
└── n | ||
|
||
|
||
</pre> | ||
|
||
High-content screening {#hcs-layout} | ||
------------------------------------ | ||
|
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I just noticed that I have this as
ngff:regions_table
in this exampleThere was a problem hiding this comment.
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which are you suggesting needs fixing?
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I think it was due to a typo in our code, we should be careful to use
region
andregion_key
instead ofregions
andregions_key
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@kevinyamauchi I just noticed that I had forgotten to submit my review months ago (it was one of my first review with the GitHub interface and I have must forgotten to submit, sorry about that). I did it now and one of the comments was actually on
region
vsregions
. I am now fine with both spellings.There was a problem hiding this comment.
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I'm trying to use https://github.com/kevinyamauchi/ome-ngff-tables-prototype/blob/0b7e59c58caf07e5f4e37756b396afe3e05e48e9/src/ngff_tables_prototype/reader.py#L307 to read a table, and this expects
"@type": "ngff:points_table"
.So there is a difference between
@type
andtype
but also the spec says it MUST bengff:region_table
. So is this simply too strict and we support various types here?There was a problem hiding this comment.
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Do we want to enumerate the "type" options that we support here?
E.g.
regions_table
,points_table
or some other table that doesn't have any documented structure?