💄 Polish introduction.ipynb

docs/introduction.ipynb

@@ -157,7 +157,7 @@
    "outputs": [],
    "source": [
     "# manage artifacts in local directory `./lamin-intro`\n",
-    "!lamin init --storage ./lamin-intro --schema bionty"
+    "!lamin init --storage ./lamin-intro --modules bionty"
    ]
   },
   {
@@ -1200,13 +1200,13 @@
     "For learning more about how to create & host LaminDB instances on distributed infrastructure, see {doc}`setup`. LaminDB instances work standalone but can optionally be managed by LaminHub. For an architecture diagram of LaminHub, [reach out](https://lamin.ai/contact)!\n",
     "\n",
     "\n",
-    "### Metada schema & API\n",
+    "### Registry schema & API\n",
     "\n",
     "<img src=\"https://lamin-site-assets.s3.amazonaws.com/.lamindb/XoTQFCmmj2uU4d2xyj9u.png\" width=\"350px\" style=\"background: transparent\" align=\"right\">\n",
     "\n",
     "LaminDB provides a SQL schema for common metadata entities: {class}`~lamindb.Artifact`, {class}`~lamindb.Collection`, {class}`~lamindb.Transform`, {class}`~lamindb.Feature`, {class}`~lamindb.ULabel` etc. - see the [API reference](/api) or the [source code](https://github.com/laminlabs/lnschema-core/blob/main/lnschema_core/models.py).\n",
     "\n",
-    "The core metadata schema is extendable through plugins (see green vs. red entities in **graphic**), e.g., with basic biological ({class}`~bionty.Gene`, {class}`~bionty.Protein`, {class}`~bionty.CellLine`, etc.) & operational entities (`Biosample`, `Techsample`, `Treatment`, etc.).\n",
+    "The core metadata schema is extendable through modules (see green vs. red entities in **graphic**), e.g., with basic biological ({class}`~bionty.Gene`, {class}`~bionty.Protein`, {class}`~bionty.CellLine`, etc.) & operational entities (`Biosample`, `Techsample`, `Treatment`, etc.).\n",
     "\n",
     "```{dropdown} What is the metadata schema language?\n",
     "\n",
@@ -1217,16 +1217,16 @@
     "\n",
     "On top of the metadata schema, LaminDB is a Python API that models datasets as artifacts, abstracts over storage & database access, data transformations, and (biological) ontologies.\n",
     "\n",
-    "Note that the datasets schema (e.g., `.parquet` files or `.h5ad` arrays) is modeled through the `Feature` registry and does not require migrations to be updated.\n",
+    "Note that the schemas of datasets (e.g., `.parquet` files, `.h5ad` arrays, etc.) are modeled through the `Feature` registry and do not require migrations to be updated.\n",
     "\n",
-    "### Custom schemas and plugins\n",
+    "### Custom registries\n",
     "\n",
-    "LaminDB can be customized & extended with schema & app plugins building on the [Django](https://github.com/django/django) ecosystem. Examples are:\n",
+    "LaminDB can be extended with registry modules building on the [Django](https://github.com/django/django) ecosystem. Examples are:\n",
     "\n",
     "- [bionty](./bionty): Registries for basic biological entities, coupled to public ontologies.\n",
     "- [wetlab](https://github.com/laminlabs/wetlab): Registries for samples, treatments, etc.\n",
     "\n",
-    "If you'd like to create your own schema or app:\n",
+    "If you'd like to create your own module:\n",
     "\n",
     "1. Create a git repository with registries similar to [wetlab](https://github.com/laminlabs/wetlab)\n",
     "2. Create & deploy migrations via `lamin migrate create` and `lamin migrate deploy`\n",
@@ -1242,7 +1242,6 @@
     "\n",
     "All immediate dependencies are available as git submodules [here](https://github.com/laminlabs/lamindb/tree/main/sub), for instance,\n",
     "\n",
-    "- [lnschema-core](https://github.com/laminlabs/lnschema-core): Core schema.\n",
     "- [lamindb-setup](https://github.com/laminlabs/lamindb-setup): Setup & configure LaminDB.\n",
     "- [lamin-cli](https://github.com/laminlabs/lamin-cli): CLI for `lamindb` and `lamindb-setup`.\n",
     "\n",