docs: Update references to bdi-viz

VIDA-NYU · Oct 21, 2024 · 5d74891 · 5d74891
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diff --git a/README.md b/README.md
@@ -7,7 +7,7 @@
 
 # bdi-kit 
 
-The `bdi-kit` is a library that assist users in performing data harmonization. It provides state-of-the-art tools to streamline the process of integrating and transforming disparate datasets (with a focus on biomedical data), and includes APIs and visualizations for peforming tasks such as:
+The `bdi-kit` is a library that assist users in performing data harmonization. It provides state-of-the-art tools to streamline the process of integrating and transforming disparate datasets (with a focus on biomedical data), and includes APIs for performing tasks such as:
 - Schema matching
 - Value matching
 - Data transformation to a target schema/standard

diff --git a/docs/source/examples.rst b/docs/source/examples.rst
@@ -4,5 +4,4 @@ Examples
 Here can find different Jupyter notebook examples about how to use `bdi-kit`:
 
 - `Analyzing one attribute/column at a time <https://github.com/VIDA-NYU/bdi-kit/blob/devel/examples/analyzing_one_attribute.ipynb>`__
-- `Changing  the parameters of the matching methods <https://github.com/VIDA-NYU/bdi-kit/blob/devel/examples/changing_parameters.ipynb>`__
-- `Exploring schema and value matching through a visualization tool <https://github.com/VIDA-NYU/bdi-kit/blob/devel/examples/schema_matching_heatmap.ipynb>`__
+- `Changing  the parameters of the matching methods <https://github.com/VIDA-NYU/bdi-kit/blob/devel/examples/changing_parameters.ipynb>`__
diff --git a/docs/source/index.rst b/docs/source/index.rst
@@ -4,7 +4,7 @@ Overview
 The bdi-kit is a library that assist users in performing data harmonization.
 It provides state-of-the-art tools to streamline the process of integrating and
 transforming disparate datasets (with a focus on biomedical data), and includes
-APIs and visualizations for peforming tasks such as:
+APIs for performing tasks such as:
 
 - Schema matching
 - Value matching

diff --git a/examples/getting-started.ipynb b/examples/getting-started.ipynb
@@ -864,7 +864,7 @@
     "### Verifying the schema mappings\n",
     "\n",
     "Sometimes the mappings generated automatically may be incorrect or you may to want verify them individually.\n",
-    "To verify the suggested column mappings, `bdi-kit` offers additional APIs to visualize the data and make any modifications when necessary. \n",
+    "To verify the suggested column mappings, you can use `bdi-kit` and [bdi-viz](https://github.com/VIDA-NYU/bdi-viz), which offers additional APIs to visualize the data and make any modifications when necessary. \n",
     "\n",
     "For this example, we will use the column `Histologic_type`. We can start by exploring the columns most similar to `Histologic_type`. \n",
     "\n",