rename dataset viewer -> data studio, add graphics

Author: cfahlgren1

docs/hub/datasets-viewer-sql-console.md

@@ -1,10 +1,10 @@
 # SQL Console: Query Hugging Face datasets in your browser
 
-You can run SQL queries on the dataset in the browser using the SQL Console. The SQL Console is powered by [DuckDB](https://duckdb.org/) WASM and runs entirely in the browser. You can access the SQL Console from the dataset page by clicking on the **SQL Console** badge.
+You can run SQL queries on the dataset in the browser using the SQL Console. The SQL Console is powered by [DuckDB](https://duckdb.org/) WASM and runs entirely in the browser. You can access the SQL Console from the Data Studio.
 
 <div class="flex justify-center">
-    <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/sql_console/sql-console-histogram.png"/>
-    <img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/sql_console/sql-console-histogram-dark.png"/>
+    <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/sql-ai.png" width=600/>
+    <img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/sql-ai-dark.png" width=600/>
 </div>
 
 <p class="text-sm text-center italic">
@@ -16,8 +16,9 @@ Through the SQL Console, you can:
 
 - Run [DuckDB SQL queries](https://duckdb.org/docs/sql/query_syntax/select) on the dataset (_checkout [SQL Snippets](https://huggingface.co/spaces/cfahlgren1/sql-snippets) for useful queries_) 
 - Share results of the query with others via a link (_check out [this example](https://huggingface.co/datasets/gretelai/synthetic-gsm8k-reflection-405b?sql_console=true&sql=FROM+histogram%28%0A++train%2C%0A++topic%2C%0A++bin_count+%3A%3D+10%0A%29)_) 
-- Download the results of the query to a parquet file 
+- Download the results of the query to a Parquet or CSV file 
 - Embed the results of the query in your own webpage using an iframe 
+- Query datasets with natural language
 
 <Tip>
 You can also use the DuckDB locally through the CLI to query the dataset via the `hf://` protocol. See the <a href="https://huggingface.co/docs/hub/en/datasets-duckdb" target="_blank" rel="noopener noreferrer">DuckDB Datasets documentation</a> for more information. The SQL Console provides a convenient `Copy to DuckDB CLI` button that generates the SQL query for creating views and executing your query in the DuckDB CLI.
@@ -128,4 +129,4 @@ SELECT
         ELSE 0
     END AS overlap_percentage
 FROM overlapping_rows, total_unique_rows;
-```
+```

docs/hub/datasets-viewer.md

@@ -1,10 +1,10 @@
-# Dataset viewer
+# Data Studio
 
 Each dataset page includes a table with the contents of the dataset, arranged by pages of 100 rows. You can navigate between pages using the buttons at the bottom of the table.
 
 <div class="flex justify-center">
-<img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/dataset-viewer.png"/>
-<img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/dataset-viewer-dark.png"/>
+<img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datastudio.png"/>
+<img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datastudio-dark.png"/>
 </div>
 
 ## Inspect data distributions
@@ -16,18 +16,34 @@ At the top of the columns you can see the graphs representing the distribution o
 If you click on a bar of a histogram from a numerical column, the dataset viewer will filter the data and show only the rows with values that fall in the selected range.
 Similarly, if you select one class from a categorical column, it will show only the rows from the selected category.
 
+<div class="flex justify-center">
+<img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datastudio-filter.png"/>
+<img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datastudio-filter-dark.png"/>
+</div>
+
 ## Search a word in the dataset
 
 You can search for a word in the dataset by typing it in the search bar at the top of the table. The search is case-insensitive and will match any row containing the word. The text is searched in the columns of `string`, even if the values are nested in a dictionary or a list.
 
 ## Run SQL queries on the dataset
 
 You can run SQL queries on the dataset in the browser using the SQL Console. This feature also leverages our [auto-conversion to Parquet](datasets-viewer#access-the-parquet-files). 
-For more information see our guide on [SQL Console](./datasets-viewer-sql-console).
+
+<div class="flex justify-center">
+<img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/sql-ai.png" width=600/>
+<img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/sql-ai-dark.png" width=600/>
+</div>
+
+For more information see our guide on [SQL Console](./datasets-viewer-sql-console). 
 
 ## Share a specific row
 
-You can share a specific row by clicking on it, and then copying the URL in the address bar of your browser. For example https://huggingface.co/datasets/nyu-mll/glue/viewer/mrpc/test?p=2&row=241 will open the dataset viewer on the MRPC dataset, on the test split, and on the 241st row.
+You can share a specific row by clicking on it, and then copying the URL in the address bar of your browser. For example https://huggingface.co/datasets/nyu-mll/glue/viewer/mrpc/test?p=2&row=241 will open the dataset studio on the MRPC dataset, on the test split, and on the 241st row.
+
+<div class="flex justify-center">
+<img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datastudio-row.png"/>
+<img class="hidden dark:block" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/datastudio-row-dark.png"/>
+</div>
 
 ## Large scale datasets