fix: Typo corrections

catalyst/overview.mdx

@@ -66,7 +66,7 @@ For EVM-based chains, Dune provides a fully-managed, white-glove service approac
   Your chain will need a reliable node provider, such as QuickNode, Alchemy, Infura, Chainstack, or Tatum.
 
 - **RPC Node Calls**:  
-  The RPC node must support the following methods to so Dune can transform raw data into Dune’s standard EVM schema for **transactions, logs, traces, and blocks**:
+  The RPC node must support the following methods so Dune can transform raw data into Dune’s standard EVM schema for **transactions, logs, traces, and blocks**:
   - `eth_getBlockByNumber` (for blocks/transactions)
   - `eth_getBlockReceipts` (for logs)
   - `debug_traceBlockByNumber` (for traces)

web-app/alerts.mdx

@@ -182,7 +182,7 @@ Once saved, you will start receiving messages on Slack. Here is an example of ho
 
 ### Zapier Integration
 
-[Zapier](https://zapier.com/) is a third party solution that supports building integrations betwen different software solutions without writing any code. With it you can build advanced workflows that relay data between Dune and your favorite work tools.
+[Zapier](https://zapier.com/) is a third party solution that supports building integrations between different software solutions without writing any code. With it you can build advanced workflows that relay data between Dune and your favorite work tools.
 
 We currently offer an experimental [Zapier app](https://zapier.com/developer/public-invite/194504/2174c6b998748b657f28dab4097f3e80/) to support connecting Dune with thousands of other tools via Zapier. 
 

web-app/dashboard-minting.mdx

@@ -23,7 +23,7 @@ After you select an amount and click mint, Dune will take a screenshot and creat
 
 ![](/web-app/images/mint_moment_tx.PNG)
 
-This is showing you the number of tokens you will recieve, and how much ETH you are spending + gas fees. After you confirm, it should only take a second before you see a successful mint screen:
+This is showing you the number of tokens you will receive, and how much ETH you are spending + gas fees. After you confirm, it should only take a second before you see a successful mint screen:
 
 ![](/web-app/images/mint_moment_success.PNG)
 

web-app/dune-ai.mdx

@@ -17,7 +17,7 @@ You can find this feature in the query editor and click the wand logo in the top
 ### Wand Edit
 The Wand Edit feature allows you to edit an existing SQL query based on a natural language question. Similar to query generation, any additional tables required should be explicitly included in the natural language edit request to make use of schemas. This feature simplifies the process of refining and fine-tuning SQL queries generated by the system or existing queries in your application.
 
-You can find this feature in the query editor and click the wand logo in the top right corner to open the Wand bar. An non-empty query page should open in Edit mode and you can toggle between Create and Edit modes using the buttons in the top right corner of the query editor.
+You can find this feature in the query editor and click the wand logo in the top right corner to open the Wand bar. A non-empty query page should open in Edit mode and you can toggle between Create and Edit modes using the buttons in the top right corner of the query editor.
 
 ![Wand Edit](/web-app/images/wand/edit.gif)
 

web-app/embeds.mdx

@@ -9,7 +9,7 @@ To save you from having to take screenshots that might not look so great but wil
 
 You can generate embed links by clicking on any query title and selecting the embed function in the top right corner.
 
-<Note>The embed button works as a stand alone link and as a way to embed your live graphs into websites/web-app/s. If a Query has no Visualizations, the link will be to the Query Results table. If you have multiple Visualizations, the link will be for whichever Visualization you've selected when you clicked the Embed button.</Note>
+<Note>The embed button works as a standalone link and as a way to embed your live graphs into websites/web-app/s. If a Query has no Visualizations, the link will be to the Query Results table. If you have multiple Visualizations, the link will be for whichever Visualization you've selected when you clicked the Embed button.</Note>
 
 ![generating an embed link](/web-app/images/embed-link.gif)
 
@@ -72,4 +72,4 @@ We are working on automating this, but for now you'll need to manually prefix th
 Here is a working example:
 ```
 https://dune.com/embeds/118220/238460/aa002dd3-f9e2-4d63-86c8-b765569306c6NFT?address=0xff9c1b15b16263c61d017ee9f65c50e4ae0113d7&rolling_n_trades=500
-```
+```

web-app/upload-data.mdx

@@ -5,7 +5,7 @@ description: Upload your own data to Dune
 
 **Easily upload your own data to Dune**
 
-This feature allows you to upload any csv file to Dune and query it like any other table in Dune. Currently, the we only supports uploading CSV files with a maximum size of 200 MB. The app will return an error if the file size exceeds this limit.   
+This feature allows you to upload any csv file to Dune and query it like any other table in Dune. Currently, we only supports uploading CSV files with a maximum size of 200 MB. The app will return an error if the file size exceeds this limit.   
 Additionally, column names in the table can't start with a special character or digits.
 
 The files you upload will be queryable via the schema ``dune.team_name.dataset_name``. For example, if you upload a file called ``energy_data.csv`` to the team ``dune`` and name the dataset ``energy_data``, you will be able to query the data via ``dune.dune.energy_data``.

zz_unused/create-sankey-diagram.mdx

@@ -158,7 +158,7 @@ def create_sankey(
     color_map = {}
     for node in all_nodes:
         for name, color in predefined_colors.items():
-            if name.lower() in node.lower():  # check if name exists in the node name
+            if name.lower() in node.lower():  # check if the name exists in the node name
                 color_map[node] = color
                 break
         else: