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diff --git a/our-data/tutorials/solana-tutorials/exploring-transactions-in-solana.events.md b/our-data/tutorials/solana-tutorials/exploring-transactions-in-solana.events.md
index 65d2c4d..f21e9f6 100644
--- a/our-data/tutorials/solana-tutorials/exploring-transactions-in-solana.events.md
+++ b/our-data/tutorials/solana-tutorials/exploring-transactions-in-solana.events.md
@@ -168,7 +168,7 @@ _**More Detail with Screenshots: Outline of our Marinade Staking Transaction**_
* program: Marinade Finance - MarBmsSgKXdrN1egZf5sqe1TMai9K1rChYNDJgjq7aD
-.png>)
+ (1).png>)
* instruction 1: Deposit
diff --git a/shroomdk-sdk/community-showcase.md b/shroomdk-sdk/community-showcase.md
index 28219f6..91cf6da 100644
--- a/shroomdk-sdk/community-showcase.md
+++ b/shroomdk-sdk/community-showcase.md
@@ -6,12 +6,13 @@ _Add your work by submitting a_ [_pull request_](https://github.com/FlipsideCryp
## Apps
-| URL | Description | Builder/Analyst | Source |
-| -------------------------------------------------------------------------- | ------------------------------------------ | --------------------------------------------------------------- | ------------------------------------------------------------- |
-| [Flowverse NFT Stats](https://nft.flowverse.co/stats) | NFT statistics by Flowverse on Flow. | [@flowverse\_](https://twitter.com/flowverse\_) | |
-| [Eth Activity Timecard](https://science.flipsidecrypto.xyz/eth-timecard/) | Visualize your Ethereum on chain activity. | [@charliemarketplace.eth](https://twitter.com/charliemktplace) | R ([source](https://github.com/FlipsideCrypto/eth\_activity)) |
-| [Gaia Governor](https://app.gaiagovernor.com/) | Aggregated Snapshot voting dashboard. | [@gaiagovernor](https://twitter.com/gaiagovernor) | |
-| [AAVE Explorer](https://aave-explorer.vercel.app/) | AAVE stats and transaction explorer. | [@a\_idria](https://twitter.com/a\_idria) | React ([source](https://github.com/akbaridria/aave-explorer)) |
+| URL | Description | Builder/Analyst | Source |
+| -------------------------------------------------------------------------- | ------------------------------------------ | ------------------------------------------------------------------------------------ | ------------------------------------------------------------------- |
+| [Flowverse NFT Stats](https://nft.flowverse.co/stats) | NFT statistics by Flowverse on Flow. | [@flowverse\_](https://twitter.com/flowverse\_) | |
+| [OpenBB Terminal](https://openbb.co/) | Open source investment research terminal | [contributors](https://github.com/OpenBB-finance/OpenBBTerminal/graphs/contributors) | Python ([source](https://github.com/OpenBB-finance/OpenBBTerminal)) |
+| [Eth Activity Timecard](https://science.flipsidecrypto.xyz/eth-timecard/) | Visualize your Ethereum on chain activity. | [@charliemarketplace.eth](https://twitter.com/charliemktplace) | R ([source](https://github.com/FlipsideCrypto/eth\_activity)) |
+| [Gaia Governor](https://app.gaiagovernor.com/) | Aggregated Snapshot voting dashboard. | [@gaiagovernor](https://twitter.com/gaiagovernor) | |
+| [AAVE Explorer](https://aave-explorer.vercel.app/) | AAVE stats and transaction explorer. | [@a\_idria](https://twitter.com/a\_idria) | React ([source](https://github.com/akbaridria/aave-explorer)) |
## Data Science & Analytics
diff --git a/shroomdk-sdk/examples.md b/shroomdk-sdk/examples.md
index 2e96e5d..c0121a4 100644
--- a/shroomdk-sdk/examples.md
+++ b/shroomdk-sdk/examples.md
@@ -6,12 +6,17 @@ __
#### Contents
-| Basic Examples |
+| Basic Code Examples |
| ---------------------------------------------------------------------------------- |
| [Query Pagination](examples.md#query-pagination) |
| [Query Pagination - Get All Records](examples.md#query-pagination-get-all-records) |
| |
+| Templates & Walkthroughs |
+| ------------------------------------------------------------------------------------------------------------------- |
+| [Basic React App](https://github.com/FlipsideCrypto/sdk/tree/main/examples/js/react-app) |
+| [Python Notebook - SDK Intro & Features](https://github.com/FlipsideCrypto/sdk/tree/main/examples/python/notebooks) |
+
### Query Pagination
All query result sets return a maximum of 1,000,000 rows. The entire query result set is cached in accordance with the query’s TTL and subsets can be retrieved by specifying the page size and page number. All without rerunning the initial query and depleting your query run quota.
diff --git a/shroomdk-sdk/get-started.md b/shroomdk-sdk/get-started.md
index cffdc81..87731ce 100644
--- a/shroomdk-sdk/get-started.md
+++ b/shroomdk-sdk/get-started.md
@@ -4,7 +4,7 @@ description: Your API key to the most comprehensive blockchain data in crypto
# 🍄 Get Started
-Programmatic access to the most comprehensive blockchain data in crypto for analysts, developers, and data scientists.
+Get access to the most comprehensive blockchain data in crypto for analysts, developers, and data scientists.
### 1. Get your API key
@@ -40,9 +40,9 @@ Explore our data in the [Flipside app](https://app.flipsidecrypto.com/), check o
Introduce yourself :wave: in the SDK [Discord](https://discord.gg/ZmU3jQuu6W) channels, ask questions and share what you're working on.
+
-
### 5. Share