Fix #1260: Implement Predictoor Docs. Merge PR #1261 from oceanprotocol/issue1260-implement-predictoor-docs

2024-11-26 19:49:26 +01:00 · 2023-10-10 10:00:31 +02:00 · 2023-10-10 10:00:31 +02:00 · b7406db51a
commit b7406db51a
parent cefc34d3cd d70f21d0c0
44 changed files with 933 additions and 770 deletions
--- a/.gitbook.yaml
+++ b/.gitbook.yaml
@ -61,14 +61,23 @@ redirects:
    veocean-data-farming/df-background: rewards/df-volumedf.md
    veocean-data-farming/emissions-apys: rewards/df-emissions-apys.md
    veocean-data-farming/delegation: rewards/README.md
-    rewards/veOcean-Data-Farming-Tutorial: user-guides/data-farming/how-to-veocean.md
+    veocean-data-farming/veocean-data-farming-tutorial: rewards/user-guides/how-to-veocean.md
    rewards/veOcean-Data-Farming-Tutorial: rewards/user-guides/how-to-veocean.md
    api-references: developers/README.md
    api-references/aquarius-rest-api: developers/aquarius/asset-requests.md
    api-references/provider-rest-api: developers/provider/general-endpoints.md
-    user-guides/claim-ocean-rewards: user-guides/data-farming/how-to-claim-ocean-rewards.md
+    user-guides/claim-ocean-rewards: rewards/user-guides/how-to-claim-rewards.md
-    user-guides/get-started-df: user-guides/data-farming/how-to-veocean.md
+    user-guides/get-started-df: rewards/user-guides/how-to-veocean.md
-    user-guides/how-to-data-farm: user-guides/data-farming/how-to-volume-df.md
+    user-guides/how-to-veocean: rewards/user-guides/how-to-veocean.md
-    user-guides/how-to-df-estimate-apy: user-guides/data-farming/how-to-estimate-apy.md
+    user-guides/how-to-claim-rewards: rewards/user-guides/how-to-claim-rewards.md
    user-guides/how-to-data-farm: rewards/user-guides/how-to-volumedf.md
    user-guides/data-farming/how-to-volume-df: rewards/user-guides/how-to-volumedf.md
    user-guides/data-farming/how-to-df-estimate-apy: rewards/user-guides/how-to-estimate-apy.md
    user-guides/data-farming/how-to-estimate-apy: rewards/user-guides/how-to-estimate-apy.md
    user-guides/data-farming/how-to-challengedf: rewards/user-guides/how-to-challengedf.md
    user-guides/data-farming/how-to-delegate: rewards/user-guides/how-to-delegate.md
    user-guides/data-farming/README: rewards/user-guides/README.md
    rewards/df-basic: rewards/df-guides.md
    rewards/veocean: rewards/df-veocean.md
    rewards/df-max-out-yield: rewards/df-volumedf.md
    rewards/df-guides.md: rewards/user-guides/README.md
--- a/.gitbook/assets/cover/predictoor_banner.jpg
+++ b/.gitbook/assets/cover/predictoor_banner.jpg
--- a/.gitbook/assets/cover/predictoor_card.jpg
+++ b/.gitbook/assets/cover/predictoor_card.jpg
--- a/.gitbook/assets/predictoor/ai-dao.png
+++ b/.gitbook/assets/predictoor/ai-dao.png
--- a/.gitbook/assets/predictoor/details_on_predictoor.png
+++ b/.gitbook/assets/predictoor/details_on_predictoor.png
--- a/.gitbook/assets/predictoor/predictoor_behavior.png
+++ b/.gitbook/assets/predictoor/predictoor_behavior.png
--- a/.gitbook/assets/predictoor/predictoor_overview.png
+++ b/.gitbook/assets/predictoor/predictoor_overview.png
--- a/.gitbook/assets/predictoor/predictoor_splash.png
+++ b/.gitbook/assets/predictoor/predictoor_splash.png
--- a/.gitbook/assets/predictoor/predictoor_structure.png
+++ b/.gitbook/assets/predictoor/predictoor_structure.png
--- a/.gitbook/assets/predictoor/predictoor_ui.png
+++ b/.gitbook/assets/predictoor/predictoor_ui.png
--- a/.gitbook/assets/predictoor/progression_of_a_predictoor.png
+++ b/.gitbook/assets/predictoor/progression_of_a_predictoor.png
--- a/.gitbook/assets/predictoor/progression_of_a_trader.png
+++ b/.gitbook/assets/predictoor/progression_of_a_trader.png
--- a/.gitbook/assets/predictoor/simulated_returns_btc_tusd.png
+++ b/.gitbook/assets/predictoor/simulated_returns_btc_tusd.png
--- a/.gitbook/assets/predictoor/simulated_returns_btc_usdt.png
+++ b/.gitbook/assets/predictoor/simulated_returns_btc_usdt.png
--- a/.gitbook/assets/predictoor/value_creation_loop.png
+++ b/.gitbook/assets/predictoor/value_creation_loop.png
--- a/README.md
+++ b/README.md
@ -7,4 +7,89 @@ layout: landing
 # 👋 Welcome
-<table data-view="cards"><thead><tr><th data-type="content-ref"></th><th></th><th data-hidden data-type="files"></th><th data-hidden data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td><a href="discover/">discover</a></td><td>Learn how Ocean Protocol transforms data sharing and monetization with its powerful Web3 open source tools.</td><td></td><td></td><td><a href="discover/">discover</a></td><td><a href=".gitbook/assets/cover/discover_card.png">discover_card.png</a></td></tr><tr><td><a href="user-guides/">user-guides</a></td><td>Follow our step-by-step instructions for a no-code solution to unleash the power of Ocean Protocol technologies!</td><td></td><td></td><td><a href="user-guides/">user-guides</a></td><td><a href=".gitbook/assets/cover/user_guides_card.png">user_guides_card.png</a></td></tr><tr><td><a href="developers/">developers</a></td><td>Find APIs, libraries, and other tools to build awesome dApps or integrate with the Ocean Protocol ecosystem.</td><td></td><td></td><td><a href="developers/">developers</a></td><td><a href=".gitbook/assets/cover/developer_card.png">developer_card.png</a></td></tr><tr><td><a href="data-science/">data-science</a></td><td>We invite and engage all data scientists and machine learning specialists to discover Ocean Protocol.</td><td></td><td></td><td><a href="data-science/">data-science</a></td><td><a href=".gitbook/assets/cover/data_science_card.png">data_science_card.png</a></td></tr><tr><td><a href="infrastructure/">infrastructure</a></td><td>For software architects and developers - deploy your own components on the Ocean Protocol network.</td><td></td><td></td><td><a href="infrastructure/">infrastructure</a></td><td><a href=".gitbook/assets/cover/infrastructure_card.png">infrastructure_card.png</a></td></tr><tr><td><a href="defi/">defi</a></td><td>Get creative capitalizing with Ocean Protocol tools in a variety of DeFi (Decentralized Finance) applications.</td><td></td><td></td><td><a href="defi/">defi</a></td><td><a href=".gitbook/assets/cover/defi_card.png">defi_card.png</a></td></tr><tr><td><a href="rewards/">rewards</a></td><td>Explore how you can earn OCEAN rewards by Data Farming and publishing your assets on the Ocean Market.</td><td></td><td></td><td><a href="rewards/">rewards</a></td><td><a href=".gitbook/assets/cover/rewards_card.png">rewards_card.png</a></td></tr><tr><td><a href="contribute/">contribute</a></td><td>Get involved and make a difference! Learn how you can contribute to the growth and development of Ocean Protocol.</td><td></td><td></td><td><a href="contribute/">contribute</a></td><td><a href=".gitbook/assets/cover/contribute_card.png">contribute_card.png</a></td></tr></tbody></table>
+<table data-view="cards">
  <thead>
    <tr>
      <th data-type="content-ref"></th>
      <th></th>
      <th data-hidden data-type="files"></th>
      <th data-hidden data-type="files"></th>
      <th data-hidden data-card-target data-type="content-ref"></th>
      <th data-hidden data-card-cover data-type="files"></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td><a href="discover/">discover</a></td>
      <td>Learn how Ocean Protocol transforms data sharing and monetization with its powerful Web3 open source tools.</td>
      <td></td>
      <td></td>
      <td><a href="discover/">discover</a></td>
      <td><a href=".gitbook/assets/cover/discover_card.png">discover_card.png</a></td>
    </tr>
    <tr>
      <td><a href="user-guides/">user-guides</a></td>
      <td>Follow our step-by-step instructions for a no-code solution to unleash the power of Ocean Protocol technologies!</td>
      <td></td>
      <td></td>
      <td><a href="user-guides/">user-guides</a></td>
      <td><a href=".gitbook/assets/cover/user_guides_card.png">user_guides_card.png</a></td>
    </tr>
    <tr>
      <td><a href="developers/">developers</a></td>
      <td>Find APIs, libraries, and other tools to build awesome dApps or integrate with the Ocean Protocol ecosystem.</td>
      <td></td>
      <td></td>
      <td><a href="developers/">developers</a></td>
      <td><a href=".gitbook/assets/cover/developer_card.png">developer_card.png</a></td>
    </tr>
    <tr>
      <td><a href="data-science/">data-science</a></td>
      <td>We invite and engage all data scientists and machine learning specialists to discover Ocean Protocol.</td>
      <td></td>
      <td></td>
      <td><a href="data-science/">data-science</a></td>
      <td><a href=".gitbook/assets/cover/data_science_card.png">data_science_card.png</a></td>
    </tr>
    <tr>
      <td><a href="infrastructure/">infrastructure</a></td>
      <td>For software architects and developers - deploy your own components on the Ocean Protocol network.</td>
      <td></td>
      <td></td>
      <td><a href="infrastructure/">infrastructure</a></td>
      <td><a href=".gitbook/assets/cover/infrastructure_card.png">infrastructure_card.png</a></td>
    </tr>
    <tr>
      <td><a href="defi/">defi</a></td>
      <td>Get creative capitalizing with Ocean Protocol tools in a variety of DeFi (Decentralized Finance) applications.</td>
      <td></td>
      <td></td>
      <td><a href="defi/">defi</a></td>
      <td><a href=".gitbook/assets/cover/defi_card.png">defi_card.png</a></td>
    </tr>
    <tr>
      <td><a href="predictoor/">predictoor</a></td>
      <td>Learn about Predictoor and how to make money with data science or by improve your trading edge with accurate signals.</td>
      <td></td>
      <td></td>
      <td><a href="predictoor/">predictoor</a></td>
      <td><a href=".gitbook/assets/cover/predictoor_card.jpg">predictoor_card.jpg</a></td>
    </tr>
    <tr>
      <td><a href="rewards/">rewards</a></td>
      <td>Explore how you can earn OCEAN rewards by Data Farming and publishing your assets on the Ocean Market.</td>
      <td></td>
      <td></td>
      <td><a href="rewards/">rewards</a></td>
      <td><a href=".gitbook/assets/cover/rewards_card.png">rewards_card.png</a></td>
    </tr>
    <tr>
      <td><a href="contribute/">contribute</a></td>
      <td>Get involved and make a difference! Learn how you can contribute to the growth and development of Ocean Protocol.</td>
      <td></td>
      <td></td>
      <td><a href="contribute/">contribute</a></td>
      <td><a href=".gitbook/assets/cover/contribute_card.png">contribute_card.png</a></td>
    </tr>
  </tbody>
 </table>
--- a/SUMMARY.md
+++ b/SUMMARY.md
@ -28,13 +28,6 @@
    - [Github](user-guides/asset-hosting/github.md)
  - [Join a Data Challenge](user-guides/join-a-data-challenge.md)
  - [Sponsor a Data Challenge](user-guides/sponsor-a-data-challenge.md)
  - [Data Farming](user-guides/data-farming/README.md)
    - [Earn Passive Rewards](user-guides/data-farming/how-to-veocean.md)
    - [Estimate APYs](user-guides/data-farming/how-to-estimate-apy.md)
    - [Claim Rewards](user-guides/data-farming/how-to-claim-rewards.md)
    - [Curate with Volume DF](user-guides/data-farming/how-to-volumedf.md)
    - [Delegate Curation](user-guides/data-farming/how-to-delegate.md)
    - [Predict with Challenge DF](user-guides/data-farming/how-to-challengedf.md)
  - [Liquidity Pools \[deprecated\]](user-guides/remove-liquidity-pools.md)
 - [💻 Developers](developers/README.md)
  - [Architecture Overview](developers/architecture.md)
@ -122,14 +115,27 @@
  - [Deploying C2D](infrastructure/compute-to-data-minikube.md)
  - [C2D - Private Docker Registry](infrastructure/compute-to-data-docker-registry.md)
 - [🤑 DeFi](defi/README.md)
- [💰 Data Farming Rewards](rewards/README.md)
+* [👀 Predictoor](predictoor/README.md)
-  - [Farming 101](rewards/df-intro.md)
+  * [Introduction](predictoor/pdr-intro.md)
-  - [veOCEAN](rewards/df-veocean.md)
+  * [Architecture](predictoor/pdr-architecture.md)
-  - [Curate with Volume DF](rewards/df-volumedf.md)
+  * [Parameters](predictoor/pdr-parameters.md)  
-  - [Predict with Challenge DF](rewards/df-challengedf.md)
+  * [How to Earn](predictoor/pdr-earn.md)  
-  - [Complete User Guides](rewards/df-guides.md)
+  * [Predictoor FAQ](predictoor/pdr-faq.md)
-  - [Emissions & APYs](rewards/df-emissions-apys.md)
+* [💰 Data Farming Rewards](rewards/README.md)
- [🤝 Contribute](contribute/README.md)
+  * [Data Farming 101](rewards/df-intro.md)
-  - [Partners & Collaborators](contribute/projects-using-ocean.md)
+  * [veOCEAN](rewards/df-veocean.md)
-  - [Contributor Code of Conduct](contribute/code-of-conduct.md)
+  * [Curate with Volume DF](rewards/df-volumedf.md)
-  - [Legal Requirements](contribute/legal-reqs.md)
+  * [Predict with Challenge DF](rewards/df-challengedf.md)
  * [Emissions & APYs](rewards/df-emissions-apys.md)
  * [veOCEAN & DF FAQ](rewards/df-faq.md)
  - [📖 DF User Guides](rewards/user-guides/README.md)
    - [Earn Passive Rewards](rewards/user-guides/how-to-veocean.md)
    - [Estimate APYs](rewards/user-guides/how-to-estimate-apy.md)
    - [Claim Rewards](rewards/user-guides/how-to-claim-rewards.md)
    - [Curate with Volume DF](rewards/user-guides/how-to-volumedf.md)
    - [Delegate Curation](rewards/user-guides/how-to-delegate.md)
    - [Predict with Challenge DF](rewards/user-guides/how-to-challengedf.md)
 * [🤝 Contribute](contribute/README.md)
  * [Partners & Collaborators](contribute/projects-using-ocean.md)
  * [Contributor Code of Conduct](contribute/code-of-conduct.md)
  * [Legal Requirements](contribute/legal-reqs.md)
--- a/defi/README.md
+++ b/defi/README.md
@ -10,6 +10,14 @@ coverY: 0
 Ocean Protocol's open-source tools are useful in a variety of DeFi applications. Here we show you how to capitalize with Ocean Protocol tech in several ways using crypto trading!
 ## Predictoor
 Whether creating data feeds for the daily price of BTC-USD on Binance, or the ice level in Antartica, Predictoor offers a tech stack for data scientists to earn rewards from future predictions.
 A tech stack that empowers traders and analysts to improve the performance of their algorithmic models when making valuable decisions.
 Read more about [Predictoor here](../predictoor/README.md) and start earning today.
 ## Data Farming - Challenge DF 📈
 Data Farming offers a weekly rewards via [Challenge DF](../rewards/df-challengedf.md), a challenge where users predict the price of Ethereum and win prizes 💰 based on accuracy.
--- a/developers/ocean.js/asset-visibility.md
+++ b/developers/ocean.js/asset-visibility.md
@ -4,7 +4,7 @@ In the Ocean Protocol ecosystem, each asset is associated with a state that is m
 By assigning specific states to assets, Ocean Protocol enables a structured approach to asset management and visibility. These states help regulate asset discoverability, ordering permissions, and the representation of assets in user profiles, ensuring a controlled and reliable asset ecosystem.
-It is possible to remove assets from Ocean Protocol by modifying the state of the asset. Each asset has a state, which is stored in the NFT contract. Additional details regarding asset states can be found at this [link](../ddo-specification.md#state). There is also an assets purgatory that contains information about the purgatory status of an asset, as defined in the list-purgatory. For more information about the purgatory, please refer to: [https://docs.oceanprotocol.com/core-concepts/did-ddo#purgatory](https://docs.oceanprotocol.com/core-concepts/did-ddo#purgatory).
+It is possible to remove assets from Ocean Protocol by modifying the state of the asset. Each asset has a state, which is stored in the NFT contract. Additional details regarding asset states can be found at this [link](../ddo-specification.md#state). There is also an assets purgatory that contains information about the purgatory status of an asset, as defined in the list-purgatory. For more information about the purgatory, please refer to the [DID and DDO Identifier docs](/developers/identifiers.md).
 We can utilize a portion of the previous tutorial on updating metadata and incorporate the steps to update the asset's state in the asset DDO.
--- a/developers/ocean.js/creating-datanft.md
+++ b/developers/ocean.js/creating-datanft.md
@ -75,4 +75,4 @@ node create_dataNFT.js
 * Checkout our [code examples](https://github.com/oceanprotocol/ocean.js/blob/main/CodeExamples.md#L0-L1) or [compute to data examples](https://github.com/oceanprotocol/ocean.js/blob/main/ComputeExamples.md#L417) to see how you can use ocean.js.
 * If you have any difficulties or if you have further questions about how to use ocean.js please reach out to us on [Discord](https://discord.gg/TnXjkR5).
 * If you notice any bugs or issues with ocean.js please [open an issue on github](https://github.com/oceanprotocol/ocean.js/issues/new?assignees=\&labels=bug\&template=bug\_report.md\&title=).
-* Visit the [Ocean Protocol website](https://docs.oceanprotocol.com/) for general information about Ocean Protocol.
+* Visit the [Ocean Protocol website](https://oceanprotocol.com/) for general information about Ocean Protocol.
--- a/developers/ocean.py/compute-flow.md
+++ b/developers/ocean.py/compute-flow.md
@ -42,7 +42,7 @@ print(f"DATA_ddo did = '{DATA_ddo.did}'")
 ```
 {% endcode %}
-To customise the privacy and accessibility of your compute service, add the `compute_values` argument to `create_url_asset` to set values according to the [DDO specs](https://docs.oceanprotocol.com/core-concepts/did-ddo). The function assumes the documented defaults.
+To customise the privacy and accessibility of your compute service, add the `compute_values` argument to `create_url_asset` to set values according to the [DDO specs](/developers/identifiers.md). The function assumes the documented defaults.
 ### 2. Alice publishes an algorithm
--- a/developers/ocean.py/remote-setup.md
+++ b/developers/ocean.py/remote-setup.md
@ -66,7 +66,7 @@ Ocean.py follows the exact `id` name for the network's name from the default Bro
 #### 1.4 Networks Supported
-All [Ocean-deployed](https://docs.oceanprotocol.com/core-concepts/networks) chains (Eth mainnet, Polygon, etc) should be in Brownie's default `network-config.yaml` except Energy Web Chain (EWC).
+All [Ocean-deployed](../../discover/networks/README.md) chains (Eth mainnet, Polygon, etc) should be in Brownie's default `network-config.yaml` except Energy Web Chain (EWC).
 For Windows users: it's possible that your `network-config.yaml` doesn't have all the network entries. In this case, just replace your local file's content with the `network-config.yaml` in Brownie's GitHub repo, [here](https://github.com/eth-brownie/brownie/blob/master/brownie/data/network-config.yaml).
--- a/discover/faq.md
+++ b/discover/faq.md
@ -23,7 +23,6 @@ You can learn more about what we are doing in 2023 in this [blog post](https://b
 </details>
 <details>
 <summary>Is Ocean aiming to be a marketplace for data?</summary>
@ -53,8 +52,6 @@ We are not actively developing a dedicated system for dataset validation. Instea
 3. Is sample data available for evaluation? 
 4. What is the dataset's rating within the marketplace? (Refer to the star rating we have implemented.) 
 5. Is the publisher responsive to inquiries? Feel free to send a direct message to the publisher via the marketplace to engage in discussions before making a data purchase.
 </details>
 <details>
@ -388,7 +385,6 @@ Anyone can fork Ocean Market; the core team encourages this because it drives va
 </details>
 <details>
 <summary>Is it possible to sell models on Ocean Protocol?</summary>
@ -628,8 +624,7 @@ The Ethereum network has the highest liquidity for $OCEAN.
 <summary>As Google Drive is not supported in the Ocean ecosystem, what are the alternative options for storing a file and then publishing it?</summary>
-Google Drive is an awesome product, but is designed for file sharing between a small group of users and is not properly working with our architecture. ⁣There are a bunch of other systems you can use that work smoothly with our stack. [Here](https://docs.oceanprotocol.com/developers/storage) are some alternatives.
+Google Drive is an awesome product, but is designed for file sharing between a small group of users and is not properly working with our architecture. ⁣There are a bunch of other systems you can use that work smoothly with our stack. [Here](../developers/storage.md) are some alternatives.
 </details>
@ -637,12 +632,10 @@ Google Drive is an awesome product, but is designed for file sharing between a s
 <summary>Do you have a tutorial for using Arweave as storing solution for assets?</summary>
-You bet we have. [Here](https://docs.oceanprotocol.com/user-guides/asset-hosting/arweave) it is 😎
+You bet we have. [Here](../user-guides/asset-hosting/arweave.md) it is 😎
 </details>
 ### Data Challenges 
 <details>
@ -760,659 +753,6 @@ Any type of data can be sold via Ocean Protocol. AI data, music data, image, vid
 Yes, any type of data can be sold via Ocean Protocol. Ai data, music, image, video, trading, tickets. Anything that is accessible online.
 </details>
 ### Data Farming
 <details>
 <summary>Is there historical data for Data Farming APYs to get an idea of what to expect?</summary>
 Yes. Just,  Scroll down to the [Data Farming History](https://df.oceandao.org/activerewards) Section.
 </details>
 <details>
 <summary>Why both my passive and active rewards appear to be the same and why I can't see the APY for active rewards.</summary>
 Passive rewards are distributed relative to your % ownership of veOCEAN.
 Active rewards are distributed relative to your ability to curate assets that are driving revenue. If you are able to curate quality assets better than others, you are able to receive a larger % reward.
 Therfore, even though the total reward budgets are the same, the way you can earn rewards are not.
 APY for active rewards is ~0% at the moment as most assets are not driving sales.
 </details>
 <details>
 <summary>As a passive APY, what should I expect to receive? I locked 8057 Ocean three epochs ago and received 3.30 OCEAN so far. </summary>
 That's a valid point, and we greatly value your feedback. We are continuously enhancing the Data Farming UI based on input like yours. 
 Here's how the frontend logic works: We round your APY to two decimal places. So, if you've locked 8,000 OCEAN for a short period, it's possible to see a near-0% APY. 
 To boost your APY, consider locking your OCEAN for a more extended period. It's not only about the amount you lock but also the duration of the lock that matters most. Longer lock periods yield more significant results. You can find further insights in this [document](https://docs.oceanprotocol.com/user-guides/data-farming/how-to-estimate-apy).
 </details>
 <details>
 <summary>Is there a dashboard to view the volume of DF-main?</summary>
 Yes
 [DF Dashboard](https://df.oceandao.org/datafarming) (per round).
 [Autobot](https://autobotocean.com/volumes) (historical).
 </details>
 <details>
 <summary>Do we still receive rewards if there is no consume volume?</summary>
 Yes, you will still earn Passive Rewards. However, Active rewards need "Data Consume Volume". More info on the [docs](https://docs.oceanprotocol.com/user-guides/data-farming).
 </details>
 <details>
 <summary>What is the APY of data farming and is it rewarding to participate considering the high gas costs?</summary>
 The amount of rewards is highly dependent on the locking period. the longer you lock your tokens, the greater the rewards. You can use [this document](https://docs.oceanprotocol.com/user-guides/data-farming/how-to-estimate-apy) to estimate the amount you'll get.
 Likely because the sales were small and only 0.01% of sales volume is considered for rewards.
 This data and information are well documented on the [Farms](https://df.oceandao.org/datafarming) page.
 </details>
 <details>
 <summary>For data farming, will my stacked Ocean tokens be locked, or can I withdraw them anytime?</summary>
 Your locked amount cannot be withdrawn before the lock ends. Your rewards in return can be claimed/redeposited whenever you want. If you don't claim, they just stack up. There is no loss.
 </details>
 <details>
 <summary>Can I allocate my veOCEAN tokens for farming at any time, including now? </summary>
 Allocations happen instantly. ⁣
 ⁣
 However, your allocation power is counted progressively throughout the week and requires you to leave it there for it to work. ⁣
 ⁣
 Learn more by going through the [documentation](https://docs.oceanprotocol.com/rewards/df-veocean). ⁣
 </details>
 <details>
 <summary>Is there any guidance or tutorial available on when and where to allocate veOCEAN for data farming active rewards?</summary>
 For sure, here is the intro [tutorial](https://docs.oceanprotocol.com/veocean-data-farming/veocean-data-farming-tutorial).
 We cannot offer guidance related to where to allocate your tokens, that's your decision. Your tokens, your curated assets.
 </details>
 <details>
 <summary>Do we need to claim data farming rewards weekly? What happens when the lock period ends? Are rewards automatically claimed?</summary>
 They can be claimed/redeposited whenever you want. If you don't claim, they just stack up. There is no loss.
 </details>
 <details>
 <summary>Are active rewards higher than passive rewards?  If I engage in active Data farming will I earn less passive rewards?</summary>
 Engaging in active data farming does not diminish your passive rewards. By default, you will receive your passive rewards, and in addition to that, you'll also earn active rewards on top.
 You have the flexibility to participate in every available reward stream.
 </details>
 <details>
 <summary>What is the Data Farming APY? Can you provide a tutorial for staking OCEAN and information on APY and locking time?</summary>
 Active rewards are dependent on data assets actually making sales for you to receive rewards. If you have veOCEAN allocated to a data asset that doesn't get consumed/has no demand, you do not receive rewards.
 [Tutorial](https://docs.oceanprotocol.com/veocean-data-farming/veocean-data-farming-tutorial)
 [Calculator](https://autobotocean.com/calculator)
 </details>
 <details>
 <summary>How to choose the right asset to allocate veOcean?</summary>
 Active stakers can select datasets to stake on based on several factors such as publisher reputation, number of previous consumes of the dataset, ratings and comments of others. ⁣
 </details>
 <details>
 <summary>What assets are eligible for Data Farming?</summary>
 The data asset may be of any type — dataset (for static URIs), algorithm for Compute-to-Data, or any other Datatoken token-gated system. The data asset may be fixed price or free price. You can find more details in the [DF Background page](../rewards/df-volumedf.md#assets-that-qualify-for-data-farming)
 </details>
 <details>
 <summary>When exactly does counting start and finish, for a given week?</summary>
 The counting starts at 00:00 am on Thursday UTC and ends at 11.59 pm UTC on the following Wednesday.
 </details>
 <details>
 <summary>The datatoken price may change throughout the week. What price is taken in the DCV calculation?</summary>
 The price is taken at the same time as each consume. E.g. if a data asset has three consumes, where the price was 1 OCEAN when the first consume happened, and the price was 10 OCEAN when the other consumes happened, then the total DCV for the asset is 1 + 10 + 10 = 21.
 </details>
 <details>
 <summary>Can the reward function change during a given week?</summary>
 No. At the beginning of a new DF round (DF1, DF2, etc.), rules are laid out, either implicitly if no change from the previous round, or explicitly in a blog post if there are new rules. This is: reward function, bounds, etc. Then teams stake, buy data, consume, etc. LPs are given DF rewards based on staking, DCV, etc. at the end of the week. Overall cycle time is one week.
 Caveat: it’s no at least in theory! Sometimes there may be tweaks if there is community consensus or a bug.
 </details>
 <details>
 <summary>Is it possible to use the Ocean tech stack without involving the OCEAN token? If fees are paid in other currencies, are they swapped to OCEAN to some extent? How does this impact the passive revenues of veOCEAN?</summary>
 Ocean Market currently supports $OCEAN and $H2O for the exchange of services. Markets such as BDP and Acentrik may use another currency for the exchange of services. If these marketplaces are publicly accessible and indexable by Ocean Protocol, they are included in the data farming rewards program. If the marketplaces are closed and private, which cannot be indexed and tracked, then assets and activities are not part of the data farming program.
 </details>
 <details>
 <summary>What is the use of Autobotocean.com?</summary>
 Autobotocean.com can be used to explore Ocean-related metrics like $OCEAN locked vs. time, data consume volume, and more.
 </details>
 <details>
 <Summary>I locked my OCEAN for veOcean but can't see the rewards. What am I missing?</Summary>
 Please hang in there and stay patient, as it can take almost two weeks to receive your first reward. 😊
 </details>
 <details>
 <summary>What is the APY of DF?</summary>
 You can use [this document](https://docs.oceanprotocol.com/user-guides/data-farming/how-to-estimate-apy) to estimate your APY.
 Please keep in mind that the algorithm offers higher incentives for longer lock periods. So, the longer you lock your assets, the greater your rewards will be. Once you go through our documentation, you'll have a better understanding of how it all works.
 </details>
 <details>
 <summary>How do the data farming rewards work? Can rewards be claimed monthly or automatically deposited?</summary>
 Data Farming serves as the fundamental incentive system within Ocean Protocol, offering diverse opportunities for participants to contribute to the protocol's growth and success. This system is divided into two rewarding streams:
 1. Passive Rewards
 2. Active Rewards
 By actively participating in our available programs, you can earn both passive and active rewards. Your total rewards will be a combination of these two substreams.
 The best part is that you have full control over claiming or redepositing your rewards at your convenience. Unclaimed rewards accumulate over time without any loss.
 It's important to note that your veOCEAN balance will gradually decrease once you receive it. This decline occurs linearly over time until it reaches the Lock End Date. For instance, when your lock time has reached the halfway point, you will possess 50% of your initial veOCEAN balance. Once your lock time concludes, your veOCEAN balance will reach zero, allowing you to withdraw your OCEAN tokens.
 Learn more in the [documentation](https://docs.oceanprotocol.com/rewards/df-veocean).
 </details>
 ### veOCEAN
 <details>
 <summary>Are the veOCEAN tokens tradeable or have a market price?</summary>
 No. They cannot be traded, transferred, or sold. ⁣
 ⁣
 You can delegate veOCEAN to others in order to facilitate farming, however, you need to understand how this works. ⁣
 ⁣
 You can get the necessary info in the [docs](https://docs.oceanprotocol.com/user-guides/data-farming). ⁣
 </details>
 <details>
 <summary>Do you offer staking of $OCEAN? Is there a tutorial available for staking, and can I learn about the APY and locking time for unstaking?</summary>
 Absolutely, we've adopted a staking approach similar to veCRV, allowing you to lock your Ocean tokens for veOCEAN to enjoy both passive and active rewards. Here are some handy resources to help you get started:
 1. [Tutorial](https://docs.oceanprotocol.com/veocean-data-farming/veocean-data-farming-tutorial)
 2. [Estimate your APY](https://docs.oceanprotocol.com/user-guides/data-farming/how-to-estimate-apy)
 Feel free to explore these links for step-by-step guidance and insights into maximizing your staking rewards with veOCEAN.
 PS: We cannot offer guidance related to where to allocate your tokens, that's your decision. Your tokens, your curated assets.
 </details>
 <details>
 <summary>Is there a way to transform VeOcean to Ocean gradually over the lock period? Also, how will VeOcean be distributed over a certain time frame, and will Ocean tokens be reduced at the end of the lock period?</summary>
 No, you can't convert your VeOcean to Ocean during the lock period. However, you have the opportunity to earn rewards (in $OCEAN) through active or passive staking. When the lock period concludes, you gain access to all your locked Ocean tokens. You can find additional information about OCEAN emissions [here](https://docs.oceanprotocol.com/veocean-data-farming/emissions-apys). 
 It's important to note that you won't lose Ocean tokens by locking them, and they won't be reduced at the end of the lock period. To learn more about VeOcean, check out this [resource](https://docs.oceanprotocol.com/rewards/df-veocean).
 </details>
 <details>
 <summary>Is there a way to check the duration and amounts of veOCEAN locked on-chain for all wallets?</summary>
 Yes, this information is available. Indeed, there is a technical aspect involved. You'll need to have some technical knowledge because you'll be required to query our subgraph. You can find a working example in our [documentation](https://docs.oceanprotocol.com/developers/subgraph/get-veocean-stats#get-the-veocean-holders-list). Feel free to run the script by clicking on the "run" button.
 </details>
 <details>
 <summary>What is the official formula for the Linear Decay?</summary>
 The Linear Decay formula for veOCEAN can be expressed as follows in python.
 ```python
 FOUR_YEARS = 60 * 60 * 24 * 7 * 52
 veOcean_balance = OCEAN_amount_locked * (your_unlock_timestamp — current_unix_timestamp ) / FOUR_YEARS
 ```
 To learn more about systems driving veOCEAN and Data Farming, please [visit our df-py github repository](https://github.com/oceanprotocol/df-py).
 </details>
 <details>
 <summary>Can I stake OCEAN tokens on the Binance Smart Chain protocol?</summary>
 1. veOCEAN exists on the ETH mainnet only. 
 2. Data Farming Active Rewards has native multi-chain support.
 </details>
 <details>
 <summary>What's the amount of veOcean one can get for locking 1 Ocean token?</summary>
 1 veOCEAN if you lock for 4 years. Learn more about VeOCEAN [here](https://docs.oceanprotocol.com/rewards/df-veocean).
 </details>
 <details>
 <summary>Are there any liquid staking wrappers for veOCEAN?</summary>
 You can also earn active staking rewards by assigning your veOCEAN directly on datasets or through a proxy ([psdnOCEAN](https://docs.h2odata.xyz/protocol-overview/psdnocean-veocean-liquid-staking)), which deploys your veOCEAN at no risk, in order to gain a share of active rewards.
 </details>
 <details>
 <summary>Why the ratio between psdnOCEAN and OCEAN tokens is not close to 1:1?</summary>
 The ratio stands at 80% to 20%, creating an imbalanced pool that minimizes price fluctuations. You might find this [resource](https://blog.oceanprotocol.com/psdnocean-the-first-liquid-staking-wrapper-by-the-h2o-team-is-now-live-a3330e15fa5c) valuable.
 </details>
 <details>
 <Summary> How to convert PsdnOcean back to $OCEAN ?</Summary>
 You can convert psdnOCEAN back to $OCEAN using the Balancer AMM liquidity [pool](https://app.balancer.fi/#/ethereum/pool/0xf8c4cd95c7496cb7c8d97202cf7e5b8da2204c2b00020000000000000000039e).
 [Price information](https://www.geckoterminal.com/eth/pools/0xf8c4cd95c7496cb7c8d97202cf7e5b8da2204c2b) for psdnOCEAN.
 </details>
 ### Staking
 <details>
 <summary>What is veOcean and staking in context of Ocean Protocol? </summary>
 [veOCEAN](https://docs.oceanprotocol.com/rewards/df-veocean) (vote-escrowed OCEAN) is a special token in the Ocean Protocol ecosystem. Users can obtain veOCEAN by staking their OCEAN tokens for a specific period. This shows commitment to the network. Longer lock periods for veOCEAN typically yield higher rewards.
 You can lock your Ocean Token at - df.oceandao.org
 </details>
 <details>
 <summary>Could you explain the benefits of staking $OCEAN tokens and how the APY is calculated?</summary>
 Yes, You can find the details in these resources.⁣
 1. [Benefits](https://docs.oceanprotocol.com/rewards/veocean).
 2. [Passive Rewards](https://docs.oceanprotocol.com/rewards/df-intro).
 3. [Emissions & APYs](https://docs.oceanprotocol.com/rewards/df-emissions-apys).
 </details>
 <details>
 <summary>What is the percentage of tokens currently staked?</summary>
 You can find the statistics for the number of locked tokens [here](https://autobotocean.com/veOcean). As of September 2023, there are approximately 700 million Ocean tokens in circulation, out of which approximately 30 million have been locked. ⁣
 </details>
 <details>
 <summary>Is there any value to veOcean tokens? When staking them on datasets, do you receive veOcean or Ocean tokens instead?</summary>
 [veOCEAN](https://docs.oceanprotocol.com/rewards/df-veocean ) is locked $OCEAN and thus has exactly the same price as $OCEAN when unlocked. When veOCEAN is staked, rewards are granted back in veOCEAN. veOCEAN can be converted to $OCEAN at any time by the owner after the locking period ends. ⁣⁣
 </details>
 <details>
 <summary>Are there any risks associated with staking Ocean tokens? Can the owner of a dataset run away with my coins? Are there any potential penalties or slashing mechanisms?</summary>
 There are no counterparty risks associated with staking $OCEAN. Ocean uses standard, tried-and-audited "ve" smart contracts without modification. It is nonetheless conceivable that there exists a yet-to-be-discovered vulnerability that may be exploited in the future so put only amounts at risk that you are comfortable losing.
 </details>
 <details>
 <summary>Is active staking on datasets limited to the ones I specifically staked my veOcean on? Do I receive active staking rewards only if the datasets I staked on receive DCV?</summary>
 Yes, you will receive [active rewards](https://docs.oceanprotocol.com/rewards/df-intro#what-are-active-rewards) if the assets you've curated have Data consume Volume(DCV). ⁣
 </details>
 <details>
 <summary>What is the current APY (Annual Percentage Yield) for staking?</summary>
 The APY is highly dependent on the locked amount and more importantly on the locking period. A good tutorial to estimate the APY is available on our [documentation](https://docs.oceanprotocol.com/user-guides/data-farming/how-to-estimate-apy).
 </details>
 <details>
 <summary>How do I analyze projects and decide where to allocate? Do I look at current and past APYs, or is there more to consider? </summary>
 Active stakers can select datasets to stake on based on several factors such as publisher reputation, number of previous consumes of the dataset, ratings, and comments of others.
 </details>
 <details>
 <summary>If I stake my Ocean for 6 months and the price of Ocean goes up during that time, will my staked tokens increase in value as well?</summary>
 Yes. When you lock Ocean tokens, you'll receive them back at the end of the lock-up period. If the value increases during this time, your Ocean tokens will appreciate in worth. The same principle applies in reverse if the value decreases
 </details>
 <details>
 <summary>I'm new to Ocean and I want to stake my Ocean tokens. Can you guide me on how and where to do this?</summary>
 You can lock your Ocean tokens in exchange for veOcean tokens and participate in the Data Farming program. Please go through the mechanics and details of data farming to make informed decisions. [Here](https://docs.oceanprotocol.com/veocean-data-farming/veocean-data-farming-tutorial) is a good start.
 </details>
 <details>
 <summary>Should I passively stake and earn income, or is it better to be an active speaker? Are there any risks associated with active staking?</summary>
 You can't be an active staker without being a passive one first. In order to actively participate in data curation you first need to [lock](https://df.oceandao.org/passive-df) your OCEAN tokens and receive veOCEAN.
 In conclusion, the first and easiest step is to passively be part of Data Farming. There are no risks associated with actively participating in Data Farming, you are just pointing your voting power received by getting veOCEAN towards high-quality assets. Please keep in mind that active rewards have costs associated with mainly represented by the gas fees of the transaction(s) you need to do to actively allocate your voting power to certain data sets.
 </details>
 <details>
 <summary>When I stake my Ocean tokens, do I need to restake them manually, or is it auto-compound?</summary>
 They are not auto-compounded.
 They can be claimed/redeposited whenever you want. If you don't claim, they just stack up. There is no loss.
 </details>
 <details>
 <summary>Is it possible to participate only in passive income staking without participating in the active one? </summary>
 Yes. You are participating by default in the passive rewards when you lock your Ocean tokens.
 </details>
 <details>
 <summary>When one withdraws all locked amounts, the active and passive rewards are automatically claimed as well?</summary>
 No, when the locking period concludes, and you withdraw your tokens, the rewards (passive or active) are not automatically claimed. You must claim them separately. 
 </details>
 <details>
 <summary>How much Ocean do I need to stake to earn interest?</summary>
 There is no minimum amount. The rewards will depend on the amount you lock.
 You will get passive rewards by default when you lock tokens. On top of that, you can get active rewards if you actively participate in the program. Here are some [resources](https://docs.oceanprotocol.com/veocean-data-farming/veocean-data-farming-tutorial).
 </details>
 <details>
 <summary>Does the lock open at 00:00 on the unlock day?</summary>
 The lock opens at the time you lock your tokens. 
 </details>
 <details>What is the best time to lock OCEAN to avoid high gas fees? Do I need to approve twice?
 <summary>What is the best time to lock OCEAN to avoid high gas fees? Do I need to approve twice? </summary>
 When gas prices are low, which you can check [here](https://www.useweb3.xyz/gas), the locking process occurs in two phases. Initially, you must approve the amount you wish to lock, and subsequently, you execute the lock transaction. If you've previously approved the desired amount for locking, there's no need to repeat the approval step. You only need to approve once, unless you intend to lock a higher amount than what you've already approved.
 </details>
 <details>
 <summary>What about passive stakers — people who just want to stake in one place and be done?</summary>
 Earnings are passive by default.
 </details>
 <details>
 <summary>What about active stakers — people who want to do extra work and get rewarded?</summary>
 Half the DF revenue goes to veOCEAN stake that users can allocate. Allocate well → more \$$.
 </details>
 <details>
 <summary>How can I use my OCEAN tokens to earn more OCEAN? What is the role of curators and keepers?</summary>
 "Staking" is similar to Ethereum or Chainlink where it gives you access to passive rewards. You can use OCEAN to access both passive and active rewards in Data Farming and earn more OCEAN.
 Yes, there is active work in curating data assets. Both keep growing and you can now use delegation to make active rewards easier to access.
 More info [here](https://docs.oceanprotocol.com/user-guides/data-farming).
 </details>
 <details>
 <summary>Should I focus on passive income or be an active staker? What are the risks involved with active staking?</summary>
 To optimize your rewards, you can choose to employ both passive and active methods. Passive rewards are automatically earned when you lock your Ocean tokens to acquire veOCEAN. It's crucial to understand that the longer you lock your tokens, the higher your potential rewards can be.
 However, it's worth noting that active staking does come with associated costs, such as gas fees, which you will need to cover.
 When it comes to active staking, you aren't exposed to additional risks. Your veOCEAN tokens remain securely locked, and your role is to curate datasets by allocating them.
 As with any system, inherent risks exist. In terms of the liquidity you provide, rest assured that we have implemented battle-tested contracts, protecting assets worth billions, including veCRV. With this model, there is no liquidity risk, and you are shielded from losing your OCEAN due to Impermanent Loss (IL); your OCEAN tokens are held securely in lock.
 More information about [APYs](https://docs.oceanprotocol.com/user-guides/data-farming/how-to-estimate-apy).
 </details>
 <details>
 <summary>Is there a tutorial on for staking Ocean tokens?</summary>
 Yes, there is one in the [documentation](https://docs.oceanprotocol.com/veocean-data-farming/veocean-data-farming-tutorial).
 </details>
 <details>
 <summary>If I withdraw before the unlock date, what happens to my veOCEAN and rewards?</summary>
 You can't withdraw before the [unlock date](https://docs.oceanprotocol.com/rewards/df-veocean).
 </details>
 <details>
 <summary>How long does it take for the system to update round allocations for veOCEAN?</summary>
 Allocations happen instantly.
 However, your allocation power is counted progressively throughout the week and requires you to leave them there for it to work.
 </details>
 <details>
 <summary>What is the best time to lock OCEAN to avoid high gas fees?</summary>
 When [gas](https://www.useweb3.xyz/gas) is cheap. 
 </details>
 <details>
 <summary>When one withdraws all locked amounts, the active and passive rewards are automatically claimed as well?</summary>
 No, when the locking period concludes, and you withdraw your tokens, the rewards (passive or active) are not automatically claimed. You must claim them separately. 
 </details>
 <details>
 <summary> Which chain do most people stake on? What are the staking costs? </summary>
 You can only "stake" via eth mainnet.
 Data Farming Active Rewards has multi-chain support and you can farm assets on any chain.
 </details>
 <details>
 <summary>Are there plans to switch to BNB or another blockchain for staking to reduce costs?</summary>
 I'm sorry, but for now, all the earnings for veOCEAN holders can only be claimed on the Ethereum mainnet. We don't have immediate plans to add another chain for VeOcean staking at the moment. However, it's important to note that to be eligible for Data Farming, data assets for DFing can be published on various networks where Ocean Protocol is deployed in production, including ETH Mainnet and Polygon, among others. You can find more information about this in the [documentation](https://docs.oceanprotocol.com/rewards/df-veocean#veocean-earnings).
 </details>
 <details>
 <summary>Which chain is veOCEAN be deployed on?</summary>
 [veOCEAN & DF](https://github.com/oceanprotocol/contracts/tree/main/contracts/ve) core contracts are deployed on Ethereum mainnet and allow users to allocate veOCEAN tokens to any asset, on any chain.
 </details>
 <details>
 <summary>Which networks are eligible for Data Farming?</summary>
 Data assets for DF may published in any network where Ocean’s deployed in production: Eth Mainnet, Polygon, BSC, and more.
 You can find a list of [all supported chains here](networks/README.md).
 </details>
 <details>
 <summary>Where can I find the veOCEAN and DF contracts?</summary>
 They are deployed on the Ethereum mainnet, alongside other Ocean contract deployments. You can find the [full list of contracts here](https://github.com/oceanprotocol/contracts/blob/main/addresses/address.json).
 </details>
 <details>
 <summary>What is the official veOCEAN epoch start_time?</summary>
 veFeeDistributor has a start\_time of 1663804800 (Thu Sep 22 2022 00:00:00).
 </details>
 <details>
 <summary>Can I farm on other chains then Ethereum?</summary>
 1. veOCEAN exists on ETH mainnet only. 
 2. Data Farming Active Rewards has native multi-chain support.
 </details>
 ### Pricing
@ -1446,7 +786,7 @@ Yes, from the get-go! It doesn’t matter how data is priced, this works for all
 <summary>How are datatokens created, and how does the creator make money?</summary>
-[Datatokens](https://docs.oceanprotocol.com/developers/contracts/datatokens) represent access rights to a specific dataset on the Ocean Protocol. Creators of datasets tokenize their data, creating these datatokens. Each datatoken is unique to a dataset.
+[Datatokens](../developers/contracts/datatokens.md) represent access rights to a specific dataset on the Ocean Protocol. Creators of datasets tokenize their data, creating these datatokens. Each datatoken is unique to a dataset.
 </details>
@ -1454,7 +794,7 @@ Yes, from the get-go! It doesn’t matter how data is priced, this works for all
 <summary>Where can I find information about the number of datatokens created and track their progress?</summary>
-To access this data, some technical expertise is required. You can find this information at the subgraph level. In our documentation, we provide a few examples of how to retrieve this data using JavaScript. Feel free to give it a shot by visiting this [page](https://docs.oceanprotocol.com/developers/subgraph/list-datatokens). If it doesn't meet your requirements, don't hesitate to reach out to us on Discord.
+To access this data, some technical expertise is required. You can find this information at the subgraph level. In our documentation, we provide a few examples of how to retrieve this data using JavaScript. Feel free to give it a shot by visiting this [page](../developers/subgraph/list-datatokens). If it doesn't meet your requirements, don't hesitate to reach out to us on Discord.
 </details>
@ -1492,7 +832,7 @@ Production:
 <summary>How can I convert tokens from the BEP20 network to the ERC20 network?</summary>
-We have a [tutorial](https://docs.oceanprotocol.com/discover/networks/bridges#binance-smart-chain-bsc-bridge) specific for this. Please double-check the addresses and make sure you are using the right smart contracts. ⁣
+We have a [tutorial](../discover/networks/bridges#binance-smart-chain-bsc-bridge) specific for this. Please double-check the addresses and make sure you are using the right smart contracts. ⁣
 </details>
@ -1503,7 +843,7 @@ We have a [tutorial](https://docs.oceanprotocol.com/discover/networks/bridges#bi
 The OCEAN token address on the polygon network is [0x282d8efCe846A88B159800bd4130ad77443Fa1A1](https://polygonscan.com/address/0x282d8efCe846A88B159800bd4130ad77443Fa1A1). 
-Yes, the tokens can be bridged. Please follow this [tutorial](https://docs.oceanprotocol.com/discover/networks/bridges#polygon-ex-matic-bridge) to bridge to/from polygon.
+Yes, the tokens can be bridged. Please follow this [tutorial](../discover/networks/bridges#polygon-ex-matic-bridge) to bridge to/from polygon.
 </details>
@ -1512,7 +852,7 @@ Yes, the tokens can be bridged. Please follow this [tutorial](https://docs.ocean
 <summary>Is there any reading material available on how privacy works in compute-to-data through the use of containers/kube?</summary>
-I believe you'll find this [resource](https://docs.oceanprotocol.com/developers/compute-to-data/compute-to-data-architecture) highly beneficial.
+I believe you'll find this [resource](../developers/compute-to-data/compute-to-data-architecture) highly beneficial.
 </details>
@ -1545,7 +885,7 @@ Ocean offers faucets for every test network where the smart contracts are deploy
 Each individual could publish their dataset themselves, to get a data NFT. From the data NFT, they can mint datatokens which are to access the data. They have sovereign control over this, as hold the keys to the data NFTs and datatokens, and have great flexibility in how to give others access. For example, they could send a datatoken to a DAO for the DAO can manage. Or they could grant datatoken-minting permissions to the DAO. The DAO could use this to assemble a dataset across 100 individuals. ⁣
 ⁣
-Learn more about Data NFTs on the [Docs](https://docs.oceanprotocol.com/developers/contracts/data-nfts).
+Learn more about Data NFTs on the [Docs](../developers/contracts/data-nfts).
 </details>
--- a/predictoor/README.md
+++ b/predictoor/README.md
@ -0,0 +1,53 @@
 ---
 description: Tomorrow belongs to those who can hear it coming. — David Bowie
 cover: ../.gitbook/assets/cover/predictoor_banner.jpg
 coverY: 0
 ---
 # Summary
 We dream of a world of 10,000 truly accurate prediction feeds, for everything from rain forecasts to sea level rise, or traffic congestion to ETH price. [Ocean Predictoor](https://predictoor.ai/) is an on-chain, privacy-enabled, AI-powered application and stack that is bringing this dream to reality.
 **Accurate predictions are valuable.** With them, one can take action and create value. Conversely, inaccurate predictions lead to disaster. Predictions have value because they're the [final step in a data supply chain](https://blog.oceanprotocol.com/the-data-value-creation-loop-68e23575be02), right before action is taken by the user.
 **Prediction feeds** are a stream of predictions for a given time series. This could be predicting the price of ETH every 5 minutes, or the sea temperature daily. A feed may be binary, i.e. whether a time series changes up or down: ↑↓↓↓↑↓↑↑. Accurate prediction feeds are valuable.
 Alas, accurate predictions are *hard*. Worse, typical prediction feeds have no accountability on accuracy. If the weatherman says "no rain for today" and then it rains, a farmer could get stuck in the mud, wrecking a portion of his crops. The weatherman doesn't feel the impact of wrong predictions, but the farmers sure care! 
 **Accountable Predictions** - Imagine if there was accountability. Accuracy would go up; the farmer would be stuck less. Imagine accountable prediction feeds for not only for rain, but also wind, sea temperature, road congestion, train delays, ETH prices, NVID prices, housing prices, and more. **Imagine tens of thousands of prediction feeds with accountable accuracy.** Imagine them **globally distributed**, and censorship resistant. Imagine **accuracy improving with time**. 
 ## Introduction
 Ocean Predictoor is a stack and a dapp for prediction feeds. It has accountability for accuracy, via staking. It’s globally distributed and censorship-resistant, by being on-chain. We expect its accuracy to improve over time, due to its incentive structure. Its first use case is DeFi token prediction because users can close the data value-creation loop quickly to make tangible \$.  
 Predictoor is composed of different actors, often referred to as: predictoors and traders. You will learn in the [Predictoor Introduction](pdr-intro.md) page, you will out more about these actors, how they are structured in the system, and their behaviors. By the time you've completed reading this, you'll know what Epochs are, and have a better understand of what "t+1" means.
 ## Architecture
 After obtaining a broad overview of the system and its actors, you should be ready to dive into [The Architecture of Predictoor](pdr-architecture.md) and the [pdr-backend repo](https://github.com/oceanprotocol/pdr-backend). You'll become more exposed to the key building blocks and pdr-backend, the integration component for Predictoors and Traders.
 We anticipate Predictoor to extend beyond DeFi to other verticals like climate and agriculture. Predictoor agents may evolve into AI DAOs with emergent swarm-like behavior. This is the future.
 ## Earning with Predictoor
 Predictoor serves two groups of actors: Predictoors, and Traders. In this section, we'll explore [How to Earn with Predictoor](pdr-earn.md) and describe how both of these groups can benefit from it. After you are done with this, you should know what steps you need to take next in order to start leveraging the system for your own benefit.
 We'll also provide some links and exercise to make this easier for you.
 ## Predictoor Parameters
 The [Predictoor Parameters page](pdr-parameters.md) will provide you with details on many topics such as incentives, feed costs, and deployed feeds.  
 You can find details about Oasis, Testnet, Mainnet, and how to bridge your OCEAN here.
 ## FAQ
 The [FAQ page](pdr-faq.md) has frequently asked questions about Predictoor.
 ## Connect with Us
 If you want to talk to other Predictoors, Traders, and contributors to this ecosystem, [join us on Discord](https://discord.gg/TnXjkR5).
 ## Predictoor Resources
 - All blog posts: ["Ocean Predictoor Series"](https://blog.oceanprotocol.com/ocean-predictoor-series-6a9122754a4d)
 - Backend Repo `pdr-backend`: [github.com/oceanprotocol/pdr-backend/](https://github.com/oceanprotocol/pdr-backend/)
 - Frontend Repo `pdr-web`: [github.com/oceanprotocol/pdr-web/](https://github.com/oceanprotocol/pdr-web/)
 - Videos
  - [[Introducing Predictoor Dappcon 2023](https://www.youtube.com/live/ev76qrunCn4?si=a6dw_qCgw3F3070y&t=24393)]
 - Slides
  - [[Ocean meetup](https://docs.google.com/presentation/d/1Yj14l-FRaMOgxXflHV0-sdHEdAFaAuB2MJNovQEtRFE/edit)][[pdf](https://github.com/trentmc/slides/blob/main/20230913-ocean-meetup-predictoor.pdf)]  
  - [[Dappcon](https://docs.google.com/presentation/d/118tBnWNbzuq6vL1TITGq69RKPvHWbxVUZULp8KnfPyQ/edit#slide=id.g243aace1a9a_0_681)][[pdf](https://github.com/trentmc/slides/blob/main/20230912-dappcon-berlin-predictoor.pdf)]  
--- a/predictoor/pdr-architecture.md
+++ b/predictoor/pdr-architecture.md
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 ---
 description: >-
    "It was never easy to look into the future, but it is possible and we should not miss our chance." — Andrei Linde
 ---
 # Predictoor Architecture
 ## Privacy and Oasis Sapphire
 Predictoor needs privacy for:
 - Submitted predictions
 - Compute aggregate predictions; and
 - Aggregated predictions — only subscribers can see
 This could all be done on fully-centralized infrastructure. But doing so would fail on our other goals: **being globally distributed, censorship resistant, and non-custodial**.
 Targeting these needs, we researched & prototyped many privacy technologies. [Oasis Sapphire](https://oasisprotocol.org/sapphire) emerged as the best choice because, as the only privacy-preserving EVM chain in production, it could handle these needs cleanly end-to-end.
 ## Software Implementation
 Most of [predictoor.ai](https://predictoor.ai) dapp is implemented in the [pdr-web repo](https://github.com/oceanprotocol/pdr-web), with help from [pdr-websocket](https://github.com/oceanprotocol/pdr-websocket/) to fetch feed data and [Ocean Aquarius](https://github.com/oceanprotocol/aquarius) for metadata caching.
 The template Predictoor bots, trader bots, trueval bot, and prediction feed publishing are all in the [pdr-backend repo](https://github.com/oceanprotocol/pdr-backend). Contracts are in the Ocean [contracts](https://github.com/oceanprotocol/contracts) repo.
 Events emitted by contracts are indexed as Ocean subgraphs, to be consumed by predictoor.ai and the bots. The backend [subgraph README](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/subgraph.md) has more info.
 ## Backend & Contract Details
 The section [Predictoor Structure](pdr-intro.md) presented much of the Predictoor architecture.  
 The image below adds detail around the backend (bottom 1/3 of diagram). Let’s discuss.
 <figure><img src="../.gitbook/assets/predictoor/details_on_predictoor.png" alt=""><figcaption>Details of Predictoor Structure (Architecture)</figcaption></figure>
 **Smart Contracts.** There’s one Predictoor contract for each prediction feed, at each exchange/timescale: BTC/USDT at Binance/5m, ETH/USDT at Binance/5m, and so on. Each contract is an Ocean datatoken contract, with a new template for prediction feeds. 
 The implementation is in templates/ERC20Template3.sol at at [Ocean’s contracts repo](https://github.com/oceanprotocol/contracts). It implements ERC20, Ocean, and Predictoor-specific behavior as follows.  
 **- ERC20 behavior.** It implements the ERC20 interface and therefore plays well with ERC20-friendly crypto wallets, DEXes, etc.  
 **- Ocean behavior.** Being part of Ocean, having 1.0 datatokens means you can access the underlying data asset for the duration of the subscription (once you’ve initiated the order). For Predictoor contracts this is 24h. Each datatoken contract has a parent Ocean data NFT with metadata, means to specify & collect fees, and more.  
 **- Predictoor behavior.** Each datatoken contract has additional methods specific to Predictoor: submitting predictions, submitting truevals, computing aggregated predictions, etc.
--- a/predictoor/pdr-earn.md
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 # How to Earn
 ## How to Earn as a Predictoor
 If you have background in AI, ML, data science or statistics (and these overlap!) then you’re well suited to become a predictoor to make \$.
 <figure><img src="../.gitbook/assets/predictoor/progression_of_a_predictoor.png" alt=""></figure>
 Typical steps as a Predictoor:
 1. **Play with predictoor.ai.** Go to [predictoor.ai](https://predictoor.ai) to build intuition: observe the free feed, perhaps buy a few feeds, and watch them change over time.
 1. **Do Challenge DF: one-off predictions.** Then, practice making accurate AI/ML based predictions via [Challenge Data Farming](https://df.oceandao.org/challenge-df). Submissions are due Wednesdays at midnight, for ETH price predictions 5 min, 10 min, …, 60 min ahead. Every week, 5000 OCEAN prize money is distributed to the three lowest-error submissions.
 1. **Run a predictoor bot: continuous predictions.** Follow the steps in the [Run a Predictoor Bot README](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/predictoor.md). You’ll start by deploying a bot locally that submits a random prediction every 5 minutes. Then you’ll add AI/ML model predictions. Then you’ll do it on a remote testnet staking fake OCEAN. Finally, you’ll do it on mainnet staking real OCEAN.
 1. **Optimize the bot.** Improve model prediction accuracy via more data and better algorithms. Extend to predict >1 prediction feeds (Predictoor has many). Wash, rinse, repeat.  
 The actions as a predictoor give the following ways to earn:  
 * **Feed sales.** At an epoch, sales revenue (minus fees) for that epoch goes to predictoors. It’s distributed pro-rata by stake among the predictoors who predicted the true value correctly. The revenue for an epoch is the fraction of sales, spread uniformly across subscription length. A price of 3 OCEAN, 5m epochs, and 24h (1440m) subscriptions gives a revenue of (# subscribers) * (3 OCEAN) * / (1440m / 5m).
 * **Stake reshuffling.** At an epoch, incorrect predictoors have their stake slashed. This slashed stake is distributed to the correct predictoors pro-rata on their stake.
 * **Predictoor DF.** The third phase of Predictoor rollout will have an incentives program that amounts to additional earning for predictoors. 37,000 OCEAN/week rewards.
 Don’t expect to be 100% accurate in your up/down predictions. Marginally better than 50% might be enough, and be skeptical if you’re greatly above 50%, you probably have a bug in your testing.
 Predictoors can earn even more, via complementary actions:
 * **[Challenge DF](../rewards/df-intro.md#what-is-challenge-df).** Predict accurately for weekly prizes. 
 Every week there’s [150,000 total OCEAN rewards](../rewards/df-intro.md#reward-schedule) for Ocean Data Farming. This will increase in early 2024, and more yet later.
 {% hint style="warning" %}
 You will lose money as a predictoor if your \$ out exceeds your \$ in. If you have low accuracy you’ll have your stake slashed a lot. Do account for gas fees, compute costs, and more. Everything you do is your responsibility, at your discretion. None of this blog is financial advice.
 {% endhint %}
 ## How to Earn as a Trader
 You can make \$ by buying prediction feeds, and using it as an input — as “alpha” — to your trading approach.
 <figure><img src="../.gitbook/assets/predictoor/progression_of_a_trader.png" alt=""></figure>
 Typical steps as a Trader:
 1. **Play with dapp, and trade.** First, go to [predictoor.ai](https://test.predictoor.ai/) to build intuition: observe the free feed, perhaps buy a few feeds, and watch them change over time. In a second window, have Binance open. Employ a baseline trading strategy: when a new Predictoor prediction pops in, buy if “↑”, and sell or short if “↓”; exit the position 5 min later.  
 1. **Run a trader bot.** Follow the steps in the [Trader README](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/trader.md). You’ll start by deploying a bot locally that follows the baseline trading strategy: when a new Predictoor prediction pops in, it buys if “↑”, and sells if “↓”. Then you’ll do it on a remote testnet with fake tokens. Finally, you’ll do it on mainnet with real tokens on a real exchange.  
 1. **Improve & extend.** Improve trading performance via more sophisticated trading strategies. This is a universe all of its own! Extend to >1 prediction feeds (Predictoor has many). Wash, rinse, repeat.  
 The actions as a trader offer a single yet powerful way to earn: **trading revenue.** Buy low and sell high! (And the opposite with shorting)  
 Traders can earn even more via a complementary action: **[Volume DF](../rewards/df-intro.md#what-are-active-rewards).**. Lock veOCEAN for OCEAN, then point the veOCEAN to data assets with high DCV. Predictoor feeds are great candidates for high-DCV assets.  
 ⚠️ You will lose money trading if your \$ out exceeds your \$ in. Do account for trading fees, order book slippage, cost of prediction feeds, and more. Everything you do is your responsibility, at your discretion. None of this blog is financial advice.  
 ## How to Earn as a Data Farmer
 Even if you’re not active as a predictoor or a trader, you can earn nonetheless.
 * **[Passive DF](../rewards/df-intro.md#what-are-passive-rewards).** By simply locking your OCEAN for veOCEAN, you can earn passive rewards.  
 * **[Volume DF](../rewards/df-intro.md#what-are-active-rewards).** Point the veOCEAN to data assets with high data consume volume (DCV). Predictoor feeds are great candidates for high-DCV assets (Predictoor assets are a good choice).  
 ## Early Earnings Benchmarks
 Predictoor aims to make it easy for people to make \$ doing predictions (as predictoors), and taking actions against those predictions (as traders).
 Before we started building Predictoor, we first asked: _can we predict ETH (etc) up/down with accuracy?_ Then we conducted intensive AI/ML research towards this question. The results of this investigation were positive 😎. TBH, we were surprised at the degree of market inefficiency.
 Our next question was: _with these predictions, can we make \$ trading?_ Again, we conducted intensive AI/ML research, and again found positive results 😎😎.
 Here we share some results of that research — a glimpse of how deep the rabbit hole goes — to inspire would-be predictoors and traders in their own work. The model was trained on data from January 1, 2021 to June 30, 2023, with simulated results the first 24 days of July 2023. A “baseline” trading strategy was used:
 The image below shows simulated returns as a function of order size, for BTC/USDT on Binance. Duration = 7000 ticks x 5m/tick = 24.3 days of trading. It simulates spread effects. It assumes 0% fees. Note how the size of the order affects the return. This is because BTC/USDT is not very liquid; therefore larger amounts cause slippage.
 Simulated returns vs time of BTC/USDT trading on Binance. Trade size has an impact.
 The image below has the same experimental setup, but for BTC/USDT pair. The size of the order does not affect the return, because BTC/USDT is more liquid than BTC/USDT.
 <figure><img src="../.gitbook/assets/predictoor/simulated_returns_btc_usdt.png" alt=""><figcaption>Simulated returns vs time of BTC/USDT trading on Binance. Trade size has little impact.</figcaption></figure>
--- a/predictoor/pdr-faq.md
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 ---
 title: Predictoor FAQ
 description: Frequently Asked Questions about Predictoor
 ---
 ## Predictoor FAQ
 ### Getting Started
 <details>
 <summary>How can users begin experimenting with Predictoor?</summary>
 You can start by playing with [predictoor.ai](https://predictoor.ai), then click "run bots" and go through [Predictoor](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/predictoor.md) or [Trader](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/trader.md) README. This [blog](https://blog.oceanprotocol.com/meet-predictoor-accountable-accurate-prediction-feeds-8b104d26a5d9#048b) "How to Earn" section has details.  
 </details>
 ### For Predictoors
 <details>
 <summary>What happens if your prediction is good or bad?</summary> 
 If the prediction is wrong, your staked amount on that prediction is going to be slashed and distributed among people who submitted the right predictions.
 </details>
 <details>
 <summary>Is it possible to predict without using bots?</summary>
 Before we answer, please understand that to make decent money, it will take hundreds or thousands of submissions, guided by AI/ML models. So doing this manually would be tedious and error-prone. Therefore a bot is the most practical way. This is why the Predictoor core team has made it easy to run a bot. Here are the getting-started READMEs [Predictoor](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/predictoor.md) and [Trader](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/trader.md), respectively.  
 To the question "Is it possible to predict without a bot", the specific answer is "Yes". Here are the details
 - Somehow you need to submit an up/down prediction, with OCEAN stake, as a transaction to Sapphire chain. Here are the Possible ways to do such a transaction:
  - (a) Core team-supplied Python bot
  - (b) simple Python script
  - (c) Use "Write Contract" in [Sapphire blockchain explorer](https://explorer.sapphire.oasis.io)
  - (d) 3rd-party bot that decides to support this
  - (e) dapp that decides to support this
 </details>
 ### For Traders
 <details>
 <summary>How can I trust individual predictions?</summary>
 The most important metric to assess confidence in a prediction is "how much OCEAN have people *staked* on this prediction", both up and down. It's how much they're willing to lose if they're wrong. This metric is not gameable because OCEAN has scarcity. It's "put your money where your mouth is".
 </details>
 <details>
 <summary>What factors influence the accuracy of Predictoor? How accurate do you think the predictions will be over time?</summary>
 That's up to Predictoors to figure out! Certainly, historical price information has a huge influence. After that, there are many possibilities: other CEX and DEX data, on-chain data, social media data, GitHub data, news, weather, and more. The [Predictoor README](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/predictoor.md) gets you started, using historical price information.
 </details>
 ### Price and Rewards
 <details>
 <summary>How is the pricing determined and will it continue to be 3 OCEAN?</summary>
 Pricing is 3 OCEAN for one feed for 24 hours. It will be like that for the near-term future. We can expect price changes and price structure over time, as the Predictoor core team learns what pricing makes sense.
 </details>
 <details>
 <summary>How do Predictoors benefit from sales? Is there a burn mechanism?</summary>
 20% of prediction feed sales go to OPF. A portion of that is passed on to the Ocean community, including burning.
 </details>
 <details>
 <summary>How Is Predictoor related to Data Farming?</summary>
 Predictoor is its own dapp, stack, and set of feeds. In addition, the Ocean Data Farming infrastructure is extended to incentivize for activities within Predictoor.
 Starting Nov 9, 2023 via "Predictoor Data Farming", there is 37000 OCEAN (about $10K) and several $K worth of ROSE allocated weekly to Predictoor DF. This will be used to purchase prediction feeds, alongside purchases by traders, etc. 80% of prediction feed sales goes to predictoors themselves.
 </details>
 ### How is Predictoor different
 <details>
 <summary>How does Predictoor compare to prediction markets? Like Predictoor, they use $ for accountability.</summary>
 Prediction markets are for one-off predictions like “will Biden win in 2024?” whereas Predictoor-style prediction feeds are for a continuous stream of predictions.
 </details>
 <details>
 <summary>How does Predictoor compare to Chainlink? Like Predictoor, it has price feeds on-chain.</summary>
 Chainlink provides current prices on-chain, and Predictoor makes predictions for prices in the future.
 </details>
 <details>
 <summary>How does Predictoor compare to Numerai? Like Predictoor, it crowd-sources predictions, related to trading.</summary>
 They are different:  
 - Numerai takes predictions, then aggregates them and uses them to trade directly. It operates as a hedge fund.  
 - Whereas Predictoor takes predictions, then aggregates them and sells the aggregate. It operates as data feeds.  
 Secondary differences:  
 - Numerai focus is tradfi trading, as a hedge fund.  
 - Whereas Predictoor is pure datafeeds, and applies to any vertical. Its first use case is defi trading.  
 - Currently Numerai is mostly centralized.  
 - Whereas Predictoor is decentralized. Predictoor tech may be useful to Numerai to help decentralize  
 </details>
 <details>
 <summary>How does Predictoor compare to Numerai Signals? People supplying to Numerai Signals don’t get paid out from trading (like the main Numerai product).</summary>
 In Numerai Signals, payout is a function of the submitter’s “originality” compared to other signals. These signals are used as inputs for prediction models in Numerai main product.  
 Whereas in Predictoor, payout is a function of the the accuracy of the submitter’s prediction, compared to the true value. These signals are predictions, directly.
 </details>
 ### Networks
 <details>
 <summary>Will Predictoor become available on other blockchain networks in the future?</summary>
 Predictoor needs to leverage a privacy-preserving EVM chain which is in production. Oasis Sapphire is currently the only such chain.
 </details>
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 ---
 description: >-
    "Yesterday is gone. Tomorrow has not yet come. We have only today. Let us begin." - A mother
 ---
 # Introduction
 **Ocean Predictoor is a stack and a dapp for prediction feeds.** It has accountability for accuracy, via staking. It’s globally distributed and censorship-resistant, by being on-chain. We expect its accuracy to improve over time, due to its incentive structure. Its first use case is DeFi token prediction because users can [close the data value-creation loop](https://blog.oceanprotocol.com/the-data-value-creation-loop-68e23575be02) quickly to make tangible \$.
 <figure><img src="../.gitbook/assets/predictoor/predictoor_overview.png" alt=""><figcaption>Conceptual overview of Predictoor</figcaption></figure>
 **Prediction feeds are crowd-sourced. "Predictoor" agents submit individual predictions and stake on them.** They make money when they're correct and lose money when not. This drives accurate prediction feeds, because only accurate predictoors will be making \$ and sticking around.
 **“Trader” agents buy aggregate predictions,** then use them to take action like buying or selling. The more accurate the predictions, the more easily they make \$, the longer they stick around to keep buying prediction feeds from trading profits.
 **Predictoor is built on the Ocean Protocol stack**, including contracts for tokenized data and middleware to cache metadata. To keep predictions private unless paid for, Predictoor uses Oasis Sapphire privacy-preserving EVM chain.
 **The initial dapp is live at [predictoor.ai](https://predictoor.ai).** It’s for up/down predictions of BTC, ETH, and other tokens’ prices. The dapp helps users build a mental model of Predictoor behavior. Predictoors and traders’ main workflow is to do run predicting / trading bots with the help of the Py SDK. We have seeded Predictoor with bots that have AI/ML models of accuracy comfortably above 50% — a precondition to make \$ trading.
 <figure><img src="../.gitbook/assets/predictoor/predictoor_ui.png" alt=""><figcaption>Screenshot from predictoor.ai</figcaption></figure>
 ## Predictoor Structure
 The image below gives an overview of Predictoor structure.
 In the image top left, predictoors, traders, or anyone play with predictoor.ai to build an understanding how predictoor works. One feed is free; the rest are available for purchase. At first, only the free feed is visible. Users can connect their web3 wallet and buy another feed.
 In the image top middle, predictoors graduate to building & deploying Python "Template Predictoor bots" (agents), which submit predictions every 5 minutes. Now, predictoors can see how to make revenue from making predictions, with plenty of room to improve AI/ML modeling accuracy and make more \$.
 <figure><img src="../.gitbook/assets/predictoor/predictoor_structure.png" alt=""><figcaption>Predictoor Structure</figcaption></figure>
 In the image top right, traders graduate from predictoor.ai to building & deploying Python "Template Trader bots" (agents), which grab the latest prediction every 5 minutes, as soon as it's available, then trade using that prediction (and other info). Now, Traders can see how to make \$ from buying predictions, with plenty of room to improve trading strategy and make more \$.
 In the image bottom is the Oasis Sapphire chain, with Predictoor feed contracts deployed to it. There's one contract deployed for each {pair, exchange, timescale} such as {ETH/USDT, Binance, 5m}.
 ## Predictoor Behavior
 We just covered Predictoor structure. Let's now layer on some Predictoor behavior, with the help of the image below. We'll walk through actions by Predictoors and Traders related to predictions for time slot "epoch t+1", and show how they make \$. 
 We assume predictions on BTC, and where epoch t ends at 5:00pm, t+1 ends 5:05pm, and t+2 ends 5:10pm. We assume that Traders already purchased a subscription via predictoor.ai, Python, or otherwise. When we discuss an action by a Predictoor or Trader, we recognize that it's typically executed by their agent (bot).
 **Epoch t.** This is left 1/3 of the image. It starts at 4:55pm and ends at 5:00pm. Predictoor 1 (pink) predicts that BTC close price for epoch t+1 will be higher ("↑") than close price for epoch t. He submits a tx to that chain with that prediction, and some OCEAN stake of his choice (higher stake = more confident). Predictoor 2 (dark green) does the same. Predictoor 3 (light green) predicts "↓" and stakes. The chain stores these prediction values, privately.
 <figure><img src="../.gitbook/assets/predictoor/predictoor_behavior.png" alt=""><figcaption>Predictoor Behavior</figcaption></figure>
 **Epoch t+1.** The middle 1/3 of the image covers epoch t+1. It starts at 5:00pm and ends at 5:05pm. The BTC Predictoor contract computes the aggregated predicted value (agg_predval) as stake-weighted sum across individual predictions.
 > agg_predval = (stake1 x predval1 + stake2 x predval2 + …) / (stake1 + stake2 + …)
 The contract then makes agg_predval visible to its subscribers. The predicted value is the stake-weighted sum across predictions. Smart traders may take the information and act immediately. A baseline strategy is "if it predicts ↑ then buy; if it predicts ↓ then sell or short".
 **Epoch t+2.** This is the right 1/3 of the image. It starts at 5:05pm and ends at 5:10pm. Both traders and trueval agent take action (and, predictoors get paid).
 - **Actions by Traders.** Typically, traders exit their position immediately, exactly 5 minutes since they got the 5-minute-ahead prediction and acted*. If the prediction feed was accurate enough and trading fees & slippage weren't too high, then the trader makes money on average.
 - **Actions by Trueval agent; predictoors get paid.** The trueval agent is a process that grabs price feeds from e.g. Binance and submits it to chain, inside the smart contract*. The "submit" transaction also takes the opportunity to calculate each Predictoor's reward or slashing, and update their OCEAN holdings in the contract accordingly. (Funds aren't sent per se, they're made available via ERC20 "approve", for the predictoor to transfer at some later point). Predictoor 3 got his OCEAN slashed because he was wrong; predictoors 1 and 2 receive that as income, in addition to receiving income from prediction feed sales to traders. Predictoors can claim their balance anytime.
--- a/predictoor/pdr-parameters.md
+++ b/predictoor/pdr-parameters.md
@ -0,0 +1,37 @@
 # Predictoor Parameters
 ## Testnet Details
 As of Sep 12, 2023, Predictoor / Ocean contracts are deployed to [Oasis Sapphire testnet](https://docs.oasis.io/dapp/sapphire/#testnet).
 Users need fake OCEAN & ROSE tokens:  
 **- Fake OCEAN.** Staking & payment is in fake OCEAN. Users acquire it via a faucet. [Here's how](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/testnet-faucet.md).  
 **- Fake ROSE.** Gas fees are in fake ROSE. Users acquire it via a faucet. [Here's how](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/testnet-faucet.md).  
 ## Mainnet Details
 As of Oct 10, 2023, Predictoor / Ocean contracts are deployed to [Oasis Sapphire mainnet](https://docs.oasis.io/dapp/sapphire/#mainnet).  
 Users need (real) OCEAN & ROSE tokens:  
 **- OCEAN.** Staking & payment is in OCEAN. [How to get OCEAN on Sapphire](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/get-ocean-on-sapphire.md).  
 **- ROSE.** Gas fees are in ROSE. [How to get ROSE on Sapphire](https://github.com/oceanprotocol/pdr-backend/blob/main/READMEs/get-ocean-on-sapphire.md).  
 ## Feeds Published
 For testnet, there are 10 feeds: X/USDT pair for each of the top-10 coins by market cap (ignoring stablecoins), 5m timescales, on Binance, >0% fees on Binance. Paid feeds. The coins are: X = BTC, ETH, BNB, XRP, ADA, DOGE, SOL, LTC, TRX, DOT  
 For both testnet and mainnet, there are 20 feeds:  
 - X/USDT pair for each of the top-10 coins by market cap (ignoring stablecoins), on Binance, 5m timescales, on Binance. The coins are: X = BTC, ETH, BNB, XRP, ADA, DOGE, SOL, LTC, TRX, DOT  
 - Like above, but for 60m timescales  
 ## Pricing
 For each timescale, one feed is free: BTC/UTD on Binance.  Below is pricing for the remaining feeds.   
 The price to subscribe to one feed for 24 hours is 3.00 OCEAN. This includes all fees. Fee details:  
 - 0.1% community swap fee  
 - 20% fee to Ocean Protocol Foundation. (Will be used to further drive Predictoor, and to burn OCEAN.)  
 - For reference, price without fees is 2.49791840133 OCEAN. To calculate this: Let x = price without fees. Then x * (1 + 0.20 + 0.001) = 3.0 → x = 3.0 / (1 + 0.20 + 0.001) = 2.49791840133  
 Pricing is subject to change based on learnings, and feedback from community.  
 ## Predictoor Data Farming
 [Ocean Data Farming](https://df.oceandao.org/rewards) (DF) is an incentives program currently with [150K OCEAN rewards](../rewards/df-intro.md#reward-schedule) per week.  
 On Nov 9, a reward stream will be introduced to incentivize predictoors. This reward stream will provide 37,000 OCEAN in weekly rewards. You can find more about it in [Data Farming Intro - What are Active Rewards?](../rewards/df-intro.md#what-are-active-rewards)  
--- a/rewards/README.md
+++ b/rewards/README.md
@ -1,5 +1,5 @@
 ---
-description: Learn how to generate OCEAN rewards by using our Data Farming dApp
+description: Learn how to earn OCEAN rewards via Data Farming
 cover: ../.gitbook/assets/cover/rewards_banner.png
 coverY: 0
 ---
@ -20,11 +20,15 @@ We have used battle-tested contracts that safeguard billions (veCRV). With this
 [Farming 101](df-intro.md) introduces Data Farming, the various reward systems, how they work, and how to access them. By the end of the document, you should feel more familiar with Data Farming concepts and having a better idea of what subject you might want to learn about next.  
 ## User Guides
 If you are looking for step-by-step tutorials on how to access the Data Farming program and complete different actions, head over to the [Data Farming User Guides page](user-guides/README.md).  
 ## veOCEAN
 Learning about [veOCEAN](df-veocean.md) will help you answer the question "What is the purpose of veOCEAN?" and give insights on how veOCEAN (vote-escrowed OCEAN) is used inside of Ocean Protocol to help advance the protocol.  
-It may help for you to review the user guide on [how to estimate APY](../user-guides/data-farming/how-to-estimate-apy.md) to get a better idea for how long you'll want to lock your funds.  
+It may help for you to review the user guide on [how to estimate APY](user-guides/how-to-estimate-apy.md) to get a better idea for how long you'll want to lock your funds.  
 ### Passive Rewards
@ -38,7 +42,7 @@ It is by-design, without the need for anyone to put in any significant effort. Y
 Passive Rewards offers a defined amount of rewards for each round that is divided amongst veOCEAN holders based on how much they hold.
-Once your tokens are locked up, you can then learn [how to claim rewards](../user-guides/data-farming/how-to-claim-rewards.md).
+Once your tokens are locked up, you can then learn [how to claim rewards](user-guides/how-to-claim-rewards.md).
 ### Active Rewards
@ -58,13 +62,13 @@ If you have locked your OCEAN tokens in exchange for veOCEAN, this is the ideal
 You can learn about [the design of Volume DF](df-volumedf.md) to learn about it's substreams. Here, curators earn rewards for curating datasets that are driving sales and helping Ocean Protocol achieve traction.
-Once you're familiar with the concepts there, you can then read the following user guide on [how to participate in Volume DF](../user-guides/data-farming/how-to-volumedf.md).
+Once you're familiar with the concepts there, you can then read the following user guide on [how to participate in Volume DF](user-guides/how-to-volumedf.md).
 ## Delegate Curation
 The [Delegation](df-volumedf.md#delegating-voting-power) docs will teach you about the concepts of delegating your veOCEAN allocation power to another wallet that will manage Volume DF for you.
-You can then use the [how to delegate](../user-guides/data-farming/how-to-delegate.md) user guide to follow the steps needed to successfully delegate.
+You can then use the [how to delegate](user-guides/how-to-delegate.md) user guide to follow the steps needed to successfully delegate.
 Please note, once delegated, rewards will be sent to the wallet address you delegated to. The delegation receiver is in charge of managing your Allocation Power and cut from the rewards. 
@ -74,7 +78,7 @@ In this substream, Data Scientists can win competitions by participating in [Cha
 Challenge DF requires participants to submit predictions as close to the price of ETH as possible in order to be in the top 3 participants to win rewards.
-The user guide on [how to Challenge DF](../user-guides/data-farming/how-to-challengedf.md) will take you step-by-step through the process of submitting your algorithm into the competition.
+The user guide on [how to Challenge DF](user-guides/how-to-challengedf.md) will take you step-by-step through the process of submitting your algorithm into the competition.
 ## Further Reading
@ -84,7 +88,7 @@ Finally, if you want to continue expanding your knowledge on OCEAN token emissio
 [Data Farming Background](df-emissions-apys.md#a-brief-history-of-data-farming) will provide you with a lot more information about Data Farming, how the program evolved, and explain detailed mechanisms of the program such as the Reward Function.
-Our [FAQ](../discover/faq.md) answers many different questions about staking, chains, deployments, and other details that may be valuable to you.
+Our [FAQ](df-faq.md) answers many different questions about staking, chains, deployments, and other details that may be valuable to you.
 ## Reference
--- a/rewards/df-challengedf.md
+++ b/rewards/df-challengedf.md
@ -43,7 +43,7 @@ For the full details on how to submit, please read the [Where to start](#where-t
 Head over to the [Challenges Page](https://df.oceandao.org/challenge-df) to learn more about Challenge DF, see historical results, and find out where you go to submit.
-If you're looking for a step-by-step guide on what a challenge entails and how to claiming your well-deserved rewards, check out the [Challenge DF  user guide](../user-guides/data-farming/how-to-challengedf.md). It will provide you with all the necessary information you need to make the most out of the challenges.
+If you're looking for a step-by-step guide on what a challenge entails and how to claiming your well-deserved rewards, check out the [Challenge DF  user guide](user-guides/how-to-challengedf.md). It will provide you with all the necessary information you need to make the most out of the challenges.
 You can find a direct link to the [Challenge DF README](https://github.com/oceanprotocol/predict-eth/blob/main/challenges/challenge-df.md) which you'll be using to submit your predictions.
--- a/rewards/df-emissions-apys.md
+++ b/rewards/df-emissions-apys.md
@ -11,9 +11,9 @@ description: >-
 To really know APYs, you should understand emissions and how they play a role in the funds disributed inside Ocean Protocol.  
-If you are looking to get an overview of APYs, please read the [basics of estimating APY](../rewards/df-intro.md#estimating-apy) first.  
+If you are looking to get an overview of APYs, please read the [basics of estimating APY](df-intro.md#estimating-apy) first.  
-If you want to see some examples of how to calculate it, you can find out more in the [Estimate APY user guides](../user-guides/data-farming/how-to-estimate-apy.md).  
+If you want to see some examples of how to calculate it, you can find out more in the [Estimate APY user guides](user-guides/how-to-estimate-apy.md).  
 ### Why veOCEAN is important to OceanDAO
--- a/rewards/df-faq.md
+++ b/rewards/df-faq.md
@ -0,0 +1,336 @@
 ---
 title: veOCEAN & Data Farming FAQ
 description: Frequently Asked Questions about Data Farming
 ---
 ## veOCEAN FAQ
 ### Guides
 <details>
 <summary>I'm new to Ocean and I want to stake my $OCEAN tokens. Can you show me how? Where can I learn about APY and locks?</summary>
 Absolutely, we've adopted the voting escrowed system from Curve Finance (veCRV) and created veOCEAN.
 veOCEAN lets you lock $OCEAN to receive veOCEAN. You then automatically access Passive Rewards via Data Farming while learning more about Active Rewards. Here are some handy resources to help you get started:
 1. [Tutorial](user-guides/how-to-volumedf.md)
 2. [Estimate your APY](user-guides/how-to-estimate-apy.md)
 By exploring these links, you'll get step-by-step guidance and insights into maximizing your rewards with veOCEAN.
 We cannot offer guidance as how to allocate your voting power, that's your decision.
 </details>
 ### Basics
 <details>
 <summary>Are veOCEAN tokens tradeable or have a market price?</summary>
 No. They cannot be traded, transferred, or sold. ⁣
 ⁣
 You can delegate veOCEAN to others in order to facilitate farming, however, you need to understand how this works. ⁣To learn more [please read the docs](user-guides/how-to-delegate.md). ⁣
 </details>
 <details>
 <summary>Which chain is veOCEAN be deployed on?</summary>
 [veOCEAN & DF](https://github.com/oceanprotocol/contracts/tree/main/contracts/ve) core contracts are deployed on Ethereum mainnet.
 </details>
 <details>
 <summary>Which networks are eligible for Data Farming?</summary>
 You participate by default in Passive Rewards when you lock $OCEAN on Ethereum Mainnet.
 Data assets for Volume DF may be published in any network where Ocean’s deployed in production: Eth Mainnet, Polygon, BSC, and more.
 You can find a list of [all supported chains here](../discover/networks/README.md).
 </details>
 ### Staking
 <details>
 <summary>What is veOcean and staking in context of Ocean Protocol? </summary>
 [veOCEAN](df-veocean.md) (vote-escrowed OCEAN) is a special token in the Ocean Protocol ecosystem. Users can obtain veOCEAN by Locking their OCEAN tokens for a specific period of time. Their OCEAN cannot be accessed during this time as a sign of conviction that lets them engage with the network. Longer lock periods for veOCEAN typically yield higher rewards.
 You can lock your Ocean Token at - [df.oceandao.org](https://df.oceandao.org)
 </details>
 <details>
 <summary>How much Ocean do I need to stake to earn interest?</summary>
 There is no minimum amount. The rewards will depend on the amount you lock.
 You will get passive rewards by default when you lock tokens. On top of that, you can get active rewards if you actively participate in the program. Here are some [resources](user-guides/how-to-veocean.md).
 </details>
 <details>
 <Summary>I locked my OCEAN for veOcean but can't see the rewards. What am I missing?</Summary>
 Please hang in there and stay patient, as it can take almost two weeks to receive your first reward. 😊
 </details>
 <details>
 <summary>If I stake my Ocean for 6 months and the price of Ocean goes up during that time, will my staked tokens increase in value as well?</summary>
 Yes. When you lock Ocean tokens, you'll receive them back at the end of the lock-up period. If the value increases during this time, your Ocean tokens will appreciate in worth. The same principle applies in reverse if the value decreases
 </details>
 <details>
 <summary>Is it possible to only participate in Passive Rewards? Or should I participate in Active Rewards?</summary>
 You participate by default in Passive Rewards when you lock $OCEAN.  
 But to maximize your rewards, you will also need to engage in Active Rewards.  
 It's worth noting that active staking does come with associated costs, such as gas fees which you will need to cover.  
 More information about [APYs](user-guides/how-to-estimate-apy).  
 </details>
 ### Liquid Staking
 <details>
 <summary>Are there any liquid staking wrappers for veOCEAN?</summary>
 You can also earn active staking rewards by assigning your veOCEAN directly on datasets or through a proxy ([psdnOCEAN](https://docs.h2odata.xyz/protocol-overview/psdnocean-veocean-liquid-staking)), which deploys your veOCEAN at no risk, in order to gain a share of active rewards.
 </details>
 <details>
 <summary>Why the ratio between psdnOCEAN and OCEAN tokens is not close to 1:1?</summary>
 The ratio stands at 80% to 20%, creating an imbalanced pool that minimizes price fluctuations. You might find this [resource](https://blog.oceanprotocol.com/psdnocean-the-first-liquid-staking-wrapper-by-the-h2o-team-is-now-live-a3330e15fa5c) valuable.
 </details>
 <details>
 <Summary> How to convert PsdnOcean back to $OCEAN ?</Summary>
 You can convert psdnOCEAN back to $OCEAN using the Balancer AMM liquidity [pool](https://app.balancer.fi/#/ethereum/pool/0xf8c4cd95c7496cb7c8d97202cf7e5b8da2204c2b00020000000000000000039e).
 [Price information](https://www.geckoterminal.com/eth/pools/0xf8c4cd95c7496cb7c8d97202cf7e5b8da2204c2b) for psdnOCEAN.
 </details>
 ### Locking & Withdrawing
 <details>
 <summary>What's the amount of veOcean one can get for locking 1 Ocean token?</summary>
 1 veOCEAN if you lock for 4 years. Learn more about VeOCEAN [here](df-veocean.md).
 </details>
 <details>
 <summary>If I withdraw before the unlock date, what happens to my veOCEAN and rewards?</summary>
 You can't withdraw before the [unlock date](df-veocean.md).
 </details>
 <details>
 <summary>Is there a way to transform VeOcean to Ocean gradually over the lock period?</summary>
 No, you can't convert your VeOcean to Ocean during the lock period. When the lock period concludes, you gain access to all your locked Ocean tokens.  
 To learn more about VeOcean, check out this [resource](df-veocean).
 </details>
 <details>
 <summary>What is the best time to lock OCEAN to avoid high gas fees?</summary>
 When [gas](https://www.useweb3.xyz/gas) is cheap. 
 </details>
 ### Claiming Rewards
 <details>
 <summary>When I claim my Ocean tokens, do I need to restake them manually, or are they auto-compounded?</summary>
 They are not auto-compounded.
 They can be claimed/redeposited whenever you want. If you don't claim, they just stack up. There is no loss.
 </details>
 ### APY
 <details>
 <summary>Are rewards paid out in veOCEAN or $OCEAN?</summary>
 All rewards in Data Farming are paid out in $OCEAN and can be claimed at the every epoch.
 </details>
 <details>
 <summary>I locked 10k OCEAN but only received 0.1 OCEAN as a reward. What gives? </summary>
 If you've locked 10,000 OCEAN for a short period, it's possible to see a near-0% APY. 
 To boost your APY, consider locking your OCEAN for a more extended period. It's not only about the amount you lock but also **the duration of the lock that matters most**. Longer lock periods yield more significant results. You can find further insights in this [document](user-guides/how-to-estimate-apy).
 </details>
 <details>
 <summary>Could you explain the benefits of staking $OCEAN tokens and how the APY is calculated?</summary>
 Yes, You can find the details in these resources.⁣
 1. [Benefits](df-veocean).
 2. [Passive Rewards](df-intro).
 3. [Emissions & APYs](df-emissions-apys).
 </details>
 <details>
 <summary>What is the current APY (Annual Percentage Yield) for staking?</summary>
 The APY is highly dependent on the locked amount and more importantly on the locking period. Please see the [Estimate your APY](user-guides/how-to-estimate-apy) guide.
 </details>
 <details>
 <summary>Where can I see the history for Data Farming APY to get an idea of what to expect?</summary>
 Just, visit the Data Farming website and scroll down to the [Data Farming History](https://df.oceandao.org/activerewards) section.
 </details>
 ### Volume DF
 <details>
 <summary>What assets are eligible for Data Farming?</summary>
 The data asset may be of any type — dataset (for static URIs), algorithm for Compute-to-Data, or any other Datatoken token-gated system. The data asset may be fixed price or free price. You can find more details in the [DF Background page](df-volumedf.md#assets-that-qualify-for-data-farming)
 </details>
 <details>
 <summary>Do I only receive Active Rewards from Volume DF if the datasets I staked on receive DCV?</summary>
 Yes, you will receive [Active Rewards from Volume DF](df-intro#what-are-active-rewards) if the assets you've curated have Data consume Volume(DCV). ⁣
 </details>
 <details>
 <summary>Is there a dashboard to view the volume of DF-main?</summary>
 Yes
 [DF Dashboard](https://df.oceandao.org/datafarming) (per round).
 [Autobot](https://autobotocean.com/volumes) (historical).
 </details>
 <details>
 <summary>How do I analyze projects and decide where to allocate? Do I look at current and past APYs, or is there more to consider? </summary>
 Curators can select datasets to stake on based on several factors such as publisher reputation, number of previous consumes of the dataset, ratings, and comments of others.
 We provide an overview into many of these stats inside the [Volume DF page](https://df.oceandao.org/volume-df) in the Data Farming dApp.
 </details>
 <details>
 <summary>The datatoken price may change throughout the week. What price is taken in the DCV calculation?</summary>
 The price is taken at the same time as each consume. E.g. if a data asset has three consumes, where the price was 1 OCEAN when the first consume happened, and the price was 10 OCEAN when the other consumes happened, then the total DCV for the asset is 1 + 10 + 10 = 21.
 </details>
 <details>
 <summary>How long does it take for the system to update round allocations for veOCEAN?</summary>
 Allocations happen instantly.
 However, your voting power is counted progressively throughout the week and requires you to keep your veOCEAn allocated on datasets for it to work.
 </details>
 <details>
 <summary>Are there any risks associated with Active Rewards?</summary>
 When it comes to active staking, you aren't exposed to additional risks. Your veOCEAN tokens remain securely locked, and your role is to curate datasets by allocating them.
 As with any system, inherent risks exist. In terms of the liquidity you provide, rest assured that we have implemented battle-tested contracts, protecting assets worth billions, including veCRV. With this model, there is no liquidity risk, and you are shielded from losing your OCEAN due to Impermanent Loss (IL); your OCEAN tokens are held securely in lock.
 More info [here](user-guides/how-to-volumedf.md).
 </details>
 ### Parameters & Stats
 <details>
 <summary>What is the official veOCEAN epoch start_time?</summary>
 veFeeDistributor has a start\_time of 1663804800 (Thu Sep 22 2022 00:00:00).
 </details>
 <details>
 <summary>Where can I find the veOCEAN and DF contracts?</summary>
 They are deployed on the Ethereum mainnet, alongside other Ocean contract deployments. You can find the [full list of contracts here](https://github.com/oceanprotocol/contracts/blob/main/addresses/address.json).
 </details>
 <details>
 <summary>Can the reward function change during a given week?</summary>
 No. At the beginning of a new DF round (DF1, DF2, etc.), rules are laid out, either implicitly if no change from the previous round, or explicitly in a blog post if there are new rules. This is: reward function, bounds, etc. Then teams stake, buy data, consume, etc. LPs are given DF rewards based on staking, DCV, etc. at the end of the week. Overall cycle time is one week.
 Caveat: it’s no at least in theory! Sometimes there may be tweaks if there is community consensus or a bug.
 </details>
 <details>
 <summary>What is the percentage of tokens currently staked?</summary>
 You can find the statistics for the number of locked tokens [here](https://autobotocean.com/veOcean). As of September 2023, there are approximately 700 million Ocean tokens in circulation, out of which approximately 30 million have been locked. ⁣
 </details>
 <details>
 <summary>Is there a way to check the duration and amounts of veOCEAN locked on-chain for all wallets?</summary>
 Yes, this information is available. Indeed, there is a technical aspect involved. You'll need to have some technical knowledge because you'll be required to query our subgraph. You can find a working example of how to get the list of holders [in our subgraph documentation](../developers/subgraph/get-veocean-stats#get-the-veocean-holders-list). Feel free to run the script by clicking on the "run" button.
 </details>
--- a/rewards/df-guides.md
+++ b/rewards/df-guides.md
@ -1,39 +0,0 @@
 ---
 description: Show you can complete all User-Guides as the last steps to master Data Farming!
 ---
 # Complete User Guides
 <figure><img src="../.gitbook/assets/gif/neo-kinda-martial-arts.gif" alt=""><figcaption><p>Like Neo, you have great potential.</p></figcaption></figure>
 ### Get Started
 Our [User Guides](../user-guides/data-farming/README.md) get you started on Data Farming quickly so you can complete all operations. Follow these guides to get a complete handle on all Data Farming activities.
 {% content-ref url="../user-guides/data-farming/how-to-veocean.md" %}
 [data-farming/how-to-veocean.md](../user-guides/data-farming/how-to-veocean.md)
 {% endcontent-ref %}
 {% content-ref url="../user-guides/data-farming/how-to-estimate-apy.md" %}
 [../user-guides/data-farming/how-to-data-farm-volumedf.md](../user-guides/data-farming/how-to-estimate-apy.md)
 {% endcontent-ref %}
 {% content-ref url="../user-guides/data-farming/how-to-claim-rewards.md" %}
 [../user-guides/data-farming/how-to-claim-rewards.md](../user-guides/data-farming/how-to-claim-rewards.md)
 {% endcontent-ref %}
 {% content-ref url="../user-guides/data-farming/how-to-volumedf.md" %}
 [../user-guides/data-farming/how-to-volumedf.md](../user-guides/data-farming/how-to-volumedf.md)
 {% endcontent-ref %}
 {% content-ref url="../user-guides/data-farming/how-to-delegate.md" %}
 [../user-guides/data-farming/how-to-delegate.md](../user-guides/data-farming/how-to-delegate.md)
 {% endcontent-ref %}
 {% content-ref url="../user-guides/data-farming/how-to-challengedf.md" %}
 [../user-guides/data-farming/how-to-challengedf.md](../user-guides/data-farming/how-to-challengedf.md)
 {% endcontent-ref %}
 ### Not much of a reader? Watch and learn, friend
 {% embed url="https://youtu.be/zAQlPHkK3og" %}
--- a/rewards/df-intro.md
+++ b/rewards/df-intro.md
@ -36,7 +36,7 @@ veOCEAN holders can generate yield completely passively if they wish, though the
 <figure><img src="../.gitbook/assets/gif/passive-income.gif" alt=""><figcaption></figcaption></figure>
-[To start getting passive rewards, go here.](../user-guides/data-farming/how-to-veocean.md)
+[To start getting passive rewards, go here.](user-guides/how-to-veocean.md)
 ### What are Active Rewards?
@ -52,11 +52,20 @@ Rewards are paid in OCEAN to contributors actively working to improve Ocean Prot
 | --------------- | -------------- |
 | 5,000 OCEAN     | 70,000 OCEAN    |
 **November 9** will then change when Predictoor DF is launched:
 1. 1,000 OCEAN is paid out to Challenge DF.
 2. 37,000 OCEAN is paid out to Volume DF.
 3. 37,000 OCEAN is paid out to PredictoorDF.
 | Challenge DF | Volume DF | Predictoor DF |
 | --------------- | -------------- | -------------- |
 | 1,000 OCEAN     | 37,000 OCEAN    | 37,000 OCEAN    
 ### What is Volume DF
 [Volume DF](df-volumedf.md#allocating-veocean) rewards Data Farmers that allocate their veOCEAN tokens to Ocean datasets. It's called Volume DF because the amount of rewards relies on assets that are actively generating Data Consume Volume.  
-You can visit the follow tutorial learn how to [access Volume DF](../user-guides/data-farming/how-to-volumedf.md).  
+You can visit the follow tutorial learn how to [access Volume DF](user-guides/how-to-volumedf.md).  
 Volume DF rewards are governed and defined by the [Reward Function](df-intro.md#reward-schedule).  
@ -64,7 +73,7 @@ Volume DF rewards are governed and defined by the [Reward Function](df-intro.md#
 To get a good sense for how much APY you'll make, we recommend you understand the details of [how veOCEAN works](df-veocean.md). This will give you a basis for the calculations and provide you with an outline for what to expect in terms of rewards over time.  
-You can find the [how to estimate APY](../user-guides/data-farming/how-to-estimate-apy.md) user guide, calculate a reward schedule, and compare your lock up period with others.  
+You can find the [how to estimate APY](user-guides/how-to-estimate-apy.md) user guide, calculate a reward schedule, and compare your lock up period with others.  
 #### Publisher Rewards
@ -72,13 +81,17 @@ You can find the [how to estimate APY](../user-guides/data-farming/how-to-estima
 Publishers are strongly incentivized to launch assets in the Ocean Ecosystem. When publishers curate and support their own assets, they [receive double the allocation power](df-volumedf.md#what-are-publisher-rewards).  
-You can learn how to curate datasets and access [Publisher Rewards](../user-guides/data-farming/how-to-volumedf.md#) here.  
+You can learn how to curate datasets and access [Publisher Rewards](user-guides/how-to-volumedf.md#) here.  
 ### What is Challenge DF
 Challenge DF rewards Data Scientists that produce prediction models that consistently improve the prediction of the price of Ethereum. It's called Challenge DF because weekly rewards are dispensed towards participants that are competing to improve the accuracy of how well we can predict price movements of Ethereum. Therefore, **Challenge DF yields depend on participants accurately outcompeting each other.** Only the top 3 predictions on the leaderboard win.  
-You can visit the follow tutorial learn how to [access Challenge DF](../user-guides/data-farming/how-to-challengedf.md).  
+You can visit the follow tutorial learn how to [access Challenge DF](user-guides/how-to-challengedf.md).  
 ### What is Predictoor DF
 Predictoor DF rewards Data Scientists (as a predictoor) that submit continuous predictions for future price movements of different assets. It's called Predictoor DF because weekly rewards are dispensed towards predictoors that are competing to accurately predict asset prices. Therefore **Predictoor DF yields depend on participants being accurate and outcompeting each other**.
 ### What's the difference between Data Farming and Yield Farming?
--- a/rewards/df-veocean.md
+++ b/rewards/df-veocean.md
@ -76,7 +76,7 @@ Here are some good mental models to improve the outcome of your APY.
 1. APYs are always calculated by dividing the amount of OCEAN received from rewards, by the relative amount of OCEAN locked up.
 1. As a rule: _wherever APYs are provided to the user in the app (df.oceandao.org), they are caclulated assuming an initial 4-year lock up period with a weekly schedule of compounding rewards into an updated 4-year lock. This estimate works provided current: number of users, reward emissions, and other reward parameters stay constant while excluding all tx fees._
-To help you more easily understand APYs, we have provided a couple of examples in the [how to estimate APY](../user-guides/data-farming/how-to-estimate-apy.md) user guide so you can visualize different setups and their relative yields.
+To help you more easily understand APYs, we have provided a couple of examples in the [how to estimate APY](user-guides/how-to-estimate-apy.md) user guide so you can visualize different setups and their relative yields.
 ### Replenishing your veOCEAN
--- a/rewards/df-volumedf.md
+++ b/rewards/df-volumedf.md
@ -22,13 +22,13 @@ Data Farming rewards farmers that allocate their veOCEAN tokens to assets that *
 Thus, if you really want to max out Volume DF APY:
 1. Lock your OCEAN for 4 years to receive 100% voting power.
 1. Have other participants delegate their Allocation Power to you.
-1. Create & publish assets (and make $ in selling them) — or work with people who can.
+1. Create & publish assets (and make \$ in selling them) — or work with people who can.
 1. Point your Allocation Power towards your published assets to receive a 2x bonus.
 1. Claim weekly Passive Rewards, Active Rewards, and update your lock.
 ### Success Metrics
-**Data Consume Volume (DCV)** is our term for **the total $ amount spent on purchases of Ocean ecosystem assets**, transaction fees, and more. The higher DCV of Ocean ecosystem assets, then the more OCEAN rewards are distributed to Data Farmers. It's that simple!
+**Data Consume Volume (DCV)** is our term for **the total \$ amount spent on purchases of Ocean ecosystem assets**, transaction fees, and more. The higher DCV of Ocean ecosystem assets, then the more OCEAN rewards are distributed to Data Farmers. It's that simple!
 ### Those assets don't sell themselves!
@ -46,7 +46,7 @@ The Data Farming dApp [Delegate Page](https://df.oceandao.org/delegate) lets you
 Whatever your scenario, there may be some risk to delegating because the rewards generated will be sent to the person you delegated to. **It's their responsibility to return those rewards back to you if that's the agreement you both made.**
-The guide on [how to Delegate](../user-guides/data-farming/how-to-delegate.md) shows how to provide another wallet with 100% of your allocation power.
+The guide on [how to Delegate](user-guides/how-to-delegate.md) shows how to provide another wallet with 100% of your allocation power.
 ### What are Publisher Rewards?
--- a/user-guides/data-farming/README.md
+++ b/user-guides/data-farming/README.md
@ -20,19 +20,19 @@ Anyone is welcomed to participate.
 ## Passive Rewards stream
-The primary objective of the [Passive Rewards](../../rewards/df-intro.md#what-are-passive-rewards) stream is to provide an accessible way for anyone to use OCEAN and help the protocol grow.
+The primary objective of the [Passive Rewards](../df-intro.md#what-are-passive-rewards) stream is to provide an accessible way for anyone to use OCEAN and help the protocol grow.
 In [the veOCEAN user guide](how-to-veocean.md), you'll learn more about the Passive Rewards stream and how to get veOCEAN.
 ## Active Rewards stream & Substreams
-The primary objective of [Active Rewards](../../rewards/df-intro.md#what-are-active-rewards) and substreams is to provide participants that engage with Data Farming different opportunities to create value. This approach allows users with different skills and interests to collaborate and contribute their unique abilities towards achieving the core values of Ocean Protocol.  
+The primary objective of [Active Rewards](../df-intro.md#what-are-active-rewards) and substreams is to provide participants that engage with Data Farming different opportunities to create value. This approach allows users with different skills and interests to collaborate and contribute their unique abilities towards achieving the core values of Ocean Protocol.  
 Let's review the Active Reward substreams and get you started. 
 ### Volume DF Substream
-The bread and butter of the Data Farming incentive program is [Volume DF](../../rewards/df-volumedf.md). Here publishers and curators that help maintain quality assets in the Ocean ecosystem are rewarded.  
+The bread and butter of the Data Farming incentive program is [Volume DF](../df-volumedf.md). Here publishers and curators that help maintain quality assets in the Ocean ecosystem are rewarded.  
 You can receive OCEAN rewards by allocating veOCEAN voting power to high-quality datasets and assisting Ocean with the curation of Data assets. Through this allocation, you will also receive a portion of the revenue generated by the dataset consumption.
@ -42,8 +42,12 @@ For more information on how to get started and detailed instructions, please ref
 ### Challenge DF Substream
-If you are a data scientist and enjoy tackling challenging problems, this is the perfect place for you. [Challenge DF](../../rewards/df-challengedf.md) provides a competition where you can test your skills in predicting the price of Ethereum. Earn a place on the podium to receive a reward.
+If you are a data scientist and enjoy tackling challenging problems, this is the perfect place for you. [Challenge DF](../df-challengedf.md) provides a competition where you can test your skills in predicting the price of Ethereum. Earn a place on the podium to receive a reward.
 This opportunity allows you to explore the capabilities offered by Ocean Protocol to build algorithms, publish data assets, and to gain valuable exposure. As your models and skills improve, you can begin monetizing your work.
 For detailed instructions and information on how to get started, please refer to the [Challenge DF user guide](how-to-challengedf.md).
 ### Not much of a reader? Watch and learn, friend
 {% embed url="https://youtu.be/zAQlPHkK3og" %}
--- a/user-guides/data-farming/how-to-challengedf.md
+++ b/user-guides/data-farming/how-to-challengedf.md
@ -8,7 +8,7 @@ description: Make extra dosh with building prediction models
 ## Predict to earn
-If you're eager to begin extracting value from data but aren't sure how to get started, then [Challenge DF is here to help](../../rewards/df-challengedf.md)!
+If you're eager to begin extracting value from data but aren't sure how to get started, then [Challenge DF is here to help](../df-challengedf.md)!
 By participating in the weekly data challenges of predicting the price of Ethereum, you will become familiar with the Ocean Protocol stack and with building predictions that can be sold for money.
--- a/user-guides/data-farming/how-to-claim-rewards.md
+++ b/user-guides/data-farming/how-to-claim-rewards.md
--- a/user-guides/data-farming/how-to-delegate.md
+++ b/user-guides/data-farming/how-to-delegate.md
--- a/user-guides/data-farming/how-to-estimate-apy.md
+++ b/user-guides/data-farming/how-to-estimate-apy.md
@ -12,7 +12,7 @@ Rewards are earned by users that hold and use their veOCEAN to help the protocol
 To receive competitve short-term APYs, veOCEAN requires users to make long-term commitments.
-First, make sure that you [understand the basics of APY](../../rewards/df-veocean.md#veocean-and-your-apy) and how veOCEAN works.
+First, make sure that you [understand the basics of APY](../df-veocean.md#veocean-and-your-apy) and how veOCEAN works.
 Now that we got that out of the way, let's work through the examples and keep it as simple as possible.
@ -36,6 +36,6 @@ To help solve this challenge, [we built a dashboard](https://df.oceandao.org/vol
 <figure><img src="../../.gitbook/assets/rewards/curate-datasets.png" alt=""><figcaption><p>Curate like a Pro.</p></figcaption></figure>
-You can also [learn how rewards are calculated](../../rewards/df-volumedf.md#how-rewards-are-calculated) to understand more about what's happening behind the scenes of each Data Farming round.
+You can also [learn how rewards are calculated](../df-volumedf.md#how-rewards-are-calculated) to understand more about what's happening behind the scenes of each Data Farming round.
 Finally, you can [review the implementation inside df-web](https://github.com/oceanprotocol/df-web/blob/main/src/utils/rewards.js) to understand how the APYs on the UI are calculated.
--- a/user-guides/data-farming/how-to-veocean.md
+++ b/user-guides/data-farming/how-to-veocean.md
--- a/user-guides/data-farming/how-to-volumedf.md
+++ b/user-guides/data-farming/how-to-volumedf.md