diff --git a/defi/README.md b/defi/README.md
index 333ad1f4..9bf979bc 100644
--- a/defi/README.md
+++ b/defi/README.md
@@ -10,13 +10,13 @@ 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!
-## Data Farming - ChallengeDF π
+## Data Farming - Challenge DF π
-Data Farming offers a weekly rewards via [ChallengeDF](../../rewards/df-challengedf.md), a challenge where users predict the price of Ethereum and win prizes π° based on accuracy.
+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 π° based on accuracy.
In this competition, participants use machine learning to submit future ETH prices for the next 12 hours as accurately as possible. They upload these predictions to Ocean Market as data NFTs.
-Check our [ChallengeDF page](https://df.oceandao.org/challenges) and join the active Predict ETH challenge!
+Check our [Challenge DF page](https://df.oceandao.org/challenges) and join the active Predict ETH challenge!
Wondering how to start predicting the price of ETH? We have a [blogpost](https://blog.oceanprotocol.com/capitalize-with-ocean-protocol-a-predict-eth-tutorial-b2da136633f0?source=search\_post---------0----------------------------) π for that!
diff --git a/developers/ocean.py/README.md b/developers/ocean.py/README.md
index 1f00543f..46ab875a 100644
--- a/developers/ocean.py/README.md
+++ b/developers/ocean.py/README.md
@@ -52,4 +52,4 @@ To kickstart your adventure with ocean.py, we set out the following steps to get
3. [Publish asset](publish-flow.md), post for free / for sale, dispense it / buy it, and [consume ](consume-flow.md)it
4. Run algorithms through [Compute-to-Data flow](compute-flow.md) using Ocean environment.
-After these quickstart steps, the main [README](https://github.com/oceanprotocol/ocean.py/blob/main/README.md) points to several other use cases, such as [Data Farming - ChallengeDF](https://github.com/oceanprotocol/predict-eth), [Data Farming - VolumeDF](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/df.md), on-chain key-value stores ([public](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/key-value-public.md) or [private](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/key-value-private.md)), and other types of data assets ([REST API](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/publish-flow-restapi.md), [GraphQL](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/publish-flow-graphql.md), [on-chain](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/publish-flow-onchain.md)).
+After these quickstart steps, the main [README](https://github.com/oceanprotocol/ocean.py/blob/main/README.md) points to several other use cases, such as [Data Farming - Challenge DF](https://github.com/oceanprotocol/predict-eth), [Data Farming - Volume DF](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/df.md), on-chain key-value stores ([public](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/key-value-public.md) or [private](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/key-value-private.md)), and other types of data assets ([REST API](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/publish-flow-restapi.md), [GraphQL](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/publish-flow-graphql.md), [on-chain](https://github.com/oceanprotocol/ocean.py/blob/main/READMEs/publish-flow-onchain.md)).
diff --git a/discover/glossary.md b/discover/glossary.md
index 680b0398..1d3de1f8 100644
--- a/discover/glossary.md
+++ b/discover/glossary.md
@@ -145,17 +145,17 @@ When a user locks their OCEAN tokens for a finite period of time, they get veOCE
-VolumeDF
+Volume DF
-When a user allocates veOCEAN tokens to Ocean Market projects, then weekly OCEAN rewards are given to a user based on the sales of those projects. Since these rewards depend on human intervention to decide the allocations, these are categorized as [VolumeDF](../rewards/df-intro.md#what-is-volume-df) rewards. OCEAN Data Farming VolumeDF rewards are claimable every Thursday on the [Rewards page](https://df.oceandao.org/rewards).
+When a user allocates veOCEAN tokens to Ocean Market projects, then weekly OCEAN rewards are given to a user based on the sales of those projects. Since these rewards depend on human intervention to decide the allocations, these are categorized as [Volume DF](../rewards/df-intro.md#what-is-volume-df) rewards. OCEAN Data Farming Volume DF rewards are claimable every Thursday on the [Rewards page](https://df.oceandao.org/rewards).
-ChallengeDF
+Challenge DF
-When a user submits prediction algorithms to the [ChallengeDF program](https://df.oceandao.org/challenges) that accurately estimate the price of Ethereum, then OCEAN rewards are airdropped to that user if win one of the top 3 prizes. Since these rewards depend on human intervention to compete in this challenge, these are categorized as [ChallengeDF](../rewards/df-intro.md#what-is-challenge-df) rewards. OCEAN Data Farming ChallengeDF rewards are claimable every Thursday on the [Rewards page](https://df.oceandao.org/rewards).
+When a user submits prediction algorithms to the [Challenge DF program](https://df.oceandao.org/challenges) that accurately estimate the price of Ethereum, then OCEAN rewards are airdropped to that user if win one of the top 3 prizes. Since these rewards depend on human intervention to compete in this challenge, these are categorized as [Challenge DF](../rewards/df-intro.md#what-is-challenge-df) rewards. OCEAN Data Farming Challenge DF rewards are claimable every Thursday on the [Rewards page](https://df.oceandao.org/rewards).
diff --git a/rewards/README.md b/rewards/README.md
index 3844fbdd..476a6e47 100644
--- a/rewards/README.md
+++ b/rewards/README.md
@@ -28,25 +28,25 @@ At a minimum, Data Farmers earn [Passive Rewards](df-intro.md#what-are-passive-r
### Active Rewards
-For participants that are more engaged and want to increase their yield, the [Active Rewards](df-intro.md#what-are-active-rewards) stream is broken down into multiple substreams. This offers contributors a variety of ways to help Ocean Protocol grow and increase your Data Farming rewards: VolumeDF, ChallengeDF.
+For participants that are more engaged and want to increase their yield, the [Active Rewards](df-intro.md#what-are-active-rewards) stream is broken down into multiple substreams. This offers contributors a variety of ways to help Ocean Protocol grow and increase your Data Farming rewards: Volume DF, Challenge DF.
-#### Curate Data with VolumeDF
+#### Curate Data with Volume DF
-In the VolumeDF substream, curators can maximize their yield by participating in [VolumeDF](df-volumedf.md).
+In the Volume DF substream, curators can maximize their yield by participating in [Volume DF](df-volumedf.md).
-VolumeDF requires participants to curate quality datasets that are driving sales and are helping Ocean Protocol achieve traction.
+Volume DF requires participants to curate quality datasets that are driving sales and are helping Ocean Protocol achieve traction.
## Delegate Curation
-[Delegation](..user-guides/data-farming/how-to-farm-delegate.md) will teach you how to share your veOCEAN allocation power to other users that can help manage VolumeDF substream for you.
+[Delegation](..user-guides/data-farming/how-to-farm-delegate.md) will teach you how to share your veOCEAN allocation power to other users that can help manage Volume DF substream for you.
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.
-#### Predict with ChallengeDF
+#### Predict with Challenge DF
-In this substream, Data Scientists can maximize their yield by participating in [ChallengeDF](df-challengedf.md).
+In this substream, Data Scientists can maximize their yield by participating in [Challenge DF](df-challengedf.md).
-ChallengeDF requires participants to submit algorithms that predict the price of ETH correctly in order to win rewards.
+Challenge DF requires participants to submit algorithms that predict the price of ETH correctly in order to win rewards.
## Further Reading
diff --git a/rewards/df-challengedf.md b/rewards/df-challengedf.md
index 3aead9ae..fcb53515 100644
--- a/rewards/df-challengedf.md
+++ b/rewards/df-challengedf.md
@@ -3,7 +3,7 @@ description: >-
Weekly prediction challenges for data scientists to compete, launch algorithms, and start earning. π
---
-# Participate in ChallengeDF
+# Participate in Challenge DF
@@ -36,9 +36,9 @@ _Total - 5000 $OCEAN_
### Where to start?
-Head over to the [Challenges Page](https://df.oceandao.org/challenges) to learn more about ChallengeDF, how to submit, and to see historical results.
+Head over to the [Challenges Page](https://df.oceandao.org/challenges) to learn more about Challenge DF, how to submit, and to see historical results.
-If you're looking for a step-by-step guide on everything from understanding what a challenge entails to claiming your well-deserved rewards, be sure to check out [how to farm ChallengeDF rewards](../user-guides/data-farming/how-to-challengedf.md) section. 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 everything from understanding what a challenge entails to claiming your well-deserved rewards, be sure to check out [how to farm Challenge DF rewards](../user-guides/data-farming/how-to-challengedf.md) section. It will provide you with all the necessary information you need to make the most out of the challenges.
### Good lock and happy coding!
diff --git a/rewards/df-intro.md b/rewards/df-intro.md
index 1b20812b..954fe2de 100644
--- a/rewards/df-intro.md
+++ b/rewards/df-intro.md
@@ -48,20 +48,20 @@ veOCEAN holders can generate yield completely passively if they wish, though the
Active Rewards are OCEAN rewards paid to contributors actively working to improve Ocean Protocol.
**Active Rewards** is then composed of two sub-streams:
-1. 5,000 $OCEAN is paid out to ChallengeDF.
-2. 70,000 $OCEAN remainder is paid out to VolumeDF.
+1. 5,000 $OCEAN is paid out to Challenge DF.
+2. 70,000 $OCEAN remainder is paid out to Volume DF.
-| ChallengeDF | VolumeDF |
+| Challenge DF | Volume DF |
| --------------- | -------------- |
| 5,000 $OCEAN | 70,000 $OCEAN |
-### What is VolumeDF
+### What is Volume DF
-[VolumeDF](df-volumedf.md#allocating-veocean) rewards Data Farmers that allocate their veOCEAN tokens to Ocean datasets. It's called VolumeDF because the amount of rewards relies on assets that are actively generating Data Consume Volume.
+[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 VolumeDF](../user-guides/data-farming/how-to-volumedf.md).
+You can visit the follow tutorial learn how to [access Volume DF](../user-guides/data-farming/how-to-volumedf.md).
-VolumeDF rewards are governed and defined by the [Reward Function](df-intro.md#reward-schedule).
+Volume DF rewards are governed and defined by the [Reward Function](df-intro.md#reward-schedule).
#### Estimating APY
@@ -77,11 +77,11 @@ Publishers are strongly incentivized to launch assets in the Ocean Ecosystem. Wh
You can learn how to curate datasets and access [Publisher Rewards](../user-guides/data-farming/how-to-volumedf.md#) here.
-### What is ChallengeDF
+### What is Challenge DF
-ChallengeDF rewards Data Scientists that produce prediction models that consistently improve the prediction of the price of Ethereum. It's called ChallengeDF 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, **ChallengeDF yields depend on participants accurately outcompeting each other.** Only the top 3 predictions on the leaderboard win.
+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 ChallengeDF](../user-guides/data-farming/how-to-challengedf.md).
+You can visit the follow tutorial learn how to [access Challenge DF](../user-guides/data-farming/how-to-challengedf.md).
### What's the difference between Data Farming and Yield Farming?
diff --git a/rewards/df-volumedf.md b/rewards/df-volumedf.md
index 33182c97..930a3baf 100644
--- a/rewards/df-volumedf.md
+++ b/rewards/df-volumedf.md
@@ -3,15 +3,15 @@ description: >-
If you've gotten this far, then you're half way to becoming a pro in Ocean Protocol's Data Farming dApp!
---
-# Curate Data in VolumeDF
+# Curate Data in Volume DF
## Allocating veOCEAN
-VolumeDF rewards Data Farmers that allocate their veOCEAN tokens to Ocean ecosystem assets.
+Volume DF rewards Data Farmers that allocate their veOCEAN tokens to Ocean ecosystem assets.
-It's called VolumeDF because the amount of rewards relies on assets that are actively generating Data Consume Volume. Therefore, **VolumeDF yields depend on the sales produced by these assets and allocations made.**
+It's called Volume DF because the amount of rewards relies on assets that are actively generating Data Consume Volume. Therefore, **Volume DF yields depend on the sales produced by these assets and allocations made.**
No sales = no rewards, so choose your favorite datasets wisely & then allocate.
@@ -21,7 +21,7 @@ If you only lock your OCEAN tokens to get passive yield, then you're leaving mon
Data Farming rewards farmers that allocate their veOCEAN tokens to assets that **generate revenue** in the Ocean ecosystem. (No revenue, no rewards.) In addition, Data Farming incentivizes **publishing** assets in the Ocean ecosystem too - you get **2x the Allocation Power** when you allocate to an asset that you publish!
-Thus, if you really want to max out VolumeDF APY:
+Thus, if you really want to max out Volume DF APY:
1. Lock your OCEAN for 4 years to receive 100% voting power.
2. Have other participants delegate their Allocation Power to you.
@@ -60,7 +60,7 @@ For mathematicians and coders, you can find this code inside [calcrewards.py](ht
-VolumeDF strongly incentivizes publishing assets in the Ocean ecosystem by giving double the active rewards to Data Farmers that allocate to their own published assets.
+Volume DF strongly incentivizes publishing assets in the Ocean ecosystem by giving double the active rewards to Data Farmers that allocate to their own published assets.
How is it calculated? _All the veOCEAN a Data Farmer has allocated to an asset theyβve published is **doubled for the rewards calculation.**_
diff --git a/user-guides/data-farming/README.md b/user-guides/data-farming/README.md
index 81d7eaf3..acaefb16 100644
--- a/user-guides/data-farming/README.md
+++ b/user-guides/data-farming/README.md
@@ -40,9 +40,9 @@ The primary objective of these substreams is to provide users with various oppor
Let's review the Active Reward substreams now to learn more about them, and help you get started with contributing to Ocean Protocol and earning rewards.
-### VolumeDF Substream
+### Volume DF Substream
-VolumeDF is the bread and butter of the Data Farming incentive program and rewards OCEAN to publishers and curators that help maintain quality assets in the Ocean ecosystem.
+Volume DF is the bread and butter of the Data Farming incentive program and rewards OCEAN to publishers and curators that help maintain quality assets in the Ocean ecosystem.
If you have locked your OCEAN tokens in exchange for veOCEAN, this is the ideal opportunity for you to utilize those veOCEAN tokens and earn a portion of active rewards in addition to passive rewards.
@@ -50,14 +50,14 @@ By allocating your veOCEAN power to high-quality datasets, you can assist Ocean
Allocation Power can also be earned via delegation. The Data Farming dApp [Delegate Page](https://df.oceandao.org/delegate) lets you easily manage simple delegations that use the 100% of the current veOCEAN and the LockEnd time to set the delegation.
-For more information on how to get started and detailed instructions, please refer to the [VolumeDF](how-to-farm-volumedf.md) section.
+For more information on how to get started and detailed instructions, please refer to the [Volume DF](how-to-farm-volumedf.md) section.
-### ChallengeDF Substream
+### Challenge DF Substream
-If you are a data scientist and enjoy tackling challenging problems, this is the perfect place for you. ChallengeDF provides a weekly competition where you can test your skills in predicting the price of Ethereum. Rise against other participants to earn a place on the podium and receive a share of the available rewards.
+If you are a data scientist and enjoy tackling challenging problems, this is the perfect place for you. Challenge DF provides a weekly competition where you can test your skills in predicting the price of Ethereum. Rise against other participants to earn a place on the podium and receive a share of the available rewards.
This opportunity allows you to explore the capabilities offered by Ocean Protocol and gain valuable exposure. As your models and skills improve, you can publish your models on the main network and begin monetizing your work.
-For detailed instructions and information on how to get started, please refer to the [ChallengeDF](how-to-farm-challengedf.md) section.
+For detailed instructions and information on how to get started, please refer to the [Challenge DF](how-to-farm-challengedf.md) section.
diff --git a/user-guides/data-farming/how-to-challengedf.md b/user-guides/data-farming/how-to-challengedf.md
index 7f65d06d..4b637f0b 100644
--- a/user-guides/data-farming/how-to-challengedf.md
+++ b/user-guides/data-farming/how-to-challengedf.md
@@ -2,13 +2,13 @@
description: Make extra dosh with building prediction models
---
-# How to ChallengeDF
+# How to Challenge DF
-## Get More Rewards from ChallengeDF
+## Get More Rewards from Challenge DF
-If you're eager to begin extracting value from data but aren't sure how to get started, then [ChallengeDF 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](../../rewards/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.
@@ -36,11 +36,11 @@ You can see the ongoing challenge right away together with some key informations
Follow the README steps to publish your model and compete in the challenge.
-
+
#### Step 5 - Check weekly results
-ChallengeDF weekly results become available at the end of every Data Farming round and can be viewed in the Challenges page.
+Challenge DF weekly results become available at the end of every Data Farming round and can be viewed in the Challenges page.
The top 3 competitors win prizes and are visible in the leaderboard.
@@ -51,8 +51,8 @@ The top 3 competitors win prizes and are visible in the leaderboard.
To view and claim your rewards:
1. Make sure your wallet is connected.
-2. Your ChallengeDF substream rewards will be displayed to the left besides "rewards". As you can see, it will be added to other active rewards that can be claimed besides "total rewards".
-3. To claim all Active Rewards including your ChallengeDF rewards, simply click on the "Claim Rewards" button.
+2. Your Challenge DF substream rewards will be displayed to the left besides "rewards". As you can see, it will be added to other active rewards that can be claimed besides "total rewards".
+3. To claim all Active Rewards including your Challenge DF rewards, simply click on the "Claim Rewards" button.
diff --git a/user-guides/data-farming/how-to-veocean.md b/user-guides/data-farming/how-to-veocean.md
index c318284e..487cf023 100644
--- a/user-guides/data-farming/how-to-veocean.md
+++ b/user-guides/data-farming/how-to-veocean.md
@@ -12,7 +12,7 @@ description: Get veOCEAN tokens to use the Data Farming dApp and make yield!
### What is veOCEAN and why do you want it? π
-In order to **gain yield Data Farming**, you will need to lock your OCEAN tokens first! When you lock your OCEAN tokens, you get **veOCEAN tokens** and **weekly passive OCEAN rewards** in return. veOCEAN is a token used in Ocean Protocol's Data Farming dApp to **generate even more yield,** called **VolumeDF rewards**, for allocating your veOCEAN tokens to your favorite assets and get a portion of their sales!
+In order to **gain yield Data Farming**, you will need to lock your OCEAN tokens first! When you lock your OCEAN tokens, you get **veOCEAN tokens** and **weekly passive OCEAN rewards** in return. veOCEAN is a token used in Ocean Protocol's Data Farming dApp to **generate even more yield,** called **Volume DF rewards**, for allocating your veOCEAN tokens to your favorite assets and get a portion of their sales!
### Don't have OCEAN tokens yet? Get those first!
diff --git a/user-guides/data-farming/how-to-volumedf.md b/user-guides/data-farming/how-to-volumedf.md
index 29ff364c..7415d3f8 100644
--- a/user-guides/data-farming/how-to-volumedf.md
+++ b/user-guides/data-farming/how-to-volumedf.md
@@ -2,11 +2,11 @@
description: Make extra dosh by curating datasets in Data Farming
---
-# How to VolumeDF
+# How to Volume DF
-## Maximize APY with VolumeDF
+## Maximize APY with Volume DF
The bread and butter of the Data Farming dApp is incentivizing OCEAN rewards for curating and publishing valuable assets in the Ocean ecosystem.
@@ -20,9 +20,9 @@ The way that users curate assets is by **pointing their Allocation Power** to th
- Connect your wallet to the Data Farming dApp using the Ethereum network (mainnet)
-#### Step 3 - Click on the VolumeDF tab in the top menu
+#### Step 3 - Click on the Volume DF tab in the top menu
-
+
#### Step 4 - Select the assets which you would like to allocate to by toggling the percentage allocation at the end of the row