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https://github.com/oceanprotocol/docs.git
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Fix #1333: data-science/ -> data-scientists/
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building-with-ocean/contributing/code-of-conduct: contribute/code-of-conduct.md
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building-with-ocean/contributing/code-of-conduct: contribute/code-of-conduct.md
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building-with-ocean/contributing/legal-reqs: contribute/legal-reqs.md
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building-with-ocean/contributing/legal-reqs: contribute/legal-reqs.md
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building-with-ocean/projects-using-ocean: contribute/projects-using-ocean.md
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building-with-ocean/projects-using-ocean: contribute/projects-using-ocean.md
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user-guides/join-a-data-challenge: data-science/join-a-data-challenge.md
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user-guides/join-a-data-challenge: data-scientists/join-a-data-challenge.md
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user-guides/sponsor-a-data-challenge: data-science/sponsor-a-data-challenge.md
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user-guides/sponsor-a-data-challenge: data-scientists/sponsor-a-data-challenge.md
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data-science/: data-scientists/README.md
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data-science/data-engineers: data-scientists/README.md
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data-science/join-a-data-challenge: data-scientists/join-a-data-challenge.md
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data-science/sponsor-a-data-challenge: data-scientists/sponsor-a-data-challenge.md
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data-science/the-data-value-creation-loop: data-scientists/the-data-value-creation-loop.md
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data-science/ocean.py/: data-scientists/ocean.py/README.md
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data-science/ocean.py/compute-flow: data-scientists/ocean.py/compute-flow.md
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data-science/ocean.py/consume-flow: data-scientists/ocean.py/consume-flow.md
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data-science/ocean.py/datatoken-interface-tech-details: data-scientists/ocean.py/datatoken-interface-tech-details.md
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data-science/ocean.py/install: data-scientists/ocean.py/install.md
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data-science/ocean.py/local-setup: data-scientists/ocean.py/local-setup.md
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data-science/ocean.py/ocean-assets-tech-details: data-scientists/ocean.py/ocean-assets-tech-details.md
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data-science/ocean.py/ocean-compute-tech-details: data-scientists/ocean.py/ocean-compute-tech-details.md
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data-science/ocean.py/publish-flow: data-scientists/ocean.py/publish-flow.md
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data-science/ocean.py/remote-setup: data-scientists/ocean.py/remote-setup.md
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data-science/ocean.py/technical-details: data-scientists/ocean.py/technical-details.md
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api-references: developers/README.md
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api-references: developers/README.md
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api-references/aquarius-rest-api: developers/aquarius/asset-requests.md
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api-references/aquarius-rest-api: developers/aquarius/asset-requests.md
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api-references/provider-rest-api: developers/provider/general-endpoints.md
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api-references/provider-rest-api: developers/provider/general-endpoints.md
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@ -44,12 +44,12 @@ layout: landing
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<td><a href=".gitbook/assets/cover/developer_card.png">developer_card.png</a></td>
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<td><a href=".gitbook/assets/cover/developer_card.png">developer_card.png</a></td>
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</tr>
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</tr>
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<tr>
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<tr>
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<td><a href="data-science/">data-science</a></td>
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<td><a href="data-scientists/">data-scientists</a></td>
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<td>Earn $ from AI models, track provenance, get more data.</td>
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<td>Earn $ from AI models, track provenance, get more data.</td>
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<td></td>
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<td></td>
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<td></td>
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<td></td>
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<td><a href="data-science/">data-science</a></td>
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<td><a href="data-scientists/">data-scientists</a></td>
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<td><a href=".gitbook/assets/cover/data_science_card.png">data_science_card.png</a></td>
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<td><a href=".gitbook/assets/cover/data_scientists_card.png">data_scientists_card.png</a></td>
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</tr>
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</tr>
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<tr>
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<tr>
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<td><a href="predictoor/">predictoor</a></td>
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<td><a href="predictoor/">predictoor</a></td>
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32
SUMMARY.md
32
SUMMARY.md
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- [Compute Endpoints](developers/provider/compute-endpoints.md)
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- [Compute Endpoints](developers/provider/compute-endpoints.md)
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- [Authentication Endpoints](developers/provider/authentication-endpoints.md)
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- [Authentication Endpoints](developers/provider/authentication-endpoints.md)
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- [Developer FAQ](developers/dev-faq.md)
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- [Developer FAQ](developers/dev-faq.md)
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- [📊 Data Science](data-science/README.md)
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- [📊 Data Scientists](data-scientists/README.md)
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- [Ocean.py](data-science/ocean.py/README.md)
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- [Ocean.py](data-scientists/ocean.py/README.md)
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- [Install](data-science/ocean.py/install.md)
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- [Install](data-scientists/ocean.py/install.md)
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- [Local Setup](data-science/ocean.py/local-setup.md)
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- [Local Setup](data-scientists/ocean.py/local-setup.md)
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- [Remote Setup](data-science/ocean.py/remote-setup.md)
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- [Remote Setup](data-scientists/ocean.py/remote-setup.md)
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- [Publish Flow](data-science/ocean.py/publish-flow.md)
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- [Publish Flow](data-scientists/ocean.py/publish-flow.md)
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- [Consume Flow](data-science/ocean.py/consume-flow.md)
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- [Consume Flow](data-scientists/ocean.py/consume-flow.md)
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- [Compute Flow](data-science/ocean.py/compute-flow.md)
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- [Compute Flow](data-scientists/ocean.py/compute-flow.md)
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- [Ocean Instance Tech Details](data-science/ocean.py/technical-details.md)
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- [Ocean Instance Tech Details](data-scientists/ocean.py/technical-details.md)
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- [Ocean Assets Tech Details](data-science/ocean.py/ocean-assets-tech-details.md)
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- [Ocean Assets Tech Details](data-scientists/ocean.py/ocean-assets-tech-details.md)
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- [Ocean Compute Tech Details](data-science/ocean.py/ocean-compute-tech-details.md)
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- [Ocean Compute Tech Details](data-scientists/ocean.py/ocean-compute-tech-details.md)
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- [Datatoken Interface Tech Details](data-science/ocean.py/datatoken-interface-tech-details.md)
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- [Datatoken Interface Tech Details](data-scientists/ocean.py/datatoken-interface-tech-details.md)
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- [Join a Data Challenge](data-science/join-a-data-challenge.md)
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- [Join a Data Challenge](data-scientists/join-a-data-challenge.md)
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- [Sponsor a Data Challenge](data-science/sponsor-a-data-challenge.md)
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- [Sponsor a Data Challenge](data-scientists/sponsor-a-data-challenge.md)
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- [Data Value-Creation Loop](data-science/the-data-value-creation-loop.md)
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- [Data Value-Creation Loop](data-scientists/the-data-value-creation-loop.md)
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- [What data is valuable?](data-science/data-engineers.md)
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- [What data is valuable?](data-scientists/data-engineers.md)
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* [👀 Predictoor](predictoor/README.md)
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* [👀 Predictoor](predictoor/README.md)
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* [Introduction](predictoor/pdr-intro.md)
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* [Introduction](predictoor/pdr-intro.md)
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* [Architecture](predictoor/pdr-architecture.md)
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* [Architecture](predictoor/pdr-architecture.md)
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---
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---
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description: Earn $, track data & compute provenance, and get more data
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description: Earn $, track data & compute provenance, and get more data
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cover: ../.gitbook/assets/cover/data_science_banner.png
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cover: ../.gitbook/assets/cover/data_scientists_banner.png
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---
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---
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@ -6,7 +6,7 @@ description: >-
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# Ocean.py
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# Ocean.py
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[Ocean.py](https://github.com/oceanprotocol/ocean.py) helps data scientists earn $ from their AI models, track provenance of data & compute, and get more data. (More details [here](../../data-science/README.md).)
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[Ocean.py](https://github.com/oceanprotocol/ocean.py) helps data scientists earn $ from their AI models, track provenance of data & compute, and get more data. (More details [here](../../data-scientists/README.md).)
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Ocean.py makes these tasks easy:
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Ocean.py makes these tasks easy:
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@ -4,7 +4,7 @@ description: Thrive in the open data economy by closing the loop towards speed a
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# The Data Value-Creation Loop
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# The Data Value-Creation Loop
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<figure><img src="../.gitbook/assets/data-science/data-value-creation-loop.png" alt=""></figure>
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<figure><img src="../.gitbook/assets/data-scientists/data-value-creation-loop.png" alt=""></figure>
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### Motivation
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### Motivation
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@ -23,7 +23,7 @@ Above the smart contracts, you'll find essential [libraries](architecture.md#lib
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These libraries include [Ocean.js](ocean.js/README.md), a JavaScript library, and [Ocean.py](ocean.py/README.md), a Python library. They serve as powerful tools for developers, enabling integration and interaction with the protocol.
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These libraries include [Ocean.js](ocean.js/README.md), a JavaScript library, and [Ocean.py](ocean.py/README.md), a Python library. They serve as powerful tools for developers, enabling integration and interaction with the protocol.
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1. [Ocean.js](ocean.js/README.md): Ocean.js is a JavaScript library that serves as a powerful tool for developers looking to integrate their applications with the Ocean Protocol ecosystem. Designed to facilitate interaction with the protocol, Ocean.js provides a comprehensive set of functionalities, including data tokenization, asset management, and smart contract interaction. Ocean.js simplifies the process of implementing data access controls, building dApps, and exploring data sets within a decentralized environment.
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1. [Ocean.js](ocean.js/README.md): Ocean.js is a JavaScript library that serves as a powerful tool for developers looking to integrate their applications with the Ocean Protocol ecosystem. Designed to facilitate interaction with the protocol, Ocean.js provides a comprehensive set of functionalities, including data tokenization, asset management, and smart contract interaction. Ocean.js simplifies the process of implementing data access controls, building dApps, and exploring data sets within a decentralized environment.
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2. [Ocean.py](ocean.py/README.md): Ocean.py is a Python library that empowers developers to integrate their applications with the Ocean Protocol ecosystem. With its rich set of functionalities, Ocean.py provides a comprehensive toolkit for interacting with the protocol. Developers and [data scientists](../data-science/README.md) can leverage Ocean.py to perform a wide range of tasks, including data tokenization, asset management, and smart contract interactions. This library serves as a bridge between Python and the decentralized world of Ocean Protocol, enabling you to harness the power of decentralized data.
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2. [Ocean.py](ocean.py/README.md): Ocean.py is a Python library that empowers developers to integrate their applications with the Ocean Protocol ecosystem. With its rich set of functionalities, Ocean.py provides a comprehensive toolkit for interacting with the protocol. Developers and [data scientists](../data-scientists/README.md) can leverage Ocean.py to perform a wide range of tasks, including data tokenization, asset management, and smart contract interactions. This library serves as a bridge between Python and the decentralized world of Ocean Protocol, enabling you to harness the power of decentralized data.
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#### Middleware components
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#### Middleware components
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@ -24,7 +24,7 @@ Above the smart contracts, you'll find essential [libraries](architecture.md#lib
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These libraries include [Ocean.js](../ocean.js/README.md), a JavaScript library, and [Ocean.py](../ocean.py/README.md), a Python library. They serve as powerful tools for developers, enabling integration and interaction with the protocol.
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These libraries include [Ocean.js](../ocean.js/README.md), a JavaScript library, and [Ocean.py](../ocean.py/README.md), a Python library. They serve as powerful tools for developers, enabling integration and interaction with the protocol.
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1. [Ocean.js](../ocean.js/README.md): Ocean.js is a JavaScript library that serves as a powerful tool for developers looking to integrate their applications with the Ocean Protocol ecosystem. Designed to facilitate interaction with the protocol, Ocean.js provides a comprehensive set of functionalities, including data tokenization, asset management, and smart contract interaction. Ocean.js simplifies the process of implementing data access controls, building dApps, and exploring data sets within a decentralized environment.
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1. [Ocean.js](../ocean.js/README.md): Ocean.js is a JavaScript library that serves as a powerful tool for developers looking to integrate their applications with the Ocean Protocol ecosystem. Designed to facilitate interaction with the protocol, Ocean.js provides a comprehensive set of functionalities, including data tokenization, asset management, and smart contract interaction. Ocean.js simplifies the process of implementing data access controls, building dApps, and exploring data sets within a decentralized environment.
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2. [Ocean.py](../ocean.py/README.md): Ocean.py is a Python library that empowers developers to integrate their applications with the Ocean Protocol ecosystem. With its rich set of functionalities, Ocean.py provides a comprehensive toolkit for interacting with the protocol. Developers and [data scientists](../../data-science/README.md) can leverage Ocean.py to perform a wide range of tasks, including data tokenization, asset management, and smart contract interactions. This library serves as a bridge between Python and the decentralized world of Ocean Protocol, enabling you to harness the power of decentralized data.
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2. [Ocean.py](../ocean.py/README.md): Ocean.py is a Python library that empowers developers to integrate their applications with the Ocean Protocol ecosystem. With its rich set of functionalities, Ocean.py provides a comprehensive toolkit for interacting with the protocol. Developers and [data scientists](../../data-scientists/README.md) can leverage Ocean.py to perform a wide range of tasks, including data tokenization, asset management, and smart contract interactions. This library serves as a bridge between Python and the decentralized world of Ocean Protocol, enabling you to harness the power of decentralized data.
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#### Middleware components
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#### Middleware components
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<summary><mark style="color:blue;">Manage datatokens and data NFTs for use in DeFi</mark><br><br>Ocean makes it easy to publish data services (deploy ERC721 data NFTs and ERC20 datatokens), and to consume data services (spend datatokens). Crypto wallets, exchanges, and DAOs become data wallets, exchanges, and DAOs.</summary>
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<summary><mark style="color:blue;">Manage datatokens and data NFTs for use in DeFi</mark><br><br>Ocean makes it easy to publish data services (deploy ERC721 data NFTs and ERC20 datatokens), and to consume data services (spend datatokens). Crypto wallets, exchanges, and DAOs become data wallets, exchanges, and DAOs.</summary>
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Use Ocean [JavaScript](../developers/ocean.js/README.md) or [Python](../data-science/ocean.py/README.md) drivers to manage data NFTs and datatokens:
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Use Ocean [JavaScript](../developers/ocean.js/README.md) or [Python](../data-scientists/ocean.py/README.md) drivers to manage data NFTs and datatokens:
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Ocean-based apps make data assets on-ramps and off-ramps easy for end users. Ocean smart contracts and libraries make this easy for developers. The data itself does not need to be on-chain, just the access control.
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Ocean-based apps make data assets on-ramps and off-ramps easy for end users. Ocean smart contracts and libraries make this easy for developers. The data itself does not need to be on-chain, just the access control.
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<details>
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<details>
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<summary><mark style="color:red;">Data Challenges</mark><br><br>Ocean <a href="https://oceanprotocol.com/challenges">Data Challenges</a> offer you a unique opportunity to showcase your skills and creativity in the world of data. These organized events and competitions encourage <a href="../data-science/">data scientists</a>, researchers, and developers like yourself to explore and innovate using Ocean Protocol.</summary>
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<summary><mark style="color:red;">Data Challenges</mark><br><br>Ocean <a href="https://oceanprotocol.com/challenges">Data Challenges</a> offer you a unique opportunity to showcase your skills and creativity in the world of data. These organized events and competitions encourage <a href="../data-scientists/">data scientists</a>, researchers, and developers like yourself to explore and innovate using Ocean Protocol.</summary>
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By participating in Ocean Data Challenges, you can tackle real-world problems, leverage data assets, and utilize the technologies within the Ocean ecosystem. Not only do you have the chance to compete for recognition and prizes, but you also contribute to driving innovation, fostering collaboration, and making a positive impact in the data space.
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By participating in Ocean Data Challenges, you can tackle real-world problems, leverage data assets, and utilize the technologies within the Ocean ecosystem. Not only do you have the chance to compete for recognition and prizes, but you also contribute to driving innovation, fostering collaboration, and making a positive impact in the data space.
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<figure><img src="../.gitbook/assets/architecture/Ocean101.png" alt=""><figcaption><p>Ocean architectural overview </p></figcaption></figure>
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<figure><img src="../.gitbook/assets/architecture/Ocean101.png" alt=""><figcaption><p>Ocean architectural overview </p></figcaption></figure>
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Powerful libraries such as [Ocean.js](../developers/ocean.js/README.md) (JavaScript) and [Ocean.py](../data-science/ocean.py/README.md) (Python) facilitate seamless integration and interaction with the protocol, offering a wide range of functionalities.
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Powerful libraries such as [Ocean.js](../developers/ocean.js/README.md) (JavaScript) and [Ocean.py](../data-scientists/ocean.py/README.md) (Python) facilitate seamless integration and interaction with the protocol, offering a wide range of functionalities.
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Ocean Protocol incorporates middleware components that enhance efficiency and streamline interactions. Components such as [Aquarius](../developers/aquarius/README.md) act as a metadata cache, improving search efficiency by caching on-chain data into Elasticsearch while [Provider](../developers/provider/README.md) plays a crucial role in various ecosystem operations, assisting in asset downloading, handling encryption of [Decentralized Data Objects](../developers/ddo-specification.md) (DDOs), and facilitating communication with the operator-service for Compute-to-Data jobs. And finally, the [Subgraph](../developers/subgraph/README.md), an off-chain service leveraging GraphQL, offers efficient access to information related to datatokens, users, and balances.
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Ocean Protocol incorporates middleware components that enhance efficiency and streamline interactions. Components such as [Aquarius](../developers/aquarius/README.md) act as a metadata cache, improving search efficiency by caching on-chain data into Elasticsearch while [Provider](../developers/provider/README.md) plays a crucial role in various ecosystem operations, assisting in asset downloading, handling encryption of [Decentralized Data Objects](../developers/ddo-specification.md) (DDOs), and facilitating communication with the operator-service for Compute-to-Data jobs. And finally, the [Subgraph](../developers/subgraph/README.md), an off-chain service leveraging GraphQL, offers efficient access to information related to datatokens, users, and balances.
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### Code flow
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### Code flow
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* **Python:** Are you looking at how to publish a data NFT using Python? Follow the ocean.py [Publish Flow](../data-science/ocean.py/publish-flow.md) to mint a data NFT and datatoken using Python.
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* **Python:** Are you looking at how to publish a data NFT using Python? Follow the ocean.py [Publish Flow](../data-scientists/ocean.py/publish-flow.md) to mint a data NFT and datatoken using Python.
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* **Javascript**: Are you looking at how to publish a data NFT using Javascript? Follow the ocean.js [Publish Flow](../developers/ocean.js/publish.md) to mint a data NFT and datatoken using Javascript.
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* **Javascript**: Are you looking at how to publish a data NFT using Javascript? Follow the ocean.js [Publish Flow](../developers/ocean.js/publish.md) to mint a data NFT and datatoken using Javascript.
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#### More Info 🧐
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#### More Info 🧐
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