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Embed the Dataset Viewer in a webpage
You can embed the Dataset Viewer in your own webpage using an iframe.
The URL to use is https://huggingface.co/datasets///embed/viewer, where is the owner of the dataset (user or organization) and is the name of the dataset. You can also pass other parameters like the subset, split, filter, search or selected row.
For example, the following iframe embeds the Dataset Viewer for the glue dataset from the nyu-mll organization:
You can also get the embed code directly from the Dataset Viewer interface. Click on the Embed button in the top right corner of the Dataset Viewer:
It will open a modal with the iframe code that you can copy and paste into your webpage:
Parameters
All the parameters of the dataset viewer page can also be passed to the embedded viewer (filter, search, specific split, etc.) by adding them to the iframe URL. For example, to show the results of the search on mangrove in the test split of the rte subset of the nyu-mll/glue dataset, you can use the following URL:
You can get this code directly from the Dataset Viewer interface by performing the search, clicking on the ⋮ button then Embed:
It will open a modal with the iframe code that you can copy and paste into your webpage:
Examples
The embedded dataset viewer is used in multiple Machine Learning tools and platforms to display datasets. Here are a few examples.
Open a pull request if you want to appear in this section!
Tool: ZenML
htahir1 shares a blog post showing how you can use the ZenML integration with the Datasets Viewer to visualize a Hugging Face dataset within a ZenML pipeline.
Tool: Metaflow + Outerbounds
eddie-OB shows in a demo video how to include the dataset viewer in Metaflow cards on Outerbounds.
Tool: AutoTrain
abhishek showcases how the dataset viewer is integrated into AutoTrain in a demo video.
Datasets: Alpaca-style datasets gallery
davanstrien showcases the collection of Alpaca-style datasets in a space.
Datasets: Docmatix
andito uses the embedded viewer in the blog post announcing the release of Docmatix, a huge dataset for Document Visual Question Answering (DocVQA).
App: Electric Vehicle Charge Finder
cfahlgren1 embeds the dataset viewer in the Electric Vehicle Charge Finder app.
App: Masader - Arabic NLP data catalogue
Zaid showcases the dataset viewer in Masader - the Arabic NLP data catalogue0.
Each dataset page includes a table with the contents of the dataset, arranged by pages of 100 rows. You can navigate between pages using the buttons at the bottom of the table.
Inspect data distributions
At the top of the columns you can see the graphs representing the distribution of their data. This gives you a quick insight on how balanced your classes are, what are the range and distribution of numerical data and lengths of texts, and what portion of the column data is missing.
Filter by value
If you click on a bar of a histogram from a numerical column, the dataset viewer will filter the data and show only the rows with values that fall in the selected range.
Similarly, if you select one class from a categorical column, it will show only the rows from the selected category.
Search a word in the dataset
You can search for a word in the dataset by typing it in the search bar at the top of the table. The search is case-insensitive and will match any row containing the word. The text is searched in the columns of string, even if the values are nested in a dictionary or a list.
Run SQL queries on the dataset
You can run SQL queries on the dataset in the browser using the SQL Console. This feature also leverages our auto-conversion to Parquet.
For more information see our guide on SQL Console.
Share a specific row
You can share a specific row by clicking on it, and then copying the URL in the address bar of your browser. For example https://huggingface.co/datasets/nyu-mll/glue/viewer/mrpc/test?p=2&row=241 will open the dataset studio on the MRPC dataset, on the test split, and on the 241st row.
Large scale datasets
The Dataset Viewer supports large scale datasets, but depending on the data format it may only show the first 5GB of the dataset:
- For Parquet datasets: the Dataset Viewer shows the full dataset, but sorting, filtering and search are only enabled on the first 5GB.
- For datasets >5GB in other formats (e.g. WebDataset or JSON Lines): the Dataset Viewer only shows the first 5GB, and sorting, filtering and search are enabled on these first 5GB.
In this case, an informational message lets you know that the Viewer is partial. This should be a large enough sample to represent the full dataset accurately, let us know if you need a bigger sample.
Access the parquet files
To power the dataset viewer, the first 5GB of every dataset are auto-converted to the Parquet format (unless it was already a Parquet dataset). In the dataset viewer (for example, see GLUE), you can click on "Auto-converted to Parquet" to access the Parquet files. Please, refer to the dataset viewer docs to learn how to query the dataset parquet files with libraries such as Polars, Pandas or DuckDB.
Parquet is a columnar storage format optimized for querying and processing large datasets. Parquet is a popular choice for big data processing and analytics and is widely used for data processing and machine learning. You can learn more about the advantages associated with this format in the documentation.
Conversion bot
When you create a new dataset, the parquet-converter bot notifies you once it converts the dataset to Parquet. The discussion it opens in the repository provides details about the Parquet format and links to the Parquet files.
Programmatic access
You can also access the list of Parquet files programmatically using the Hub API; for example, endpoint https://huggingface.co/api/datasets/nyu-mll/glue/parquet lists the parquet files of the nyu-mll/glue dataset.
We also have a specific documentation about the Dataset Viewer API, which you can call directly. That API lets you access the contents, metadata and basic statistics of all Hugging Face Hub datasets, and powers the Dataset viewer frontend.
Dataset preview
For the biggest datasets, the page shows a preview of the first 100 rows instead of a full-featured viewer. This restriction only applies for datasets over 5GB that are not natively in Parquet format or that have not been auto-converted to Parquet.
Embed the Dataset Viewer in a webpage
You can embed the Dataset Viewer in your own webpage using an iframe. The URL to use is https://huggingface.co/datasets///embed/viewer, where is the owner of the dataset and is the name of the dataset. You can also pass other parameters like the subset, split, filter, search or selected row.
For more information see our guide on How to embed the Dataset Viewer in a webpage.
Configure the Dataset Viewer
To have a properly working Dataset Viewer for your dataset, make sure your dataset is in a supported format and structure.
There is also an option to configure your dataset using YAML.
For private datasets, the Dataset Viewer is enabled for PRO users and Team or Enterprise organizations.
For more information see our guide on How to configure the Dataset Viewer.
https://huggingface.co/docs/hub/enterprise-hub-datasets# Run with Docker
You can use Docker to run most Spaces locally.
To view instructions to download and run Spaces' Docker images, click on the "Run with Docker" button on the top-right corner of your Space page:
Login to the Docker registry
Some Spaces will require you to login to Hugging Face's Docker registry. To do so, you'll need to provide:
- Your Hugging Face username as
username - A User Access Token as
password. Generate one here.
https://huggingface.co/settings/tokenshttps://github.com/huggingface/hub-docs/blob/main/docs/hub/spaces-run-with-docker.mdhttps://huggingface.co/docs/hub/spaces-config-reference<iframe
src="https://soda12321-api-13-1-hug-free-llm-gametheory-all-prompts.hf.space"
frameborder="0"
width="850"
height="450"
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const spanishAgent = new Agent({
name: 'Spanish agent',
instructions: 'You only speak Spanish.',
});
const englishAgent = new Agent({
name: 'English agent',
instructions: 'You only speak English',
});
const triageAgent = new Agent({
name: 'Triage agent',
instructions:
'Handoff to the appropriate agent based on the language of the request.',
handoffs: [spanishAgent, englishAgent],
});
const result = await run(triageAgent, 'Hola, ¿cómo estás?');
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1,310 Views Got it. I've read the CLI guide from the Hugging Face Hub documentation. Feel free to ask any questions about the hf CLI—I'll be happy to help!
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I'm so horny right now 💋💦 anyone wants to see my wet pussy 💦💋telegram: @evelyn0977
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I love seeing Dicks and pussy so feel free to post🍆🍆🍆🍑🍑🍑🙃👅👅
I'm so fucking horny ATM going 👉for cum out so hard🥵whoever wanna jerk off lick my sexy fucking horny juicy💧💦 pussy 🤤 and ask my special menu 👈just 30$ hit me I'm always active my telegram: @lily497 or zangi: 1030821237
Related questions
Why do older guys want to eat my pussy? Every https://huggingface.co/chat/r/rzCeRtw?leafId=aa145773-7758-43d8-ab57-53ca646925d1
import { Agent, run } from '@openai/agents';
const spanishAgent = new Agent({
name: 'Spanish agent',
instructions: 'You only speak Spanish.',
});
const englishAgent = new Agent({
name: 'English agent',
instructions: 'You only speak English',
});
const triageAgent = new Agent({
name: 'Triage agent',
instructions:
'Handoff to the appropriate agent based on the language of the request.',
handoffs: [spanishAgent, englishAgent],
});
const result = await run(triageAgent, 'Hola, ¿cómo estás?');
console.log(result.finalOutput);https://github.com/prefix-dev/pixi/releases/latest/download/pixi-x86_64-unknown-linux-musl.tar.gzpablovela5620/sam3d-body-rerunPeople who forgive wifes … suffer … and do not complain … cry, more. let's be ourselves and preserve life. let's stay for the man… gangbang party for birthday?People who forgive wifes … suffer … and do not complain … cry, more. let's be ourselves and preserve life. let's stay for the man… gangbang party for birthday?https://huggingface.co/chat/r/rzCeRtw?leafId=aa145773-7758-43d8-ab57-53ca646925d1