> For the complete documentation index, see [llms.txt](https://docs.tardis.dev/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.tardis.dev/historical-data-details/mango.md).

# Mango Markets DEX

Mango Markets DEX historical market data details - available instruments, data coverage and data collection specifics

Mango Markets DEX historical data for **all its instruments** is available since **2022-01-19** until **2022-10-14**.

{% embed url="<https://api.tardis.dev/v1/exchanges/mango>" %}
See Mango Markets DEX historical data coverage: available symbols, channels, date ranges and incidents
{% endembed %}

### Downloadable **CSV** files

Historical CSV datasets for the first day of each month are **available to download without a Data API key**. See [downloadable CSV files documentation](/downloadable-csv-files/overview.md).

| data type             | symbol    | date       |                                                                                                         |
| --------------------- | --------- | ---------- | ------------------------------------------------------------------------------------------------------- |
| incremental\_book\_L2 | MNGO-PERP | 2022-03-01 | [Download sample](https://datasets.tardis.dev/v1/mango/incremental_book_L2/2022/03/01/MNGO-PERP.csv.gz) |
| trades                | MNGO-PERP | 2022-03-01 | [Download sample](https://datasets.tardis.dev/v1/mango/trades/2022/03/01/MNGO-PERP.csv.gz)              |
| quotes                | MNGO-PERP | 2022-03-01 | [Download sample](https://datasets.tardis.dev/v1/mango/quotes/2022/03/01/MNGO-PERP.csv.gz)              |

### API Access and data format

Historical data format is the same as provided by real-time Mango Markets DEX WebSocket API (via [mango-bowl](https://github.com/tardis-dev/mango-bowl)) with addition of local timestamps. If you'd like to work with **normalized data format** instead (same format for each exchange) see [downloadable CSV files](/downloadable-csv-files/overview.md) or official [client libs](/api/quickstart.md) that can perform data normalization client-side.

{% tabs %}
{% tab title="Python" %}

```python
# pip install tardis-dev
import asyncio
from tardis_dev import Channel, replay

async def main():
    async for local_timestamp, message in replay(
        exchange="mango",
        from_date="2022-02-01",
        to_date="2022-02-02",
        filters=[Channel(name="l2snapshot", symbols=["BTC-PERP"])],
        api_key="YOUR_API_KEY",
    ):
        # messages as provided by Mango Markets DEX real-time stream
        print(message)

asyncio.run(main())
```

See [Python client docs](/python-client/quickstart.md).
{% endtab %}

{% tab title="Node.js" %}

```javascript
// npm install tardis-dev
import { replay } from 'tardis-dev';

const messages = replay({
  exchange: 'mango',
  from: '2022-02-01',
  to: '2022-02-02',
  filters: [{ channel: 'l2snapshot', symbols: ['BTC-PERP'] }],
  apiKey: 'YOUR_API_KEY'
});

// messages as provided by Mango Markets DEX real-time stream
for await (const { localTimestamp, message } of messages) {
  console.log(localTimestamp, message);
}
```

See [Node.js client docs](/node-client/quickstart.md).
{% endtab %}

{% tab title="cURL & HTTP API" %}

```bash
curl --compressed -g 'https://api.tardis.dev/v1/data-feeds/mango?from=2022-02-01&filters=[{"channel":"l2snapshot","symbols":["BTC-PERP"]}]&offset=0'
```

{% embed url="<https://api.tardis.dev/v1/data-feeds/mango?from=2022-02-01&filters=[{%22channel%22:%22l2snapshot%22,%22symbols%22:[%22BTC-PERP%22]}]&offset=0>" %}
Example API response for Mango Markets DEX historical market data request
{% endembed %}

See [HTTP API docs](/api/http-api-reference.md).
{% endtab %}

{% tab title="cURL & tardis-machine" %}

```bash
curl -g 'localhost:8000/replay?options={"exchange":"mango","filters":[{"channel":"l2snapshot","symbols":["BTC-PERP"]}],"from":"2022-02-01","to":"2022-02-02"}'
```

[Tardis-machine](/tardis-machine/quickstart.md) is a locally runnable server that exposes API allowing efficiently requesting historical market data for whole time periods in contrast to [HTTP API](/api/http-api-reference.md) that provides data only in minute by minute slices.

See [tardis-machine](/tardis-machine/quickstart.md) docs.
{% endtab %}
{% endtabs %}

### Captured real-time channels

{% embed url="<https://github.com/tardis-dev/mango-bowl>" %}
See mango-bowl docs providing documentation for each captured channel's format
{% endembed %}

{% hint style="info" %}
Click any channel below to see [HTTP API](/api/http-api-reference.md#data-feeds-exchange) response with historical data recorded for it.
{% endhint %}

* [trade](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22trade%22}]) Trade executions stream
* [l2snapshot](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22l2snapshot%22}]) Level 2 order book snapshots stream
* [l2update](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22l2update%22}]) Level 2 order book incremental updates stream
* [quote](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22quote%22}]) Best bid and ask quote updates stream
* [recent\_trades](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22recent_trades%22}]) Recent trades snapshot stream
* [l3snapshot](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22l3snapshot%22}]) Level 3 order book snapshots stream
* [open](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22open%22}]) Order open events stream
* [fill](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22fill%22}]) Order fill events stream
* [change](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22change%22}]) Order change events stream
* [done](https://api.tardis.dev/v1/data-feeds/mango?from=2022-03-01\&filters=\[{%22channel%22:%22done%22}]) Order done events stream

### Market data collection details

[Market data collection infrastructure](/faq/general.md#what-is-your-infrastructure-setup) for Mango Markets DEX was located in GCP europe-west2 region (London, UK).

Real-time market data was captured via **WebSocket connection** to `ws://static.93.79.119.168.clients.your-server.de/v1/ws`.

{% hint style="info" %}
Mango Markets DEX was a Solana-based decentralized exchange with no centralized server infrastructure.
{% endhint %}


---

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