### Numerapi Main Competition Usage Example

Source: https://github.com/uuazed/numerapi/blob/master/README.md

Demonstrates how to use the numerapi library for the main Numerai competition. Includes downloading datasets, checking for new rounds, retrieving leaderboard information, managing models, uploading predictions, staking, and processing daily user performances into a pandas DataFrame. API tokens can be passed directly or set via environment variables.

```python
import numerapi

napi = numerapi.NumerAPI(verbosity="info")
napi.download_dataset("v4/train.parquet", "train.parquet")
leaderboard = napi.get_leaderboard()

if napi.check_new_round():
    print("new round has started within the last 12hours!")
else:
    print("no new round within the last 12 hours")

example_public_id = "somepublicid"
example_secret_key = "somesecretkey"
napi = numerapi.NumerAPI(example_public_id, example_secret_key)

model_id = napi.get_models()['uuazed']
napi.upload_predictions("preds.csv", model_id=model_id)
napi.stake_increase(1.2)

import pandas as pd
df = pd.DataFrame(napi.daily_user_performances("uuazed"))
```

--------------------------------

### Numerapi Numerai Signals Usage Example

Source: https://github.com/uuazed/numerapi/blob/master/README.md

Illustrates the usage of the numerapi library for the Numerai Signals competition. Covers downloading data, accessing leaderboard information, setting up API tokens, uploading predictions, fetching daily user performances as a pandas DataFrame, and utilizing the diagnostics tool for prediction analysis.

```python
import numerapi

napi = numerapi.SignalsAPI()
leaderboard = napi.get_leaderboard()

example_public_id = "somepublicid"
example_secret_key = "somesecretkey"
napi = numerapi.SignalsAPI(example_public_id, example_secret_key)

model_id = napi.get_models()['uuazed']
napi.upload_predictions("preds.csv", model_id=model_id)

import pandas as pd
df = pd.DataFrame(napi.daily_user_performances("uuazed"))

napi.upload_diagnostics("preds.csv", model_id=model_id)
napi.upload_diagnostics(df=df, model_id=model_id)
napi.diagnostic(model_id)
```

--------------------------------

### Numerapi Submit Command Help

Source: https://github.com/uuazed/numerapi/blob/master/README.md

Shows the help specific to the 'submit' command, detailing its options for uploading predictions.

```bash
$
numerapi submit --help
Usage: numerapi submit [OPTIONS] PATH

  Upload predictions from file.

Options:
  --tournament INTEGER  The ID of the tournament, defaults to 1
  --model_id TEXT       An account model UUID (required for accounts with
                        multiple models

  --help                Show this message and exit.
```

--------------------------------

### Numerapi CLI Help

Source: https://github.com/uuazed/numerapi/blob/master/README.md

Displays the main help message for the Numerapi CLI, outlining available commands and general usage.

```bash
$
numerapi --help
Usage: numerapi [OPTIONS] COMMAND [ARGS]...

  Wrapper around the Numerai API

  Options:
    --help  Show this message and exit.

  Commands:
    account                         Get all information about your account!
    check-new-round                 Check if a new round has started within...
    competitions                    Retrieves information about all...
    current-round                   Get number of the current active round.
    daily-model-performances        Fetch daily performance of a model.
    daily-submissions-performances  Fetch daily performance of a user's...
    dataset-url                     Fetch url of the current dataset.
    download-dataset                Download specified file for the given...
    download-dataset-old            Download dataset for the current active...
    leaderboard                     Get the leaderboard.
    list-datasets                   List of available data files
    models                          Get map of account models!
    profile                         Fetch the public profile of a user.
    stake-decrease                  Decrease your stake by `value` NMR.
    stake-drain                     Completely remove your stake.
    stake-get                       Get stake value of a user.
    stake-increase                  Increase your stake by `value` NMR.
    submission-filenames            Get filenames of your submissions
    submit                          Upload predictions from file.
    transactions                    List all your deposits and withdrawals.
    user                            Get all information about you!...
    version                         Installed numerapi version.
```

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