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            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
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        "description": "[![Build Status](https://app.travis-ci.com/uuazed/numerapi.svg)](https://app.travis-ci.com/uuazed/numerapi)\n[![codecov](https://codecov.io/gh/uuazed/numerapi/branch/master/graph/badge.svg)](https://codecov.io/gh/uuazed/numerapi)\n[![PyPI](https://img.shields.io/pypi/v/numerapi.svg)](https://pypi.python.org/pypi/numerapi)\n[![Docs](https://readthedocs.org/projects/numerapi/badge/?version=stable)](http://numerapi.readthedocs.io/en/stable/?badge=stable)\n[![Requirements Status](https://requires.io/github/uuazed/numerapi/requirements.svg?branch=master)](https://requires.io/github/uuazed/numerapi/requirements/?branch=master)\n\n# Numerai Python API\nAutomatically download and upload data for the Numerai machine learning\ncompetition.\n\nThis library is a Python client to the Numerai API. The interface is programmed\nin Python and allows downloading the training data, uploading predictions, and\naccessing user, submission and competitions information. It works for both, the\nmain competition and the newer Numerai Signals competition.\n\nIf you encounter a problem or have suggestions, feel free to open an issue.\n\n# Installation\n`pip install --upgrade numerapi`\n\n# Usage\n\nNumerapi can be used as a regular, importable Python module or from the command\nline.\n\nSome actions (like uploading predictions or staking) require a token to verify\nthat it is really you interacting with Numerai's API. These tokens consists of\na `public_id` and `secret_key`. Both can be obtained by login in to Numer.ai and\ngoing to Account -> Custom API Keys. Tokens can be passed to the Python module\nas parameters or you can be set via environment variables (`NUMERAI_PUBLIC_ID`\nand `NUMERAI_SECRET_KEY`).\n\n## Python module\n\n### Usage example - main competition\n\n    import numerapi\n    # some API calls do not require logging in\n    napi = numerapi.NumerAPI(verbosity=\"info\")\n    # download current dataset\n    napi.download_current_dataset(unzip=True)\n    # get competitions\n    all_competitions = napi.get_competitions()\n    # get current leaderboard\n    leaderboard = napi.get_leaderboard()\n    # check if a new round has started\n    if napi.check_new_round():\n        print(\"new round has started within the last 24hours!\")\n    else:\n        print(\"no new round within the last 24 hours\")\n\n    # provide api tokens\n    example_public_id = \"somepublicid\"\n    example_secret_key = \"somesecretkey\"\n    napi = numerapi.NumerAPI(example_public_id, example_secret_key)\n\n    # upload predictions\n    model_id = napi.get_models()['uuazed']\n    napi.upload_predictions(\"preds.csv\", model_id=model_id)\n    # check submission status\n    napi.submission_status(model_id)\n    # increase your stake by 1.2 NMR\n    napi.stake_increase(1.2)\n\n    # convert results to a pandas dataframe\n    import pandas as pd\n    df = pd.DataFrame(napi.daily_user_performances(\"uuazed\"))\n\n\n### Usage example - Numerai Signals\n\n    import numerapi\n\n    napi = numerapi.SignalsAPI()\n    # get current leaderboard\n    leaderboard = napi.get_leaderboard()\n\n    # setup API with api tokens\n    example_public_id = \"somepublicid\"\n    example_secret_key = \"somesecretkey\"\n    napi = numerapi.SignalsAPI(example_public_id, example_secret_key)\n\n    # upload predictions\n    model_id = napi.get_models()['uuazed']\n    napi.upload_predictions(\"preds.csv\", model_id=model_id)\n\n    # get submission status and invalid tickers\n    status = napi.submission_status(model_id)\n    invalid_tickers = status['invalidTickers']\n\n    # get daily performance as pandas dataframe\n    import pandas as pd\n    df = pd.DataFrame(napi.daily_user_performances(\"uuazed\"))\n\n\n## Command line interface\n\nTo get started with the cli interface, let's take a look at the help page:\n\n    $ numerapi --help\n    Usage: numerapi [OPTIONS] COMMAND [ARGS]...\n\n      Wrapper around the Numerai API\n\n      Options:\n        --help  Show this message and exit.\n\n      Commands:\n        account                         Get all information about your account!\n        check-new-round                 Check if a new round has started within...\n        competitions                    Retrieves information about all...\n        current-round                   Get number of the current active round.\n        daily-model-performances        Fetch daily performance of a model.\n        daily-submissions-performances  Fetch daily performance of a user's...\n        dataset-url                     Fetch url of the current dataset.\n        download-dataset                Download specified file for the given...\n        download-dataset-old            Download dataset for the current active...\n        leaderboard                     Get the leaderboard.\n        list-datasets                   List of available data files\n        models                          Get map of account models!\n        profile                         Fetch the public profile of a user.\n        stake-decrease                  Decrease your stake by `value` NMR.\n        stake-drain                     Completely remove your stake.\n        stake-get                       Get stake value of a user.\n        stake-increase                  Increase your stake by `value` NMR.\n        submission-filenames            Get filenames of your submissions\n        submission-status               checks the submission status\n        submit                          Upload predictions from file.\n        transactions                    List all your deposits and withdrawals.\n        user                            Get all information about you! DEPRECATED...\n        version                         Installed numerapi version.\n\n\nEach command has it's own help page, for example:\n\n    $ numerapi submit --help\n    Usage: numerapi submit [OPTIONS] PATH\n\n      Upload predictions from file.\n\n    Options:\n      --tournament INTEGER  The ID of the tournament, defaults to 1\n      --model_id TEXT       An account model UUID (required for accounts with\n                            multiple models\n\n      --help                Show this message and exit.\n\n\n# API Reference\n\nCheckout the [detailed API docs](http://numerapi.readthedocs.io/en/latest/api/numerapi.html#module-numerapi.numerapi)\nto learn about all available methods, parameters and returned values.\n\n\n",
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