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**Note**: You can install Qlib with `python setup.py install` as well. But it is not the recommanded approach. It will skip `pip` and cause obscure problems. For example, **only** the command ``pip install .`` **can** overwrite the stable version installed by ``pip install pyqlib``, while the command ``python setup.py install`` **can't**.
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**Tips**: If you fail to install `Qlib` or run the examples in your environment, comparing your steps and the [CI workflow](.github/workflows/test.yml) may help you find the problem.
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**Tips**: If you fail to install `Qlib` or run the examples in your environment, comparing your steps and the [CI workflow](.github/workflows/test_qlib_from_source.yml) may help you find the problem.
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## Data Preparation
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Load and prepare data by running the following code:
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