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(It’s a common mistake to `pip install ibis`. If you try to use Ibis and get errors early on try uninstalling `ibis` and installing `ibis-framework`)
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To discover ibis, we suggest starting with the DuckDB backend (which is included by default in the conda-forge package). The DuckDB backend is performant and fully featured.
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To use ibis with other backends, include the backend name in brackets for PyPI:
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```bash
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pip install 'ibis-framework[postgres]'
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```
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Or use `ibis-$BACKEND` where `$BACKEND` is the specific backend you want to use when installing from conda-forge:
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```bash
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conda install ibis-postgres -c conda-forge
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```
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## Getting Started with Ibis
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We provide a number of tutorial and example notebooks in the
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