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‎CONTRIBUTING.md‎

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For general information, see [Ploombers' contributing guidelines.](https://ploomber-contributing.readthedocs.io)
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For specific JupySQL contributing guidelines, see the [Developer guide](https://jupysql.ploomber.io/en/latest/community/developer-guide.html).
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For specific JupySQL contributing guidelines, see the [Developer guide](https://jupysql.readthedocs.io/en/latest/community/developer-guide.html).
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‎README.md‎

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|
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<a href="mailto:contact@ploomber.io">Contact us</a>
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|
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<a href="https://jupysql.ploomber.io/">Docs</a>
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<a href="https://jupysql.readthedocs.io/">Docs</a>
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<a href="https://ploomber.io/blog">Blog</a>
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## Features
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- [Pandas integration](https://jupysql.ploomber.io/en/latest/integrations/pandas.html)
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- [SQL composition (no more hard-to-debug CTEs!)](https://jupysql.ploomber.io/en/latest/compose.html)
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- [Plot massive datasets without blowing up memory](https://jupysql.ploomber.io/en/latest/plot.html)
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- [DuckDB integration](https://jupysql.ploomber.io/en/latest/integrations/duckdb.html)
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- [Pandas integration](https://jupysql.readthedocs.io/en/latest/integrations/pandas.html)
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- [SQL composition (no more hard-to-debug CTEs!)](https://jupysql.readthedocs.io/en/latest/compose.html)
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- [Plot massive datasets without blowing up memory](https://jupysql.readthedocs.io/en/latest/plot.html)
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- [DuckDB integration](https://jupysql.readthedocs.io/en/latest/integrations/duckdb.html)
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## Installation
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## Documentation
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[Click here to see the documentation.](https://jupysql.ploomber.io)
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[Click here to see the documentation.](https://jupysql.readthedocs.io)
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## Security
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‎doc/integrations/mssql.ipynb‎

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" </tr>\n",
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"</table>\n",
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.ploomber.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.ploomber.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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],
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.ploomber.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.ploomber.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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" </tbody>\n",
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.ploomber.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.ploomber.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.ploomber.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.ploomber.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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‎doc/integrations/redshift.ipynb‎

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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.ploomber.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.ploomber.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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" </tr>\n",
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" </tbody>\n",
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.ploomber.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.ploomber.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.ploomber.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.ploomber.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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"<span style='font-style:italic;font-size:11px'><code>ResultSet</code> : to convert to pandas, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/pandas.html'><code>.DataFrame()</code></a> or to polars, call <a href='https://jupysql.readthedocs.io/en/latest/integrations/polars.html'><code>.PolarsDataFrame()</code></a></span><br>"
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‎doc/integrations/trinodb.ipynb‎

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"Tip: You may define configurations in /Users/neelashasen/Dev/jupysql_master/jupysql/pyproject.toml. Please review our <a href='https://jupysql.ploomber.io/en/latest/api/configuration.html#loading-from-a-file'>configuration guideline</a>."
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"Tip: You may define configurations in /Users/neelashasen/Dev/jupysql_master/jupysql/pyproject.toml. Please review our <a href='https://jupysql.readthedocs.io/en/latest/api/configuration.html#loading-from-a-file'>configuration guideline</a>."
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‎doc/jupyterlab/format-sql.ipynb‎

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"Please review our <a href='https://jupysql.ploomber.io/en/latest/api/configuration.html#loading-from-a-file'>configuration guideline</a>."
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"Please review our <a href='https://jupysql.readthedocs.io/en/latest/api/configuration.html#loading-from-a-file'>configuration guideline</a>."
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‎doc/tutorials/etl.md‎

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For example, you can use the rename method to rename columns, the dropna method to
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remove missing values, and the astype method to convert data types. I'll demonstrate how to do it either with pandas or SQL.
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* Note: You can use either `%sql` or `%%sql`, check out the difference between the two [here](https://jupysql.ploomber.io/en/latest/community/developer-guide.html?highlight=%25sql%20vs%20%25%25sql#magics-e-g-sql-sql-etc)
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* Note: You can use either `%sql` or `%%sql`, check out the difference between the two [here](https://jupysql.readthedocs.io/en/latest/community/developer-guide.html?highlight=%25sql%20vs%20%25%25sql#magics-e-g-sql-sql-etc)
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<!-- #region -->
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Here's an example of how to use Pandas and the JupySQL alternatives to transform data:

‎doc/user-guide/table_explorer.ipynb‎

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"Please review our <a href='https://jupysql.readthedocs.io/en/latest/api/configuration.html#loading-from-a-file'>configuration guideline</a>."
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‎src/sql/connection/connection.py‎

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BASE_DOC_URL = "https://jupysql.ploomber.io/en/latest"
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BASE_DOC_URL = "https://jupysql.readthedocs.io/en/latest"
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‎src/sql/error_handler.py‎

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Review our DB connection via URL strings guide:
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https://jupysql.readthedocs.io/en/latest/connecting.html .
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Using Ubuntu? Check out this guide: "
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TableNotFoundError,
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