data-analysis-in-examples

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data-analysis-in-examples

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Set of notebooks complementing medium.com articles

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# data-analysis-in-examples
Set of Jupyter notebook supporting articles on https://medium.com/@vdekanovsky

# Python
## Visualization
- [Plotly Express - Comprehensive guide](https://medium.com/data-science/visualization-with-plotly-express-comprehensive-guide-eb5ee4b50b57) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/Vizualizations/Plotly/Comperhansive%20Guide/Plotly%20Express%20-%20Comprehensive%20Guide.ipynb))
- [Highlighted line chart](https://medium.com/data-science/highlighted-line-chart-with-plotly-express-e69e2a27fea8) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/tree/master/Vizualizations/Plotly/Highlighted_Line_Chart_on_Grey_Lines_Background))
- [Histogram complete guide](https://medium.com/data-science/histograms-with-plotly-express-complete-guide-d483656c5ad7) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/Vizualizations/Plotly/Histogram/Histograms.ipynb))
- [Visualize error log with Plotly](https://medium.com/data-science/visualize-error-log-with-pandas-and-plotly-d7796a629eaa)

## Pandas and dataframes
- [What are csv alternatives for pandas persisting](https://medium.com/data-science/stop-persisting-pandas-data-frames-in-csvs-f369a6440af5) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/Pandas/Persistance/Stop%20Persisting%20Pandas%20to%20CSV.ipynb))
- [Deal with extra whitespaces in CSV](https://towardsdatascience.com/dealing-with-extra-white-spaces-while-reading-csv-in-pandas-67b0c2b71e6a) ([code](https://github.com/vaasha/Data-Analysis_in-Examples/blob/master/White%20Spaces%20In%20CSVs/Dealing_with_white_space_in_csv_pandas.ipynb))
- [Upsample with an average](https://towardsdatascience.com/upsample-with-an-average-in-pandas-c029032c57ca) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/Pandas/Upsample/Upsample%20to%20average.ipynb))

## Machine Learning
- [Cross Validation and train test splitting](https://medium.com/data-science/complete-guide-to-pythons-cross-validation-with-examples-a9676b5cac12) ([code](https://github.com/vaasha/Machine-leaning-in-examples/blob/master/sklearn/cross-validation/Cross%20Validation.ipynb))

## Automate the boring stuff
- [Unzip and process a folder with XMLs](https://towardsdatascience.com/unzip-update-and-zip-again-xmls-in-a-folder-7d57f9710ddb) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/Unzip/XML/Unzip_Update_Zip_full.ipynb))
- [Stocks' fundamental data analysis](https://towardsdatascience.com/stock-fundamental-analysis-eda-of-secs-quarterly-data-summary-455e62ff4817) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/SEC%20Quarterly%20Data%20Dump/EDA_of_SEC_2020Q1_Filling_sub.ipynb))

## Maps
- [List of addresses into a map](https://medium.com/data-science/pythons-geocoding-convert-a-list-of-addresses-into-a-map-f522ef513fd6) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/Maps/Geocoding/Address%20to%20Location.ipynb))
- [Driving distance between places](https://medium.com/data-science/driving-distance-between-two-or-more-places-in-python-89779d691def) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/Maps/Driving%20Distance/Driving%20Distance%20between%20two%20places.ipynb))

# Julia
- [Is Julia better than pandas](https://towardsdatascience.com/is-something-better-than-pandas-when-the-dataset-fits-the-memory-7e8e983c4fe5) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/tree/master/DataFrames/Pandas_Alternatives))
- [Read CSV in Julia](https://medium.com/data-science/read-csv-to-data-frame-in-julia-programming-lang-77f3d0081c14) ([code](https://github.com/vaclavdekanovsky/data-analysis-in-examples/blob/master/Julia/CSV/Read_CSV.ipynb))

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