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‎source/classification1.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Classification I: training and predicting" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Classification I: training and predicting" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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‎source/classification2.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Classification II: evaluation and tuning" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Classification II: evaluation and tuning" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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‎source/clustering.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Clustering" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Clustering" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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## Additional resources
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‎source/inference.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the two "Statistical inference" rows.
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You can launch an interactive version of each worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of each worksheet by clicking "view worksheet."
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If you instead decide to download the worksheets and run them on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the two "Statistical inference" rows. You can preview a
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non-interactive version of each worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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‎source/intro.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Python and Pandas" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Python and Pandas" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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‎source/reading.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Reading in data locally and from the web" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Reading in data locally and from the web" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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## Additional resources
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‎source/regression1.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Regression I: K-nearest neighbors" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Regression I: K-nearest neighbors" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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‎source/regression2.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Regression II: linear regression" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Regression II: linear regression" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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‎source/version-control.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Collaboration with version control" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Collaboration with version control" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
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instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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## Additional resources
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‎source/viz.md‎

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## Exercises
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Practice exercises for the material covered in this chapter
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can be found in the accompanying
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[worksheets repository](https://worksheets.python.datasciencebook.ca)
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in the "Effective data visualization" row.
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You can launch an interactive version of the worksheet in your browser by clicking the "launch binder" button.
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You can also preview a non-interactive version of the worksheet by clicking "view worksheet."
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If you instead decide to download the worksheet and run it on your own machine,
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make sure to follow the instructions for computer setup
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found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure that the automated feedback
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and guidance that the worksheets provide will function as intended.
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Practice exercises for the material covered in this chapter can be found in the
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accompanying [worksheets repository](https://worksheets.python.datasciencebook.ca) in
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the "Effective data visualization" row. You can preview a
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non-interactive version of the worksheet for this chapter by clicking "view
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worksheet." To work on the exercises interactively, follow the instructions in
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the worksheets repository to download all worksheets, and follow the
2047+
instructions for computer setup found in {numref}`Chapter %s <move-to-your-own-machine>`. This will ensure
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that the automated feedback and guidance that the worksheets provide will
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function as intended.
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## Additional resources
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