From 553c6d36cacf17a6c0a61e904be588978d3ed210 Mon Sep 17 00:00:00 2001 From: Lindsey Heagy Date: Sat, 23 Mar 2024 16:09:16 -0700 Subject: [PATCH 01/17] Replace broken link to altair docs (#344) replace broken altair link --- source/viz.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/viz.md b/source/viz.md index e062a679..97ba2020 100755 --- a/source/viz.md +++ b/source/viz.md @@ -1549,7 +1549,7 @@ To fix this issue we can convert the `Expt` variable into a `nominal` to the `Expt` variable. Adding the `:N` suffix ensures that `altair` will treat a variable as a categorical variable, and hence use a discrete color map in visualizations -([read more about data types in the altair documentation](https://altair-viz.github.io/user_guide/encoding.html#encoding-data-types)). +([read more about data types in the altair documentation](https://altair-viz.github.io/user_guide/encodings/index.html#encoding-data-types)). We also add the `stack(False)` method on the `y` encoding so that the bars are not stacked on top of each other, but instead share the same baseline. From fcc253c650138c6ee4578260bb002603611868ab Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 12:49:48 -0700 Subject: [PATCH 02/17] Update build_book.yml --- .github/workflows/build_book.yml | 22 ++++++++++++++++++++-- 1 file changed, 20 insertions(+), 2 deletions(-) diff --git a/.github/workflows/build_book.yml b/.github/workflows/build_book.yml index 9723cd7a..d6d6f099 100644 --- a/.github/workflows/build_book.yml +++ b/.github/workflows/build_book.yml @@ -15,7 +15,7 @@ jobs: packages: write steps: - - name: checkout + - name: checkout production uses: actions/checkout@v2 with: ref: 'production' @@ -32,5 +32,23 @@ jobs: publish_dir: source/_build/html cname: python.datasciencebook.ca force_orphan: true # this will clean up all previous PR previews / main branch preview + + # rebuild the dev version after the previous copy was cleaned out + - name: checkout main + uses: actions/checkout@v2 + with: + ref: 'main' + + - name: Build the book + run: | + ./build_html.sh - + # Push the book's HTML to github-pages + - name: GitHub Pages action + uses: peaceiris/actions-gh-pages@v3.8.0 + with: + github_token: ${{ secrets.GITHUB_TOKEN }} + publish_dir: source/_build/html + keep_files: true + destination_dir: dev + # force_orphan: true # once peaceiris updates to v4, change this to true and keep_files: true for the PR / main branch deploy previews From b25f234cf0ef9fbf065dc2b58c71014579547ad9 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 12:51:33 -0700 Subject: [PATCH 03/17] empty commit to trigger dev rebuild From afee7eaee9a3e8e97a0cacc4de22b3810d8a8fc9 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 12:54:13 -0700 Subject: [PATCH 04/17] empty commit to trigger rebuild dev --- build_html.sh | 1 + 1 file changed, 1 insertion(+) diff --git a/build_html.sh b/build_html.sh index 41797e19..8694a2b2 100755 --- a/build_html.sh +++ b/build_html.sh @@ -1,2 +1,3 @@ chmod -R o+w source/ docker run --rm -v $(pwd):/home/jovyan ubcdsci/py-intro-to-ds:20231112004031dd2207 /bin/bash -c "jupyter-book build source" + From 9b81640b7bd3312f47836515930847e80fd2a73b Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 13:17:29 -0700 Subject: [PATCH 05/17] add diffs to pr_deploy --- .github/workflows/deploy_pr_preview.yml | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) diff --git a/.github/workflows/deploy_pr_preview.yml b/.github/workflows/deploy_pr_preview.yml index ec2fb38d..0eaeb497 100644 --- a/.github/workflows/deploy_pr_preview.yml +++ b/.github/workflows/deploy_pr_preview.yml @@ -44,11 +44,34 @@ jobs: destination_dir: pull${{ github.event.number }} # force_orphan: true # once peaceiris updates to v4, change this to true and keep_files: true for the PR / main branch deploy previews + - name: Checkout the gh-pages branch + uses: actions/checkout@v2 + with: + fetch-depth: '0' + ref: 'gh-pages' + + - name: Run website diff + run: | + rustup update + pip install website_diff + website_diff --old dev --new pull${{ github.event.number }} --diff diff${{ github.event.number }} + + - name: GitHub Pages action to push diff + uses: peaceiris/actions-gh-pages@v3.8.0 + with: + github_token: ${{ secrets.GITHUB_TOKEN }} + publish_dir: diff${{ github.event.number }} + keep_files: true + destination_dir: diff${{ github.event.number }} + # force_orphan: true # once peaceiris updates to v4, change this to true and keep_files: true for the PR / main branch deploy previews + + - name: Post URLS to PR thread uses: mshick/add-pr-comment@v2.8.1 with: message: | Hello! I've built a preview of your PR so that you can compare it to the current `main` branch. * PR deploy preview available [here](https://python.datasciencebook.ca/pull${{ github.event.number }}/index.html) + * PR diff with `main` available [here](https://python.datasciencebook.ca/diff${{ github.event.number }}/index.html) * Current `main` deploy preview available [here](https://python.datasciencebook.ca/dev/index.html) * Public production build available [here](https://python.datasciencebook.ca) From 506fcd53cb4598aba86f7bb738ff0466c97449f9 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 13:34:53 -0700 Subject: [PATCH 06/17] add workspace ownership reset after book build --- .github/workflows/build_book.yml | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/.github/workflows/build_book.yml b/.github/workflows/build_book.yml index d6d6f099..7df7f861 100644 --- a/.github/workflows/build_book.yml +++ b/.github/workflows/build_book.yml @@ -15,6 +15,13 @@ jobs: packages: write steps: + - name: Get Actions user id + id: get_uid + run: | + actions_user_id=`id -u $USER` + echo $actions_user_id + echo "uid=$actions_user_id" >> $GITHUB_OUTPUT + - name: checkout production uses: actions/checkout@v2 with: @@ -24,6 +31,11 @@ jobs: run: | ./build_html.sh + - name: Reset ownership of workspace after build + uses: peter-murray/reset-workspace-ownership-action@v1 + with: + user_id: ${{ steps.get_uid.outputs.uid }} + # Push the book's HTML to github-pages - name: GitHub Pages action uses: peaceiris/actions-gh-pages@v3.8.0 @@ -43,6 +55,11 @@ jobs: run: | ./build_html.sh + - name: Reset ownership of workspace after build + uses: peter-murray/reset-workspace-ownership-action@v1 + with: + user_id: ${{ steps.get_uid.outputs.uid }} + # Push the book's HTML to github-pages - name: GitHub Pages action uses: peaceiris/actions-gh-pages@v3.8.0 From 4d5257a9b7d517a1d9a9b70eb33157aceda25941 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 13:36:22 -0700 Subject: [PATCH 07/17] add workspace ownership reset after main deploy --- .github/workflows/deploy_main_preview.yml | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/.github/workflows/deploy_main_preview.yml b/.github/workflows/deploy_main_preview.yml index 8b65ea7b..0b3aaf50 100644 --- a/.github/workflows/deploy_main_preview.yml +++ b/.github/workflows/deploy_main_preview.yml @@ -15,6 +15,13 @@ jobs: packages: write steps: + - name: Get Actions user id + id: get_uid + run: | + actions_user_id=`id -u $USER` + echo $actions_user_id + echo "uid=$actions_user_id" >> $GITHUB_OUTPUT + - name: checkout uses: actions/checkout@v2 with: @@ -24,6 +31,11 @@ jobs: run: | ./build_html.sh + - name: Reset ownership of workspace after build + uses: peter-murray/reset-workspace-ownership-action@v1 + with: + user_id: ${{ steps.get_uid.outputs.uid }} + # Push the book's HTML to github-pages - name: GitHub Pages action uses: peaceiris/actions-gh-pages@v3.8.0 From 1f7af84ce407abf98be4ded533822794215d0faf Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 13:37:52 -0700 Subject: [PATCH 08/17] add workspace ownership reset after book build --- .github/workflows/deploy_pr_preview.yml | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/.github/workflows/deploy_pr_preview.yml b/.github/workflows/deploy_pr_preview.yml index 0eaeb497..423ec51c 100644 --- a/.github/workflows/deploy_pr_preview.yml +++ b/.github/workflows/deploy_pr_preview.yml @@ -23,7 +23,14 @@ jobs: checkName: "Rebuild docker image" ref: ${{ github.event.pull_request.head.sha }} timeoutSeconds: 60000 - + + - name: Get Actions user id + id: get_uid + run: | + actions_user_id=`id -u $USER` + echo $actions_user_id + echo "uid=$actions_user_id" >> $GITHUB_OUTPUT + - name: Checkout the repo uses: actions/checkout@v2 with: @@ -34,6 +41,11 @@ jobs: run: | ./build_html.sh + - name: Reset ownership of workspace after build + uses: peter-murray/reset-workspace-ownership-action@v1 + with: + user_id: ${{ steps.get_uid.outputs.uid }} + # Push the book's HTML to github-pages - name: GitHub Pages action uses: peaceiris/actions-gh-pages@v3.8.0 @@ -65,7 +77,6 @@ jobs: destination_dir: diff${{ github.event.number }} # force_orphan: true # once peaceiris updates to v4, change this to true and keep_files: true for the PR / main branch deploy previews - - name: Post URLS to PR thread uses: mshick/add-pr-comment@v2.8.1 with: From 71cd66c6db39b84d960f5dc1e0f598268db7b6ab Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 13:49:32 -0700 Subject: [PATCH 09/17] add pip update to pr deploy for maturin --- .github/workflows/deploy_pr_preview.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/deploy_pr_preview.yml b/.github/workflows/deploy_pr_preview.yml index 423ec51c..45036569 100644 --- a/.github/workflows/deploy_pr_preview.yml +++ b/.github/workflows/deploy_pr_preview.yml @@ -65,6 +65,7 @@ jobs: - name: Run website diff run: | rustup update + pip install --upgrade pip pip install website_diff website_diff --old dev --new pull${{ github.event.number }} --diff diff${{ github.event.number }} From 09b357ce0b4e03c71b71a195de2c90100a56fd8c Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Sun, 18 Aug 2024 13:52:09 -0700 Subject: [PATCH 10/17] fix vc ref links --- source/version-control.md | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/source/version-control.md b/source/version-control.md index 48c49026..9d74b7e6 100755 --- a/source/version-control.md +++ b/source/version-control.md @@ -1113,9 +1113,8 @@ and guidance that the worksheets provide will function as intended. Now that you've picked up the basics of version control with Git and GitHub, you can expand your knowledge through the resources listed below: -- GitHub's [guides website](https://guides.github.com/) and [YouTube - channel](https://www.youtube.com/githubguides) are great resources to take the next steps in - learning about Git and GitHub. +- GitHub's [guides website](https://docs.github.com/) is a great resource for + learning more about Git and GitHub. - [Good enough practices in scientific computing](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005510#sec014) {cite:p}`wilson2014best` provides more advice on useful workflows and "good enough" From 2dba63e78a0a757bb82b1428e2a5cd544656c02e Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Wed, 21 Aug 2024 09:29:26 -0700 Subject: [PATCH 11/17] avoid rebuilding on push to production; just copy from dev --- .github/workflows/build_book.yml | 71 ------------------------------- .github/workflows/update_book.yml | 33 ++++++++++++++ 2 files changed, 33 insertions(+), 71 deletions(-) delete mode 100644 .github/workflows/build_book.yml create mode 100644 .github/workflows/update_book.yml diff --git a/.github/workflows/build_book.yml b/.github/workflows/build_book.yml deleted file mode 100644 index 7df7f861..00000000 --- a/.github/workflows/build_book.yml +++ /dev/null @@ -1,71 +0,0 @@ -name: Rebuild and deploy book to gh-pages branch -on: - push: - branches: - - production - paths: - - 'source/**' - - 'build_html.sh' - -jobs: - deploy-book: - runs-on: ubuntu-latest - permissions: - contents: write - packages: write - - steps: - - name: Get Actions user id - id: get_uid - run: | - actions_user_id=`id -u $USER` - echo $actions_user_id - echo "uid=$actions_user_id" >> $GITHUB_OUTPUT - - - name: checkout production - uses: actions/checkout@v2 - with: - ref: 'production' - - - name: Build the book - run: | - ./build_html.sh - - - name: Reset ownership of workspace after build - uses: peter-murray/reset-workspace-ownership-action@v1 - with: - user_id: ${{ steps.get_uid.outputs.uid }} - - # Push the book's HTML to github-pages - - name: GitHub Pages action - uses: peaceiris/actions-gh-pages@v3.8.0 - with: - github_token: ${{ secrets.GITHUB_TOKEN }} - publish_dir: source/_build/html - cname: python.datasciencebook.ca - force_orphan: true # this will clean up all previous PR previews / main branch preview - - # rebuild the dev version after the previous copy was cleaned out - - name: checkout main - uses: actions/checkout@v2 - with: - ref: 'main' - - - name: Build the book - run: | - ./build_html.sh - - - name: Reset ownership of workspace after build - uses: peter-murray/reset-workspace-ownership-action@v1 - with: - user_id: ${{ steps.get_uid.outputs.uid }} - - # Push the book's HTML to github-pages - - name: GitHub Pages action - uses: peaceiris/actions-gh-pages@v3.8.0 - with: - github_token: ${{ secrets.GITHUB_TOKEN }} - publish_dir: source/_build/html - keep_files: true - destination_dir: dev - # force_orphan: true # once peaceiris updates to v4, change this to true and keep_files: true for the PR / main branch deploy previews diff --git a/.github/workflows/update_book.yml b/.github/workflows/update_book.yml new file mode 100644 index 00000000..35a81a53 --- /dev/null +++ b/.github/workflows/update_book.yml @@ -0,0 +1,33 @@ +name: Rebuild and deploy book to gh-pages branch +on: + push: + branches: + - production + paths: + - 'source/**' + - 'build_html.sh' + +jobs: + deploy-book: + runs-on: ubuntu-latest + permissions: + contents: write + packages: write + + steps: + - name: checkout gh-pages + uses: actions/checkout@v2 + with: + ref: 'gh-pages' + + - name: remove all pull and diff folders + run: | + rm -rf pull* diff* + + - name: copy dev website to root directory + run: | + yes | cp -rf dev/* . + + - name: push the result to gh-pages + uses: stefanzweifel/git-auto-commit-action@v5 + From 8e31f3239fd16bf901c739176cf830c1eaaa6ce0 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Wed, 21 Aug 2024 09:46:42 -0700 Subject: [PATCH 12/17] update so that gh-pages is still orphaned properly --- .github/workflows/update_book.yml | 18 +++++++++++++----- 1 file changed, 13 insertions(+), 5 deletions(-) diff --git a/.github/workflows/update_book.yml b/.github/workflows/update_book.yml index 35a81a53..c9ff635f 100644 --- a/.github/workflows/update_book.yml +++ b/.github/workflows/update_book.yml @@ -20,14 +20,22 @@ jobs: with: ref: 'gh-pages' - - name: remove all pull and diff folders + - name: Copy contents of dev/ to home folder run: | - rm -rf pull* diff* + yes | cp -rf dev ${{ runner.home }} - - name: copy dev website to root directory + # Push update website to dev/ and clean out old commits + - name: Update website to contents of dev, remove all old commits and subpages + uses: peaceiris/actions-gh-pages@v3.8.0 + with: + github_token: ${{ secrets.GITHUB_TOKEN }} + publish_dir: dev/ + force_orphan: true # this will clean up all previous PR previews / main branch preview + cname: datasciencebook.ca + + - name: copy dev/ website back in run: | - yes | cp -rf dev/* . + yes | cp -rf ${{ runner.home }}/dev dev - name: push the result to gh-pages uses: stefanzweifel/git-auto-commit-action@v5 - From 7332ac7d10f163505a25d3b291a21fcedf6fdd55 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Wed, 21 Aug 2024 12:15:25 -0700 Subject: [PATCH 13/17] title page / name / image / link updates --- source/_config.yml | 2 +- source/acknowledgements.md | 2 +- .../frontmatter/ds-a-first-intro-cover.jpg | Bin 132047 -> 97030 bytes source/index.md | 17 +++++++++++++---- 4 files changed, 15 insertions(+), 6 deletions(-) mode change 100755 => 100644 source/img/frontmatter/ds-a-first-intro-cover.jpg diff --git a/source/_config.yml b/source/_config.yml index 22b14de3..11b75592 100755 --- a/source/_config.yml +++ b/source/_config.yml @@ -1,5 +1,5 @@ # Book settings -title: "Data Science: A First Introduction (Python Edition)" +title: "Data Science: A First Introduction with Python" author: "Tiffany Timbers, Trevor Campbell, Melissa Lee, Joel Ostblom, and Lindsey Heagy" copyright: "2022" # Copyright year to be placed in the footer logo: "" # A path to the book logo diff --git a/source/acknowledgements.md b/source/acknowledgements.md index 3b08d251..b2b1b3ac 100755 --- a/source/acknowledgements.md +++ b/source/acknowledgements.md @@ -50,7 +50,7 @@ is reflected in the content of this book. ## Acknowledgments for the Python Edition We'd like to thank everyone that has contributed to the development of -[*Data Science: A First Introduction (Python Edition)*](https://python.datasciencebook.ca). +[*Data Science: A First Introduction with Python*](https://python.datasciencebook.ca). This is an open source Python translation of the original book, which focused on the R programming language. 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zrXi$Leykv5Y*J<$5sU#MIC2<=md}V3XIcwyjykk1^#-A6R8*c03eXbp}$Q cuFx*q3s6{4q{~QE`WeLlP#^yQAO8UV+0GL;ivR!s diff --git a/source/index.md b/source/index.md index 454fa914..13f410f7 100755 --- a/source/index.md +++ b/source/index.md @@ -17,19 +17,28 @@ kernelspec: # Data Science -## *A First Introduction (Python Edition)* +## *A First Introduction with Python* *Tiffany Timbers, Trevor Campbell, Melissa Lee, Joel Ostblom, Lindsey Heagy* ### Welcome! -This is the [website](https://python.datasciencebook.ca) for *Data Science: A First Introduction (Python Edition)*. +This is the [website](https://python.datasciencebook.ca) for *Data Science: A First Introduction with Python*. You can read the web version of the book on this site. Click a section in the table of contents on the left side of the page to navigate to it. If you are on a mobile device, you may need to open the table of contents first by clicking the menu button on -the top left of the page. +the top left of the page. You can purchase a PDF or print copy of the book +on the [CRC Press website](https://www.routledge.com/Data-Science-A-First-Introduction-with-Python/Timbers-Campbell-Lee-Ostblom-Heagy/p/book/9781032572239) +or on [Amazon](https://www.amazon.com/Data-Science-Introduction-Python-Chapman/dp/103257223X). -For the R version of the textbook, please visit https://datasciencebook.ca. +For the R version of the textbook, please visit [https://datasciencebook.ca](https://datasciencebook.ca). + +This book is listed in a number of open educational resource (OER) collections: +- [The University of British Columbia OER collection](https://oer.open.ubc.ca/data-science-a-first-introduction-python-version/) +- [The OER Commons](https://oercommons.org/courses/data-science-a-first-introduction-with-python) +- [MERLOT](https://merlot.org/merlot/viewMaterial.htm?id=773420157) + +![](img/frontmatter/ds-a-first-intro-cover.jpg) From d5b5d996f57fd621caf5fbf28567465acf05e916 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Wed, 21 Aug 2024 12:44:24 -0700 Subject: [PATCH 14/17] remove existing diff folder in deploy preview --- .github/workflows/deploy_pr_preview.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/deploy_pr_preview.yml b/.github/workflows/deploy_pr_preview.yml index 45036569..d4cc2ef0 100644 --- a/.github/workflows/deploy_pr_preview.yml +++ b/.github/workflows/deploy_pr_preview.yml @@ -67,6 +67,7 @@ jobs: rustup update pip install --upgrade pip pip install website_diff + rm -rf diff${{ github.event.number }} website_diff --old dev --new pull${{ github.event.number }} --diff diff${{ github.event.number }} - name: GitHub Pages action to push diff From 224ae155b95bc4ad605264ddccb2b1293978bbc5 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Wed, 21 Aug 2024 12:57:20 -0700 Subject: [PATCH 15/17] list syntax markdown fix --- source/index.md | 1 + 1 file changed, 1 insertion(+) diff --git a/source/index.md b/source/index.md index 13f410f7..3880cdd4 100755 --- a/source/index.md +++ b/source/index.md @@ -34,6 +34,7 @@ or on [Amazon](https://www.amazon.com/Data-Science-Introduction-Python-Chapman/d For the R version of the textbook, please visit [https://datasciencebook.ca](https://datasciencebook.ca). This book is listed in a number of open educational resource (OER) collections: + - [The University of British Columbia OER collection](https://oer.open.ubc.ca/data-science-a-first-introduction-python-version/) - [The OER Commons](https://oercommons.org/courses/data-science-a-first-introduction-with-python) - [MERLOT](https://merlot.org/merlot/viewMaterial.htm?id=773420157) From 912a806816ec3b005440491a575ff02ccefe2104 Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Wed, 21 Aug 2024 13:06:26 -0700 Subject: [PATCH 16/17] shrink image --- source/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/source/index.md b/source/index.md index 3880cdd4..b545e7e3 100755 --- a/source/index.md +++ b/source/index.md @@ -39,7 +39,7 @@ This book is listed in a number of open educational resource (OER) collections: - [The OER Commons](https://oercommons.org/courses/data-science-a-first-introduction-with-python) - [MERLOT](https://merlot.org/merlot/viewMaterial.htm?id=773420157) -![](img/frontmatter/ds-a-first-intro-cover.jpg) + From 7454255591fd2194d6f18f9046bcddcbf07617ea Mon Sep 17 00:00:00 2001 From: Trevor Campbell Date: Wed, 21 Aug 2024 13:57:01 -0700 Subject: [PATCH 17/17] fixing spacing issues --- source/index.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/source/index.md b/source/index.md index b545e7e3..71d910ac 100755 --- a/source/index.md +++ b/source/index.md @@ -27,9 +27,7 @@ This is the [website](https://python.datasciencebook.ca) for *Data Science: A Fi You can read the web version of the book on this site. Click a section in the table of contents on the left side of the page to navigate to it. If you are on a mobile device, you may need to open the table of contents first by clicking the menu button on -the top left of the page. You can purchase a PDF or print copy of the book -on the [CRC Press website](https://www.routledge.com/Data-Science-A-First-Introduction-with-Python/Timbers-Campbell-Lee-Ostblom-Heagy/p/book/9781032572239) -or on [Amazon](https://www.amazon.com/Data-Science-Introduction-Python-Chapman/dp/103257223X). +the top left of the page. You can purchase a PDF or print copy of the book on the [CRC Press website](https://www.routledge.com/Data-Science-A-First-Introduction-with-Python/Timbers-Campbell-Lee-Ostblom-Heagy/p/book/9781032572239) or on [Amazon](https://www.amazon.com/Data-Science-Introduction-Python-Chapman/dp/103257223X). For the R version of the textbook, please visit [https://datasciencebook.ca](https://datasciencebook.ca).