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GitHub - stiles/dodgers: A live updating and public dashboard of LA Dodgers statistics fed by automated collection and analysis of team data from 1958 to the latest game.
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8.46625C6.0325 8.19125 5.6475 7.06375 6.2525 5.55125C6.2525 5.55125 7.17375 5.2625 9.2775 6.67875C10.1575 6.43125 11.0925 6.3075 12.0275 6.3075C12.9625 6.3075 13.8975 6.43125 14.7775 6.67875C16.8813 5.24875 17.8025 5.55125 17.8025 5.55125C18.4075 7.06375 18.0225 8.19125 17.9125 8.46625C18.6138 9.23625 19.04 10.2125 19.04 11.4225C19.04 15.6437 16.4688 16.5787 14.0213 16.8537C14.42 17.1975 14.7638 17.8575 14.7638 18.8887C14.7638 20.36 14.75 21.5425 14.75 21.9137C14.75 22.2025 14.9563 22.5462 15.5063 22.4362C19.8513 20.9787 23 16.8537 23 12C23 5.9225 18.0775 1 12 1Z"></path> </svg> </a> <div class="flex-1 flex-order-2 text-right"> <a href="/login?return_to=https%3A%2F%2Fgithub.com%2Fstiles%2Fdodgers" class="HeaderMenu-link HeaderMenu-button d-inline-flex d-lg-none flex-order-1 f5 no-underline border color-border-default rounded-2 px-2 py-1 color-fg-inherit js-prevent-focus-on-mobile-nav" data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header 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2.7 2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M1.5 4.25c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v12.5a1.75 1.75 0 0 1-1.75 1.75h-9.69l-3.573 3.573A1.458 1.458 0 0 1 5 21.043V18.5H3.25a1.75 1.75 0 0 1-1.75-1.75ZM3.25 4a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h2.5a.75.75 0 0 1 .75.75v3.19l3.72-3.72a.749.749 0 0 1 .53-.22h10a.25.25 0 0 0 .25-.25V4.25a.25.25 0 0 0-.25-.25Z"></path> </svg> <div> <div class="color-fg-default h4">Code Review</div> Manage code changes </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"discussions","context":"product","tag":"link","label":"discussions_link_product_navbar"}" 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</div> </modal-dialog></div> </div> <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> <div class="color-fg-default"> <dialog-helper> <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="feedback-dialog-title"> Provide feedback </h1> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="feedback-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button 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seriously.</p> <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> </form></div> </scrollable-region> <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel </button> <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn"> Submit feedback </button> </div> </dialog></dialog-helper> <custom-scopes data-target="qbsearch-input.customScopesManager"> <dialog-helper> <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> <div data-view-component="true" class="Overlay-header Overlay-header--divided"> <div class="Overlay-headerContentWrap"> <div class="Overlay-titleWrap"> <h1 class="Overlay-title " id="custom-scopes-dialog-title"> Saved searches </h1> <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> </div> <div class="Overlay-actionWrap"> <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> </svg></button> </div> </div> </div> <scrollable-region data-labelled-by="custom-scopes-dialog-title"> <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" 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tracker\u003c/h1\u003e\u003ca id=\"user-content-la-dodgers-team-tracker\" class=\"anchor\" aria-label=\"Permalink: LA Dodgers team tracker\" href=\"#la-dodgers-team-tracker\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis repository — a growing work in progress — feeds \u003ca href=\"https://dodgersdata.bot\" rel=\"nofollow\"\u003eDodgers Data Bot\u003c/a\u003e, a statistical dashboard about the LA Dodgers' performance.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe code executes an automated workflow to fetch, process and store the team's current standings along with historical game-by-game records dating back to 1958. It also collects batting and pitching data, among other statistics, for the same period. These records are processed and used to bake out the site using the Jekyll static site generator, in concert with Github Pages, and D3.js for charts.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe data is sourced from the heroes at \u003ca href=\"https://www.baseball-reference.com/teams/LAD/2024-schedule-scores.shtml\" rel=\"nofollow\"\u003eBaseball Reference\u003c/a\u003e and consolidated into unified datasets for analysis and visualization purposes only. The resulting site is a non-commercial hobby project.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eHow it works\u003c/h2\u003e\u003ca id=\"user-content-how-it-works\" class=\"anchor\" aria-label=\"Permalink: How it works\" href=\"#how-it-works\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe repository includes numerous Python scripts that perform the following daily operations for team standings, pitching and batting, by season, including:\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eScripts:\u003c/h3\u003e\u003ca id=\"user-content-scripts\" class=\"anchor\" aria-label=\"Permalink: Scripts:\" href=\"#scripts\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eLatest and historical standings:\u003c/strong\u003e \u003ccode\u003escripts/01_fetch_process_standings.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTeam batting (figures and league ranks):\u003c/strong\u003e \u003ccode\u003escripts/02_fetch_process_batting.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eVisual sketches for standings:\u003c/strong\u003e \u003ccode\u003escripts/03_viz_standings.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eVisual sketches for batting:\u003c/strong\u003e \u003ccode\u003escripts/04_viz_batting.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTeam pitching (figures and league ranks):\u003c/strong\u003e \u003ccode\u003escripts/05_fetch_process_pitching.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eDashboard summary statistics:\u003c/strong\u003e \u003ccode\u003escripts/06-create-toplines-summary.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTeam post-season history:\u003c/strong\u003e \u003ccode\u003escripts/07_fetch_process_season_outcomes.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eRun differential for current season:\u003c/strong\u003e \u003ccode\u003escripts/08_fetch_process_wins_losses_current.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003ePast/present team batting performance:\u003c/strong\u003e \u003ccode\u003escripts/09_fetch_process_historic_batting_gamelogs.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTeam attendance (all teams):\u003c/strong\u003e \u003ccode\u003escripts/10_fetch_process_attendance.py\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003ePast/present team pitching performance:\u003c/strong\u003e \u003ccode\u003e11_fetch_process_historic_pitching_gamelogs.py\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWhat they do:\u003c/h3\u003e\u003ca id=\"user-content-what-they-do\" class=\"anchor\" aria-label=\"Permalink: What they do:\" href=\"#what-they-do\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eFetch current season, batting and pitching data\u003c/strong\u003e: Download the current season's game-by-game standings for the LA Dodgers from \u003ca href=\"https://www.baseball-reference.com/teams/LAD/2024-schedule-scores.shtml\" rel=\"nofollow\"\u003eBaseball Reference\u003c/a\u003e. The latest season's batting statitics for each player also fetched, as are the latest season's pitching statistics for each pitcher and the team as a whole. A to-date season summary with standings information and major batting statistics is also created.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eProcess data\u003c/strong\u003e: Cleans and formats the fetched standings and batting data for consistency with the historical dataset.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eConcatenate with historic data\u003c/strong\u003e: Merges the current season's data for batting and standings with pre-existing datasets containing records for the 1958 to 2023 seasons.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCreate three basic \u003cem\u003estandings\u003c/em\u003e visualizations\u003c/strong\u003e: Reads the standings archive and produces a multi-series \u003ca href=\"/stiles/dodgers/blob/main/visuals/standings.png\"\u003eline chart\u003c/a\u003e comparing the current season with previous seasons. A horizontal \u003ca href=\"/stiles/dodgers/blob/main/visuals/runs.png\"\u003ebar chart\u003c/a\u003e is also produced showing the number of runs produced in each season to the current point for comparison. The script also creates a \u003ca href=\"/stiles/dodgers/blob/main/visuals/batting_rates.png\"\u003efacet barcode chart\u003c/a\u003e showing the per-bat rates for various categories (hits, homers, etc.) over the years. Both rely on the \u003ca href=\"https://altair-viz.github.io/\" rel=\"nofollow\"\u003eAltair visualization library\u003c/a\u003e to create and save the charts into a \u003ccode\u003evisuals\u003c/code\u003e directory.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eSave and export data\u003c/strong\u003e: Outputs the combined datasets in CSV, JSON and Parquet formats.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eUpload to AWS S3\u003c/strong\u003e: Uploads the files to an AWS S3 bucket for use and archiving.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGitHub Actions workflow\u003c/h2\u003e\u003ca id=\"user-content-github-actions-workflow\" class=\"anchor\" aria-label=\"Permalink: GitHub Actions workflow\" href=\"#github-actions-workflow\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe repository uses GitHub Actions to automate the execution of the scripts each day, ensuring the datasets remains up-to-date throughout the baseball season. The workflow includes the following steps:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eSet up Python environment\u003c/strong\u003e: Prepares the runtime environment with the necessary Python version and dependencies.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCheckout repository\u003c/strong\u003e: Clones the repository's content to the GitHub Actions runner if changes are necessary (a new game is added).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eConfigure AWS credentials\u003c/strong\u003e: Securely configures AWS access credentials stored in GitHub Secrets, enabling the script to upload files to the S3 bucket.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eExecute scripts\u003c/strong\u003e: Runs the Python scripts to fetch the latest standings, process the data and perform the exports and uploads as configured.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eConfiguration and usage\u003c/h2\u003e\u003ca id=\"user-content-configuration-and-usage\" class=\"anchor\" aria-label=\"Permalink: Configuration and usage\" href=\"#configuration-and-usage\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eTo utilize this repository for your own tracking or analysis on the Dodgers or another team, follow these steps:\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eFork the repository\u003c/strong\u003e: Create a copy of this repository under your own GitHub account.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eConfigure secrets\u003c/strong\u003e: Add the following secrets to your repository settings for secure AWS S3 uploads (optional):\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eAWS_ACCESS_KEY_ID\u003c/code\u003e: Your AWS Access Key ID.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eAWS_SECRET_ACCESS_KEY\u003c/code\u003e: Your AWS Secret Access Key.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAdjust the scripts (Optional)\u003c/strong\u003e: Modify the Python scripts as necessary to fit your specific team, data processing or analysis needs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eMonitor actions\u003c/strong\u003e: Check the \"Actions\" tab in your GitHub repository to see the workflow executions and ensure data is being updated as expected.\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eData storage and access\u003c/h2\u003e\u003ca id=\"user-content-data-storage-and-access\" class=\"anchor\" aria-label=\"Permalink: Data storage and access\" href=\"#data-storage-and-access\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe processed datasets — which aren't all documented below yet — are uploaded to an AWS S3 bucket.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStandings\u003c/h3\u003e\u003ca id=\"user-content-standings\" class=\"anchor\" aria-label=\"Permalink: Standings\" href=\"#standings\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eLatest season summary\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/standings/season_summary_latest.json\" rel=\"nofollow\"\u003eJSON\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/standings/season_summary_latest.csv\" rel=\"nofollow\"\u003eCSV\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eData structure:\u003c/strong\u003e\n\u003cem\u003eEach row represents a statistic for the latest point in the season\u003c/em\u003e\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eStat\u003c/th\u003e\n\u003cth\u003eValue\u003c/th\u003e\n\u003cth\u003eCategory\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003ewins\u003c/td\u003e\n\u003ctd\u003e15\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003elosses\u003c/td\u003e\n\u003ctd\u003e11\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003erecord\u003c/td\u003e\n\u003ctd\u003e15-11\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ewin_pct\u003c/td\u003e\n\u003ctd\u003e57%\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ewin_pct_decade_thispoint\u003c/td\u003e\n\u003ctd\u003e57%\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eruns\u003c/td\u003e\n\u003ctd\u003e139\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eruns_against\u003c/td\u003e\n\u003ctd\u003e112\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003erun_differential\u003c/td\u003e\n\u003ctd\u003e27\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehome_runs\u003c/td\u003e\n\u003ctd\u003e30\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehome_runs_game\u003c/td\u003e\n\u003ctd\u003e1.15\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehome_runs_game_last\u003c/td\u003e\n\u003ctd\u003e1.54\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ehome_runs_game_decade\u003c/td\u003e\n\u003ctd\u003e1.36\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003estolen_bases\u003c/td\u003e\n\u003ctd\u003e16\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003estolen_bases_game\u003c/td\u003e\n\u003ctd\u003e0.62\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003estolen_bases_decade_game\u003c/td\u003e\n\u003ctd\u003e0.49\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ebatting_average\u003c/td\u003e\n\u003ctd\u003e.268\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ebatting_average_decade\u003c/td\u003e\n\u003ctd\u003e.253\u003c/td\u003e\n\u003ctd\u003ebatting\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003esummary\u003c/td\u003e\n\u003ctd\u003eThe Dodgers have played 26 games this season compiling a 15-11 record — a winning percentage of 57%. The team's last game was an 11-2 away win to the WSN in front of 26,298 fans. The team has won 5 of its last 10 games.\u003c/td\u003e\n\u003ctd\u003estandings\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eGame-by-game standings, 1958 to present (10,400+ rows):\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/standings/dodgers_standings_1958_present.json\" rel=\"nofollow\"\u003eJSON\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/standings/dodgers_standings_1958_present.csv\" rel=\"nofollow\"\u003eCSV\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/standings/dodgers_standings_1958_present.parquet\" rel=\"nofollow\"\u003eParquet\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eData structure:\u003c/strong\u003e\n\u003cem\u003eEach row represents a game in a specific season\u003c/em\u003e\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003ecolumn_name\u003c/th\u003e\n\u003cth\u003ecolumn_type\u003c/th\u003e\n\u003cth\u003ecolumn_description\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003egm\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eGame number of season\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003egame_date\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003edatetime64[ns]\u003c/td\u003e\n\u003ctd\u003eGame date (%Y-%m-%d)\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ehome_away\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eGame location (\"home\" vs. \"away\")\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eopp\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eThree-digit opponent abbreviation\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eresult\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eDodgers result (\"W\" vs. \"L\")\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003er\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eDodgers runs scored\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003era\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eRuns allowed by Dodgers\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003erecord\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eDodgers season record after game\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ewins\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eDodgers wins after game\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003elosses\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eDodgers losses after game\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ewin_pct\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003efloat64\u003c/td\u003e\n\u003ctd\u003eDodgers season record after game\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003erank\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eRank in division*\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003egb\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003efloat64\u003c/td\u003e\n\u003ctd\u003eGames back in division*\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003etime\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eGame length\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003etime_minutes\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eGame length, in minutes\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eday_night\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eStart time: \"D\" vs. \"N\"\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eattendance\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eHome team attendance\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eyear\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eSeason year\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003e* \u003cem\u003eBefore divisional reorganization in the National League in 1969, these figures represented league standings.\u003c/em\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBatting\u003c/h3\u003e\u003ca id=\"user-content-batting\" class=\"anchor\" aria-label=\"Permalink: Batting\" href=\"#batting\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eSeason-by-season batting statistics, by player, 1958 to present:\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_1958_present.json\" rel=\"nofollow\"\u003eJSON\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_1958_present.csv\" rel=\"nofollow\"\u003eCSV\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_1958_present.parquet\" rel=\"nofollow\"\u003eParquet\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eData structure:\u003c/strong\u003e\n\u003cem\u003eEach row represents a player in a specific season\u003c/em\u003e\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003ecolumn_name\u003c/th\u003e\n\u003cth\u003ecolumn_type\u003c/th\u003e\n\u003cth\u003ecolumn_description\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003erk\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eRank order at output\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003epos\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003ePosition\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ename\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003ePlayer name\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eage\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003ePlayer age on June 30\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eg\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eGame appearances\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003epa\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003ePlate appearances*\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eab\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eAt-bats*\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003er\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eRuns scored\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eh\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eHits\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003e2b\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eDoubles\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003e3b\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eTriples\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ehr\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eHome runs\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003erbi\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eRuns batted in\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003esb\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eStolen bases\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ecs\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eCaught stealing\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ebb\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eWalks\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eso\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eStrikeouts\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eba\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003efloat64\u003c/td\u003e\n\u003ctd\u003eBatting average\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eobp\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003efloat64\u003c/td\u003e\n\u003ctd\u003eOn-base percentage\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eslg\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003efloat64\u003c/td\u003e\n\u003ctd\u003eSlugging percentage\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eops\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003efloat64\u003c/td\u003e\n\u003ctd\u003eOPB + SLG\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eops_plus\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003efloat64\u003c/td\u003e\n\u003ctd\u003eOPS adjusted to player's home park\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003etb\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eTotal bases\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003egdp\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eDouble plays grounded into\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ehbp\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eHit by pitch\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003esh\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eSacrifice hits\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003esf\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eSacrifice flies\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eibb\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eint64\u003c/td\u003e\n\u003ctd\u003eIntentional walks\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003eseason\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003eSeason\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e\u003ccode\u003ebats\u003c/code\u003e\u003c/td\u003e\n\u003ctd\u003eobject\u003c/td\u003e\n\u003ctd\u003ePlayer's batting side (right, left, unknown)\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003e* \u003cem\u003eAn at-bat is when a player reaches base via a fielder's choice, hit or an error — not including catcher's interference — or when a batter is put out on a non-sacrifice. A plate appearance refers to each completed turn batting, regardless of the result.\u003c/em\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eOther current season player batting statistics:\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eBatting average, on-base and slugging percentage and walks, home runs and strikeouts by plate appearance via \u003ca href=\"https://bdfed.stitch.mlbinfra.com/bdfed/stats/player?\u0026amp;env=prod\u0026amp;season=2024\u0026amp;sportId=1\u0026amp;stats=season\u0026amp;group=hitting\u0026amp;gameType=R\u0026amp;offset=0\u0026amp;sortStat=plateAppearances\u0026amp;order=desc\u0026amp;teamId=119\" rel=\"nofollow\"\u003eBaseball Savant\u003c/a\u003e.\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_current_table.json\" rel=\"nofollow\"\u003eJSON\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_current_table.csv\" rel=\"nofollow\"\u003eCSV\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_current_table.parquet\" rel=\"nofollow\"\u003eParquet\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eSeason-by-season batting at the team level, 1958 to present:\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eHow the team ranks or ranked in the league by season\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_ranks_1958_present.json\" rel=\"nofollow\"\u003eJSON\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_ranks_1958_present.csv\" rel=\"nofollow\"\u003eCSV\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_ranks_1958_present.parquet\" rel=\"nofollow\"\u003eParquet\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cem\u003eData structure coming soon\u003c/em\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eTeam aggregates by season for major batting stats: hits, homers, strikeouts, etc.\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_1958_present.json\" rel=\"nofollow\"\u003eJSON\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_1958_present.csv\" rel=\"nofollow\"\u003eCSV\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_1958_present.parquet\" rel=\"nofollow\"\u003eParquet\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cem\u003eData structure coming soon\u003c/em\u003e\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePitching\u003c/h3\u003e\u003ca id=\"user-content-pitching\" class=\"anchor\" aria-label=\"Permalink: Pitching\" href=\"#pitching\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eCurrent season pitching:\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eTeam aggregates for major pitching stats: runs, ERA, etc.\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_totals_current.json\" rel=\"nofollow\"\u003eJSON\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_totals_current.csv\" rel=\"nofollow\"\u003eCSV\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_totals_current.parquet\" rel=\"nofollow\"\u003eParquet\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cem\u003eData structure coming soon\u003c/em\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eTeam's league ranking for major pitching stats: runs, ERA, etc.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_ranks_current.json\" rel=\"nofollow\"\u003eJSON\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_ranks_current.csv\" rel=\"nofollow\"\u003eCSV\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_ranks_current.parquet\" rel=\"nofollow\"\u003eParquet\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003e\u003cem\u003eData structure coming soon\u003c/em\u003e\u003c/p\u003e\n\u003chr\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eNotes\u003c/h2\u003e\u003ca id=\"user-content-notes\" class=\"anchor\" aria-label=\"Permalink: Notes\" href=\"#notes\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis project, which started as a few scrapers, has grown into a detailed project and outgrown its original documentation. More to come soon. If you have questions in the meantime, \u003ca href=\"mailto:mattstiles@gmail.com\"\u003eplease let me know\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContributions\u003c/h2\u003e\u003ca id=\"user-content-contributions\" class=\"anchor\" aria-label=\"Permalink: Contributions\" href=\"#contributions\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eContributions, suggestions and enhancements are welcome! Please open an issue or submit a pull request if you have suggestions for improvement.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis project is open-sourced under the MIT License. See the LICENSE file for more details.\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"LA Dodgers team tracker","anchor":"la-dodgers-team-tracker","htmlText":"LA Dodgers team tracker"},{"level":2,"text":"How it works","anchor":"how-it-works","htmlText":"How it works"},{"level":3,"text":"Scripts:","anchor":"scripts","htmlText":"Scripts:"},{"level":3,"text":"What they do:","anchor":"what-they-do","htmlText":"What they do:"},{"level":2,"text":"GitHub Actions workflow","anchor":"github-actions-workflow","htmlText":"GitHub Actions workflow"},{"level":2,"text":"Configuration and usage","anchor":"configuration-and-usage","htmlText":"Configuration and usage"},{"level":2,"text":"Data storage and access","anchor":"data-storage-and-access","htmlText":"Data storage and access"},{"level":3,"text":"Standings","anchor":"standings","htmlText":"Standings"},{"level":3,"text":"Batting","anchor":"batting","htmlText":"Batting"},{"level":3,"text":"Pitching","anchor":"pitching","htmlText":"Pitching"},{"level":2,"text":"Notes","anchor":"notes","htmlText":"Notes"},{"level":2,"text":"Contributions","anchor":"contributions","htmlText":"Contributions"},{"level":2,"text":"License","anchor":"license","htmlText":"License"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fstiles%2Fdodgers"}},{"displayName":"LICENSE","repoName":"dodgers","refName":"main","path":"LICENSE","preferredFileType":"license","tabName":"MIT","richText":null,"loaded":false,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":null,"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fstiles%2Fdodgers"}}],"overviewFilesProcessingTime":0}},"appPayload":{"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-7d7eb7c71814.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-708ec8ade250.js","githubDevUrl":null,"enabled_features":{"copilot_workspace":null,"code_nav_ui_events":false,"overview_shared_code_dropdown_button":true,"react_blob_overlay":false,"accessible_code_button":true,"github_models_repo_integration":false}}}}</script> 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cwoBXV prc-Button-ButtonBase-c50BI" data-loading="false" data-size="medium" data-variant="invisible" aria-describedby=":Rr9ab:-loading-announcement" id=":Rr9ab:"><svg aria-hidden="true" focusable="false" class="octicon octicon-list-unordered" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M5.75 2.5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5Zm0 5h8.5a.75.75 0 0 1 0 1.5h-8.5a.75.75 0 0 1 0-1.5ZM2 14a1 1 0 1 1 0-2 1 1 0 0 1 0 2Zm1-6a1 1 0 1 1-2 0 1 1 0 0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned undefined" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">LA Dodgers team tracker</h1><a id="user-content-la-dodgers-team-tracker" class="anchor" aria-label="Permalink: LA Dodgers team tracker" href="#la-dodgers-team-tracker"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This repository — a growing work in progress — feeds <a href="https://dodgersdata.bot" rel="nofollow">Dodgers Data Bot</a>, a statistical dashboard about the LA Dodgers' performance.</p> <p dir="auto">The code executes an automated workflow to fetch, process and store the team's current standings along with historical game-by-game records dating back to 1958. It also collects batting and pitching data, among other statistics, for the same period. These records are processed and used to bake out the site using the Jekyll static site generator, in concert with Github Pages, and D3.js for charts.</p> <p dir="auto">The data is sourced from the heroes at <a href="https://www.baseball-reference.com/teams/LAD/2024-schedule-scores.shtml" rel="nofollow">Baseball Reference</a> and consolidated into unified datasets for analysis and visualization purposes only. The resulting site is a non-commercial hobby project.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">How it works</h2><a id="user-content-how-it-works" class="anchor" aria-label="Permalink: How it works" href="#how-it-works"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The repository includes numerous Python scripts that perform the following daily operations for team standings, pitching and batting, by season, including:</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Scripts:</h3><a id="user-content-scripts" class="anchor" aria-label="Permalink: Scripts:" href="#scripts"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><strong>Latest and historical standings:</strong> <code>scripts/01_fetch_process_standings.py</code></li> <li><strong>Team batting (figures and league ranks):</strong> <code>scripts/02_fetch_process_batting.py</code></li> <li><strong>Visual sketches for standings:</strong> <code>scripts/03_viz_standings.py</code></li> <li><strong>Visual sketches for batting:</strong> <code>scripts/04_viz_batting.py</code></li> <li><strong>Team pitching (figures and league ranks):</strong> <code>scripts/05_fetch_process_pitching.py</code></li> <li><strong>Dashboard summary statistics:</strong> <code>scripts/06-create-toplines-summary.py</code></li> <li><strong>Team post-season history:</strong> <code>scripts/07_fetch_process_season_outcomes.py</code></li> <li><strong>Run differential for current season:</strong> <code>scripts/08_fetch_process_wins_losses_current.py</code></li> <li><strong>Past/present team batting performance:</strong> <code>scripts/09_fetch_process_historic_batting_gamelogs.py</code></li> <li><strong>Team attendance (all teams):</strong> <code>scripts/10_fetch_process_attendance.py</code></li> <li><strong>Past/present team pitching performance:</strong> <code>11_fetch_process_historic_pitching_gamelogs.py</code></li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">What they do:</h3><a id="user-content-what-they-do" class="anchor" aria-label="Permalink: What they do:" href="#what-they-do"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ol dir="auto"> <li><strong>Fetch current season, batting and pitching data</strong>: Download the current season's game-by-game standings for the LA Dodgers from <a href="https://www.baseball-reference.com/teams/LAD/2024-schedule-scores.shtml" rel="nofollow">Baseball Reference</a>. The latest season's batting statitics for each player also fetched, as are the latest season's pitching statistics for each pitcher and the team as a whole. A to-date season summary with standings information and major batting statistics is also created.</li> <li><strong>Process data</strong>: Cleans and formats the fetched standings and batting data for consistency with the historical dataset.</li> <li><strong>Concatenate with historic data</strong>: Merges the current season's data for batting and standings with pre-existing datasets containing records for the 1958 to 2023 seasons.</li> <li><strong>Create three basic <em>standings</em> visualizations</strong>: Reads the standings archive and produces a multi-series <a href="/stiles/dodgers/blob/main/visuals/standings.png">line chart</a> comparing the current season with previous seasons. A horizontal <a href="/stiles/dodgers/blob/main/visuals/runs.png">bar chart</a> is also produced showing the number of runs produced in each season to the current point for comparison. The script also creates a <a href="/stiles/dodgers/blob/main/visuals/batting_rates.png">facet barcode chart</a> showing the per-bat rates for various categories (hits, homers, etc.) over the years. Both rely on the <a href="https://altair-viz.github.io/" rel="nofollow">Altair visualization library</a> to create and save the charts into a <code>visuals</code> directory.</li> <li><strong>Save and export data</strong>: Outputs the combined datasets in CSV, JSON and Parquet formats.</li> <li><strong>Upload to AWS S3</strong>: Uploads the files to an AWS S3 bucket for use and archiving.</li> </ol> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">GitHub Actions workflow</h2><a id="user-content-github-actions-workflow" class="anchor" aria-label="Permalink: GitHub Actions workflow" href="#github-actions-workflow"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The repository uses GitHub Actions to automate the execution of the scripts each day, ensuring the datasets remains up-to-date throughout the baseball season. The workflow includes the following steps:</p> <ol dir="auto"> <li><strong>Set up Python environment</strong>: Prepares the runtime environment with the necessary Python version and dependencies.</li> <li><strong>Checkout repository</strong>: Clones the repository's content to the GitHub Actions runner if changes are necessary (a new game is added).</li> <li><strong>Configure AWS credentials</strong>: Securely configures AWS access credentials stored in GitHub Secrets, enabling the script to upload files to the S3 bucket.</li> <li><strong>Execute scripts</strong>: Runs the Python scripts to fetch the latest standings, process the data and perform the exports and uploads as configured.</li> </ol> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Configuration and usage</h2><a id="user-content-configuration-and-usage" class="anchor" aria-label="Permalink: Configuration and usage" href="#configuration-and-usage"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">To utilize this repository for your own tracking or analysis on the Dodgers or another team, follow these steps:</p> <ol dir="auto"> <li><strong>Fork the repository</strong>: Create a copy of this repository under your own GitHub account.</li> <li><strong>Configure secrets</strong>: Add the following secrets to your repository settings for secure AWS S3 uploads (optional): <ul dir="auto"> <li><code>AWS_ACCESS_KEY_ID</code>: Your AWS Access Key ID.</li> <li><code>AWS_SECRET_ACCESS_KEY</code>: Your AWS Secret Access Key.</li> </ul> </li> <li><strong>Adjust the scripts (Optional)</strong>: Modify the Python scripts as necessary to fit your specific team, data processing or analysis needs.</li> <li><strong>Monitor actions</strong>: Check the "Actions" tab in your GitHub repository to see the workflow executions and ensure data is being updated as expected.</li> </ol> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Data storage and access</h2><a id="user-content-data-storage-and-access" class="anchor" aria-label="Permalink: Data storage and access" href="#data-storage-and-access"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The processed datasets — which aren't all documented below yet — are uploaded to an AWS S3 bucket.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Standings</h3><a id="user-content-standings" class="anchor" aria-label="Permalink: Standings" href="#standings"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>Latest season summary</strong></p> <ul dir="auto"> <li><a href="https://stilesdata.com/dodgers/data/standings/season_summary_latest.json" rel="nofollow">JSON</a></li> <li><a href="https://stilesdata.com/dodgers/data/standings/season_summary_latest.csv" rel="nofollow">CSV</a></li> </ul> <p dir="auto"><strong>Data structure:</strong> <em>Each row represents a statistic for the latest point in the season</em></p> <markdown-accessiblity-table><table> <thead> <tr> <th>Stat</th> <th>Value</th> <th>Category</th> </tr> </thead> <tbody> <tr> <td>wins</td> <td>15</td> <td>standings</td> </tr> <tr> <td>losses</td> <td>11</td> <td>standings</td> </tr> <tr> <td>record</td> <td>15-11</td> <td>standings</td> </tr> <tr> <td>win_pct</td> <td>57%</td> <td>standings</td> </tr> <tr> <td>win_pct_decade_thispoint</td> <td>57%</td> <td>standings</td> </tr> <tr> <td>runs</td> <td>139</td> <td>standings</td> </tr> <tr> <td>runs_against</td> <td>112</td> <td>standings</td> </tr> <tr> <td>run_differential</td> <td>27</td> <td>standings</td> </tr> <tr> <td>home_runs</td> <td>30</td> <td>batting</td> </tr> <tr> <td>home_runs_game</td> <td>1.15</td> <td>batting</td> </tr> <tr> <td>home_runs_game_last</td> <td>1.54</td> <td>batting</td> </tr> <tr> <td>home_runs_game_decade</td> <td>1.36</td> <td>batting</td> </tr> <tr> <td>stolen_bases</td> <td>16</td> <td>batting</td> </tr> <tr> <td>stolen_bases_game</td> <td>0.62</td> <td>batting</td> </tr> <tr> <td>stolen_bases_decade_game</td> <td>0.49</td> <td>batting</td> </tr> <tr> <td>batting_average</td> <td>.268</td> <td>batting</td> </tr> <tr> <td>batting_average_decade</td> <td>.253</td> <td>batting</td> </tr> <tr> <td>summary</td> <td>The Dodgers have played 26 games this season compiling a 15-11 record — a winning percentage of 57%. The team's last game was an 11-2 away win to the WSN in front of 26,298 fans. The team has won 5 of its last 10 games.</td> <td>standings</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto"><strong>Game-by-game standings, 1958 to present (10,400+ rows):</strong></p> <ul dir="auto"> <li><a href="https://stilesdata.com/dodgers/data/standings/dodgers_standings_1958_present.json" rel="nofollow">JSON</a></li> <li><a href="https://stilesdata.com/dodgers/data/standings/dodgers_standings_1958_present.csv" rel="nofollow">CSV</a></li> <li><a href="https://stilesdata.com/dodgers/data/standings/dodgers_standings_1958_present.parquet" rel="nofollow">Parquet</a></li> </ul> <p dir="auto"><strong>Data structure:</strong> <em>Each row represents a game in a specific season</em></p> <markdown-accessiblity-table><table> <thead> <tr> <th>column_name</th> <th>column_type</th> <th>column_description</th> </tr> </thead> <tbody> <tr> <td><code>gm</code></td> <td>int64</td> <td>Game number of season</td> </tr> <tr> <td><code>game_date</code></td> <td>datetime64[ns]</td> <td>Game date (%Y-%m-%d)</td> </tr> <tr> <td><code>home_away</code></td> <td>object</td> <td>Game location ("home" vs. "away")</td> </tr> <tr> <td><code>opp</code></td> <td>object</td> <td>Three-digit opponent abbreviation</td> </tr> <tr> <td><code>result</code></td> <td>object</td> <td>Dodgers result ("W" vs. "L")</td> </tr> <tr> <td><code>r</code></td> <td>int64</td> <td>Dodgers runs scored</td> </tr> <tr> <td><code>ra</code></td> <td>int64</td> <td>Runs allowed by Dodgers</td> </tr> <tr> <td><code>record</code></td> <td>object</td> <td>Dodgers season record after game</td> </tr> <tr> <td><code>wins</code></td> <td>int64</td> <td>Dodgers wins after game</td> </tr> <tr> <td><code>losses</code></td> <td>int64</td> <td>Dodgers losses after game</td> </tr> <tr> <td><code>win_pct</code></td> <td>float64</td> <td>Dodgers season record after game</td> </tr> <tr> <td><code>rank</code></td> <td>object</td> <td>Rank in division*</td> </tr> <tr> <td><code>gb</code></td> <td>float64</td> <td>Games back in division*</td> </tr> <tr> <td><code>time</code></td> <td>object</td> <td>Game length</td> </tr> <tr> <td><code>time_minutes</code></td> <td>int64</td> <td>Game length, in minutes</td> </tr> <tr> <td><code>day_night</code></td> <td>object</td> <td>Start time: "D" vs. "N"</td> </tr> <tr> <td><code>attendance</code></td> <td>int64</td> <td>Home team attendance</td> </tr> <tr> <td><code>year</code></td> <td>object</td> <td>Season year</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">* <em>Before divisional reorganization in the National League in 1969, these figures represented league standings.</em></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Batting</h3><a id="user-content-batting" class="anchor" aria-label="Permalink: Batting" href="#batting"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>Season-by-season batting statistics, by player, 1958 to present:</strong></p> <ul dir="auto"> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_1958_present.json" rel="nofollow">JSON</a></li> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_1958_present.csv" rel="nofollow">CSV</a></li> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_1958_present.parquet" rel="nofollow">Parquet</a></li> </ul> <p dir="auto"><strong>Data structure:</strong> <em>Each row represents a player in a specific season</em></p> <markdown-accessiblity-table><table> <thead> <tr> <th>column_name</th> <th>column_type</th> <th>column_description</th> </tr> </thead> <tbody> <tr> <td><code>rk</code></td> <td>object</td> <td>Rank order at output</td> </tr> <tr> <td><code>pos</code></td> <td>object</td> <td>Position</td> </tr> <tr> <td><code>name</code></td> <td>object</td> <td>Player name</td> </tr> <tr> <td><code>age</code></td> <td>object</td> <td>Player age on June 30</td> </tr> <tr> <td><code>g</code></td> <td>int64</td> <td>Game appearances</td> </tr> <tr> <td><code>pa</code></td> <td>int64</td> <td>Plate appearances*</td> </tr> <tr> <td><code>ab</code></td> <td>int64</td> <td>At-bats*</td> </tr> <tr> <td><code>r</code></td> <td>int64</td> <td>Runs scored</td> </tr> <tr> <td><code>h</code></td> <td>int64</td> <td>Hits</td> </tr> <tr> <td><code>2b</code></td> <td>int64</td> <td>Doubles</td> </tr> <tr> <td><code>3b</code></td> <td>int64</td> <td>Triples</td> </tr> <tr> <td><code>hr</code></td> <td>int64</td> <td>Home runs</td> </tr> <tr> <td><code>rbi</code></td> <td>int64</td> <td>Runs batted in</td> </tr> <tr> <td><code>sb</code></td> <td>int64</td> <td>Stolen bases</td> </tr> <tr> <td><code>cs</code></td> <td>int64</td> <td>Caught stealing</td> </tr> <tr> <td><code>bb</code></td> <td>int64</td> <td>Walks</td> </tr> <tr> <td><code>so</code></td> <td>int64</td> <td>Strikeouts</td> </tr> <tr> <td><code>ba</code></td> <td>float64</td> <td>Batting average</td> </tr> <tr> <td><code>obp</code></td> <td>float64</td> <td>On-base percentage</td> </tr> <tr> <td><code>slg</code></td> <td>float64</td> <td>Slugging percentage</td> </tr> <tr> <td><code>ops</code></td> <td>float64</td> <td>OPB + SLG</td> </tr> <tr> <td><code>ops_plus</code></td> <td>float64</td> <td>OPS adjusted to player's home park</td> </tr> <tr> <td><code>tb</code></td> <td>int64</td> <td>Total bases</td> </tr> <tr> <td><code>gdp</code></td> <td>int64</td> <td>Double plays grounded into</td> </tr> <tr> <td><code>hbp</code></td> <td>int64</td> <td>Hit by pitch</td> </tr> <tr> <td><code>sh</code></td> <td>int64</td> <td>Sacrifice hits</td> </tr> <tr> <td><code>sf</code></td> <td>int64</td> <td>Sacrifice flies</td> </tr> <tr> <td><code>ibb</code></td> <td>int64</td> <td>Intentional walks</td> </tr> <tr> <td><code>season</code></td> <td>object</td> <td>Season</td> </tr> <tr> <td><code>bats</code></td> <td>object</td> <td>Player's batting side (right, left, unknown)</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">* <em>An at-bat is when a player reaches base via a fielder's choice, hit or an error — not including catcher's interference — or when a batter is put out on a non-sacrifice. A plate appearance refers to each completed turn batting, regardless of the result.</em></p> <p dir="auto"><strong>Other current season player batting statistics:</strong></p> <ul dir="auto"> <li>Batting average, on-base and slugging percentage and walks, home runs and strikeouts by plate appearance via <a href="https://bdfed.stitch.mlbinfra.com/bdfed/stats/player?&env=prod&season=2024&sportId=1&stats=season&group=hitting&gameType=R&offset=0&sortStat=plateAppearances&order=desc&teamId=119" rel="nofollow">Baseball Savant</a>. <ul dir="auto"> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_current_table.json" rel="nofollow">JSON</a></li> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_current_table.csv" rel="nofollow">CSV</a></li> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_player_batting_current_table.parquet" rel="nofollow">Parquet</a></li> </ul> </li> </ul> <p dir="auto"><strong>Season-by-season batting at the team level, 1958 to present:</strong></p> <ul dir="auto"> <li>How the team ranks or ranked in the league by season <ul dir="auto"> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_ranks_1958_present.json" rel="nofollow">JSON</a></li> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_ranks_1958_present.csv" rel="nofollow">CSV</a></li> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_ranks_1958_present.parquet" rel="nofollow">Parquet</a></li> </ul> </li> </ul> <p dir="auto"><em>Data structure coming soon</em></p> <ul dir="auto"> <li>Team aggregates by season for major batting stats: hits, homers, strikeouts, etc. <ul dir="auto"> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_1958_present.json" rel="nofollow">JSON</a></li> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_1958_present.csv" rel="nofollow">CSV</a></li> <li><a href="https://stilesdata.com/dodgers/data/batting/dodgers_team_batting_1958_present.parquet" rel="nofollow">Parquet</a></li> </ul> </li> </ul> <p dir="auto"><em>Data structure coming soon</em></p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Pitching</h3><a id="user-content-pitching" class="anchor" aria-label="Permalink: Pitching" href="#pitching"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><strong>Current season pitching:</strong></p> <ul dir="auto"> <li>Team aggregates for major pitching stats: runs, ERA, etc. <ul dir="auto"> <li><a href="https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_totals_current.json" rel="nofollow">JSON</a></li> <li><a href="https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_totals_current.csv" rel="nofollow">CSV</a></li> <li><a href="https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_totals_current.parquet" rel="nofollow">Parquet</a></li> </ul> </li> </ul> <p dir="auto"><em>Data structure coming soon</em></p> <ul dir="auto"> <li> <p dir="auto">Team's league ranking for major pitching stats: runs, ERA, etc.</p> <ul dir="auto"> <li><a href="https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_ranks_current.json" rel="nofollow">JSON</a></li> <li><a href="https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_ranks_current.csv" rel="nofollow">CSV</a></li> <li><a href="https://stilesdata.com/dodgers/data/pitching/dodgers_pitching_ranks_current.parquet" rel="nofollow">Parquet</a></li> </ul> </li> </ul> <p dir="auto"><em>Data structure coming soon</em></p> <hr> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Notes</h2><a id="user-content-notes" class="anchor" aria-label="Permalink: Notes" href="#notes"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This project, which started as a few scrapers, has grown into a detailed project and outgrown its original documentation. More to come soon. If you have questions in the meantime, <a href="mailto:mattstiles@gmail.com">please let me know</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Contributions</h2><a id="user-content-contributions" class="anchor" aria-label="Permalink: Contributions" href="#contributions"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Contributions, suggestions and enhancements are welcome! Please open an issue or submit a pull request if you have suggestions for improvement.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This project is open-sourced under the MIT License. See the LICENSE file for more details.</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="8E7DxsK8kX2tUlt21Kg2PoEJniHdaytRXPeyx+O1DW02m358spAzFTAruTIBbz0atAktsXOoKo92B6uu945x0w==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> A live updating and public dashboard of LA Dodgers statistics fed by automated collection and analysis of team data from 1958 to the latest game. </p> <div class="my-3 d-flex flex-items-center"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link flex-shrink-0 mr-2"> <path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path> </svg> <span class="flex-auto min-width-0 css-truncate css-truncate-target width-fit"> <a title="https://dodgersdata.bot" role="link" target="_blank" rel="noopener noreferrer nofollow" class="text-bold" href="https://dodgersdata.bot">dodgersdata.bot</a> </span> </div> <h3 class="sr-only">Topics</h3> <div class="my-3"> <div class="f6"> <a href="/topics/python" title="Topic: python" data-view-component="true" class="topic-tag topic-tag-link"> python </a> <a href="/topics/pandas" title="Topic: pandas" data-view-component="true" class="topic-tag topic-tag-link"> pandas </a> <a href="/topics/baseball" title="Topic: baseball" data-view-component="true" class="topic-tag topic-tag-link"> baseball </a> <a href="/topics/dodgers" title="Topic: dodgers" data-view-component="true" class="topic-tag topic-tag-link"> dodgers </a> </div> </div> <h3 class="sr-only">Resources</h3> <div class="mt-2"> <a class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:readme"}" href="#readme-ov-file"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book mr-2"> <path d="M0 1.75A.75.75 0 0 1 .75 1h4.253c1.227 0 2.317.59 3 1.501A3.743 3.743 0 0 1 11.006 1h4.245a.75.75 0 0 1 .75.75v10.5a.75.75 0 0 1-.75.75h-4.507a2.25 2.25 0 0 0-1.591.659l-.622.621a.75.75 0 0 1-1.06 0l-.622-.621A2.25 2.25 0 0 0 5.258 13H.75a.75.75 0 0 1-.75-.75Zm7.251 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8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path> </svg> <strong>11</strong> stars</a> </div> <h3 class="sr-only">Watchers</h3> <div class="mt-2"> <a href="/stiles/dodgers/watchers" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-eye mr-2"> <path d="M8 2c1.981 0 3.671.992 4.933 2.078 1.27 1.091 2.187 2.345 2.637 3.023a1.62 1.62 0 0 1 0 1.798c-.45.678-1.367 1.932-2.637 3.023C11.67 13.008 9.981 14 8 14c-1.981 0-3.671-.992-4.933-2.078C1.797 10.83.88 9.576.43 8.898a1.62 1.62 0 0 1 0-1.798c.45-.677 1.367-1.931 2.637-3.022C4.33 2.992 6.019 2 8 2ZM1.679 7.932a.12.12 0 0 0 0 .136c.411.622 1.241 1.75 2.366 2.717C5.176 11.758 6.527 12.5 8 12.5c1.473 0 2.825-.742 3.955-1.715 1.124-.967 1.954-2.096 2.366-2.717a.12.12 0 0 0 0-.136c-.412-.621-1.242-1.75-2.366-2.717C10.824 4.242 9.473 3.5 8 3.5c-1.473 0-2.825.742-3.955 1.715-1.124.967-1.954 2.096-2.366 2.717ZM8 10a2 2 0 1 1-.001-3.999A2 2 0 0 1 8 10Z"></path> </svg> <strong>1</strong> watching</a> </div> <h3 class="sr-only">Forks</h3> <div class="mt-2"> <a href="/stiles/dodgers/forks" data-view-component="true" class="Link Link--muted"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2"> <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path> </svg> <strong>1</strong> fork</a> </div> <div class="mt-2"> 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