notebooks/2-Animations.ipynb

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    "In the first notebook you saw how to make static plots of player positions at a given point in time, as well as plots of player tracks over the course of a play. That's cool and all but we all know what you're really here for — animations! `ptplot` does not disappoint in this category.\n",
    "\n",
    "_(NOTE: If you are viewing this notebook on GitHub, none of the plots will render due to the [way GitHub processes the notebooks](https://github.com/plotly/plotly.py/issues/931). To see the notebook rendered properly, please [use nbviewer](https://nbviewer.jupyter.org/github/AndrewRook/ptplot/blob/main/notebooks/2-Animations.ipynb).)_\n",
    "\n",
    "Starting with imports, as usual. "
   ]
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   "id": "numerical-preliminary",
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You have to load it prior to loading plugins.\");\n        }\n      })\n      ({\n        \"custom/main\": function(require, module, exports) {\n          var models = {\n            \"Pick\": require(\"custom/ptplot.pick.pick\").Pick\n          };\n          require(\"base\").register_models(models);\n          module.exports = models;\n        },\n        \"custom/ptplot.pick.pick\": function(require, module, exports) {\n      \"use strict\";\n      var __createBinding = (this && this.__createBinding) || (Object.create ? (function(o, m, k, k2) {\n          if (k2 === undefined) k2 = k;\n          Object.defineProperty(o, k2, { enumerable: true, get: function() { return m[k]; } });\n      }) : (function(o, m, k, k2) {\n          if (k2 === undefined) k2 = k;\n          o[k2] = m[k];\n      }));\n      var __setModuleDefault = (this && this.__setModuleDefault) || (Object.create ? (function(o, v) {\n          Object.defineProperty(o, \"default\", { enumerable: true, value: v });\n      }) : function(o, v) {\n          o[\"default\"] = v;\n      });\n      var __importStar = (this && this.__importStar) || function (mod) {\n          if (mod && mod.__esModule) return mod;\n          var result = {};\n          if (mod != null) for (var k in mod) if (k !== \"default\" && Object.prototype.hasOwnProperty.call(mod, k)) __createBinding(result, mod, k);\n          __setModuleDefault(result, mod);\n          return result;\n      };\n      Object.defineProperty(exports, \"__esModule\", { value: true });\n      exports.Pick = exports.PickView = void 0;\n      const p = __importStar(require(\"core/properties\"));\n      const circle_1 = require(\"models/glyphs/circle\");\n      function _convert_to_bezier(x, y, radius, rot) {\n          //0 degrees is pointing down (in data space), rotation is clockwise\n          const [xy0_offset, cx_offset, cy_offset] = _generate_offsets(radius);\n          const cosine = -Math.cos(rot * Math.PI / 180);\n          const sine = Math.sin(rot * Math.PI / 180);\n          const x0 = x - xy0_offset * sine;\n          const y0 = y + xy0_offset * cosine;\n          const cx0 = x - cx_offset * cosine + cy_offset * sine;\n          const cx1 = x + cx_offset * cosine + cy_offset * sine;\n          const cy0 = y - cx_offset * sine - cy_offset * cosine;\n          const cy1 = y + cx_offset * sine - cy_offset * cosine;\n          return [x0, y0, cx0, cx1, cy0, cy1];\n      }\n      function _generate_offsets(radius) {\n          //Empirically these values basically \"work\" to make a pick with the same\n          //visual radius as a circle\n          const adjusted_radius = radius * 3.5;\n          const xy0_offset = adjusted_radius / 2.5;\n          const cx_offset = adjusted_radius / 1.;\n          const cy_offset = adjusted_radius / 2.2;\n          return [xy0_offset, cx_offset, cy_offset];\n      }\n      class PickView extends circle_1.CircleView {\n          _render(ctx, indices, data) {\n              const { sx, sy, sradius } = data !== null && data !== void 0 ? data : this;\n              const rot = this.rot.array;\n              for (const i of indices) {\n                  const sx_i = sx[i];\n                  const sy_i = sy[i];\n                  const rot_i = rot[i];\n                  const sradius_i = sradius[i];\n                  if (!isFinite(sx_i + sy_i + sradius_i))\n                      continue;\n                  const [x0, y0, cx0, cx1, cy0, cy1] = _convert_to_bezier(sx_i, sy_i, sradius_i, rot_i);\n                  ctx.beginPath();\n                  ctx.moveTo(x0, y0);\n                  ctx.bezierCurveTo(cx0, cy0, cx1, cy1, x0, y0);\n                  if (this.visuals.line.doit) {\n                      this.visuals.line.set_vectorize(ctx, i);\n                      ctx.stroke();\n                  }\n                  if (this.visuals.fill.doit) {\n                      this.visuals.fill.set_vectorize(ctx, i);\n                      ctx.fill();\n                  }\n                  if (this.visuals.hatch.doit) {\n                      this.visuals.hatch.set_vectorize(ctx, i);\n                      ctx.fill();\n                  }\n              }\n          }\n      }\n      exports.PickView = PickView;\n      PickView.__name__ = \"PickView\";\n      class Pick extends circle_1.Circle {\n          constructor(attrs) {\n              super(attrs);\n          }\n          static init_Pick() {\n              this.prototype.default_view = PickView;\n              this.define(({}) => ({\n                  rot: [p.AngleSpec, { field: \"rot\" }]\n              }));\n          }\n      }\n      exports.Pick = Pick;\n      Pick.__name__ = \"Pick\";\n      Pick.init_Pick();\n      //# sourceMappingURL=pick.js.map\n      }\n      }, \"custom/main\");\n      ;\n      });\n\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from ptplot import PTPlot\n",
    "from ptplot.animation import Animation\n",
    "from ptplot.hover import Hover\n",
    "from ptplot.nfl import Aesthetics, Field\n",
    "from ptplot.plot import Positions, Tracks\n",
    "\n",
    "from bokeh.plotting import show\n",
    "from bokeh.io import output_notebook\n",
    "\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "agricultural-button",
   "metadata": {},
   "source": [
    "Static plots are useful, but where `ptplot` really shines is in its ability to easily make animations. We'll use the same play as before, that reverse + WR pass, to demonstrate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "perfect-grade",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the data file\n",
    "player_tracking_data = pd.read_csv(\n",
    "    \"2018_CLE_2018122305_1246.tsv\",\n",
    "    sep=\"\\t\", parse_dates=[\"time\"]\n",
    ")\n",
    "player_tracking_data.loc[player_tracking_data[\"displayName\"] == \"ball\", \"teamAbbr\"] = \"ball\"\n",
    "player_tracking_data.loc[player_tracking_data[\"displayName\"] == \"ball\", \"jerseyNumber\"] = \"\"\n",
    "player_tracking_data.x = player_tracking_data.x - 10\n",
    "\n",
    "# Just look between the snap and the tackle, to make the tracks clearer\n",
    "snap_frame = player_tracking_data[player_tracking_data[\"event\"] == \"ball_snap\"][\"frame\"].unique()[0]\n",
    "tackle_frame = player_tracking_data[player_tracking_data[\"event\"] == \"tackle\"][\"frame\"].unique()[0]\n",
    "player_tracking_data = player_tracking_data[\n",
    "    player_tracking_data[\"frame\"].between(snap_frame, tackle_frame)\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "stable-spoke",
   "metadata": {},
   "source": [
    "Creating an animation is no harder than making a static plot. Add an Animation layer and supply a frame argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "industrial-elder",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1155]}},\"selected\":{\"id\":\"1357\"},\"selection_policy\":{\"id\":\"1356\"}},\"id\":\"1166\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_color\":{\"value\":\"brown\"},\"height\":{\"value\":1},\"line_color\":{\"value\":\"brown\"},\"width\":{\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1195\",\"type\":\"Ellipse\"},{\"attributes\":{\"source\":{\"id\":\"1121\"}},\"id\":\"1126\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"brown\"},\"height\":{\"value\":1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"brown\"},\"width\":{\"value\":2},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1196\",\"type\":\"Ellipse\"},{\"attributes\":{\"label\":{\"value\":\"ball\"},\"renderers\":[{\"id\":\"1197\"}]},\"id\":\"1244\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"1121\"},\"glyph\":{\"id\":\"1123\"},\"hover_glyph\":null,\"muted_glyph\":null,\"name\":\"positions\",\"nonselection_glyph\":{\"id\":\"1124\"},\"view\":{\"id\":\"1126\"}},\"id\":\"1125\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"text\":{\"field\":\"jerseyNumber\"},\"text_align\":{\"value\":\"center\"},\"text_alpha\":{\"value\":0.1},\"text_baseline\":{\"value\":\"middle\"},\"text_color\":{\"value\":\"white\"},\"text_font_size\":{\"value\":\"6.75px\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1163\",\"type\":\"Text\"},{\"attributes\":{},\"id\":\"1154\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1121\"}},\"id\":\"1165\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"CLE\"},\"renderers\":[{\"id\":\"1125\"}]},\"id\":\"1160\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1235\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"1121\"},\"glyph\":{\"id\":\"1162\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1163\"},\"view\":{\"id\":\"1165\"}},\"id\":\"1164\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#311d00\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#ff3c00\"},\"radius\":{\"value\":1},\"rot\":{\"field\":\"o\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1124\",\"type\":\"Pick\"},{\"attributes\":{\"source\":{\"id\":\"1173\"}},\"id\":\"1177\",\"type\":\"CDSView\"},{\"attributes\":{\"text\":{\"field\":\"jerseyNumber\"},\"text_align\":{\"value\":\"center\"},\"text_baseline\":{\"value\":\"middle\"},\"text_color\":{\"value\":\"white\"},\"text_font_size\":{\"value\":\"6.75px\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1162\",\"type\":\"Text\"},{\"attributes\":{\"fill_color\":{\"value\":\"#311d00\"},\"line_color\":{\"value\":\"#ff3c00\"},\"radius\":{\"value\":1},\"rot\":{\"field\":\"o\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1123\",\"type\":\"Pick\"},{\"attributes\":{\"source\":{\"id\":\"1168\"}},\"id\":\"1172\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"x\":[-10,110],\"y\":[26.65,26.65]},\"selected\":{\"id\":\"1235\"},\"selection_policy\":{\"id\":\"1234\"}},\"id\":\"1173\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"1301\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.3\"}};\n",
       "  var render_items = [{\"docid\":\"6b166c02-c0db-49c7-b953-e318215660b5\",\"root_ids\":[\"1301\"],\"roots\":{\"1301\":\"1ed73b4c-97b8-4e2e-b52d-bba125d00579\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1301"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = (\n",
    "    PTPlot(data=player_tracking_data, pixel_height=400) \n",
    "    + Field() \n",
    "    + Positions(\n",
    "        \"x\", \"y\", orientation=\"o\", number=\"jerseyNumber\",\n",
    "        name=\"positions\"\n",
    "    )\n",
    "    + Aesthetics(team_ball_mapping=\"teamAbbr\", home_away_mapping=\"homeTeamFlag == 1\", ball_identifier=\"ball\")\n",
    "    + Hover([(\"name\", \"@displayName\")], \"positions\", [\"displayName\"])\n",
    "    + Animation(\"frame\", 10)\n",
    ")\n",
    "    \n",
    "show(plot.draw())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "banned-strength",
   "metadata": {},
   "source": [
    "In addition to standard play/pause controls, `ptplot` also automatically generates a slider that gives you fine-grained control over the animation.\n",
    "\n",
    "Just like for the static plots, you can animate traces as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "excited-jacksonville",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "\n",
       "\n",
       "\n",
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lxQHsUrkfhGnFAXI/C9Sh4cEBI4XoUrqdxQM3MzMzMBG9A16NwPQrTcEB7FK5H4eZxQOxRuB6FK3FAH4XrUbiqcEA9CtejcNFxQI/C9ShcL3BAzczMzMwEb0DD9Shcjw50QHE9CtejkG1AUrgehevZcUC4HoXrUVxxQBSuR+F6YHFAFK5H4XpAcED2KFyPwgVwQM3MzMzMlG9A9ihcj8KlbUBSuB6F69lxQM3MzMzMBG9AuB6F61FccUAUrkfhekhwQDMzMzMzB3JAUrgeheuVdECuR+F6FEZxQBSuR+F6YHFAFK5H4XrcbUDNzMzMzERyQClcj8L18G9ArkfhehS+cUDhehSuR11xQIXrUbge7W5AexSuR+EabUDsUbgehWtxQKRwPQrXs29AZmZmZmYedUC4HoXrUVxxQD0K16NwjXVAexSuR+FSbEDD9Shcj1ZyQBSuR+F6pHFA16NwPQpPbEBcj8L1KEhxQDMzMzMzT3FA4XoUrkexbkD2KFyPwj1vQHsUrkfhOm9A4XoUrkdNcUDNzMzMzGByQOF6FK5HqW5AzczMzMwUbEBxPQrXo8h1QIXrUbgeRXFAUrgehevhbkAUrkfhejBxQFyPwvUolHFA4XoUrkexbkAAAAAAAEBxQFyPwvUolGtAmpmZmZkVcUAzMzMzMytrQOxRuB6F025AFK5H4XrMbkCamZmZmfFwQAAAAAAASHJArkfhehQ2cUC4HoXrUShuQDMzMzMzh3FAAAAAAAC0dUDsUbgehdNrQGZmZmZmnm5Aj8L1KFzTcECamZmZmalqQAAAAAAAtHVACtejcD0yckDsUbgehdNuQOxRuB6Fm21AUrgeheuBa0AzMzMzM4dxQK5H4XoUNnFApHA9CtfrcEA9CtejcLVwQOxRuB6Fg25ApHA9CtfPcEAfhetRuP5qQOxRuB6F025APQrXo3BdbUAAAAAAAPhpQK5H4XoUNnFAUrgehevddEC4HoXrUQxyQLgehetRfHFAzczMzMxscUApXI/C9YBpQM3MzMzMxGxApHA9CtcrcUBI4XoUrpN0QD0K16NwvW5AFK5H4XrYcUCkcD0K17tpQBSuR+F6fHBAmpmZmZm9cEDsUbgehdNuQD0K16NwpWhAPQrXo3C9bkAK16NwPUJwQOF6FK5HGXFAj8L1KFxfcEDsUbgehdNuQHsUrkfhJnRAZmZmZmYObEDNzMzMzGxxQDMzMzMzs2hAzczMzMyYcUC4HoXrUSRwQIXrUbge9W9AuB6F61EwdEBmZmZmZhJxQD0K16NwZW5AH4XrUbjeakDsUbgehQNxQClcj8L1yGhASOF6FK5XcUCkcD0K1wtvQFK4HoXrQWhAMzMzMzOLZ0C4HoXrUTBvQJqZmZmZIW5AhetRuB4xc0CamZmZmelwQD0K16NwQXFAKVyPwvXIaEDD9Shcj/JqQFyPwvUoTG9ASOF6FK6vcEBcj8L1KBBwQClcj8L1yGhAexSuR+HKckAUrkfhehRrQFyPwvUoEHBA9ihcj8JdbUD2KFyPwiVxQArXo3A9XnBAuB6F61HccEAAAAAAADBnQPYoXI/CbW9ACtejcD3KbkDXo3A9Cp9vQMP1KFyPLnBA4XoUrkfRa0DNzMzMzLRmQJqZmZmZAW5ArkfhehTmbEB7FK5H4UZwQJqZmZmZ0XBAcT0K16NYaUAK16NwPQJxQB+F61G4onJASOF6FK5HZkAK16NwPXJuQK5H4XoUxnBAMzMzMzMzbUCPwvUoXF9tQEjhehSuP2pAmpmZmZnRcEAfhetRuKJyQOF6FK5H0W9AzczMzMzkcEC4HoXrUThsQBSuR+F6rGtAMzMzMzO/ckBmZmZmZi5tQLgehetRgG5AKVyPwvWwa0DhehSuR9FvQClcj8L19HBAAAAAAADMcECkcD0K13txQOxRuB6FG2ZAH4XrUbhObkDD9Shcj/plQIXrUbgeFW1AzczMzMz4cUDD9Shcj75wQKRwPQrXi29ASOF6FK5PbEDXo3A9Cl9sQIXrUbge/WpAKVyPwvX0cEApXI/C9aBvQArXo3A95nJA7FG4HoWTbUBI4XoUrmdvQAAAAAAAqHJA16NwPQpLcECF61G4HnVxQNejcD0Kv2lAKVyPwvWgb0CPwvUoXJtzQD0K16NwxWpAmpmZmZndcEBxPQrXo7BlQHE9CtejsGVA9ihcj8KVaUAzMzMzMyNxQIXrUbgeCXRA9ihcj8LxcEA9CtejcIVxQOxRuB6Fd3NAMzMzMzMjcUAAAAAAAGhuQDMzMzMzy2hAH4XrUbh2b0CPwvUoXBdxQAAAAAAAaHRAzczMzMygcUAfhetRuHZvQHsUrkfhemhAzczMzMxUZkBmZmZmZpZnQDMzMzMzI29Aw/UoXI8uckBI4XoUrj90QIXrUbgeiXJAexSuR+H2c0C4HoXrUSB1QB+F61G4dm9APQrXo3B1c0AUrkfhetRvQK5H4XoUDnVAKVyPwvW8cUCuR+F6FM5mQFK4HoXrLXFAzczMzMysZkAfhetRuK5mQOF6FK5HVXRAZmZmZmb2ZEBxPQrXoxhnQGZmZmZmanJAFK5H4XrAcEDsUbgehftlQIXrUbgecXVAzczMzMyMcUAfhetRuI5vQPYoXI/CDXVA16NwPQpvdUAK16NwPdJxQMP1KFyP9nVAXI/C9Sh0ZEBSuB6F61FoQLgehetR0G9AZmZmZmamckD2KFyPwo1jQI/C9Shcs3VAUrgehes1ckA9CtejcL11QFyPwvUotHVAzczMzMwkdkD2KFyPwvlyQAAAAAAAEHBA4XoUrkf5dUC4HoXrUWhiQEjhehSu/2FACtejcD0edkBI4XoUrmd2QNejcD0KP3NAFK5H4XoMckA9CtejcMVrQFK4HoXrCWFAXI/C9ShEc0ApXI/C9VByQGZmZmZm7nNAzczMzMzMDECPwvUoXO9uQFyPwvUoYHBASOF6FK5nXkAUrkfhehQdQOF6FK5H4fI/9ihcj8IpdkAzMzMzM+NVQClcj8L1oHBAZmZmZmaqdEDD9Shcj052QGZmZmZmZnNA16NwPQpPYEAAAAAAAAAQQEjhehSuR/U/mpmZmZkZL0AfhetRuJpyQK5H4XoUQnFA16NwPQpbc0DD9ShcjyJNQArXo3A91nBAH4XrUbh2dkAzMzMzMzP7P83MzMzMOHVAUrgeheutckCuR+F6FK40QDMzMzMz+3JA9ihcj8L1BkCkcD0K10NfQKRwPQrXoxJApHA9CteLdUAK16NwPdZwQI/C9ShcjwJAFK5H4XokXUBmZmZmZuZyQI/C9ShcD0FASOF6FK5Lc0AK16NwPQoVQDMzMzMzczdAhetRuB65c0A9CtejcD0CQClcj8L1CHZACtejcD3aW0AfhetRuFpzQIXrUbge+XNAAAAAAACwcEAAAAAAABRzQM3MzMzMTDdAexSuR+F6OUBI4XoUrkcHQOxRuB6FayNAw/UoXI+uckC4HoXrUfg8QEjhehSuRwdAuB6F61GgcEDNzMzMzDxcQOxRuB6FayxAFK5H4XpUdkBcj8L1KNwsQBSuR+F6VHRASOF6FK7vdUDhehSuR5lzQB+F61G4EnRA7FG4HoXrsT/NzMzMzDxcQHE9CtejFHZAw/UoXI+ScEDXo3A9CtN1QLgehetR+DxAZmZmZmZydEBcj8L1KNwsQHE9CtejMHJAAAAAAACAIkApXI/C9eg9QHsUrkfhenBAPQrXo3BBcUC4HoXrUZx1QMP1KFyP1nVAj8L1KFwrdEAAAAAAAAARQFyPwvUo3CxAFK5H4Xo0dkAzMzMzM+NaQOxRuB6Fy3RA16NwPQprcEA9CtejcP10QLgehetRfHVASOF6FK6HO0DD9Shcj5Z0QFyPwvUo3CxAFK5H4XoEWkDhehSuR112QNejcD0Kw3VAAAAAAADQdUA9CtejcMFwQK5H4XoU+nVAFK5H4XpUdUBI4XoUrjN2QHsUrkfhei5ACtejcD26WkC4HoXrUSB1QOxRuB6F6zhAuB6F61FMdUBcj8L1KDhwQI/C9ShcL3BAPQrXo3D9dECF61G4Hjl1QDMzMzMz41lArkfhehR+dkDsUbgehes4QK5H4XoULnBAuB6F61EsdUAzMzMzM7tuQI/C9ShcN3RA9ihcj8LhdEBcj8L1KMh1QHsUrkfhei5AhetRuB5xdUCuR+F6FC5ZQPYoXI/CAXZA9ihcj8JZdUCamZmZmZknQJqZmZmZZXNA7FG4HoXrOECkcD0K1xNwQFyPwvUoLG1AFK5H4XoUHUCuR+F6FH50QKRwPQrXZ3VAzczMzMzMJEBxPQrXoyB2QLgehetRkGtAFK5H4XosdEBSuB6F63lyQClcj8L1KDFACtejcD0aWEBcj8L1KOR0QHsUrkfhem9AuB6F61G4N0AAAAAAAFxxQKRwPQrXZ3VAcT0K16MwOkAfhetRuB4TQPYoXI/CtTZAcT0K16NIakAUrkfhehQdQD0K16NwxXNA4XoUrkcxV0DNzMzMzIh0QGZmZmZm9m5AXI/C9ShcOEApXI/C9SgZQHsUrkfhClZApHA9CtdndUAUrkfhehQdQHsUrkfhQnBAKVyPwvXoQkCPwvUoXDN0QMP1KFyPUnNAw/UoXI8CaUAAAAAAACBuQKRwPQrXM2hAj8L1KFwPKkA9CtejcJ1VQIXrUbgeXW1AmpmZmZmZIUCamZmZmfFyQBSuR+F67G5ACtejcD2KR0DNzMzMzJB1QFyPwvUoXDhAH4XrUbjKc0AAAAAAAPx1QB+F61G4XjBA9ihcj8L1VEA9CtejcNVsQLgehetRpHJA16NwPQqXZ0DhehSuR+E5QHsUrkfhOlBArkfhehQebUDsUbgehesmQDMzMzMzF3NAH4XrUbjeO0BI4XoUri9sQLgehetRuM4/CtejcD1OckCamZmZmVlUQBSuR+F6VDJACtejcD1qZ0AK16NwPYomQB+F61G4anJA9ihcj8LFVUDNzMzMzIxrQGZmZm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\"selected\":{\"id\":\"3573\"},\"selection_policy\":{\"id\":\"3572\"}},\"id\":\"2146\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"args\":{\"frame_column\":\"frame\",\"full_source\":{\"id\":\"2955\"},\"source\":{\"id\":\"2173\"}},\"code\":\"\\nvar 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}\\n}\\nsource.change.emit();\\n\"},\"id\":\"3396\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"2568\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3593\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2140\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2569\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3594\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"2235\"},\"glyph\":{\"id\":\"2237\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2238\"},\"view\":{\"id\":\"2240\"}},\"id\":\"2239\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3595\",\"type\":\"Selection\"},{\"attributes\":{\"line_color\":\"#311d00\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2365\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"3596\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"1625\"},\"ticker\":null,\"visible\":false},\"id\":\"1628\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#311d00\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2238\",\"type\":\"Line\"},{\"attributes\":{\"formatter\":{\"id\":\"1680\"},\"major_label_policy\":{\"id\":\"1681\"},\"ticker\":{\"id\":\"1626\"},\"visible\":false},\"id\":\"1625\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"2643\"}},\"id\":\"2648\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2139\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2225\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3597\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"2092\"},\"glyph\":{\"id\":\"2094\"},\"hover_glyph\":null,\"muted_glyph\":null,\"name\":\"positions\",\"nonselection_glyph\":{\"id\":\"2095\"},\"view\":{\"id\":\"2097\"}},\"id\":\"2096\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"displayName\":[\"Jarvis Landry\"],\"frame\":[134],\"homeTeamFlag == 1\":[true],\"index\":[1639],\"jerseyNumber\":[80.0],\"o\":{\"__ndarray__\":\"9ihcj8KlVUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"teamAbbr\":[\"CLE\"],\"x\":{\"__ndarray__\":\"4noUrkehPEA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"y\":{\"__ndarray__\":\"hetRuB6FKkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]}},\"selected\":{\"id\":\"2794\"},\"selection_policy\":{\"id\":\"2793\"}},\"id\":\"2718\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3598\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1626\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2224\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"3599\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2226\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2297\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2641\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"white\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#fb4f14\"},\"radius\":{\"value\":1},\"rot\":{\"field\":\"o\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2095\",\"type\":\"Pick\"},{\"attributes\":{},\"id\":\"3600\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"2092\"}},\"id\":\"2097\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"2223\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2642\",\"type\":\"Selection\"},{\"attributes\":{\"text\":{\"field\":\"jerseyNumber\"},\"text_align\":{\"value\":\"center\"},\"text_alpha\":{\"value\":0.1},\"text_baseline\":{\"value\":\"middle\"},\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"6.75px\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2143\",\"type\":\"Text\"},{\"attributes\":{},\"id\":\"3601\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"2296\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"args\":{\"frame_column\":\"frame\",\"full_source\":{\"id\":\"2959\"},\"source\":{\"id\":\"2430\"}},\"code\":\"\\nvar data = source.data;\\nvar full_data = full_source.data;\\nfor (const column in data) {\\n    data[column] = [];\\n    for (let i = 0; i < full_data[frame_column].length; i++) {\\n        if (full_data[frame_column][i] <= cb_obj.value) {\\n            data[column].push(full_data[column][i]);\\n        }\\n        // Assumes data is sorted by frame_column\\n        if (full_data[frame_column][i] > cb_obj.value) {\\n            break;\\n        }\\n    }\\n}\\nsource.change.emit();\\n\"},\"id\":\"3397\",\"type\":\"CustomJS\"},{\"attributes\":{\"fill_color\":{\"value\":\"white\"},\"line_color\":{\"value\":\"#fb4f14\"},\"radius\":{\"value\":1},\"rot\":{\"field\":\"o\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2094\",\"type\":\"Pick\"},{\"attributes\":{},\"id\":\"1623\",\"type\":\"LinearScale\"},{\"attributes\":{\"data\":{\"displayName\":[\"Chris Hubbard\"],\"frame\":[134],\"homeTeamFlag == 1\":[true],\"index\":[1037],\"jerseyNumber\":[74.0],\"o\":{\"__ndarray__\":\"XI/C9Si8VUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"teamAbbr\":[\"CLE\"],\"x\":{\"__ndarray__\":\"HoXrUbjePEA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"y\":{\"__ndarray__\":\"cT0K16PwNEA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]}},\"selected\":{\"id\":\"2429\"},\"selection_policy\":{\"id\":\"2428\"}},\"id\":\"2363\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"3377\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.3\"}};\n",
       "  var render_items = [{\"docid\":\"12414de5-0fe2-4570-a040-848f982196b3\",\"root_ids\":[\"3377\"],\"roots\":{\"3377\":\"1f1684ad-06de-448b-b686-ceecdd3c470d\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3377"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot = (\n",
    "    PTPlot(\n",
    "        data=player_tracking_data, \n",
    "        pixel_height=400\n",
    "    ) \n",
    "    + Field() \n",
    "    + Tracks(\"x\", \"y\", \"displayName\", line_width=2)\n",
    "    + Positions(\n",
    "        \"x\", \"y\", orientation=\"o\", number=\"jerseyNumber\",\n",
    "        name=\"positions\"\n",
    "    )\n",
    "    + Aesthetics(team_ball_mapping=\"teamAbbr\", home_away_mapping=\"homeTeamFlag == 1\", ball_identifier=\"ball\")\n",
    "    + Hover([(\"name\", \"@displayName\")], \"positions\", [\"displayName\"])\n",
    "    + Animation(\"frame\", 10)\n",
    ")\n",
    "    \n",
    "show(plot.draw())"
   ]
  }
 ],
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   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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