{
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   "source": [
    "# 2019 / 2020\n",
    "\n",
    "Progress points for the EFL League One 2019 / 2020 season."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3df4f502",
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    "execution": {
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     "iopub.status.idle": "2025-11-03T19:56:05.091236Z",
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   "source": [
    "%config InlineBackend.figure_formats = ['svg']\n",
    "from proggyleg import proggyleg\n",
    "year = 2019\n",
    "league = \"E2\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e218f5ef",
   "metadata": {},
   "source": [
    "## Cumulative Points\n",
    "\n",
    "The sum of points up to a given game played."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dc81583c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:05.093008Z",
     "iopub.status.busy": "2025-11-03T19:56:05.092824Z",
     "iopub.status.idle": "2025-11-03T19:56:06.859877Z",
     "shell.execute_reply": "2025-11-03T19:56:06.859392Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       ""
      ],
      "text/plain": [
       ""
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "proggyleg.autoplot(year, league, which=\"cumulative\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdf400e6",
   "metadata": {},
   "source": [
    "## Extrapolated Points\n",
    "\n",
    "Final points assuming each team continues to score points at the same rate as they have so far."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5ccd7593",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:06.861770Z",
     "iopub.status.busy": "2025-11-03T19:56:06.861632Z",
     "iopub.status.idle": "2025-11-03T19:56:07.139970Z",
     "shell.execute_reply": "2025-11-03T19:56:07.139507Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       ""
      ],
      "text/plain": [
       ""
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "proggyleg.autoplot(year, league, which=\"extrapolated\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cab10a7",
   "metadata": {},
   "source": [
    "## Position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b673f1eb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:07.141952Z",
     "iopub.status.busy": "2025-11-03T19:56:07.141817Z",
     "iopub.status.idle": "2025-11-03T19:56:07.404902Z",
     "shell.execute_reply": "2025-11-03T19:56:07.404594Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       ""
      ],
      "text/plain": [
       ""
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "proggyleg.autoplot(year, league, which=\"position\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65b25509",
   "metadata": {},
   "source": [
    "## Rolling Form\n",
    "\n",
    "Exponential weighted moving average of points won per game."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5b055cfd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:07.406860Z",
     "iopub.status.busy": "2025-11-03T19:56:07.406730Z",
     "iopub.status.idle": "2025-11-03T19:56:07.680257Z",
     "shell.execute_reply": "2025-11-03T19:56:07.679921Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       ""
      ],
      "text/plain": [
       ""
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "proggyleg.autoplot(year, league, which=\"form\");"
   ]
  }
 ],
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