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   "metadata": {},
   "source": [
    "# 2024 / 2025\n",
    "\n",
    "Progress points for the EFL League One 2024 / 2025 season."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cbff91cc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:33.726362Z",
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   "source": [
    "%config InlineBackend.figure_formats = ['svg']\n",
    "from proggyleg import proggyleg\n",
    "year = 2024\n",
    "league = \"E2\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "249e2055",
   "metadata": {},
   "source": [
    "## Cumulative Points\n",
    "\n",
    "The sum of points up to a given game played."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e02dac00",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:34.029709Z",
     "iopub.status.busy": "2025-11-03T19:56:34.029546Z",
     "iopub.status.idle": "2025-11-03T19:56:35.871823Z",
     "shell.execute_reply": "2025-11-03T19:56:35.871308Z"
    }
   },
   "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": "544a6b3b",
   "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": "b4fa91ef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:35.874225Z",
     "iopub.status.busy": "2025-11-03T19:56:35.874091Z",
     "iopub.status.idle": "2025-11-03T19:56:36.170513Z",
     "shell.execute_reply": "2025-11-03T19:56:36.170061Z"
    }
   },
   "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": "c8509fb3",
   "metadata": {},
   "source": [
    "## Position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "56680395",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:36.173326Z",
     "iopub.status.busy": "2025-11-03T19:56:36.173126Z",
     "iopub.status.idle": "2025-11-03T19:56:36.449613Z",
     "shell.execute_reply": "2025-11-03T19:56:36.449261Z"
    }
   },
   "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": "563dc923",
   "metadata": {},
   "source": [
    "## Rolling Form\n",
    "\n",
    "Exponential weighted moving average of points won per game."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1f4c4a88",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:56:36.451658Z",
     "iopub.status.busy": "2025-11-03T19:56:36.451534Z",
     "iopub.status.idle": "2025-11-03T19:56:36.736626Z",
     "shell.execute_reply": "2025-11-03T19:56:36.736140Z"
    }
   },
   "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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