{
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   "source": [
    "# 2017 / 2018\n",
    "\n",
    "Progress points for the EFL League Two 2017 / 2018 season."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5df32f47",
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    "execution": {
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   "source": [
    "%config InlineBackend.figure_formats = ['svg']\n",
    "from proggyleg import proggyleg\n",
    "year = 2017\n",
    "league = \"E3\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09d3dcbd",
   "metadata": {},
   "source": [
    "## Cumulative Points\n",
    "\n",
    "The sum of points up to a given game played."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "47f0a3d4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:42.321606Z",
     "iopub.status.busy": "2025-11-03T19:54:42.321448Z",
     "iopub.status.idle": "2025-11-03T19:54:43.966756Z",
     "shell.execute_reply": "2025-11-03T19:54:43.966306Z"
    }
   },
   "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": "e5ed745b",
   "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": "6e4dc276",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:43.968907Z",
     "iopub.status.busy": "2025-11-03T19:54:43.968753Z",
     "iopub.status.idle": "2025-11-03T19:54:44.242078Z",
     "shell.execute_reply": "2025-11-03T19:54:44.241648Z"
    }
   },
   "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": "256c9d0f",
   "metadata": {},
   "source": [
    "## Position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "408add75",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:44.244232Z",
     "iopub.status.busy": "2025-11-03T19:54:44.244107Z",
     "iopub.status.idle": "2025-11-03T19:54:44.509808Z",
     "shell.execute_reply": "2025-11-03T19:54:44.509161Z"
    }
   },
   "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": "4ddd964a",
   "metadata": {},
   "source": [
    "## Rolling Form\n",
    "\n",
    "Exponential weighted moving average of points won per game."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f0374556",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:44.511893Z",
     "iopub.status.busy": "2025-11-03T19:54:44.511767Z",
     "iopub.status.idle": "2025-11-03T19:54:44.801891Z",
     "shell.execute_reply": "2025-11-03T19:54:44.801332Z"
    }
   },
   "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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