{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "58572f5b",
   "metadata": {},
   "source": [
    "# 2016 / 2017\n",
    "\n",
    "Progress points for the EFL League Two 2016 / 2017 season."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5e871b6d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:36.034504Z",
     "iopub.status.busy": "2025-11-03T19:54:36.034234Z",
     "iopub.status.idle": "2025-11-03T19:54:36.332782Z",
     "shell.execute_reply": "2025-11-03T19:54:36.332335Z"
    }
   },
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_formats = ['svg']\n",
    "from proggyleg import proggyleg\n",
    "year = 2016\n",
    "league = \"E3\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd8a77f1",
   "metadata": {},
   "source": [
    "## Cumulative Points\n",
    "\n",
    "The sum of points up to a given game played."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9872dae0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:36.334343Z",
     "iopub.status.busy": "2025-11-03T19:54:36.334125Z",
     "iopub.status.idle": "2025-11-03T19:54:38.014942Z",
     "shell.execute_reply": "2025-11-03T19:54:38.014463Z"
    }
   },
   "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": "9c5d3b89",
   "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": "def7d65d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:38.016874Z",
     "iopub.status.busy": "2025-11-03T19:54:38.016749Z",
     "iopub.status.idle": "2025-11-03T19:54:38.289786Z",
     "shell.execute_reply": "2025-11-03T19:54:38.289349Z"
    }
   },
   "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": "790a92e3",
   "metadata": {},
   "source": [
    "## Position"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e65381c4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:38.291805Z",
     "iopub.status.busy": "2025-11-03T19:54:38.291677Z",
     "iopub.status.idle": "2025-11-03T19:54:38.553192Z",
     "shell.execute_reply": "2025-11-03T19:54:38.552747Z"
    }
   },
   "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": "ca6478ff",
   "metadata": {},
   "source": [
    "## Rolling Form\n",
    "\n",
    "Exponential weighted moving average of points won per game."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7358a65e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-03T19:54:38.555267Z",
     "iopub.status.busy": "2025-11-03T19:54:38.555124Z",
     "iopub.status.idle": "2025-11-03T19:54:38.831175Z",
     "shell.execute_reply": "2025-11-03T19:54:38.830736Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       ""
      ],
      "text/plain": [
       ""
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "proggyleg.autoplot(year, league, which=\"form\");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3"
  },
  "mystnb": {
   "execution_mode": "off"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}