{
"cells": [
{
"cell_type": "markdown",
"id": "cf656a1f",
"metadata": {},
"source": [
"# 2021 / 2022\n",
"\n",
"Progress points for the EFL League One 2021 / 2022 season."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "dd43c20b",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-03T19:56:16.144082Z",
"iopub.status.busy": "2025-11-03T19:56:16.143959Z",
"iopub.status.idle": "2025-11-03T19:56:16.437223Z",
"shell.execute_reply": "2025-11-03T19:56:16.436783Z"
}
},
"outputs": [],
"source": [
"%config InlineBackend.figure_formats = ['svg']\n",
"from proggyleg import proggyleg\n",
"year = 2021\n",
"league = \"E2\""
]
},
{
"cell_type": "markdown",
"id": "e31e876e",
"metadata": {},
"source": [
"## Cumulative Points\n",
"\n",
"The sum of points up to a given game played."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a26ccfcf",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-03T19:56:16.438722Z",
"iopub.status.busy": "2025-11-03T19:56:16.438565Z",
"iopub.status.idle": "2025-11-03T19:56:18.243873Z",
"shell.execute_reply": "2025-11-03T19:56:18.243403Z"
}
},
"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": "50cea348",
"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": "c9495ae4",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-03T19:56:18.245903Z",
"iopub.status.busy": "2025-11-03T19:56:18.245777Z",
"iopub.status.idle": "2025-11-03T19:56:18.540708Z",
"shell.execute_reply": "2025-11-03T19:56:18.540209Z"
}
},
"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": "ccf6d906",
"metadata": {},
"source": [
"## Position"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1da967b9",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-03T19:56:18.542728Z",
"iopub.status.busy": "2025-11-03T19:56:18.542599Z",
"iopub.status.idle": "2025-11-03T19:56:18.826824Z",
"shell.execute_reply": "2025-11-03T19:56:18.826379Z"
}
},
"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": "3c57616e",
"metadata": {},
"source": [
"## Rolling Form\n",
"\n",
"Exponential weighted moving average of points won per game."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "ed78042a",
"metadata": {
"execution": {
"iopub.execute_input": "2025-11-03T19:56:18.828768Z",
"iopub.status.busy": "2025-11-03T19:56:18.828642Z",
"iopub.status.idle": "2025-11-03T19:56:19.114978Z",
"shell.execute_reply": "2025-11-03T19:56:19.114517Z"
}
},
"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
}