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@dominiquesydow
Created November 11, 2021 12:58
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Seaborn heatplot behaviour with `matplotlib widget`
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{
"cells": [
{
"cell_type": "markdown",
"id": "1220418c-8976-4d83-acb4-f16b1f6c807e",
"metadata": {},
"source": [
"## Seaborn + `%matplotlib widget`"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "925dff20-e2c1-4f9c-bc5e-bc7f1cc226f1",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib widget"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8ba3dbb0-b072-4037-841a-e0221e9395e2",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np; np.random.seed(0)\n",
"import seaborn as sns; sns.set_theme()"
]
},
{
"cell_type": "raw",
"id": "29b37eb2-e99c-418a-998f-5da4ebfe0006",
"metadata": {
"tags": []
},
"source": [
"!mamba install ipympl=0.8.2 -y"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "47956ea8-8d84-401e-b1ca-9ad5c0a8d114",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# packages in environment at /home/dominique/.local/miniconda/envs/test:\n",
"#\n",
"# Name Version Build Channel\n",
"ipympl 0.8.2 pyhd8ed1ab_0 conda-forge\n"
]
}
],
"source": [
"!conda list ipympl"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0fb0b1ff-3874-4920-9763-bd872cfd53eb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# packages in environment at /home/dominique/.local/miniconda/envs/test:\n",
"#\n",
"# Name Version Build Channel\n",
"seaborn 0.11.2 hd8ed1ab_0 conda-forge\n",
"seaborn-base 0.11.2 pyhd8ed1ab_0 conda-forge\n"
]
}
],
"source": [
"!conda list seaborn"
]
},
{
"cell_type": "markdown",
"id": "9d4c3868-e4f1-4b9a-a02c-1641582be526",
"metadata": {},
"source": [
"## Data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "03743091-0355-486c-b83f-58c5eef70b16",
"metadata": {},
"outputs": [],
"source": [
"uniform_data = np.random.rand(10, 12)\n",
"tips = sns.load_dataset(\"tips\")"
]
},
{
"cell_type": "markdown",
"id": "afefc2a4-3d16-49a6-8572-4dd46f44083a",
"metadata": {},
"source": [
"## Plots"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "9028f7d0-ff4c-4372-803c-cd2837aeda36",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "dd89e18f2e3249be8d0ea9be4ab7ff27",
"version_major": 2,
"version_minor": 0
},
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(uniform_data)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f4382f6f-db95-42a6-8839-befb1a4e70fc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7ff2cb607c40>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "bccc89035cc04683a701f4816263adf7",
"version_major": 2,
"version_minor": 0
},
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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width=1085.8194444444446/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.relplot(\n",
" data=tips,\n",
" x=\"total_bill\", y=\"tip\", col=\"time\",\n",
" hue=\"smoker\", style=\"smoker\", size=\"size\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "cb40b92a-3580-498f-9360-36ec23a1cdbc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7ff2cb615400>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "c9ec4e1867b046b09394c9ab67336a18",
"version_major": 2,
"version_minor": 0
},
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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