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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": "997c3901-9b42-40b6-a085-7a9d46003ebf",
"metadata": {
"jupyter": {
"outputs_hidden": true
},
"tags": []
},
"source": [
"!mamba install ipympl=0.8.0 -y"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3b751732-3bad-42f3-9b69-0236796e9994",
"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 0.8.0 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": "c41a981bac0f4685868f5796165eaf32",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"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 0x7f27f5da8cd0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "aa96dab26237412b8e42bfc0a1b75afc",
"version_major": 2,
"version_minor": 0
},
"image/png": 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"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 0x7f27f4cccf10>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "62cc0ef0e7be44889ba0fc2a40fc5a7a",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(data=tips, x=\"total_bill\", y=\"tip\", col=\"time\", hue=\"smoker\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "abd964ac-b70b-4782-8899-6660fc976d47",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f27f495e340>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a690aecc68154421919364b8ea7adf6f",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(data=tips, kind=\"swarm\", x=\"day\", y=\"total_bill\", hue=\"smoker\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "32281c00-7685-4de8-9abf-e6394448c83f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sns.heatmap(uniform_data)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.7"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {
"107610ef73af431f854ba730def90755": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.10.0",
"model_name": "ToolbarModel",
"state": {
"_model_module_version": "^0.10.0",
"_view_module_version": "^0.10.0",
"layout": "IPY_MODEL_88d53ec8f9f64aecb3f35c5745cc0c7a",
"toolitems": [
[
"Home",
"Reset original view",
"home",
"home"
],
[
"Back",
"Back to previous view",
"arrow-left",
"back"
],
[
"Forward",
"Forward to next view",
"arrow-right",
"forward"
],
[
"Pan",
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
"arrows",
"pan"
],
[
"Zoom",
"Zoom to rectangle\nx/y fixes axis, CTRL fixes aspect",
"square-o",
"zoom"
],
[
"Download",
"Download plot",
"floppy-o",
"save_figure"
]
]
}
},
"1d7f906f74dc47dc8c6ceaa4438d76a4": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"2331223ea959470c9387631bb9de7229": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.10.0",
"model_name": "ToolbarModel",
"state": {
"_model_module_version": "^0.10.0",
"_view_module_version": "^0.10.0",
"layout": "IPY_MODEL_518cf02f6aa7495f8e49f8438d4192c1",
"toolitems": [
[
"Home",
"Reset original view",
"home",
"home"
],
[
"Back",
"Back to previous view",
"arrow-left",
"back"
],
[
"Forward",
"Forward to next view",
"arrow-right",
"forward"
],
[
"Pan",
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
"arrows",
"pan"
],
[
"Zoom",
"Zoom to rectangle\nx/y fixes axis, CTRL fixes aspect",
"square-o",
"zoom"
],
[
"Download",
"Download plot",
"floppy-o",
"save_figure"
]
]
}
},
"518cf02f6aa7495f8e49f8438d4192c1": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"62cc0ef0e7be44889ba0fc2a40fc5a7a": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.10.0",
"model_name": "MPLCanvasModel",
"state": {
"_cursor": "default",
"_data_url": 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",
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",
"_figure_label": "Figure 4",
"_height": 500,
"_image_mode": "diff",
"_model_module_version": "^0.10.0",
"_view_module_version": "^0.10.0",
"_width": 579,
"layout": "IPY_MODEL_93ea25d103e0435f83cf83a08890eeac",
"toolbar": "IPY_MODEL_bc0aa7cc08ed412ab5cd28392e236b23",
"toolbar_position": "left"
}
},
"aa96dab26237412b8e42bfc0a1b75afc": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.10.0",
"model_name": "MPLCanvasModel",
"state": {
"_cursor": "default",
"_data_url": 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",
"_figure_label": "Figure 2",
"_height": 500,
"_image_mode": "diff",
"_model_module_version": "^0.10.0",
"_view_module_version": "^0.10.0",
"_width": 1085,
"layout": "IPY_MODEL_cb158ccced2847c8bd5c86b975be6f5f",
"toolbar": "IPY_MODEL_6baca26ae6524a6483246ee67d3bf243",
"toolbar_position": "left"
}
},
"bc0aa7cc08ed412ab5cd28392e236b23": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.10.0",
"model_name": "ToolbarModel",
"state": {
"_model_module_version": "^0.10.0",
"_view_module_version": "^0.10.0",
"layout": "IPY_MODEL_f34eacdaf7fa42eabe8dd87320e2294b",
"toolitems": [
[
"Home",
"Reset original view",
"home",
"home"
],
[
"Back",
"Back to previous view",
"arrow-left",
"back"
],
[
"Forward",
"Forward to next view",
"arrow-right",
"forward"
],
[
"Pan",
"Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
"arrows",
"pan"
],
[
"Zoom",
"Zoom to rectangle\nx/y fixes axis, CTRL fixes aspect",
"square-o",
"zoom"
],
[
"Download",
"Download plot",
"floppy-o",
"save_figure"
]
]
}
},
"c41a981bac0f4685868f5796165eaf32": {
"model_module": "jupyter-matplotlib",
"model_module_version": "^0.10.0",
"model_name": "MPLCanvasModel",
"state": {
"_cursor": "default",
"_data_url": 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",
"_figure_label": "Figure 1",
"_height": 480,
"_message": "x= y=",
"_model_module_version": "^0.10.0",
"_view_module_version": "^0.10.0",
"_width": 640,
"layout": "IPY_MODEL_7dd9c77c6af14ea2b7e206383edb6981",
"toolbar": "IPY_MODEL_2331223ea959470c9387631bb9de7229",
"toolbar_position": "left"
}
},
"cb158ccced2847c8bd5c86b975be6f5f": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
},
"f34eacdaf7fa42eabe8dd87320e2294b": {
"model_module": "@jupyter-widgets/base",
"model_module_version": "1.2.0",
"model_name": "LayoutModel",
"state": {}
}
},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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