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Add customization for the subplots example #1371

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54 changes: 53 additions & 1 deletion doc/user_guide/Plotting_with_Matplotlib.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -635,6 +635,45 @@
" crime.hvplot.table(['Year', 'Population', 'Violent Crime rate'], width=420))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can further enhance the plot by using a `step`s chart instead of a `bar` chart to avoid visual clutter and better represent the continuous nature of time series data. Additionally, we can display a table summarizing decade-averaged statistics to provide a quick overview of the data. The `sublabel` format and size can be customized, and if not needed, can be removed by setting `sublabel_format=\"\"`."
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]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"tabledata = (\n",
" crime.assign(\n",
" **{\n",
" \"Decade\": (crime.Year // 10) * 10, # Calculate decade for each year\n",
" \"Population [mi]\": crime.Population / 1e6, # Population in millions\n",
" }\n",
" )\n",
" .groupby(\"Decade\") # Group data by decade\n",
" .mean() # Calculate mean values for each decade group\n",
" [[\"Population [mi]\", \"Violent Crime rate\"]] # Select desired columns\n",
" .astype(\"int\") # Convert selected columns to integers\n",
")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"(\n",
" crime.hvplot.step(x='Year', y='Violent Crime rate', rot=90, width=550)+\n",
" tabledata.hvplot.table(['Decade', 'Population [mi]', 'Violent Crime rate'], width=15, height=10)\n",
").opts(sublabel_format=\"{alpha})\", sublabel_size=14)"
]
},
{
"cell_type": "markdown",
"metadata": {},
Expand Down Expand Up @@ -680,9 +719,22 @@
}
],
"metadata": {
"kernelspec": {
"display_name": "coringa",
"language": "python",
"name": "coringa"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"pygments_lexer": "ipython3"
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.15"
}
},
"nbformat": 4,
Expand Down
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