{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plotly\n",
"\n",
"[Plotly](https://plot.ly) je sada produktů pro interaktivní vizualizaci dat ve webovém prostředí. Grafy v Plotly jde tvořit v několika jazycích, my si samozřejmě ukážeme [Python API](https://plotly.com/python/).\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Instalace\n",
"\n",
"Pokud nemáte nainstalovaný Plotly, můžete si ho nainstalovat pomocí pipu, nejjednodušeji přímo z notebooku:\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# odkomentujte pro instalaci knihovny plotly\n",
"# %pip install plotly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Případně pokud používáte `mamba` nebo `conda` instalaci:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# odkomentujte pro instalace plotly pomocí conda\n",
"# %conda install plotly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Základní plotly graf"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import plotly.graph_objects as go\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" \n",
" "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(0, 4 * np.pi, 1_000)\n",
"\n",
"fig = go.Figure(\n",
" data=[go.Scatter(x=x, y=np.sin(x), name=\"sin(x)\"), go.Scatter(x=x, y=np.cos(x), name=\"cos(x)\")],\n",
" layout=go.Layout(title=go.layout.Title(text=\"Goniomentrické funkce\")),\n",
")\n",
"\n",
"fig.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pokud vám vše funguje, zkuste s grafem pracovat interaktivně pomocí nástrojů v pravém horním rohu. Můžete přibližovat nebo posouvat, případně kliknutím na položky v legendě zobrazit/skrýt jednotlivé křivky."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotly Express"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`plotly.express` ještě více zjednodušuje vizualizace dat v tabulkovém formátu, především tedy data zpracovávaná pomocí knihovny [Pandas](https://pandas.pydata.org/), o které si povíme později."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import plotly.express as px"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Obsahuje některé otovřené datové sady, např. z https://www.gapminder.org/"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"gapminder = px.data.gapminder()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Takto dostaneme data za jeden rok ve formě Pandas `DataFrame` \"tabulky\". Všimněte si především pojmenování sloupců - jména sloupců použijeme jako parametry pro `plotly.express` scatter plot."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" country | \n",
" continent | \n",
" year | \n",
" lifeExp | \n",
" pop | \n",
" gdpPercap | \n",
" iso_alpha | \n",
" iso_num | \n",
"
\n",
" \n",
" \n",
" \n",
" | 11 | \n",
" Afghanistan | \n",
" Asia | \n",
" 2007 | \n",
" 43.828 | \n",
" 31889923 | \n",
" 974.580338 | \n",
" AFG | \n",
" 4 | \n",
"
\n",
" \n",
" | 23 | \n",
" Albania | \n",
" Europe | \n",
" 2007 | \n",
" 76.423 | \n",
" 3600523 | \n",
" 5937.029526 | \n",
" ALB | \n",
" 8 | \n",
"
\n",
" \n",
" | 35 | \n",
" Algeria | \n",
" Africa | \n",
" 2007 | \n",
" 72.301 | \n",
" 33333216 | \n",
" 6223.367465 | \n",
" DZA | \n",
" 12 | \n",
"
\n",
" \n",
" | 47 | \n",
" Angola | \n",
" Africa | \n",
" 2007 | \n",
" 42.731 | \n",
" 12420476 | \n",
" 4797.231267 | \n",
" AGO | \n",
" 24 | \n",
"
\n",
" \n",
" | 59 | \n",
" Argentina | \n",
" Americas | \n",
" 2007 | \n",
" 75.320 | \n",
" 40301927 | \n",
" 12779.379640 | \n",
" ARG | \n",
" 32 | \n",
"
\n",
" \n",
"
\n",
"
continent=Asia
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}",
"hovertext": [
"Afghanistan",
"Bahrain",
"Bangladesh",
"Cambodia",
"China",
"Hong Kong, China",
"India",
"Indonesia",
"Iran",
"Iraq",
"Israel",
"Japan",
"Jordan",
"Korea, Dem. Rep.",
"Korea, Rep.",
"Kuwait",
"Lebanon",
"Malaysia",
"Mongolia",
"Myanmar",
"Nepal",
"Oman",
"Pakistan",
"Philippines",
"Saudi Arabia",
"Singapore",
"Sri Lanka",
"Syria",
"Taiwan",
"Thailand",
"Vietnam",
"West Bank and Gaza",
"Yemen, Rep."
],
"legendgroup": "Asia",
"marker": {
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"size": [
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],
"sizemode": "area",
"sizeref": 366300.86,
"symbol": "circle"
},
"mode": "markers",
"name": "Asia",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": [
974.5803384,
29796.04834,
1391.253792,
1713.778686,
4959.114854,
39724.97867,
2452.210407,
3540.651564,
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2441.576404,
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],
"xaxis": "x",
"y": [
43.828,
75.635,
64.062,
59.723,
72.961,
82.208,
64.69800000000001,
70.65,
70.964,
59.545,
80.745,
82.603,
72.535,
67.297,
78.623,
77.58800000000002,
71.993,
74.241,
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63.785,
75.64,
65.483,
71.688,
72.777,
79.972,
72.396,
74.143,
78.4,
70.616,
74.249,
73.422,
62.698
],
"yaxis": "y"
},
{
"hovertemplate": "%{hovertext}
continent=Europe
gdpPercap=%{x}
lifeExp=%{y}
pop=%{marker.size}",
"hovertext": [
"Albania",
"Austria",
"Belgium",
"Bosnia and Herzegovina",
"Bulgaria",
"Croatia",
"Czech Republic",
"Denmark",
"Finland",
"France",
"Germany",
"Greece",
"Hungary",
"Iceland",
"Ireland",
"Italy",
"Montenegro",
"Netherlands",
"Norway",
"Poland",
"Portugal",
"Romania",
"Serbia",
"Slovak Republic",
"Slovenia",
"Spain",
"Sweden",
"Switzerland",
"Turkey",
"United Kingdom"
],
"legendgroup": "Europe",
"marker": {
"color": "#EF553B",
"size": [
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"gridcolor": "white",
"gridwidth": 2,
"linecolor": "white",
"showbackground": true,
"ticks": "",
"zerolinecolor": "white"
}
},
"shapedefaults": {
"line": {
"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
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"linecolor": "white",
"ticks": ""
},
"baxis": {
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"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
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"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
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"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
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},
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}
}
},
"xaxis": {
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"autorange": true,
"domain": [
0,
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"range": [
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],
"title": {
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},
"type": "log"
},
"yaxis": {
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"autorange": true,
"domain": [
0,
1
],
"range": [
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],
"title": {
"text": "lifeExp"
},
"type": "linear"
}
}
},
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = px.scatter(gapminder.query(\"year==2007\"), x=\"gdpPercap\", y=\"lifeExp\", size=\"pop\", color=\"continent\",\n",
" hover_name=\"country\", log_x=True, size_max=60)\n",
"fig.show()"
]
}
],
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}