Open2023/04/27にコメント追加6

Personal Plotly tips

Ref: https://plotly.com/

color (legend) のラベルから = を取り除く

Before

After

import pandas as pd
import plotly.express as px

data = pd.DataFrame(
    {
        'x': ['x1', 'x2', 'x3', 'x4'],
        'y': [1, 2, 3, 4],
        'z': ['z1', 'z1', 'z2', 'z2']
    }
)

fig = px.bar(
    data_frame = data,
    x = 'x',
    y = 'y',
    color = 'z'
)

fig.for_each_trace(
    lambda trace: trace.update(
        dict(
            name = trace.name.split('=')[1]
        )
    )
)

fig.show()

線の太さを変える

Before

After

import pandas as pd
import plotly.express as px

LINE_WIDTH = 10

data = pd.DataFrame(
    {
        'x': [1, 5],
        'y': [1, 5]
    }
)

fig = px.line(
    data_frame = data,
    x = 'x',
    y = 'y'
)

fig.update_traces(
    line = dict(
        width = LINE_WIDTH
    )
)

fig.show()

colorごとに線の太さを変える

Before

After

import pandas as pd
import plotly.express as px

data = pd.DataFrame(
    {
        'x': [1, 5, 1, 5],
        'y': [1, 5, 2, 6],
        'z': ['z1', 'z1', 'z2', 'z2']
    }
)

color2linewidth = dict(
    z1 = 2,
    z2 = 10
)

fig = px.line(
    data_frame = data,
    x = 'x',
    y = 'y',
    color = 'z'
)

fig.for_each_trace(
    lambda trace: trace.update(
        line = dict(
            width = color2linewidth[trace.name.split('=')[1]]
        )
    )
)

fig.show()

折線にマーカーをつける

Before

After

import pandas as pd
import plotly.express as px

data = pd.DataFrame(
    {
        'x': [1, 3, 5],
        'y': [1, 5, 3]
    }
)

fig = px.line(
    data_frame = data,
    x = 'x',
    y = 'y'
)

fig.update_traces(
    mode = 'lines+markers'
)

fig.show()

マーカのサイズを変える

Before

After

import pandas as pd
import plotly.express as px

MARKER_SIZE = 10

data = pd.DataFrame(
    {
        'x': [1, 3, 5],
        'y': [1, 5, 3]
    }
)

fig = px.line(
    data_frame = data,
    x = 'x',
    y = 'y'
)

fig.update_traces(
    mode = 'lines+markers',
    marker = dict(
        size = MARKER_SIZE
    )
)

fig.show()

Google Colabratory でグラフを保存する

Library の update

!pip install -U kaleido
!pip install -U plotly

グラフを保存する

import plotly.express as px

SAVE_PATH = "./"

data = pd.DataFrame(
    {
        "x": [1, 2, 3],
        "y": [1, 3, 5],
    }
)

fig = px.line(
    data_frame=data,
    x="x",
    y="y",
)

fig.write_image(
    SAVE_PATH + "graph.png",
    width=1600,
    height=800,
    zoom=10
)

x軸, y軸, Legend のフォントサイズを変更する

import plotly.express as px
import pandas as pd

AXIS_TITLE_SIZE = 15
TICKS_SIZE = 10
LEGEND_SIZE = 15

data = pd.DataFrame(
    {
        "x": [1, 2, 3],
        "y": [1, 3, 5],
    }
)

fig = px.line(
    data_frame=data,
    x="x",
    y="y",
)

fig.update_layout(
    xaxis=dict(titlefont=dict(size=AXIS_TITLE_SIZE), tickfont=dict(size=TICKS_SIZE)),
    yaxis=dict(titlefont=dict(size=AXIS_TITLE_SIZE), tickfont=dict(size=TICKS_SIZE)),
    legend = dict(font = dict(size=LEGEND_SIZE))
)