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? ??? ?? ??? ???? ??? Seaborn ?? ??: ???? ????? ????? ??

??? Seaborn ?? ??: ???? ????? ????? ??

Nov 30, 2024 pm 01:40 PM

??? ???? ???? ???? ???? ?? ??? ?? ? ?????. Matplotlib? ???? ??? Python ?????? Seaborn? ???? ??? ???? ???? ?? ?? ??? ?????? ?????. ? ??? ??? Seaborn ??? ???? ???? ?? ??? ???? ???? ??? ??? ??? ?????.

??? ?? ??? ???? ?? ? ??????

???? ?? ??? ???? ???? ??? ??? ????? ?????? ???? ??? ????.

  • ???? ?? ?? ????? ?????.

  • ???? ??? ??? ??????.

??? ?? ??? ???? ??? ??? ??? ? ??? ??? ??? ???? ???? ??? ????? ?? ???? ??? ?? ???? ?? ??? ????.

Seaborn ?? ?? ??

Seaborn ??? ???, ??, ???? ? ?? ?? ??? ????. ?? ???? ???? ??? ??? ????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively
??:https://seaborn.pydata.org/_images/function_overview_8_0.png

1. ??? ??

??? ??? ????? ??? ???? ? ?? ?? ??? ??????. Seaborn? ???? ? ???? ? ?? ?? ??? ??? ?????. Therelplot() ??? ???? ??? ??? ?? ? ????.

sns.relplot(
    data=tips,
    x="total_bill", y="tip", hue="smoker",>



<p><img src="/static/imghw/default1.png" data-src="https://img.php.cn/upload/article/000/000/000/173294521670198.jpg" class="lazy" alt="Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively"><br>
source: seaborn documentation</p>

<p>Alternatively, you can use the scatterplot() function directly for scatter plots, which produce the same result. For line plots, you can either use relplot() with kind="line" or the more direct lineplot() function.<br>
</p>

<pre class="brush:php;toolbar:false">fmri = sns.load_dataset("fmri")
sns.relplot(data=fmri, x="timepoint", y="signal", kind="line")

?? ??? ?? ??? ?? ????.

fmri = sns.load_dataset("fmri")
sns.lineplot(data=fmri, x="timepoint", y="signal")

??? ??? ????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively
??: seaborn ??

??? ??? ?? ??? ???? ????? ???? ?? ??? ?? ??? ? ????. ??, ? ??? ?? ??? ?? ?? ?? ???? ??? ?? ??? ???? ? ??????.

2. ???

?? ??? ???? ?? ???? ????? ????? ? ?? ??? ? ?? ?????. ???? ?? ??? ?? ?? ??? ????? ???????. ??? ???? ??? ?? ?? ??? ???? ??? ? ????. ???? ?? ??? ?????? ? ?? ??? ????? ???? ?? ???? ??? ????

??? ??? ????? ???? displot() ??? ???? ??? ?? ??? ???? ?? ????? ???? ??? ? ????. ?? ?? ?? ???? ?? histplot(), kdeplot(), ecdfplot() ?? Rugplot()? ?? ??? ?? ??? ? ????.

histplot() ??? ?? ??? ????? ? ?????.

sns.relplot(
    data=tips,
    x="total_bill", y="tip", hue="smoker",>



<p><img src="/static/imghw/default1.png" data-src="https://img.php.cn/upload/article/000/000/000/173294521670198.jpg" class="lazy" alt="Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively"><br>
source: seaborn documentation</p>

<p>Alternatively, you can use the scatterplot() function directly for scatter plots, which produce the same result. For line plots, you can either use relplot() with kind="line" or the more direct lineplot() function.<br>
</p>

<pre class="brush:php;toolbar:false">fmri = sns.load_dataset("fmri")
sns.relplot(data=fmri, x="timepoint", y="signal", kind="line")

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively
??:seaborn ??

kdeplot()? ???? ?? ??? ???? ? ? ??? ??, ecdfplot()? ?? ??? ?????. Rugplot()? ?? ??? ???? ?? ??? ??? ???? ? ??? ?????? ?? ???? ??????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

Seaborn? ?? ???()? ?? ??? ???? ??? ?? ???? ?????. ???? ?? ??? ????? ???? ? ?? ??????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

3. ??? ??

??? ??? ??? ??? ???? ?????? ???????. ??? ??? ???? ???? ?? ??? ??? ?? ??? ???? ?? ?? ????? ???? catplot() ??? ???? ????. ? ??? ? ?? ?? ????? ?????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively
??? ??? ??? ??? ???? ?? ????? ?? ??? ?? ????. ??? ??? ??? ??? ??? ?? ??? ??? ?????.

- ??? ???
??? ??? ?? ?? ?? ??? ???? ???? ???? ??? ???? ? ??? ???. ??? Stripplot() ? swarmplot()? ????.

fmri = sns.load_dataset("fmri")
sns.lineplot(data=fmri, x="timepoint", y="signal")

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively
??: seaborn ??

- ??? ???

? ??? ?? ?? ??? ??? ???? ???, ?? ? ?? ??? ?? ???? ?????. ??? boxplot(), Violinplot() ? boxenplot()? ????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

- ??? ?? ??

??? ??? ??? ???(?: ??)? ???? ??? ?? ?? ??? ???? ?? ??? ?????. ??? barplot(), pointplot() ? countplot()? ????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

??? Seaborn ??? ???? ??

??? ??? ?? ?? ??? ????? ?????.

???? ??????, ??????, ??? ? ?????

??, ?? ?? ??? ?? ??????

?????? ??? ??? ??? ????

???? ?? ?? ??? ??? ??? ?? ? ????. ?? ???? Kaggle?? ??? ??? ??? ??? ??? ?? ???? ???? ??? ?????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively
?? : ??

?? ???? ???? ?? ????? ??? ?????. ??? ??, ??, ??? ??, ??? ???, ?? ??, ?? ??, ?? ??, ?? ?? ??, ??? ???, ?? ?? ??, ?? ??, ?? ??, ??? ?? ??? ???? 20?? ?? ??? Kaggle? ??? ??? ??? ???. ??, ?? ??, ?? ??, ?? ??, ?? ?? ??, ??? ??, ?? ? ?? ??.

  1. ??? ?? ???? ???? ?? ??? ??? ?? ??? ???? ??? ?????. ?? ??? ??? ?? ???? ?? ??? ??, ??? ??? ??? ?? ??? ?????. ?? ??, ? ??? ???? ??? ?? ?? ?? ??? ??? ? ????. ?????, ?????? ???? ?? ?? ??? ???? ???? ???? ??? ??? ??? ??? ???? ? ??? ???.
sns.relplot(
    data=tips,
    x="total_bill", y="tip", hue="smoker",>



<p><img src="/static/imghw/default1.png" data-src="https://img.php.cn/upload/article/000/000/000/173294521670198.jpg" class="lazy" alt="Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively"><br>
source: seaborn documentation</p>

<p>Alternatively, you can use the scatterplot() function directly for scatter plots, which produce the same result. For line plots, you can either use relplot() with kind="line" or the more direct lineplot() function.<br>
</p>

<pre class="brush:php;toolbar:false">fmri = sns.load_dataset("fmri")
sns.relplot(data=fmri, x="timepoint", y="signal", kind="line")

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

fmri = sns.load_dataset("fmri")
sns.lineplot(data=fmri, x="timepoint", y="signal")

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

  1. ?? ?? ????? ???? ???? ???? ??? ??????. ??? ???? ?????? ?? ???? ?? ??? ?? ??? ??? ?????. ?? ??? ??? ?????? ???? ?? ??? ??? ??? ?????. ???? ???? ?????? histplot? ?? ???? ??????. ?? ??, ???? ? ?? ?? ??? ??? ????? ????, ? ?? ???? ?????. ?? ?? ?? ??, ???? ?? ???? ?? ?? ? ????. ??? ??? ?? ??? ??? ??? ???? ????? ? ?? ?? ??? ? ?? ??? ????? ??? ??? ? ? ????.
sns.displot(penguins, x="flipper_length_mm", hue="sex", multiple="dodge")

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

  1. ??? ? ??? ?? ?? ?? ??? ? ?? ??? ??? ??? ???? ?? ?????. ??? ???? ?? ?? ?? ???? ????? ??? ? ????. ?? ??, ? ???? ?????? ?? ??? ?? ??? ???? ? ? ?????. ??? ??? ???? ??? ???? ??? ????? ??? ??? ???? ? ???? ? ? ????. ?? ??, ?? ???? ??? ?? ?? ??? ?? ?? ?? ??? ???? ? ??????. ? ??? ?? ??? ?? ?? ??? ??(?? ?? ?? ??)? ?? ????? ?? ??? ??? ?????.
sns.relplot(
    data=tips,
    x="total_bill", y="tip", hue="smoker",>



<p><img src="/static/imghw/default1.png" data-src="https://img.php.cn/upload/article/000/000/000/173294521670198.jpg" class="lazy" alt="Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively"><br>
source: seaborn documentation</p>

<p>Alternatively, you can use the scatterplot() function directly for scatter plots, which produce the same result. For line plots, you can either use relplot() with kind="line" or the more direct lineplot() function.<br>
</p>

<pre class="brush:php;toolbar:false">fmri = sns.load_dataset("fmri")
sns.relplot(data=fmri, x="timepoint", y="signal", kind="line")

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

Seaborn ?? ??? ??? ?? ?

plt.title(), plt.xlabel() ? plt.ylabel()? ?? ??? ???? ??? ???? ???? ???? ???? ????. ??? ??? ????? Seaborn? ?? ??? ?????. ?? ?? ??? ??? ?? ?? ???? ??? ???? ??? ? ????. set_palette() ??? ???? coolwarm, husl ?? Set2? ?? ???? ? ???? ??? ??????. ?? sns.set_theme()? ???? ????? ??? ???? plt.Figure(figsize=(width, height))? ???? ?? ??? ???? ??? ???? ??????.

??? ? ???? ??

??? ???? ?? ???? ????? ????? ??? ?? ??? ??? ??? ?? ??? ??? ???? ?? ?????. ??? ??? ???? ???? ?????? ?? ???? ??? ? ? ???, ?? ??? ???? ??? ??? ??? ? ????. ?? ??? ? ???? ??? ???? ???? ?? ????? ?? ???? ????? ???.

? ?? ???? ??? ??? ??? ?? ???? ??? ????. ?? ????? ???? ???? ?? ?? ??? ???? ???? ?????? ?????.

Seaborn Plot Selection Made Easy: How to Visualize Your Data Effectively

??

??? Seaborn ??? ???? ?? ??? ???? ??? ???? ????? ???? ? ??? ?????. ??? ???? ?? ??? ?? ? ?? ??, ?? ? ??? ??? ? ????. ??, ??, ?? ?? ? ??? ?? ? ?? ??? ?? ?? ??? ???? ?????? ???? ???? ?????.

??? ???? ???? ?????. ??? ??? ????? ???? ???? ?? ???? ?? ??? Seaborn ??? ??? ???. ??? ???? ?? Seaborn? ???? ??? ???? ?? ???? ???? ??? ????? ??? ? ????.

? ??? ??? Seaborn ?? ??: ???? ????? ????? ??? ?? ?????. ??? ??? PHP ??? ????? ?? ?? ??? ?????!

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