基于 Python SNS Barplot 中分类变量的颜色

Question

我有一个如下的数据框（经过大量预处理后获得）

请找代码

{'token': {0: '180816_031', 1: '180816_031', 2: '180816_031', 3: '180816_031', 4: '180816_031', 5: '180816_031', 6: '180816_031', 7: '180816_031', 8: '180816_031', 9: '180816_031'}, 'variable': {0: 'Unnamed: 0', 1: 'adj_active_polymerase', 2: 'adj_functional_sequencing_pores', 3: 'adj_high_quality_reads', 4: 'adj_single_pores', 5: 'cell_mask_bilayers_sum', 6: 'num_align_high_quality_reads', 7: 'num_total_cells', 8: 'potential_pore', 9: 'short_pass'}, 'value': {0: 21.0, 1: 615850.51515151514, 2: 615850.51515151514, 3: 486008.39393939392, 4: 803784.06060606055, 5: 1665347.5757575757, 6: 468638.03030303027, 7: 2097152.0, 8: 1158527.0, 9: 2067189.2424242424}}

我正在使用下面的代码来创建我的 SNS 条形图，但它的抛出错误，在图表之后我想显示标准偏差

df1 = df1.groupby(['token','variable']).agg({'value': 'mean'})
df1.reset_index(inplace=True)
g=sns.barplot(x='token',y='value',data=df1, color='variable')
plt.show()

我想要的输出如下

数据框

Dataframe Expected Output

但是，我收到了一个错误代码

ValueError: Invalid RGBA argument: 'variable'

Answer 1

首先错误在于color 参数。 hue 参数可以满足您的需求。检查下面的代码：

#For sorting the values in descending order
df.sort_values('value',inplace=True,ascending=False)

fig,ax = plt.subplots()
fig.set_size_inches(16,8)

#to get different colors for each of the variable assign the variable to hue
g=sns.barplot(x='token',y='value',data=df, hue='variable',ax=ax)

#Code for to put legend outside the plot
box = ax.get_position()
ax.set_position([box.x0, box.y0, box.width * 0.8, box.height])
# Put a legend to the right of the current axis
ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))

# Adding respective values to the top of each bar
for p in ax.patches: 
    ax.annotate("%d" % p.get_height(), (p.get_x() + p.get_width() / 2, p.get_height()),
                ha='center', va='center', fontsize=11, color='black', xytext=(0, 10), 
                textcoords='offset points',fontweight='bold')

#To save the plot as 'SO.png'    
plt.savefig('SO.png',dpi=100,bbox_inches='tight')
plt.show()

图例代码来自link。

剧情如下：