在绘图中移动图形位置(matplotlib)

2024-05-28 23:26:49 发布

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我正试图用matplotlib中的表创建一个水平条形图。我就快到了,但没能把桌子和图表对齐。到目前为止我得到的:

import matplotlib
matplotlib.use('Agg')
import numpy as np
import matplotlib.pyplot as plt


# Example data
appsol = ['llolLl', 'nnM', 'lllld bbbblnl', 'x2x', 'foobar', 'EXZ', 'Flups', 'Flaps', 'Foobar Barfooment', 'ABC', 'FABAS', 'common', 'AQT', 'Faberjak', 'simsalsa', 'LESS', 'Wermut']
y_pos = np.arange(len(appsol)) - .3
y_pos_2 = np.arange(len(appsol)) - .1
y_pos_3 = np.arange(len(appsol)) + .1
y_pos_4 = np.arange(len(appsol)) + .3
num_tickets = [4, 4,3,2,6,7,8,1,4,4,3,2,6,7,8,1,9]
num_tickets_2 = [7,6,5,4,3,4,2,1,2,4,1,0,3,0,2,1,0]
num_tickets_3 = [1,2,1,1,1,2,2,3,1,1,2,1,3,1,1,2,3]
num_tickets_4 = [8,7,6,2,13,6,8,9,7,6,5,4,3,6,8,9,12]

bar_width = .2

fig = plt.figure(figsize=(20,20))
ax = fig.add_subplot(111)

# correct yticks
plt.yticks(y_pos_2, appsol)

plt.barh(y_pos, num_tickets, bar_width,  align='center', alpha=0.4, color='r')
plt.barh(y_pos_2, num_tickets_2, bar_width,  align='center', alpha=0.4, color='b')
plt.barh(y_pos_3, num_tickets_3, bar_width,  align='center', alpha=0.4, color='y')
plt.barh(y_pos_4, num_tickets_4, bar_width,  align='center', alpha=0.4, color='g')
plt.yticks(y_pos, appsol)
plt.xlabel('Numbers')
plt.title('Horizontal Bar Chart with table')

# Table

empty_labels = ['' for a in appsol ]
plt.yticks(y_pos_2, empty_labels)
plt.tick_params(\
    axis='y',          # changes apply to the x-axis
    which='both',      # both major and minor ticks are affected
    left='off',      # ticks along the bottom edge are off
    right='off',         # ticks along the top edge are off
    labelbottom='off')

# Adjust layout to make room for the table:
plt.subplots_adjust(left=0.4, bottom=0.2)

cell_text = []
i = len(num_tickets) - 1
for j in num_tickets:
    cell_text.append([num_tickets[i], num_tickets_2[i], num_tickets_3[i], num_tickets_4[i]])
    i -= 1

row_lables = appsol
column_labels = ['So Huge\nMice', 'Elephants', 'Reptiles', 'Germs']

the_table = ax.table(cellText=cell_text,
        rowLabels=row_lables,
        colLabels=column_labels,
        loc='left')
the_table.set_fontsize(15)
the_table.scale(.5,5.0)
plt.savefig('barh_graph.png')
plt.close('all')

这几乎产生了我想要的enter image description here,只是表行没有与图形的条对齐。所以我需要一种方法,要么将图表向下移动半个表行,要么将表向上移动半个表行。我该怎么做?


Tags: theposlenmatplotlibnptablebarplt
2条回答

我找到了一个解决方法:调整图形的y边界:

ax.set_ylim([-.5,17.5])

当然,这些数字只适用于这些数据维度。 所以,如果有人有更好的解决方案,我想看看。 为了完整起见,下面是增强版(还更改了字体大小并添加了图例):

import matplotlib
matplotlib.use('Agg')
import numpy as np
import matplotlib.pyplot as plt

# set font and size
font = {'family' : 'Bitstream Vera Sans',
        'size'   : 18}
matplotlib.rc('font', **font)

# Example data
appsol = ['llolLl', 'nnM', 'lllld bbbblnl', 'x2x', 'foobar', 'EXZ', 'Flups', 'Flaps', 'Foobar Barfooment', 'ABC', 'FABAS', 'common', 'AQT', 'Faberjak', 'simsalsa', 'LESS', 'Wermut']
y_pos = np.arange(len(appsol)) - .3
y_pos_2 = np.arange(len(appsol)) - .1
y_pos_3 = np.arange(len(appsol)) + .1
y_pos_4 = np.arange(len(appsol)) + .3
num_tickets = [4, 4,3,2,6,7,8,1,4,4,3,2,6,7,8,1,9]
num_tickets_2 = [7,6,5,4,3,4,2,1,2,4,1,0,3,0,2,1,0]
num_tickets_3 = [1,2,1,1,1,2,2,3,1,1,2,1,3,1,1,2,3]
num_tickets_4 = [8,7,6,2,13,6,8,9,7,6,5,4,3,6,8,9,12]

fig = plt.figure(figsize=(20,20))
ax = fig.add_subplot(111)

# correct yticks
plt.yticks(y_pos_2, appsol)
# this aligns table and graph!!!
ax.set_ylim([-.5,17.5])

labels = ['So Huge Mice', 'Elephants', 'Reptiles', 'Germs']
bar_width = .2

plt.barh(y_pos, num_tickets, bar_width,  align='center', alpha=0.4, color='r', label=labels[0])
plt.barh(y_pos_2, num_tickets_2, bar_width,  align='center', alpha=0.4, color='b', label=labels[1])
plt.barh(y_pos_3, num_tickets_3, bar_width,  align='center', alpha=0.4, color='y', label=labels[2])
plt.barh(y_pos_4, num_tickets_4, bar_width,  align='center', alpha=0.4, color='g', label=labels[3])
plt.yticks(y_pos, appsol)
plt.xlabel('Numbers')
plt.title('Horizontal Bar Chart with table')

# Legend
plt.legend(loc='lower center', shadow=True)
num_plots = 4
x_legend = 0.3
y_legend = -0.1
ax.legend(loc='lower center',
    bbox_to_anchor=(x_legend, y_legend),
    ncol=num_plots, # we want the legend on just one line
    shadow=True)
# Table

empty_labels = ['' for a in appsol ]
plt.yticks(y_pos_2, empty_labels)
plt.tick_params(\
    axis='y',          # changes apply to the x-axis
    which='both',      # both major and minor ticks are affected
    left='off',      # ticks along the bottom edge are off
    right='off',         # ticks along the top edge are off
    labelbottom='off')

# Adjust layout to make room for the table:
plt.subplots_adjust(left=0.4, bottom=0.1)

cell_text = []
i = len(num_tickets) - 1
for j in num_tickets:
    cell_text.append([num_tickets[i], num_tickets_2[i], num_tickets_3[i], num_tickets_4[i]])
    i -= 1

row_lables = appsol
column_labels = ['So Huge\nMice', 'Elephants', 'Reptiles', 'Germs']

the_table = ax.table(cellText=cell_text,
        rowLabels=row_lables,
        colLabels=column_labels,
        loc='left')
the_table.set_fontsize(18)
the_table.scale(.5,5.34)

plt.savefig('barh_graph.png')
plt.close('all')

这就是它的样子:enter image description here

我认为,如果创建两个子块并将表添加到左侧子块,而不是从现有的单个子块派生新的子块,则会更容易。如果将表添加到现有子块中,则可以使用bbox沿y方向将其从0拉伸到1(完全拉伸)。由于表格有一个标题,将右绘图的ylim设置为(0,n_项)将使两者正确对齐,并添加一个轻微的偏移量,因为条的偏移量也为0.4(外部条的偏移量+半条宽度)。如果元素的数量发生变化,这将自动工作。

bar_width = .2

fig, axs = plt.subplots(1,2, figsize=(12,6))
fig.subplots_adjust(wspace=0, top=1, right=1, left=0, bottom=0)

axs[1].barh(y_pos[::-1], num_tickets[::-1], bar_width,  align='center', alpha=0.4, color='r')
axs[1].barh(y_pos_2[::-1], num_tickets_2[::-1], bar_width,  align='center', alpha=0.4, color='b')
axs[1].barh(y_pos_3[::-1], num_tickets_3[::-1], bar_width,  align='center', alpha=0.4, color='y')
axs[1].barh(y_pos_4[::-1], num_tickets_4[::-1], bar_width,  align='center', alpha=0.4, color='g')


axs[1].set_yticks([])
axs[1].set_xlabel('Numbers')
axs[1].set_title('Horizontal Bar Chart with table')
axs[1].set_ylim(0 - .4, (len(appsol)) + .4)

cell_text = list(zip(num_tickets, num_tickets_2, num_tickets_3, num_tickets_4))

row_lables = appsol
column_labels = ['So Huge\nMice', 'Elephants', 'Reptiles', 'Germs']

axs[0].axis('off')

the_table = axs[0].table(cellText=cell_text,
                     rowLabels=row_lables,
                     colLabels=column_labels,
                     bbox=[0.4, 0.0, 0.6, 1.0])

the_table.set_fontsize(15)

plt.savefig('barh_graph.png')
plt.close('all')

enter image description here

如果仔细观察,您可能会注意到这些条从表的顶部到底部,您可以对它们进行一些调整,使它们从表的上下单元格的中心开始。

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