前往小程序,Get更优阅读体验!
立即前往
首页
学习
活动
专区
工具
TVP
发布
社区首页 >专栏 >python 热力图heatmap

python 热力图heatmap

作者头像
py3study
发布2020-01-03 16:50:34
1.2K0
发布2020-01-03 16:50:34
举报
文章被收录于专栏:python3python3

python的热力图是用皮尔逊相关系数来查看两者之间的关联性

代码语言:javascript
复制
#encoding:utf-8
import numpy as np
import pandas as pd
from matplotlib import pyplot as plt
from matplotlib import cm
from matplotlib import axes
import pylab
pylab.mpl.rcParams['font.sans-serif'] = ['SimHei']#防止中文乱码
pylab.mpl.rcParams['axes.unicode_minus'] = False#防止中文乱码
def draw_heatmap(data,xlabels,ylabels):
    cmap = cm.Blues
    figure=plt.figure(facecolor='w')
    ax=figure.add_subplot(2,1,1,position=[0.1,0.15,0.8,0.8])
    ax.set_yticks(range(len(ylabels)))
    ax.set_yticklabels(ylabels)
    ax.set_xticks(range(len(xlabels)))
    ax.set_xticklabels(xlabels)
    vmax=data[0][0]
    vmin=data[0][0]
    for i in data:
        for j in i:
            if j>vmax:
                vmax=j
            if j<vmin:
                vmin=j
    map=ax.imshow(data,interpolation='nearest',cmap=cmap,aspect='auto',vmin=vmin,vmax=vmax)
    cb = plt.colorbar(mappable=map,cax=None,ax=None,shrink=0.5)
    plt.xticks(rotation=90)  # 将字体进行旋转
    plt.yticks(rotation=360)
    plt.show()
data = pd.read_csv('test.csv',encoding='gbk')
a = [[1063620,291288,213322,120233,972752,1896180,483012,1609664,413538,778350,420643,212472,2599510,1574470,254141],[258914,48064,31948,19534,142792,295841,69143,291524,78926,90238,79336,47938,454656,271486,35304],[517687,135483,68418,66670,301544,777798,307562,810314,234086,238859,145959,125258,1480672,764612,153237],[277377,38581,31145,17612,121162,254534,60746,253148,62054,93499,63346,36422,356036,212109,27758],[19030,2835,2174,1575,7325,18258,6837,23457,5340,5277,5120,4017,34122,21314,2961],[351720,107299,57186,55485,337368,563436,188368,563515,128047,178664,117886,72451,798121,444825,65599]]


xlabels= [u'3C电子',u'房产家居',u'服饰',u'健康保健',u'金融财经',u'旅游',u'美容美体',u'汽车',u'求职&教育',u'奢侈品',u'体育健身',u'网游',u'休闲&爱好',u'影视娱乐',u'孕婴育儿']
ylabels= ['iphoneX','mix2','oppor11','samsang','vivo','mate10']
draw_heatmap(a,xlabels,ylabels)

结果:

本文参与 腾讯云自媒体分享计划,分享自作者个人站点/博客。
原始发表:2019-09-24 ,如有侵权请联系 cloudcommunity@tencent.com 删除

本文分享自 作者个人站点/博客 前往查看

如有侵权,请联系 cloudcommunity@tencent.com 删除。

本文参与 腾讯云自媒体分享计划  ,欢迎热爱写作的你一起参与!

评论
登录后参与评论
0 条评论
热度
最新
推荐阅读
领券
问题归档专栏文章快讯文章归档关键词归档开发者手册归档开发者手册 Section 归档