1.Sublime的使用
中文版的配置
https://jingyan.baidu.com/article/ca2d939d1e83feeb6c31cefc.html （百度经验）
sublime里边运行python文件：
1.点击菜单栏中的Tools —> Build System —> New Build System
2.将如下内容复制到 sublime_build中，替换原有的
{ "env": { "PATH":"C:\Users\Administrator\AppData\Local\Programs\Python\Python36\python36.zip;%PATH%" }, "shell_cmd": "python3 -u "$file"", "file_regex": "^[ ]*File "(...*?)", line ([0-9]*)", "selector": "source.python", //"encoding": "cp936" "encoding": "utf-8" }
3.将标记内容更改为自己的Python路径（import sys print( sys.path )）
注意：如果python.exe名称自己有修改，则改为自己修改的名称，比如我的是Python3.exe，以及shell_cmd里面一起修改
4.另存为Python3
5.再次点击菜单栏中的Tools —> Build System，勾选Python3即可
6.在自己要运行的界面里，点击Tools —> Build后者Ctrl+B运行
2.立体动态图 3D图表
有点像用seaborn做热图时
X Y定位空间位置，Z轴是才是它实际的value值。 可以交互的动态的图，通过颜色和大小做值的渐变
Excell数据（这种格式，X坐标、y坐标，value值，按照这种格式写好就可以了）
data.js
var data = [[0,0,5],[0,1,1],[0,2,0],[0,3,0],[0,4,0],[0,5,0],[0,6,0],[0,7,0],[0,8,0],[0,9,0],[0,10,0],[0,11,2],[0,12,4],[0,13,1],[0,14,1],[0,15,3],[0,16,4],[0,17,6],[0,18,4],[0,19,4],[0,20,3],[0,21,3],[0,22,2],[0,23,5],[1,0,7],[1,1,0],[1,2,0],[1,3,0],[1,4,0],[1,5,0],[1,6,0],[1,7,0],[1,8,0],[1,9,0],[1,10,5],[1,11,2],[1,12,2],[1,13,6],[1,14,9],[1,15,11],[1,16,6],[1,17,7],[1,18,8],[1,19,12],[1,20,5],[1,21,5],[1,22,7],[1,23,2],[2,0,1],[2,1,1],[2,2,0],[2,3,0],[2,4,0],[2,5,0],[2,6,0],[2,7,0],[2,8,0],[2,9,0],[2,10,3],[2,11,2],[2,12,1],[2,13,9],[2,14,8],[2,15,10],[2,16,6],[2,17,5],[2,18,5],[2,19,5],[2,20,7],[2,21,4],[2,22,2],[2,23,4],[3,0,7],[3,1,3],[3,2,0],[3,3,0],[3,4,0],[3,5,0],[3,6,0],[3,7,0],[3,8,1],[3,9,0],[3,10,5],[3,11,4],[3,12,7],[3,13,14],[3,14,13],[3,15,12],[3,16,9],[3,17,5],[3,18,5],[3,19,10],[3,20,6],[3,21,4],[3,22,4],[3,23,1],[4,0,1],[4,1,3],[4,2,0],[4,3,0],[4,4,0],[4,5,1],[4,6,0],[4,7,0],[4,8,0],[4,9,2],[4,10,4],[4,11,4],[4,12,2],[4,13,4],[4,14,4],[4,15,14],[4,16,12],[4,17,1],[4,18,8],[4,19,5],[4,20,3],[4,21,7],[4,22,3],[4,23,0],[5,0,2],[5,1,1],[5,2,0],[5,3,3],[5,4,0],[5,5,0],[5,6,0],[5,7,0],[5,8,2],[5,9,0],[5,10,4],[5,11,1],[5,12,5],[5,13,10],[5,14,5],[5,15,7],[5,16,11],[5,17,6],[5,18,0],[5,19,5],[5,20,3],[5,21,4],[5,22,2],[5,23,0],[6,0,1],[6,1,0],[6,2,0],[6,3,0],[6,4,0],[6,5,0],[6,6,0],[6,7,0],[6,8,0],[6,9,0],[6,10,1],[6,11,0],[6,12,2],[6,13,1],[6,14,3],[6,15,4],[6,16,0],[6,17,0],[6,18,0],[6,19,0],[6,20,1],[6,21,2],[6,22,2],[6,23,6]];
x轴和y轴 一直到（0,23）0-6对应的是星期一到星期天； 第二个值0-23是对应每天的每个小时；最后一个值就是它的value值了
安装
pip install xlrd
3D_bar_dataread.py
import pandas as pd import os os.chdir(r'C:UsersAdministratorDesktoppython数据分析ch0402_3D_Bar') # 输入文件所在路径，例如：'C:/Users/Desktop/' data = pd.read_excel('data.xlsx', # 输入文件名字 sheetname=0, header=0) xAxis = list(data.index) yAxis = list(data.columns) datalst = [] xlen = len(data.index) ylen = len(data.columns) for x in range(xlen): for y in range(ylen): lst = [y,x,data.ix[x,y]] datalst.append(lst) print('转换后数据为： ',datalst) print('xAxis值为： ',xAxis) print('yAxis值为： ',yAxis) print('xlen参考值为： ',xlen*10) # 乘10是指柱状图的格子大小为10 print('ylen参考值为： ',ylen*10)
Ctrl+B运行
The `sheetname` keyword is deprecated, use `sheet_name` instead **kwds) 转换后数据为： [[0, 0, 4.9156477861188534], [1, 0, 8.53013104457199], [2, 0, 2.3966746374081085], [3, 0, 8.96614811567404], [4, 0, 0.49212700528369013], [0, 1, 0.8430924053257005], [1, 1, 1.8970204017154813], [2, 1, 1.4402684472667127], [3, 1, 5.1937950372578765], [4, 1, 5.591693145746271], [0, 2, 5.756424505906056], [1, 2, 2.4916215650308002], [2, 2, 7.642999976437576], [3, 2, 7.7395775600897885], [4, 2, 8.934439468088645], [0, 3, 3.3601214732150075], [1, 3, 3.1579973366364387], [2, 3, 1.1924217019101435], [3, 3, 8.75709690351033], [4, 3, 3.634423643854209], [0, 4, 5.596185995369281], [1, 4, 1.7926569711248308], [2, 4, 9.70198416836584], [3, 4, 4.428563919985305], [4, 4, 9.427864291924186], [0, 5, 0.5787375181133048], [1, 5, 5.436760487016501], [2, 5, 9.07811022950425], [3, 5, 1.998463738942594], [4, 5, 2.1853985629578467], [0, 6, 5.958581605440752], [1, 6, 2.33402023401755], [2, 6, 6.549038412655259], [3, 6, 9.086126753080386], [4, 6, 2.500673385193041], [0, 7, 7.5893602621369505], [1, 7, 7.137293393947046], [2, 7, 7.624664854569665], [3, 7, 7.690346741760077], [4, 7, 7.991083633564251], [0, 8, 7.933883830813127], [1, 8, 7.679037450015423], [2, 8, 5.692742852046647], [3, 8, 7.690526845772716], [4, 8, 3.982773710963037], [0, 9, 5.212425050002855], [1, 9, 2.1403587812338323], [2, 9, 5.048005374139314], [3, 9, 3.227799454551131], [4, 9, 1.4534352371321546]] xAxis值为： ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j'] yAxis值为： ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday'] xlen参考值为： 100 ylen参考值为： 50 [Finished in 14.5s]
把data.js数据替换下
var data = [[0, 0, 4.9156477861188534], [1, 0, 8.53013104457199], [2, 0, 2.3966746374081085], [3, 0, 8.96614811567404], [4, 0, 0.49212700528369013], [0, 1, 0.8430924053257005], [1, 1, 1.8970204017154813], [2, 1, 1.4402684472667127], [3, 1, 5.1937950372578765], [4, 1, 5.591693145746271], [0, 2, 5.756424505906056], [1, 2, 2.4916215650308002], [2, 2, 7.642999976437576], [3, 2, 7.7395775600897885], [4, 2, 8.934439468088645], [0, 3, 3.3601214732150075], [1, 3, 3.1579973366364387], [2, 3, 1.1924217019101435], [3, 3, 8.75709690351033], [4, 3, 3.634423643854209], [0, 4, 5.596185995369281], [1, 4, 1.7926569711248308], [2, 4, 9.70198416836584], [3, 4, 4.428563919985305], [4, 4, 9.427864291924186], [0, 5, 0.5787375181133048], [1, 5, 5.436760487016501], [2, 5, 9.07811022950425], [3, 5, 1.998463738942594], [4, 5, 2.1853985629578467], [0, 6, 5.958581605440752], [1, 6, 2.33402023401755], [2, 6, 6.549038412655259], [3, 6, 9.086126753080386], [4, 6, 2.500673385193041], [0, 7, 7.5893602621369505], [1, 7, 7.137293393947046], [2, 7, 7.624664854569665], [3, 7, 7.690346741760077], [4, 7, 7.991083633564251], [0, 8, 7.933883830813127], [1, 8, 7.679037450015423], [2, 8, 5.692742852046647], [3, 8, 7.690526845772716], [4, 8, 3.982773710963037], [0, 9, 5.212425050002855], [1, 9, 2.1403587812338323], [2, 9, 5.048005374139314], [3, 9, 3.227799454551131], [4, 9, 1.4534352371321546]];
settings.js
// 此脚本用于修改图表的参数 // 颜色分配和透明度, 及数据的大小值 var colorRamp = ['#313695', '#4575b4', '#74add1', '#abd9e9', '#e0f3f8', '#ffffbf', '#fee090', '#fdae61', '#f46d43', '#d73027', '#a50026']; var theOpac = 0.8; // 0-1之间有效,透明度 var theMin = 0 ; var theMax = 8 ; //value值里边的数字变化，设置8了，它们的颜色变化就会很明显了； // x轴 y轴 z轴是以数字还是文字作为坐标 var xType = 'category'; // 文字坐标 var yType = 'category'; // 文字坐标，文字显示就会显示下面标红的坐标；var yType = 'value'; //数字坐标，这样子它的y轴就不会显示Monday、Tuesday...，只显示1、2.. var zType = 'value'; // 数字坐标 // xyz轴名称 var xAxisName = 'ok'; var yAxisName = 'y'; var zAxisName = 'z'; // x轴 y轴 z轴坐标 var xAxis = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j']; //x轴坐标标签 var yAxis = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday']; //y轴标签 var zAxis = []; // z轴为数字坐标，故不需定义坐标轴文字 // 各轴长度，它的长度 var xLen = 100; //设置成200，x轴就会拉的很长 var yLen = 50; var zLen = 100; // 是否直接显示高度值, 及字体大小及颜色 var labelShow = false; // or false var labelSize = 10; var labelColor = '#000' // 点亮时是否显示标签，及字体大小 var emphaShow = true; // or false var emphaSize = 10;
Ctrl+s保存
颜色参数
颜色生成在线网址：
https://coolors.co/87f1ff-c0f5fa-bd8b9c-af125a-582b11
HTML页面展示：
3.空间柱状图
空间位置+value
数据结构：
核心参数---->>lng，lat，value（注意坐标系）
数据来源 ：城市数据团申请服务；采集数据，例如metrodata.cn官网
3.1 Powermap空间制图
Office可视化大杀器Power Map -- 安装office2016
设置下
效果展示：
Ctrl+N新建一个excel，在之前的文件基础上加一个time字段：
1 2 3 4 5.......在数字格式---短日期
效果展示：
3.2 Echarts空间制图
data（数据，格式如下；要把它变成空间可视化）
3D_bar_Map_dataread.py
import pandas as pd import os os.chdir(r'C:UsersAdministratorDesktoppython数据分析ch0403_空间柱状图data02_3D_Bar_Map') # 输入文件所在路径，例如：'C:/Users/Desktop/' data = pd.read_excel('data.xlsx', sheetname=0,header=0) datajs = data.to_json(orient='records',force_ascii=False) #pandas里边的to_json，直接给转换成json格式 print('转换后数据为： ',datajs)
Ctrl+B
The `sheetname` keyword is deprecated, use `sheet_name` instead **kwds) 转换后数据为： 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settings.js
// 此脚本用于修改图表的参数 // 颜色分配 var colorRamp = ['#313695', '#4575b4', '#74add1', '#abd9e9', '#e0f3f8', '#ffffbf', '#fee090', '#fdae61', '#f46d43', '#d73027', '#a50026']; var theOpac = 0.5; // 透明度 0-1 // 地图相关 var theCenter = [116.3981339417,39.9023997331];//中心点坐标,注意位置顺序 var theZoom = 9; //视角远近 数字 var theBear = 0; // 地图旋转角度，正北为0，正东为90，正西为270，以此类推 var thePitch = 40; // 地图俯瞰角度，0为顶视图，60以上效果甚微 // mapStyle 与 mapAccessToken 另见说明 //var mapStyle = 'mapbox://styles/yipeiz/cjb788d051eue2rp5hhq2jw2h'; var mapStyle = 'mapbox://styles/kris12/cjmmok9gd0vms2rn42wxhb7t9'; var mapAccessToken = 'pk.eyJ1Ijoia3JpczEyIiwiYSI6ImNqbW1vaDQ1cjAyMG4zcHFvbnM4azZ2dHMifQ.nBz6YgmR7Sfgdo7xLcxPpw'; // 点柱设置 var barSize = 0.2; // 点柱大小 var barCorner = 0.5; // 点柱倒角，取值范围 0-1 // 光源设置 var theShadow = true; // 是否设置光源阴影 var theAlpha = -40; // 光源高度 var theBeta = 20; // 光源方向
坐标拾取系统：
http://www.gpsspg.com/maps.htm
mapStyle 与 mapAccessToken的设置
mapbox
https://www.mapbox.com/
mapbok底图获取方法：
1.注册登录 ； 2.创建底图：点击左边栏Styles -- 页面上的New style --选择 -- 一个底图并点击create
HTML页面展示：
