python可视化图表:pyecharts
一、背景
为了直观呈现数据,我们会将数据以图标形式呈现。matplotlib已经不能满足我们对图标的需求了,此时pyecharts出现了。
pyecharts具有人机动态交互的效果,图表颜色怡人,图表样式多样化,自动动态展示数据等特点。这是国人开发的,很好用,也是值得骄傲的。
二、使用方法
1、安装python3环境
2、安装pyecharts
pip install -i https://pypi.tuna.tsinghua.edu.cn/simple pyecharts
3、选择需要的图表模板,复用其模板源码,并进行修改。
pyecharts模板源码官网:http://gallery.pyecharts.org/#/Bar3D/bar3d_base
pyecharts语法参数学习:https://pyecharts.org/#/zh-cn/intro
提示:请尽早对自己感兴趣的源码进行备份,如果官网开始收费,这个源码你就再也获取不到了。
三、源码举例和效果截图
python运行源码后,会在同目录下生成一个html的静态文件,这个静态文件可以置入你的网站系统。
1、条形图-模板
from pyecharts.charts import Bar from pyecharts import options as opts # V1 版本开始支持链式调用 bar = ( Bar() .add_xaxis(["衬衫", "毛衣", "领带", "裤子", "风衣", "高跟鞋", "袜子"]) .add_yaxis("商家A", [114, 55, 27, 101, 125, 27, 105]) .add_yaxis("商家B", [57, 134, 137, 129, 145, 60, 49]) .set_global_opts(title_opts=opts.TitleOpts(title="某商场销售情况")) ) bar.render() # 不习惯链式调用的开发者依旧可以单独调用方法 bar = Bar() bar.add_xaxis(["衬衫", "毛衣", "领带", "裤子", "风衣", "高跟鞋", "袜子"]) bar.add_yaxis("商家A", [114, 55, 27, 101, 125, 27, 105]) bar.add_yaxis("商家B", [57, 134, 137, 129, 145, 60, 49]) bar.set_global_opts(title_opts=opts.TitleOpts(title="某商场销售情况")) bar.render()
输出:render.html,浏览器运行render.html
2、折线图
import pyecharts.options as opts from pyecharts.charts import Line from pyecharts.commons.utils import JsCode x_data = ["14", "15", "16", "17", "18", "19", "20", "21", "22", "23"] y_data = [393, 438, 485, 631, 689, 824, 987, 1000, 1100, 1200] background_color_js = ( "new echarts.graphic.LinearGradient(0, 0, 0, 1, " "[{offset: 0, color: '#c86589'}, {offset: 1, color: '#06a7ff'}], false)" ) area_color_js = ( "new echarts.graphic.LinearGradient(0, 0, 0, 1, " "[{offset: 0, color: '#eb64fb'}, {offset: 1, color: '#3fbbff0d'}], false)" ) c = ( Line(init_opts=opts.InitOpts(bg_color=JsCode(background_color_js))) .add_xaxis(xaxis_data=x_data) .add_yaxis( series_name="注册总量", y_axis=y_data, is_smooth=True, is_symbol_show=True, symbol="circle", symbol_size=6, linestyle_opts=opts.LineStyleOpts(color="#fff"), label_opts=opts.LabelOpts(is_show=True, position="top", color="white"), itemstyle_opts=opts.ItemStyleOpts( color="red", border_color="#fff", border_width=3 ), tooltip_opts=opts.TooltipOpts(is_show=False), areastyle_opts=opts.AreaStyleOpts(color=JsCode(area_color_js), opacity=1), ) .set_global_opts( title_opts=opts.TitleOpts( title="OCTOBER 2015", pos_bottom="5%", pos_left="center", title_textstyle_opts=opts.TextStyleOpts(color="#fff", font_size=16), ), xaxis_opts=opts.AxisOpts( type_="category", boundary_gap=False, axislabel_opts=opts.LabelOpts(margin=30, color="#ffffff63"), axisline_opts=opts.AxisLineOpts(is_show=False), axistick_opts=opts.AxisTickOpts( is_show=True, length=25, linestyle_opts=opts.LineStyleOpts(color="#ffffff1f"), ), splitline_opts=opts.SplitLineOpts( is_show=True, linestyle_opts=opts.LineStyleOpts(color="#ffffff1f") ), ), yaxis_opts=opts.AxisOpts( type_="value", position="right", axislabel_opts=opts.LabelOpts(margin=20, color="#ffffff63"), axisline_opts=opts.AxisLineOpts( linestyle_opts=opts.LineStyleOpts(width=2, color="#fff") ), axistick_opts=opts.AxisTickOpts( is_show=True, length=15, linestyle_opts=opts.LineStyleOpts(color="#ffffff1f"), ), splitline_opts=opts.SplitLineOpts( is_show=True, linestyle_opts=opts.LineStyleOpts(color="#ffffff1f") ), ), legend_opts=opts.LegendOpts(is_show=False), ) .render("line_color_with_js_func.html") )
输出:line_color_with_js_func.html,浏览器中运行line_color_with_js_func.html
3、多个圆形油表-模板
from pyecharts import options as opts from pyecharts.charts import Grid, Liquid from pyecharts.commons.utils import JsCode l1 = ( Liquid() .add("lq", [0.6, 0.7], center=["60%", "50%"]) .set_global_opts(title_opts=opts.TitleOpts(title="多个 Liquid 显示")) ) l2 = Liquid().add( "lq", [0.3254], center=["25%", "50%"], label_opts=opts.LabelOpts( font_size=50, formatter=JsCode( """function (param) { return (Math.floor(param.value * 10000) / 100) + '%'; }""" ), position="inside", ), ) grid = Grid().add(l1, grid_opts=opts.GridOpts()).add(l2, grid_opts=opts.GridOpts()) grid.render("multiple_liquid.html")
输出:multiple_liquid.html
单个圆形油表-模板
from pyecharts import options as opts from pyecharts.charts import Liquid c = ( Liquid() .add("lq", [0.6, 0.7]) .set_global_opts(title_opts=opts.TitleOpts(title="Liquid-基本示例")) .render("liquid_base.html") )
4、中国地图大数据GDP展示-模板
from typing import List import pyecharts.options as opts from pyecharts.globals import ThemeType from pyecharts.commons.utils import JsCode from pyecharts.charts import Timeline, Grid, Bar, Map, Pie, Line """ Gallery 使用 pyecharts 1.3.0 From pyecharts 交流分享群 -- 郭昱 """ data = [ { "time": "1993年", "data": [ {"name": "广东", "value": [3469.0, 10.12, "广东"]}, {"name": "江苏", "value": [2998.0, 8.75, "江苏"]}, {"name": "山东", "value": [2770.0, 8.08, "山东"]}, {"name": "辽宁", "value": [2011.0, 5.87, "辽宁"]}, {"name": "浙江", "value": [1926.0, 5.62, "浙江"]}, {"name": "河北", "value": [1691.0, 4.93, "河北"]}, {"name": "河南", "value": [1660.0, 4.84, "河南"]}, {"name": "上海", "value": [1519.0, 4.43, "上海"]}, {"name": "四川", "value": [1486.0, 4.34, "四川"]}, {"name": "湖北", "value": [1326.0, 3.87, "湖北"]}, {"name": "湖南", "value": [1245.0, 3.63, "湖南"]}, {"name": "黑龙江", "value": [1198.0, 3.5, "黑龙江"]}, {"name": "福建", "value": [1114.0, 3.25, "福建"]}, {"name": "安徽", "value": [1037.0, 3.03, "安徽"]}, {"name": "北京", "value": [886.0, 2.59, "北京"]}, {"name": "广西", "value": [872.0, 2.54, "广西"]}, {"name": "云南", "value": [783.0, 2.28, "云南"]}, {"name": "江西", "value": [723.0, 2.11, "江西"]}, {"name": "吉林", "value": [719.0, 2.1, "吉林"]}, {"name": "山西", "value": [680.0, 1.98, "山西"]}, {"name": "陕西", "value": [678.0, 1.98, "陕西"]}, {"name": "重庆", "value": [609.0, 1.78, "重庆"]}, {"name": "天津", "value": [539.0, 1.57, "天津"]}, {"name": "内蒙古", "value": [538.0, 1.57, "内蒙古"]}, {"name": "新疆", "value": [495.0, 1.44, "新疆"]}, {"name": "贵州", "value": [418.0, 1.22, "贵州"]}, {"name": "甘肃", "value": [372.0, 1.09, "甘肃"]}, {"name": "海南", "value": [260.0, 0.76, "海南"]}, {"name": "青海", "value": [110.0, 0.32, "青海"]}, {"name": "宁夏", "value": [104.0, 0.3, "宁夏"]}, {"name": "西藏", "value": [37.0, 0.11, "西藏"]}, ], }, { "time": "1994年", "data": [ {"name": "广东", "value": [4619.0, 10.17, "广东"]}, {"name": "江苏", "value": [4057.0, 8.93, "江苏"]}, {"name": "山东", "value": [3845.0, 8.47, "山东"]}, {"name": "浙江", "value": [2689.0, 5.92, "浙江"]}, {"name": "辽宁", "value": [2462.0, 5.42, "辽宁"]}, {"name": "河南", "value": [2217.0, 4.88, "河南"]}, {"name": "河北", "value": [2187.0, 4.81, "河北"]}, {"name": "四川", "value": [2001.0, 4.41, "四川"]}, {"name": "上海", "value": [1991.0, 4.38, "上海"]}, {"name": "湖北", "value": [1701.0, 3.74, "湖北"]}, {"name": "湖南", "value": [1650.0, 3.63, "湖南"]}, {"name": "福建", "value": [1644.0, 3.62, "福建"]}, {"name": "黑龙江", "value": [1605.0, 3.53, "黑龙江"]}, {"name": "安徽", "value": [1320.0, 2.91, "安徽"]}, {"name": "广西", "value": [1198.0, 2.64, "广西"]}, {"name": "北京", "value": [1145.0, 2.52, "北京"]}, {"name": "云南", "value": [984.0, 2.17, "云南"]}, {"name": "江西", "value": [948.0, 2.09, "江西"]}, {"name": "吉林", "value": [938.0, 2.07, "吉林"]}, {"name": "陕西", "value": [839.0, 1.85, "陕西"]}, {"name": "重庆", "value": [834.0, 1.84, "重庆"]}, {"name": "山西", "value": [827.0, 1.82, "山西"]}, {"name": "天津", "value": [733.0, 1.61, "天津"]}, {"name": "内蒙古", "value": [695.0, 1.53, "内蒙古"]}, {"name": "新疆", "value": [662.0, 1.46, "新疆"]}, {"name": "贵州", "value": [524.0, 1.15, "贵州"]}, {"name": "甘肃", "value": [454.0, 1.0, "甘肃"]}, {"name": "海南", "value": [332.0, 0.73, "海南"]}, {"name": "青海", "value": [138.0, 0.3, "青海"]}, {"name": "宁夏", "value": [136.0, 0.3, "宁夏"]}, {"name": "西藏", "value": [46.0, 0.1, "西藏"]}, ], }, { "time": "1995年", "data": [ {"name": "广东", "value": [5933.0, 10.29, "广东"]}, {"name": "江苏", "value": [5155.0, 8.94, "江苏"]}, {"name": "山东", "value": [4953.0, 8.59, "山东"]}, {"name": "浙江", "value": [3558.0, 6.17, "浙江"]}, {"name": "河南", "value": [2988.0, 5.18, "河南"]}, {"name": "河北", "value": [2850.0, 4.94, "河北"]}, {"name": "辽宁", "value": [2793.0, 4.85, "辽宁"]}, {"name": "上海", "value": [2499.0, 4.34, "上海"]}, {"name": "四川", "value": [2443.0, 4.24, "四川"]}, {"name": "湖南", "value": [2132.0, 3.7, "湖南"]}, {"name": "湖北", "value": [2109.0, 3.66, "湖北"]}, {"name": "福建", "value": [2095.0, 3.63, "福建"]}, {"name": "黑龙江", "value": [1991.0, 3.45, "黑龙江"]}, {"name": "安徽", "value": [1811.0, 3.14, "安徽"]}, {"name": "北京", "value": [1508.0, 2.62, "北京"]}, {"name": "广西", "value": [1498.0, 2.6, "广西"]}, {"name": "云南", "value": [1222.0, 2.12, "云南"]}, {"name": "江西", "value": [1170.0, 2.03, "江西"]}, {"name": "吉林", "value": [1137.0, 1.97, "吉林"]}, {"name": "重庆", "value": [1123.0, 1.95, "重庆"]}, {"name": "山西", "value": [1076.0, 1.87, "山西"]}, {"name": "陕西", "value": [1037.0, 1.8, "陕西"]}, {"name": "天津", "value": [932.0, 1.62, "天津"]}, {"name": "内蒙古", "value": [857.0, 1.49, "内蒙古"]}, {"name": "新疆", "value": [815.0, 1.41, "新疆"]}, {"name": "贵州", "value": [636.0, 1.1, "贵州"]}, {"name": "甘肃", "value": [558.0, 0.97, "甘肃"]}, {"name": "海南", "value": [363.0, 0.63, "海南"]}, {"name": "宁夏", "value": [175.0, 0.3, "宁夏"]}, {"name": "青海", "value": [168.0, 0.29, "青海"]}, {"name": "西藏", "value": [56.0, 0.1, "西藏"]}, ], }, { "time": "1996年", "data": [ {"name": "广东", "value": [6835.0, 10.07, "广东"]}, {"name": "江苏", "value": [6004.0, 8.84, "江苏"]}, {"name": "山东", "value": [5884.0, 8.67, "山东"]}, {"name": "浙江", "value": [4189.0, 6.17, "浙江"]}, {"name": "河南", "value": [3635.0, 5.35, "河南"]}, {"name": "河北", "value": [3453.0, 5.09, "河北"]}, {"name": "辽宁", "value": [3158.0, 4.65, "辽宁"]}, {"name": "上海", "value": [2958.0, 4.36, "上海"]}, {"name": "四川", "value": [2872.0, 4.23, "四川"]}, {"name": "湖南", "value": [2540.0, 3.74, "湖南"]}, {"name": "湖北", "value": [2500.0, 3.68, "湖北"]}, {"name": "福建", "value": [2484.0, 3.66, "福建"]}, {"name": "黑龙江", "value": [2371.0, 3.49, "黑龙江"]}, {"name": "安徽", "value": [2093.0, 3.08, "安徽"]}, {"name": "北京", "value": [1789.0, 2.63, "北京"]}, {"name": "广西", "value": [1698.0, 2.5, "广西"]}, {"name": "云南", "value": [1518.0, 2.24, "云南"]}, {"name": "江西", "value": [1410.0, 2.08, "江西"]}, {"name": "吉林", "value": [1347.0, 1.98, "吉林"]}, {"name": "重庆", "value": [1315.0, 1.94, "重庆"]}, {"name": "山西", "value": [1292.0, 1.9, "山西"]}, {"name": "陕西", "value": [1216.0, 1.79, "陕西"]}, {"name": "天津", "value": [1122.0, 1.65, "天津"]}, {"name": "内蒙古", "value": [1023.0, 1.51, "内蒙古"]}, {"name": "新疆", "value": [901.0, 1.33, "新疆"]}, {"name": "贵州", "value": [723.0, 1.06, "贵州"]}, {"name": "甘肃", "value": [723.0, 1.06, "甘肃"]}, {"name": "海南", "value": [390.0, 0.57, "海南"]}, {"name": "宁夏", "value": [203.0, 0.3, "宁夏"]}, {"name": "青海", "value": [184.0, 0.27, "青海"]}, {"name": "西藏", "value": [65.0, 0.1, "西藏"]}, ], }, { "time": "1997年", "data": [ {"name": "广东", "value": [7775.0, 10.16, "广东"]}, {"name": "江苏", "value": [6680.0, 8.73, "江苏"]}, {"name": "山东", "value": [6537.0, 8.55, "山东"]}, {"name": "浙江", "value": [4686.0, 6.13, "浙江"]}, {"name": "河南", "value": [4041.0, 5.28, "河南"]}, {"name": "河北", "value": [3954.0, 5.17, "河北"]}, {"name": "辽宁", "value": [3582.0, 4.68, "辽宁"]}, {"name": "上海", "value": [3439.0, 4.5, "上海"]}, {"name": "四川", "value": [3241.0, 4.24, "四川"]}, {"name": "福建", "value": [2871.0, 3.75, "福建"]}, {"name": "湖北", "value": [2856.0, 3.73, "湖北"]}, {"name": "湖南", "value": [2849.0, 3.72, "湖南"]}, {"name": "黑龙江", "value": [2668.0, 3.49, "黑龙江"]}, {"name": "安徽", "value": [2347.0, 3.07, "安徽"]}, {"name": "北京", "value": [2077.0, 2.72, "北京"]}, {"name": "广西", "value": [1817.0, 2.38, "广西"]}, {"name": "云南", "value": [1676.0, 2.19, "云南"]}, {"name": "江西", "value": [1606.0, 2.1, "江西"]}, {"name": "重庆", "value": [1510.0, 1.97, "重庆"]}, {"name": "山西", "value": [1476.0, 1.93, "山西"]}, {"name": "吉林", "value": [1464.0, 1.91, "吉林"]}, {"name": "陕西", "value": [1364.0, 1.78, "陕西"]}, {"name": "天津", "value": [1265.0, 1.65, "天津"]}, {"name": "内蒙古", "value": [1154.0, 1.51, "内蒙古"]}, {"name": "新疆", "value": [1040.0, 1.36, "新疆"]}, {"name": "贵州", "value": [806.0, 1.05, "贵州"]}, {"name": "甘肃", "value": [794.0, 1.04, "甘肃"]}, {"name": "海南", "value": [411.0, 0.54, "海南"]}, {"name": "宁夏", "value": [225.0, 0.29, "宁夏"]}, {"name": "青海", "value": [203.0, 0.27, "青海"]}, {"name": "西藏", "value": [77.0, 0.1, "西藏"]}, ], }, { "time": "1998年", "data": [ {"name": "广东", "value": [8531.0, 10.31, "广东"]}, {"name": "江苏", "value": [7200.0, 8.7, "江苏"]}, {"name": "山东", "value": [7021.0, 8.49, "山东"]}, {"name": "浙江", "value": [5053.0, 6.11, "浙江"]}, {"name": "河南", "value": [4308.0, 5.21, "河南"]}, {"name": "河北", "value": [4256.0, 5.15, "河北"]}, {"name": "辽宁", "value": [3882.0, 4.69, "辽宁"]}, {"name": "上海", "value": [3801.0, 4.59, "上海"]}, {"name": "四川", "value": [3474.0, 4.2, "四川"]}, {"name": "福建", "value": [3160.0, 3.82, "福建"]}, {"name": "湖北", "value": [3114.0, 3.76, "湖北"]}, {"name": "湖南", "value": [3026.0, 3.66, "湖南"]}, {"name": "黑龙江", "value": [2774.0, 3.35, "黑龙江"]}, {"name": "安徽", "value": [2543.0, 3.07, "安徽"]}, {"name": "北京", "value": [2377.0, 2.87, "北京"]}, {"name": "广西", "value": [1911.0, 2.31, "广西"]}, {"name": "云南", "value": [1831.0, 2.21, "云南"]}, {"name": "江西", "value": [1720.0, 2.08, "江西"]}, {"name": "山西", "value": [1611.0, 1.95, "山西"]}, {"name": "重庆", "value": [1602.0, 1.94, "重庆"]}, {"name": "吉林", "value": [1577.0, 1.91, "吉林"]}, {"name": "陕西", "value": [1458.0, 1.76, "陕西"]}, {"name": "天津", "value": [1375.0, 1.66, "天津"]}, {"name": "内蒙古", "value": [1263.0, 1.53, "内蒙古"]}, {"name": "新疆", "value": [1107.0, 1.34, "新疆"]}, {"name": "甘肃", "value": [888.0, 1.07, "甘肃"]}, {"name": "贵州", "value": [858.0, 1.04, "贵州"]}, {"name": "海南", "value": [442.0, 0.53, "海南"]}, {"name": "宁夏", "value": [245.0, 0.3, "宁夏"]}, {"name": "青海", "value": [221.0, 0.27, "青海"]}, {"name": "西藏", "value": [92.0, 0.11, "西藏"]}, ], }, { "time": "1999年", "data": [ {"name": "广东", "value": [9251.0, 10.47, "广东"]}, {"name": "江苏", "value": [7698.0, 8.71, "江苏"]}, {"name": "山东", "value": [7494.0, 8.48, "山东"]}, {"name": "浙江", "value": [5444.0, 6.16, "浙江"]}, {"name": "河南", "value": [4518.0, 5.11, "河南"]}, {"name": "河北", "value": [4514.0, 5.11, "河北"]}, {"name": "上海", "value": [4189.0, 4.74, "上海"]}, {"name": "辽宁", "value": [4172.0, 4.72, "辽宁"]}, {"name": "四川", "value": [3649.0, 4.13, "四川"]}, {"name": "福建", "value": [3414.0, 3.86, "福建"]}, {"name": "湖北", "value": [3229.0, 3.65, "湖北"]}, {"name": "湖南", "value": [3215.0, 3.64, "湖南"]}, {"name": "黑龙江", "value": [2866.0, 3.24, "黑龙江"]}, {"name": "安徽", "value": [2712.0, 3.07, "安徽"]}, {"name": "北京", "value": [2679.0, 3.03, "北京"]}, {"name": "广西", "value": [1971.0, 2.23, "广西"]}, {"name": "云南", "value": [1900.0, 2.15, "云南"]}, {"name": "江西", "value": [1854.0, 2.1, "江西"]}, {"name": "吉林", "value": [1673.0, 1.89, "吉林"]}, {"name": "山西", "value": [1667.0, 1.89, "山西"]}, {"name": "重庆", "value": [1663.0, 1.88, "重庆"]}, {"name": "陕西", "value": [1593.0, 1.8, "陕西"]}, {"name": "天津", "value": [1501.0, 1.7, "天津"]}, {"name": "内蒙古", "value": [1379.0, 1.56, "内蒙古"]}, {"name": "新疆", "value": [1163.0, 1.32, "新疆"]}, {"name": "甘肃", "value": [956.0, 1.08, "甘肃"]}, {"name": "贵州", "value": [938.0, 1.06, "贵州"]}, {"name": "海南", "value": [477.0, 0.54, "海南"]}, {"name": "宁夏", "value": [265.0, 0.3, "宁夏"]}, {"name": "青海", "value": [239.0, 0.27, "青海"]}, {"name": "西藏", "value": [106.0, 0.12, "西藏"]}, ], }, { "time": "2000年", "data": [ {"name": "广东", "value": [10741.0, 10.88, "广东"]}, {"name": "江苏", "value": [8554.0, 8.67, "江苏"]}, {"name": "山东", "value": [8337.0, 8.45, "山东"]}, {"name": "浙江", "value": [6141.0, 6.22, "浙江"]}, {"name": "河南", "value": [5053.0, 5.12, "河南"]}, {"name": "河北", "value": [5044.0, 5.11, "河北"]}, {"name": "上海", "value": [4771.0, 4.83, "上海"]}, {"name": "辽宁", "value": [4669.0, 4.73, "辽宁"]}, {"name": "四川", "value": [3928.0, 3.98, "四川"]}, {"name": "福建", "value": [3765.0, 3.81, "福建"]}, {"name": "湖南", "value": [3551.0, 3.6, "湖南"]}, {"name": "湖北", "value": [3545.0, 3.59, "湖北"]}, {"name": "北京", "value": [3162.0, 3.2, "北京"]}, {"name": "黑龙江", "value": [3151.0, 3.19, "黑龙江"]}, {"name": "安徽", "value": [2902.0, 2.94, "安徽"]}, {"name": "广西", "value": [2080.0, 2.11, "广西"]}, {"name": "云南", "value": [2011.0, 2.04, "云南"]}, {"name": "江西", "value": [2003.0, 2.03, "江西"]}, {"name": "吉林", "value": [1952.0, 1.98, "吉林"]}, {"name": "山西", "value": [1846.0, 1.87, "山西"]}, {"name": "陕西", "value": [1804.0, 1.83, "陕西"]}, {"name": "重庆", "value": [1791.0, 1.81, "重庆"]}, {"name": "天津", "value": [1702.0, 1.72, "天津"]}, {"name": "内蒙古", "value": [1539.0, 1.56, "内蒙古"]}, {"name": "新疆", "value": [1364.0, 1.38, "新疆"]}, {"name": "甘肃", "value": [1053.0, 1.07, "甘肃"]}, {"name": "贵州", "value": [1030.0, 1.04, "贵州"]}, {"name": "海南", "value": [527.0, 0.53, "海南"]}, {"name": "宁夏", "value": [295.0, 0.3, "宁夏"]}, {"name": "青海", "value": [264.0, 0.27, "青海"]}, {"name": "西藏", "value": [118.0, 0.12, "西藏"]}, ], }, { "time": "2001年", "data": [ {"name": "广东", "value": [12039.0, 11.07, "广东"]}, {"name": "江苏", "value": [9457.0, 8.69, "江苏"]}, {"name": "山东", "value": [9195.0, 8.45, "山东"]}, {"name": "浙江", "value": [6898.0, 6.34, "浙江"]}, {"name": "河南", "value": [5533.0, 5.09, "河南"]}, {"name": "河北", "value": [5517.0, 5.07, "河北"]}, {"name": "上海", "value": [5210.0, 4.79, "上海"]}, {"name": "辽宁", "value": [5033.0, 4.63, "辽宁"]}, {"name": "四川", "value": [4293.0, 3.95, "四川"]}, {"name": "福建", "value": [4073.0, 3.74, "福建"]}, {"name": "湖北", "value": [3881.0, 3.57, "湖北"]}, {"name": "湖南", "value": [3832.0, 3.52, "湖南"]}, {"name": "北京", "value": [3708.0, 3.41, "北京"]}, {"name": "黑龙江", "value": [3390.0, 3.12, "黑龙江"]}, {"name": "安徽", "value": [3247.0, 2.99, "安徽"]}, {"name": "广西", "value": [2279.0, 2.1, "广西"]}, {"name": "江西", "value": [2176.0, 2.0, "江西"]}, {"name": "云南", "value": [2138.0, 1.97, "云南"]}, {"name": "吉林", "value": [2120.0, 1.95, "吉林"]}, {"name": "山西", "value": [2030.0, 1.87, "山西"]}, {"name": "陕西", "value": [2011.0, 1.85, "陕西"]}, {"name": "重庆", "value": [1977.0, 1.82, "重庆"]}, {"name": "天津", "value": [1919.0, 1.76, "天津"]}, {"name": "内蒙古", "value": [1714.0, 1.58, "内蒙古"]}, {"name": "新疆", "value": [1492.0, 1.37, "新疆"]}, {"name": "贵州", "value": [1133.0, 1.04, "贵州"]}, {"name": "甘肃", "value": [1125.0, 1.03, "甘肃"]}, {"name": "海南", "value": [579.0, 0.53, "海南"]}, {"name": "宁夏", "value": [337.0, 0.31, "宁夏"]}, {"name": "青海", "value": [300.0, 0.28, "青海"]}, {"name": "西藏", "value": [139.0, 0.13, "西藏"]}, ], }, { "time": "2002年", "data": [ {"name": "广东", "value": [13502.0, 11.18, "广东"]}, {"name": "江苏", "value": [10607.0, 8.78, "江苏"]}, {"name": "山东", "value": [10276.0, 8.51, "山东"]}, {"name": "浙江", "value": [8004.0, 6.62, "浙江"]}, {"name": "河南", "value": [6035.0, 4.99, "河南"]}, {"name": "河北", "value": [6018.0, 4.98, "河北"]}, {"name": "上海", "value": [5741.0, 4.75, "上海"]}, {"name": "辽宁", "value": [5458.0, 4.52, "辽宁"]}, {"name": "四川", "value": [4725.0, 3.91, "四川"]}, {"name": "福建", "value": [4468.0, 3.7, "福建"]}, {"name": "北京", "value": [4315.0, 3.57, "北京"]}, {"name": "湖北", "value": [4213.0, 3.49, "湖北"]}, {"name": "湖南", "value": [4152.0, 3.44, "湖南"]}, {"name": "黑龙江", "value": [3637.0, 3.01, "黑龙江"]}, {"name": "安徽", "value": [3520.0, 2.91, "安徽"]}, {"name": "广西", "value": [2524.0, 2.09, "广西"]}, {"name": "江西", "value": [2450.0, 2.03, "江西"]}, {"name": "吉林", "value": [2349.0, 1.94, "吉林"]}, {"name": "山西", "value": [2325.0, 1.92, "山西"]}, {"name": "云南", "value": [2313.0, 1.91, "云南"]}, {"name": "陕西", "value": [2253.0, 1.86, "陕西"]}, {"name": "重庆", "value": [2233.0, 1.85, "重庆"]}, {"name": "天津", "value": [2151.0, 1.78, "天津"]}, {"name": "内蒙古", "value": [1941.0, 1.61, "内蒙古"]}, {"name": "新疆", "value": [1613.0, 1.34, "新疆"]}, {"name": "贵州", "value": [1243.0, 1.03, "贵州"]}, {"name": "甘肃", "value": [1232.0, 1.02, "甘肃"]}, {"name": "海南", "value": [643.0, 0.53, "海南"]}, {"name": "宁夏", "value": [377.0, 0.31, "宁夏"]}, {"name": "青海", "value": [341.0, 0.28, "青海"]}, {"name": "西藏", "value": [162.0, 0.13, "西藏"]}, ], }, { "time": "2003年", "data": [ {"name": "广东", "value": [15845.0, 11.36, "广东"]}, {"name": "江苏", "value": [12443.0, 8.92, "江苏"]}, {"name": "山东", "value": [12078.0, 8.66, "山东"]}, {"name": "浙江", "value": [9705.0, 6.96, "浙江"]}, {"name": "河北", "value": [6921.0, 4.96, "河北"]}, {"name": "河南", "value": [6868.0, 4.92, "河南"]}, {"name": "上海", "value": [6694.0, 4.8, "上海"]}, {"name": "辽宁", "value": [6003.0, 4.3, "辽宁"]}, {"name": "四川", "value": [5333.0, 3.82, "四川"]}, {"name": "北京", "value": [5007.0, 3.59, "北京"]}, {"name": "福建", "value": [4984.0, 3.57, "福建"]}, {"name": "湖北", "value": [4757.0, 3.41, "湖北"]}, {"name": "湖南", "value": [4660.0, 3.34, "湖南"]}, {"name": "黑龙江", "value": [4057.0, 2.91, "黑龙江"]}, {"name": "安徽", "value": [3923.0, 2.81, "安徽"]}, {"name": "山西", "value": [2855.0, 2.05, "山西"]}, {"name": "广西", "value": [2821.0, 2.02, "广西"]}, {"name": "江西", "value": [2807.0, 2.01, "江西"]}, {"name": "吉林", "value": [2662.0, 1.91, "吉林"]}, {"name": "陕西", "value": [2588.0, 1.85, "陕西"]}, {"name": "天津", "value": [2578.0, 1.85, "天津"]}, {"name": "云南", "value": [2556.0, 1.83, "云南"]}, {"name": "重庆", "value": [2556.0, 1.83, "重庆"]}, {"name": "内蒙古", "value": [2388.0, 1.71, "内蒙古"]}, {"name": "新疆", "value": [1886.0, 1.35, "新疆"]}, {"name": "贵州", "value": [1426.0, 1.02, "贵州"]}, {"name": "甘肃", "value": [1400.0, 1.0, "甘肃"]}, {"name": "海南", "value": [714.0, 0.51, "海南"]}, {"name": "宁夏", "value": [445.0, 0.32, "宁夏"]}, {"name": "青海", "value": [390.0, 0.28, "青海"]}, {"name": "西藏", "value": [185.0, 0.13, "西藏"]}, ], }, { "time": "2004年", "data": [ {"name": "广东", "value": [18865.0, 11.23, "广东"]}, {"name": "山东", "value": [15022.0, 8.95, "山东"]}, {"name": "江苏", "value": [15004.0, 8.93, "江苏"]}, {"name": "浙江", "value": [11649.0, 6.94, "浙江"]}, {"name": "河南", "value": [8554.0, 5.09, "河南"]}, {"name": "河北", "value": [8478.0, 5.05, "河北"]}, {"name": "上海", "value": [8073.0, 4.81, "上海"]}, {"name": "辽宁", "value": [6672.0, 3.97, "辽宁"]}, {"name": "四川", "value": [6380.0, 3.8, "四川"]}, {"name": "北京", "value": [6033.0, 3.59, "北京"]}, {"name": "福建", "value": [5763.0, 3.43, "福建"]}, {"name": "湖南", "value": [5642.0, 3.36, "湖南"]}, {"name": "湖北", "value": [5633.0, 3.35, "湖北"]}, {"name": "安徽", "value": [4759.0, 2.83, "安徽"]}, {"name": "黑龙江", "value": [4751.0, 2.83, "黑龙江"]}, {"name": "山西", "value": [3571.0, 2.13, "山西"]}, {"name": "江西", "value": [3457.0, 2.06, "江西"]}, {"name": "广西", "value": [3434.0, 2.04, "广西"]}, {"name": "陕西", "value": [3176.0, 1.89, "陕西"]}, {"name": "吉林", "value": [3122.0, 1.86, "吉林"]}, {"name": "天津", "value": [3111.0, 1.85, "天津"]}, {"name": "云南", "value": [3082.0, 1.84, "云南"]}, {"name": "内蒙古", "value": [3041.0, 1.81, "内蒙古"]}, {"name": "重庆", "value": [3035.0, 1.81, "重庆"]}, {"name": "新疆", "value": [2209.0, 1.32, "新疆"]}, {"name": "甘肃", "value": [1688.0, 1.01, "甘肃"]}, {"name": "贵州", "value": [1678.0, 1.0, "贵州"]}, {"name": "海南", "value": [820.0, 0.49, "海南"]}, {"name": "宁夏", "value": [537.0, 0.32, "宁夏"]}, {"name": "青海", "value": [466.0, 0.28, "青海"]}, {"name": "西藏", "value": [220.0, 0.13, "西藏"]}, ], }, { "time": "2005年", "data": [ {"name": "广东", "value": [22557.0, 11.32, "广东"]}, {"name": "江苏", "value": [18599.0, 9.34, "江苏"]}, {"name": "山东", "value": [18367.0, 9.22, "山东"]}, {"name": "浙江", "value": [13418.0, 6.73, "浙江"]}, {"name": "河南", "value": [10587.0, 5.31, "河南"]}, {"name": "河北", "value": [10012.0, 5.03, "河北"]}, {"name": "上海", "value": [9248.0, 4.64, "上海"]}, {"name": "辽宁", "value": [8047.0, 4.04, "辽宁"]}, {"name": "四川", "value": [7385.0, 3.71, "四川"]}, {"name": "北京", "value": [6970.0, 3.5, "北京"]}, {"name": "湖南", "value": [6596.0, 3.31, "湖南"]}, {"name": "湖北", "value": [6590.0, 3.31, "湖北"]}, {"name": "福建", "value": [6555.0, 3.29, "福建"]}, {"name": "黑龙江", "value": [5514.0, 2.77, "黑龙江"]}, {"name": "安徽", "value": [5350.0, 2.69, "安徽"]}, {"name": "山西", "value": [4231.0, 2.12, "山西"]}, {"name": "江西", "value": [4057.0, 2.04, "江西"]}, {"name": "广西", "value": [3984.0, 2.0, "广西"]}, {"name": "陕西", "value": [3934.0, 1.97, "陕西"]}, {"name": "天津", "value": [3906.0, 1.96, "天津"]}, {"name": "内蒙古", "value": [3905.0, 1.96, "内蒙古"]}, {"name": "吉林", "value": [3620.0, 1.82, "吉林"]}, {"name": "重庆", "value": [3468.0, 1.74, "重庆"]}, {"name": "云南", "value": [3463.0, 1.74, "云南"]}, {"name": "新疆", "value": [2604.0, 1.31, "新疆"]}, {"name": "贵州", "value": [2005.0, 1.01, "贵州"]}, {"name": "甘肃", "value": [1934.0, 0.97, "甘肃"]}, {"name": "海南", "value": [919.0, 0.46, "海南"]}, {"name": "宁夏", "value": [613.0, 0.31, "宁夏"]}, {"name": "青海", "value": [543.0, 0.27, "青海"]}, {"name": "西藏", "value": [249.0, 0.12, "西藏"]}, ], }, { "time": "2006年", "data": [ {"name": "广东", "value": [26588.0, 11.42, "广东"]}, {"name": "山东", "value": [21900.0, 9.41, "山东"]}, {"name": "江苏", "value": [21742.0, 9.34, "江苏"]}, {"name": "浙江", "value": [15718.0, 6.75, "浙江"]}, {"name": "河南", "value": [12363.0, 5.31, "河南"]}, {"name": "河北", "value": [11468.0, 4.93, "河北"]}, {"name": "上海", "value": [10572.0, 4.54, "上海"]}, {"name": "辽宁", "value": [9305.0, 4.0, "辽宁"]}, {"name": "四川", "value": [8690.0, 3.73, "四川"]}, {"name": "北京", "value": [8118.0, 3.49, "北京"]}, {"name": "湖南", "value": [7689.0, 3.3, "湖南"]}, {"name": "湖北", "value": [7617.0, 3.27, "湖北"]}, {"name": "福建", "value": [7584.0, 3.26, "福建"]}, {"name": "黑龙江", "value": [6212.0, 2.67, "黑龙江"]}, {"name": "安徽", "value": [6113.0, 2.63, "安徽"]}, {"name": "内蒙古", "value": [4944.0, 2.12, "内蒙古"]}, {"name": "山西", "value": [4879.0, 2.1, "山西"]}, {"name": "江西", "value": [4821.0, 2.07, "江西"]}, {"name": "广西", "value": [4746.0, 2.04, "广西"]}, {"name": "陕西", "value": [4744.0, 2.04, "陕西"]}, {"name": "天津", "value": [4463.0, 1.92, "天津"]}, {"name": "吉林", "value": [4275.0, 1.84, "吉林"]}, {"name": "云南", "value": [3988.0, 1.71, "云南"]}, {"name": "重庆", "value": [3907.0, 1.68, "重庆"]}, {"name": "新疆", "value": [3045.0, 1.31, "新疆"]}, {"name": "贵州", "value": [2339.0, 1.0, "贵州"]}, {"name": "甘肃", "value": [2277.0, 0.98, "甘肃"]}, {"name": "海南", "value": [1066.0, 0.46, "海南"]}, {"name": "宁夏", "value": [726.0, 0.31, "宁夏"]}, {"name": "青海", "value": [649.0, 0.28, "青海"]}, {"name": "西藏", "value": [291.0, 0.12, "西藏"]}, ], }, { "time": "2007年", "data": [ {"name": "广东", "value": [31777.0, 11.36, "广东"]}, {"name": "江苏", "value": [26018.0, 9.3, "江苏"]}, {"name": "山东", "value": [25777.0, 9.21, "山东"]}, {"name": "浙江", "value": [18754.0, 6.7, "浙江"]}, {"name": "河南", "value": [15012.0, 5.37, "河南"]}, {"name": "河北", "value": [13607.0, 4.86, "河北"]}, {"name": "上海", "value": [12494.0, 4.47, "上海"]}, {"name": "辽宁", "value": [11164.0, 3.99, "辽宁"]}, {"name": "四川", "value": [10562.0, 3.78, "四川"]}, {"name": "北京", "value": [9847.0, 3.52, "北京"]}, {"name": "湖南", "value": [9440.0, 3.37, "湖南"]}, {"name": "湖北", "value": [9333.0, 3.34, "湖北"]}, {"name": "福建", "value": [9249.0, 3.31, "福建"]}, {"name": "安徽", "value": [7361.0, 2.63, "安徽"]}, {"name": "黑龙江", "value": [7104.0, 2.54, "黑龙江"]}, {"name": "内蒙古", "value": [6423.0, 2.3, "内蒙古"]}, {"name": "山西", "value": [6024.0, 2.15, "山西"]}, {"name": "广西", "value": [5823.0, 2.08, "广西"]}, {"name": "江西", "value": [5800.0, 2.07, "江西"]}, {"name": "陕西", "value": [5757.0, 2.06, "陕西"]}, {"name": "吉林", "value": [5285.0, 1.89, "吉林"]}, {"name": "天津", "value": [5253.0, 1.88, "天津"]}, {"name": "云南", "value": [4773.0, 1.71, "云南"]}, {"name": "重庆", "value": [4676.0, 1.67, "重庆"]}, {"name": "新疆", "value": [3523.0, 1.26, "新疆"]}, {"name": "贵州", "value": [2884.0, 1.03, "贵州"]}, {"name": "甘肃", "value": [2704.0, 0.97, "甘肃"]}, {"name": "海南", "value": [1254.0, 0.45, "海南"]}, {"name": "宁夏", "value": [919.0, 0.33, "宁夏"]}, {"name": "青海", "value": [797.0, 0.28, "青海"]}, {"name": "西藏", "value": [341.0, 0.12, "西藏"]}, ], }, { "time": "2008年", "data": [ {"name": "广东", "value": [36797.0, 11.04, "广东"]}, {"name": "江苏", "value": [30982.0, 9.3, "江苏"]}, {"name": "山东", "value": [30933.0, 9.28, "山东"]}, {"name": "浙江", "value": [21463.0, 6.44, "浙江"]}, {"name": "河南", "value": [18019.0, 5.41, "河南"]}, {"name": "河北", "value": [16012.0, 4.8, "河北"]}, {"name": "上海", "value": [14070.0, 4.22, "上海"]}, {"name": "辽宁", "value": [13669.0, 4.1, "辽宁"]}, {"name": "四川", "value": [12601.0, 3.78, "四川"]}, {"name": "湖南", "value": [11555.0, 3.47, "湖南"]}, {"name": "湖北", "value": [11329.0, 3.4, "湖北"]}, {"name": "北京", "value": [11115.0, 3.33, "北京"]}, {"name": "福建", "value": [10823.0, 3.25, "福建"]}, {"name": "安徽", "value": [8852.0, 2.66, "安徽"]}, {"name": "内蒙古", "value": [8496.0, 2.55, "内蒙古"]}, {"name": "黑龙江", "value": [8314.0, 2.49, "黑龙江"]}, {"name": "山西", "value": [7315.0, 2.19, "山西"]}, {"name": "陕西", "value": [7315.0, 2.19, "陕西"]}, {"name": "广西", "value": [7021.0, 2.11, "广西"]}, {"name": "江西", "value": [6971.0, 2.09, "江西"]}, {"name": "天津", "value": [6719.0, 2.02, "天津"]}, {"name": "吉林", "value": [6426.0, 1.93, "吉林"]}, {"name": "重庆", "value": [5794.0, 1.74, "重庆"]}, {"name": "云南", "value": [5692.0, 1.71, "云南"]}, {"name": "新疆", "value": [4183.0, 1.25, "新疆"]}, {"name": "贵州", "value": [3562.0, 1.07, "贵州"]}, {"name": "甘肃", "value": [3167.0, 0.95, "甘肃"]}, {"name": "海南", "value": [1503.0, 0.45, "海南"]}, {"name": "宁夏", "value": [1204.0, 0.36, "宁夏"]}, {"name": "青海", "value": [1019.0, 0.31, "青海"]}, {"name": "西藏", "value": [395.0, 0.12, "西藏"]}, ], }, { "time": "2009年", "data": [ {"name": "广东", "value": [39483.0, 10.81, "广东"]}, {"name": "江苏", "value": [34457.0, 9.43, "江苏"]}, {"name": "山东", "value": [33897.0, 9.28, "山东"]}, {"name": "浙江", "value": [22990.0, 6.29, "浙江"]}, {"name": "河南", "value": [19480.0, 5.33, "河南"]}, {"name": "河北", "value": [17235.0, 4.72, "河北"]}, {"name": "辽宁", "value": [15212.0, 4.16, "辽宁"]}, {"name": "上海", "value": [15046.0, 4.12, "上海"]}, {"name": "四川", "value": [14151.0, 3.87, "四川"]}, {"name": "湖南", "value": [13060.0, 3.58, "湖南"]}, {"name": "湖北", "value": [12961.0, 3.55, "湖北"]}, {"name": "福建", "value": [12237.0, 3.35, "福建"]}, {"name": "北京", "value": [12153.0, 3.33, "北京"]}, {"name": "安徽", "value": [10063.0, 2.75, "安徽"]}, {"name": "内蒙古", "value": [9740.0, 2.67, "内蒙古"]}, {"name": "黑龙江", "value": [8587.0, 2.35, "黑龙江"]}, {"name": "陕西", "value": [8170.0, 2.24, "陕西"]}, {"name": "广西", "value": [7759.0, 2.12, "广西"]}, {"name": "江西", "value": [7655.0, 2.1, "江西"]}, {"name": "天津", "value": [7522.0, 2.06, "天津"]}, {"name": "山西", "value": [7358.0, 2.01, "山西"]}, {"name": "吉林", "value": [7279.0, 1.99, "吉林"]}, {"name": "重庆", "value": [6530.0, 1.79, "重庆"]}, {"name": "云南", "value": [6170.0, 1.69, "云南"]}, {"name": "新疆", "value": [4277.0, 1.17, "新疆"]}, {"name": "贵州", "value": [3913.0, 1.07, "贵州"]}, {"name": "甘肃", "value": [3388.0, 0.93, "甘肃"]}, {"name": "海南", "value": [1654.0, 0.45, "海南"]}, {"name": "宁夏", "value": [1353.0, 0.37, "宁夏"]}, {"name": "青海", "value": [1081.0, 0.3, "青海"]}, {"name": "西藏", "value": [441.0, 0.12, "西藏"]}, ], }, { "time": "2010年", "data": [ {"name": "广东", "value": [46013.0, 10.53, "广东"]}, {"name": "江苏", "value": [41425.0, 9.48, "江苏"]}, {"name": "山东", "value": [39170.0, 8.96, "山东"]}, {"name": "浙江", "value": [27722.0, 6.34, "浙江"]}, {"name": "河南", "value": [23092.0, 5.28, "河南"]}, {"name": "河北", "value": [20394.0, 4.67, "河北"]}, {"name": "辽宁", "value": [18457.0, 4.22, "辽宁"]}, {"name": "四川", "value": [17185.0, 3.93, "四川"]}, {"name": "上海", "value": [17166.0, 3.93, "上海"]}, {"name": "湖南", "value": [16038.0, 3.67, "湖南"]}, {"name": "湖北", "value": [15968.0, 3.65, "湖北"]}, {"name": "福建", "value": [14737.0, 3.37, "福建"]}, {"name": "北京", "value": [14114.0, 3.23, "北京"]}, {"name": "安徽", "value": [12359.0, 2.83, "安徽"]}, {"name": "内蒙古", "value": [11672.0, 2.67, "内蒙古"]}, {"name": "黑龙江", "value": [10369.0, 2.37, "黑龙江"]}, {"name": "陕西", "value": [10123.0, 2.32, "陕西"]}, {"name": "广西", "value": [9570.0, 2.19, "广西"]}, {"name": "江西", "value": [9451.0, 2.16, "江西"]}, {"name": "天津", "value": [9224.0, 2.11, "天津"]}, {"name": "山西", "value": [9201.0, 2.11, "山西"]}, {"name": "吉林", "value": [8668.0, 1.98, "吉林"]}, {"name": "重庆", "value": [7926.0, 1.81, "重庆"]}, {"name": "云南", "value": [7224.0, 1.65, "云南"]}, {"name": "新疆", "value": [5437.0, 1.24, "新疆"]}, {"name": "贵州", "value": [4602.0, 1.05, "贵州"]}, {"name": "甘肃", "value": [4121.0, 0.94, "甘肃"]}, {"name": "海南", "value": [2065.0, 0.47, "海南"]}, {"name": "宁夏", "value": [1690.0, 0.39, "宁夏"]}, {"name": "青海", "value": [1350.0, 0.31, "青海"]}, {"name": "西藏", "value": [507.0, 0.12, "西藏"]}, ], }, { "time": "2011年", "data": [ {"name": "广东", "value": [53210.0, 10.2, "广东"]}, {"name": "江苏", "value": [49110.0, 9.42, "江苏"]}, {"name": "山东", "value": [45362.0, 8.7, "山东"]}, {"name": "浙江", "value": [32319.0, 6.2, "浙江"]}, {"name": "河南", "value": [26931.0, 5.16, "河南"]}, {"name": "河北", "value": [24516.0, 4.7, "河北"]}, {"name": "辽宁", "value": [22227.0, 4.26, "辽宁"]}, {"name": "四川", "value": [21027.0, 4.03, "四川"]}, {"name": "湖南", "value": [19670.0, 3.77, "湖南"]}, {"name": "湖北", "value": [19632.0, 3.76, "湖北"]}, {"name": "上海", "value": [19196.0, 3.68, "上海"]}, {"name": "福建", "value": [17560.0, 3.37, "福建"]}, {"name": "北京", "value": [16252.0, 3.12, "北京"]}, {"name": "安徽", "value": [15301.0, 2.93, "安徽"]}, {"name": "内蒙古", "value": [14360.0, 2.75, "内蒙古"]}, {"name": "黑龙江", "value": [12582.0, 2.41, "黑龙江"]}, {"name": "陕西", "value": [12512.0, 2.4, "陕西"]}, {"name": "广西", "value": [11721.0, 2.25, "广西"]}, {"name": "江西", "value": [11703.0, 2.24, "江西"]}, {"name": "天津", "value": [11307.0, 2.17, "天津"]}, {"name": "山西", "value": [11238.0, 2.16, "山西"]}, {"name": "吉林", "value": [10569.0, 2.03, "吉林"]}, {"name": "重庆", "value": [10011.0, 1.92, "重庆"]}, {"name": "云南", "value": [8893.0, 1.71, "云南"]}, {"name": "新疆", "value": [6610.0, 1.27, "新疆"]}, {"name": "贵州", "value": [5702.0, 1.09, "贵州"]}, {"name": "甘肃", "value": [5020.0, 0.96, "甘肃"]}, {"name": "海南", "value": [2523.0, 0.48, "海南"]}, {"name": "宁夏", "value": [2102.0, 0.4, "宁夏"]}, {"name": "青海", "value": [1670.0, 0.32, "青海"]}, {"name": "西藏", "value": [606.0, 0.12, "西藏"]}, ], }, { "time": "2012年", "data": [ {"name": "广东", "value": [57068.0, 9.9, "广东"]}, {"name": "江苏", "value": [54058.0, 9.38, "江苏"]}, {"name": "山东", "value": [50013.0, 8.67, "山东"]}, {"name": "浙江", "value": [34665.0, 6.01, "浙江"]}, {"name": "河南", "value": [29599.0, 5.13, "河南"]}, {"name": "河北", "value": [26575.0, 4.61, "河北"]}, {"name": "辽宁", "value": [24846.0, 4.31, "辽宁"]}, {"name": "四川", "value": [23873.0, 4.14, "四川"]}, {"name": "湖北", "value": [22250.0, 3.86, "湖北"]}, {"name": "湖南", "value": [22154.0, 3.84, "湖南"]}, {"name": "上海", "value": [20182.0, 3.5, "上海"]}, {"name": "福建", "value": [19702.0, 3.42, "福建"]}, {"name": "北京", "value": [17879.0, 3.1, "北京"]}, {"name": "安徽", "value": [17212.0, 2.99, "安徽"]}, {"name": "内蒙古", "value": [15881.0, 2.75, "内蒙古"]}, {"name": "陕西", "value": [14454.0, 2.51, "陕西"]}, {"name": "黑龙江", "value": [13692.0, 2.37, "黑龙江"]}, {"name": "广西", "value": [13035.0, 2.26, "广西"]}, {"name": "江西", "value": [12949.0, 2.25, "江西"]}, {"name": "天津", "value": [12894.0, 2.24, "天津"]}, {"name": "山西", "value": [12113.0, 2.1, "山西"]}, {"name": "吉林", "value": [11939.0, 2.07, "吉林"]}, {"name": "重庆", "value": [11410.0, 1.98, "重庆"]}, {"name": "云南", "value": [10309.0, 1.79, "云南"]}, {"name": "新疆", "value": [7505.0, 1.3, "新疆"]}, {"name": "贵州", "value": [6852.0, 1.19, "贵州"]}, {"name": "甘肃", "value": [5650.0, 0.98, "甘肃"]}, {"name": "海南", "value": [2856.0, 0.5, "海南"]}, {"name": "宁夏", "value": [2341.0, 0.41, "宁夏"]}, {"name": "青海", "value": [1894.0, 0.33, "青海"]}, {"name": "西藏", "value": [701.0, 0.12, "西藏"]}, ], }, { "time": "2013年", "data": [ {"name": "广东", "value": [62475.0, 9.85, "广东"]}, {"name": "江苏", "value": [59753.0, 9.42, "江苏"]}, {"name": "山东", "value": [55230.0, 8.71, "山东"]}, {"name": "浙江", "value": [37757.0, 5.95, "浙江"]}, {"name": "河南", "value": [32191.0, 5.07, "河南"]}, {"name": "河北", "value": [28443.0, 4.48, "河北"]}, {"name": "辽宁", "value": [27213.0, 4.29, "辽宁"]}, {"name": "四川", "value": [26392.0, 4.16, "四川"]}, {"name": "湖北", "value": [24792.0, 3.91, "湖北"]}, {"name": "湖南", "value": [24622.0, 3.88, "湖南"]}, {"name": "福建", "value": [21868.0, 3.45, "福建"]}, {"name": "上海", "value": [21818.0, 3.44, "上海"]}, {"name": "北京", "value": [19801.0, 3.12, "北京"]}, {"name": "安徽", "value": [19229.0, 3.03, "安徽"]}, {"name": "内蒙古", "value": [16917.0, 2.67, "内蒙古"]}, {"name": "陕西", "value": [16205.0, 2.55, "陕西"]}, {"name": "黑龙江", "value": [14455.0, 2.28, "黑龙江"]}, {"name": "广西", "value": [14450.0, 2.28, "广西"]}, {"name": "天津", "value": [14442.0, 2.28, "天津"]}, {"name": "江西", "value": [14410.0, 2.27, "江西"]}, {"name": "吉林", "value": [13046.0, 2.06, "吉林"]}, {"name": "重庆", "value": [12783.0, 2.02, "重庆"]}, {"name": "山西", "value": [12665.0, 2.0, "山西"]}, {"name": "云南", "value": [11832.0, 1.87, "云南"]}, {"name": "新疆", "value": [8444.0, 1.33, "新疆"]}, {"name": "贵州", "value": [8087.0, 1.27, "贵州"]}, {"name": "甘肃", "value": [6331.0, 1.0, "甘肃"]}, {"name": "海南", "value": [3178.0, 0.5, "海南"]}, {"name": "宁夏", "value": [2578.0, 0.41, "宁夏"]}, {"name": "青海", "value": [2122.0, 0.33, "青海"]}, {"name": "西藏", "value": [816.0, 0.13, "西藏"]}, ], }, { "time": "2014年", "data": [ {"name": "广东", "value": [67810.0, 9.91, "广东"]}, {"name": "江苏", "value": [65088.0, 9.51, "江苏"]}, {"name": "山东", "value": [59427.0, 8.68, "山东"]}, {"name": "浙江", "value": [40173.0, 5.87, "浙江"]}, {"name": "河南", "value": [34938.0, 5.11, "河南"]}, {"name": "河北", "value": [29421.0, 4.3, "河北"]}, {"name": "辽宁", "value": [28627.0, 4.18, "辽宁"]}, {"name": "四川", "value": [28537.0, 4.17, "四川"]}, {"name": "湖北", "value": [27379.0, 4.0, "湖北"]}, {"name": "湖南", "value": [27037.0, 3.95, "湖南"]}, {"name": "福建", "value": [24056.0, 3.52, "福建"]}, {"name": "上海", "value": [23568.0, 3.44, "上海"]}, {"name": "北京", "value": [21331.0, 3.12, "北京"]}, {"name": "安徽", "value": [20849.0, 3.05, "安徽"]}, {"name": "内蒙古", "value": [17770.0, 2.6, "内蒙古"]}, {"name": "陕西", "value": [17690.0, 2.58, "陕西"]}, {"name": "天津", "value": [15727.0, 2.3, "天津"]}, {"name": "江西", "value": [15715.0, 2.3, "江西"]}, {"name": "广西", "value": [15673.0, 2.29, "广西"]}, {"name": "黑龙江", "value": [15039.0, 2.2, "黑龙江"]}, {"name": "重庆", "value": [14263.0, 2.08, "重庆"]}, {"name": "吉林", "value": [13803.0, 2.02, "吉林"]}, {"name": "云南", "value": [12815.0, 1.87, "云南"]}, {"name": "山西", "value": [12761.0, 1.86, "山西"]}, {"name": "新疆", "value": [9273.0, 1.36, "新疆"]}, {"name": "贵州", "value": [9266.0, 1.35, "贵州"]}, {"name": "甘肃", "value": [6837.0, 1.0, "甘肃"]}, {"name": "海南", "value": [3501.0, 0.51, "海南"]}, {"name": "宁夏", "value": [2752.0, 0.4, "宁夏"]}, {"name": "青海", "value": [2303.0, 0.34, "青海"]}, {"name": "西藏", "value": [921.0, 0.13, "西藏"]}, ], }, { "time": "2015年", "data": [ {"name": "广东", "value": [72813.0, 10.07, "广东"]}, {"name": "江苏", "value": [70116.0, 9.7, "江苏"]}, {"name": "山东", "value": [63002.0, 8.72, "山东"]}, {"name": "浙江", "value": [42886.0, 5.93, "浙江"]}, {"name": "河南", "value": [37002.0, 5.12, "河南"]}, {"name": "四川", "value": [30053.0, 4.16, "四川"]}, {"name": "河北", "value": [29806.0, 4.12, "河北"]}, {"name": "湖北", "value": [29550.0, 4.09, "湖北"]}, {"name": "湖南", "value": [28902.0, 4.0, "湖南"]}, {"name": "辽宁", "value": [28669.0, 3.97, "辽宁"]}, {"name": "福建", "value": [25980.0, 3.59, "福建"]}, {"name": "上海", "value": [25123.0, 3.48, "上海"]}, {"name": "北京", "value": [23015.0, 3.18, "北京"]}, {"name": "安徽", "value": [22006.0, 3.04, "安徽"]}, {"name": "陕西", "value": [18022.0, 2.49, "陕西"]}, {"name": "内蒙古", "value": [17832.0, 2.47, "内蒙古"]}, {"name": "广西", "value": [16803.0, 2.32, "广西"]}, {"name": "江西", "value": [16724.0, 2.31, "江西"]}, {"name": "天津", "value": [16538.0, 2.29, "天津"]}, {"name": "重庆", "value": [15717.0, 2.17, "重庆"]}, {"name": "黑龙江", "value": [15084.0, 2.09, "黑龙江"]}, {"name": "吉林", "value": [14063.0, 1.95, "吉林"]}, {"name": "云南", "value": [13619.0, 1.88, "云南"]}, {"name": "山西", "value": [12766.0, 1.77, "山西"]}, {"name": "贵州", "value": [10503.0, 1.45, "贵州"]}, {"name": "新疆", "value": [9325.0, 1.29, "新疆"]}, {"name": "甘肃", "value": [6790.0, 0.94, "甘肃"]}, {"name": "海南", "value": [3703.0, 0.51, "海南"]}, {"name": "宁夏", "value": [2912.0, 0.4, "宁夏"]}, {"name": "青海", "value": [2417.0, 0.33, "青海"]}, {"name": "西藏", "value": [1026.0, 0.14, "西藏"]}, ], }, { "time": "2016年", "data": [ {"name": "广东", "value": [80855.0, 10.37, "广东"]}, {"name": "江苏", "value": [77388.0, 9.92, "江苏"]}, {"name": "山东", "value": [68024.0, 8.72, "山东"]}, {"name": "浙江", "value": [47251.0, 6.06, "浙江"]}, {"name": "河南", "value": [40472.0, 5.19, "河南"]}, {"name": "四川", "value": [32935.0, 4.22, "四川"]}, {"name": "湖北", "value": [32665.0, 4.19, "湖北"]}, {"name": "河北", "value": [32070.0, 4.11, "河北"]}, {"name": "湖南", "value": [31551.0, 4.04, "湖南"]}, {"name": "福建", "value": [28811.0, 3.69, "福建"]}, {"name": "上海", "value": [28179.0, 3.61, "上海"]}, {"name": "北京", "value": [25669.0, 3.29, "北京"]}, {"name": "安徽", "value": [24408.0, 3.13, "安徽"]}, {"name": "辽宁", "value": [22247.0, 2.85, "辽宁"]}, {"name": "陕西", "value": [19400.0, 2.49, "陕西"]}, {"name": "江西", "value": [18499.0, 2.37, "江西"]}, {"name": "广西", "value": [18318.0, 2.35, "广西"]}, {"name": "内蒙古", "value": [18128.0, 2.32, "内蒙古"]}, {"name": "天津", "value": [17885.0, 2.29, "天津"]}, {"name": "重庆", "value": [17741.0, 2.27, "重庆"]}, {"name": "黑龙江", "value": [15386.0, 1.97, "黑龙江"]}, {"name": "云南", "value": [14788.0, 1.9, "云南"]}, {"name": "吉林", "value": [14777.0, 1.89, "吉林"]}, {"name": "山西", "value": [13050.0, 1.67, "山西"]}, {"name": "贵州", "value": [11777.0, 1.51, "贵州"]}, {"name": "新疆", "value": [9650.0, 1.24, "新疆"]}, {"name": "甘肃", "value": [7200.0, 0.92, "甘肃"]}, {"name": "海南", "value": [4053.0, 0.52, "海南"]}, {"name": "宁夏", "value": [3169.0, 0.41, "宁夏"]}, {"name": "青海", "value": [2572.0, 0.33, "青海"]}, {"name": "西藏", "value": [1151.0, 0.15, "西藏"]}, ], }, { "time": "2017年", "data": [ {"name": "广东", "value": [89705.0, 10.59, "广东"]}, {"name": "江苏", "value": [85870.0, 10.14, "江苏"]}, {"name": "山东", "value": [72634.0, 8.57, "山东"]}, {"name": "浙江", "value": [51768.0, 6.11, "浙江"]}, {"name": "河南", "value": [44553.0, 5.26, "河南"]}, {"name": "四川", "value": [36980.0, 4.37, "四川"]}, {"name": "湖北", "value": [35478.0, 4.19, "湖北"]}, {"name": "河北", "value": [34016.0, 4.02, "河北"]}, {"name": "湖南", "value": [33903.0, 4.0, "湖南"]}, {"name": "福建", "value": [32182.0, 3.8, "福建"]}, {"name": "上海", "value": [30633.0, 3.62, "上海"]}, {"name": "北京", "value": [28015.0, 3.31, "北京"]}, {"name": "安徽", "value": [27018.0, 3.19, "安徽"]}, {"name": "辽宁", "value": [23409.0, 2.76, "辽宁"]}, {"name": "陕西", "value": [21899.0, 2.59, "陕西"]}, {"name": "江西", "value": [20006.0, 2.36, "江西"]}, {"name": "重庆", "value": [19425.0, 2.29, "重庆"]}, {"name": "天津", "value": [18549.0, 2.19, "天津"]}, {"name": "广西", "value": [18523.0, 2.19, "广西"]}, {"name": "云南", "value": [16376.0, 1.93, "云南"]}, {"name": "内蒙古", "value": [16096.0, 1.9, "内蒙古"]}, {"name": "黑龙江", "value": [15903.0, 1.88, "黑龙江"]}, {"name": "山西", "value": [15528.0, 1.83, "山西"]}, {"name": "吉林", "value": [14945.0, 1.76, "吉林"]}, {"name": "贵州", "value": [13541.0, 1.6, "贵州"]}, {"name": "新疆", "value": [10882.0, 1.28, "新疆"]}, {"name": "甘肃", "value": [7460.0, 0.88, "甘肃"]}, {"name": "海南", "value": [4463.0, 0.53, "海南"]}, {"name": "宁夏", "value": [3444.0, 0.41, "宁夏"]}, {"name": "青海", "value": [2625.0, 0.31, "青海"]}, {"name": "西藏", "value": [1311.0, 0.15, "西藏"]}, ], }, { "time": "2018年", "data": [ {"name": "广东", "value": [97278.0, 10.63, "广东"]}, {"name": "江苏", "value": [92595.0, 10.12, "江苏"]}, {"name": "山东", "value": [76470.0, 8.36, "山东"]}, {"name": "浙江", "value": [56197.0, 6.14, "浙江"]}, {"name": "河南", "value": [48056.0, 5.25, "河南"]}, {"name": "四川", "value": [40678.0, 4.45, "四川"]}, {"name": "湖北", "value": [39367.0, 4.3, "湖北"]}, {"name": "湖南", "value": [36426.0, 3.98, "湖南"]}, {"name": "河北", "value": [36010.0, 3.94, "河北"]}, {"name": "福建", "value": [35804.0, 3.91, "福建"]}, {"name": "上海", "value": [32680.0, 3.57, "上海"]}, {"name": "北京", "value": [30320.0, 3.31, "北京"]}, {"name": "安徽", "value": [30007.0, 3.28, "安徽"]}, {"name": "辽宁", "value": [25315.0, 2.77, "辽宁"]}, {"name": "陕西", "value": [24438.0, 2.67, "陕西"]}, {"name": "江西", "value": [21985.0, 2.4, "江西"]}, {"name": "重庆", "value": [20363.0, 2.23, "重庆"]}, {"name": "广西", "value": [20353.0, 2.23, "广西"]}, {"name": "天津", "value": [18810.0, 2.06, "天津"]}, {"name": "云南", "value": [17881.0, 1.95, "云南"]}, {"name": "内蒙古", "value": [17289.0, 1.89, "内蒙古"]}, {"name": "山西", "value": [16818.0, 1.84, "山西"]}, {"name": "黑龙江", "value": [16362.0, 1.79, "黑龙江"]}, {"name": "吉林", "value": [15075.0, 1.65, "吉林"]}, {"name": "贵州", "value": [14806.0, 1.62, "贵州"]}, {"name": "新疆", "value": [12199.0, 1.33, "新疆"]}, {"name": "甘肃", "value": [8246.0, 0.9, "甘肃"]}, {"name": "海南", "value": [4832.0, 0.53, "海南"]}, {"name": "宁夏", "value": [3705.0, 0.41, "宁夏"]}, {"name": "青海", "value": [2865.0, 0.31, "青海"]}, {"name": "西藏", "value": [1478.0, 0.16, "西藏"]}, ], }, ] time_list = [str(d) + "年" for d in range(1993, 2019)] total_num = [ 3.4, 4.5, 5.8, 6.8, 7.6, 8.3, 8.8, 9.9, 10.9, 12.1, 14, 16.8, 19.9, 23.3, 28, 33.3, 36.5, 43.7, 52.1, 57.7, 63.4, 68.4, 72.3, 78, 84.7, 91.5, ] maxNum = 97300 minNum = 30 def get_year_chart(year: str): map_data = [ [[x["name"], x["value"]] for x in d["data"]] for d in data if d["time"] == year ][0] min_data, max_data = (minNum, maxNum) data_mark: List = [] i = 0 for x in time_list: if x == year: data_mark.append(total_num[i]) else: data_mark.append("") i = i + 1 map_chart = ( Map() .add( series_name="", data_pair=map_data, zoom=1, center=[119.5, 34.5], is_map_symbol_show=False, itemstyle_opts={ "normal": {"areaColor": "#323c48", "borderColor": "#404a59"}, "emphasis": { "label": {"show": Timeline}, "areaColor": "rgba(255,255,255, 0.5)", }, }, ) .set_global_opts( title_opts=opts.TitleOpts( title="" + str(year) + "全国分地区GPD情况(单位:亿) 数据来源:国家统计局", subtitle="", pos_left="center", pos_top="top", title_textstyle_opts=opts.TextStyleOpts( font_size=25, color="rgba(255,255,255, 0.9)" ), ), tooltip_opts=opts.TooltipOpts( is_show=True, formatter=JsCode( """function(params) { if ('value' in params.data) { return params.data.value[2] + ': ' + params.data.value[0]; } }""" ), ), visualmap_opts=opts.VisualMapOpts( is_calculable=True, dimension=0, pos_left="30", pos_top="center", range_text=["High", "Low"], range_color=["lightskyblue", "yellow", "orangered"], textstyle_opts=opts.TextStyleOpts(color="#ddd"), min_=min_data, max_=max_data, ), ) ) line_chart = ( Line() .add_xaxis(time_list) .add_yaxis("", total_num) .add_yaxis( "", data_mark, markpoint_opts=opts.MarkPointOpts(data=[opts.MarkPointItem(type_="max")]), ) .set_series_opts(label_opts=opts.LabelOpts(is_show=False)) .set_global_opts( title_opts=opts.TitleOpts( title="全国GDP总量1993-2018年(单位:万亿)", pos_left="72%", pos_top="5%" ) ) ) bar_x_data = [x[0] for x in map_data] bar_y_data = [{"name": x[0], "value": x[1][0]} for x in map_data] bar = ( Bar() .add_xaxis(xaxis_data=bar_x_data) .add_yaxis( series_name="", yaxis_data=bar_y_data, label_opts=opts.LabelOpts( is_show=True, position="right", formatter="{b} : {c}" ), ) .reversal_axis() .set_global_opts( xaxis_opts=opts.AxisOpts( max_=maxNum, axislabel_opts=opts.LabelOpts(is_show=False) ), yaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(is_show=False)), tooltip_opts=opts.TooltipOpts(is_show=False), visualmap_opts=opts.VisualMapOpts( is_calculable=True, dimension=0, pos_left="10", pos_top="top", range_text=["High", "Low"], range_color=["lightskyblue", "yellow", "orangered"], textstyle_opts=opts.TextStyleOpts(color="#ddd"), min_=min_data, max_=max_data, ), ) ) pie_data = [[x[0], x[1][0]] for x in map_data] pie = ( Pie() .add( series_name="", data_pair=pie_data, radius=["15%", "35%"], center=["80%", "82%"], itemstyle_opts=opts.ItemStyleOpts( border_width=1, border_color="rgba(0,0,0,0.3)" ), ) .set_global_opts( tooltip_opts=opts.TooltipOpts(is_show=True, formatter="{b} {d}%"), legend_opts=opts.LegendOpts(is_show=False), ) ) grid_chart = ( Grid() .add( bar, grid_opts=opts.GridOpts( pos_left="10", pos_right="45%", pos_top="50%", pos_bottom="5" ), ) .add( line_chart, grid_opts=opts.GridOpts( pos_left="65%", pos_right="80", pos_top="10%", pos_bottom="50%" ), ) .add(pie, grid_opts=opts.GridOpts(pos_left="45%", pos_top="60%")) .add(map_chart, grid_opts=opts.GridOpts()) ) return grid_chart if __name__ == "__main__": timeline = Timeline( init_opts=opts.InitOpts(width="1600px", height="900px", theme=ThemeType.DARK) ) for y in time_list: g = get_year_chart(year=y) timeline.add(g, time_point=str(y)) timeline.add_schema( orient="vertical", is_auto_play=True, is_inverse=True, play_interval=5000, pos_left="null", pos_right="5", pos_top="20", pos_bottom="20", width="60", label_opts=opts.LabelOpts(is_show=True, color="#fff"), ) timeline.render("china_gdp_from_1993_to_2018.html")