11.2.2 華東地區各省市利潤額分析
爲了分析該企業的商品在華東地區各省市的利潤額情況,繪製了利潤額的漏斗圖,Python代碼如下:
#聲明Notebook類型,必須在引入pyecharts.charts等模塊前聲明
from pyecharts.globals import CurrentConfig, NotebookType
CurrentConfig.NOTEBOOK_TYPE = NotebookType.JUPYTER_LAB
from pyecharts import options as opts
from pyecharts.charts import Funnel, Page
from impala.dbapi import connect
#連接Hadoop數據庫
v1 = []
v2 = []
conn = connect(host='192.168.1.7', port=10000, database='sales',auth_mechanism='NOSASL',user='root')
cursor = conn.cursor()
#讀取Hadoop數據
sql_num = "SELECT province,ROUND(SUM(profit),2) FROM orders WHERE dt=2019 and region='華東' GROUP BY province"
cursor.execute(sql_num)
sh = cursor.fetchall()
for s in sh:
v1.append(s[0])
v2.append(s[1])
#畫漏斗圖
def funnel_label() -> Funnel:
c = (
Funnel()
.add("利潤額",
[list(z) for z in zip(v1, v2)],
sort_="descending", #默認是sort_="descending"即從大到小,也可以設置爲ascending即反向漏斗
label_opts=opts.LabelOpts(position="inside"),
)
.set_global_opts(title_opts=opts.TitleOpts(title="區域利潤額比較分析", subtitle="2019年企業經營狀況"),
toolbox_opts=opts.ToolboxOpts(),
legend_opts=opts.LegendOpts(is_show=True)
)
)
return c
#第一次渲染時候調用load_javasrcript文件
funnel_label().load_javascript()
#展示數據可視化圖表
funnel_label().render_notebook()
在Jupyter lab中運行上述代碼,生成如圖11-2所示的漏斗圖。
圖11-2 漏斗圖