Count number of counties per state using python {census}(使用 python {census} 计算每个州的县数)
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问题描述
我很难用著名的 cenus.csv 数据.
I am troubling with counting the number of counties using famous cenus.csv data.
任务:统计每个州的县数.
Task: Count number of counties in each state.
面对比较(我认为)/请阅读以下内容?
Facing comparing (I think) / Please read below?
我试过了:
df = pd.read_csv('census.csv')
dfd = df[:]['STNAME'].unique() //Gives out names of state
serr = pd.Series(dfd) // converting to series (from array)
在此之后,我尝试了两种方法:
After this, i've tried using two approaches:
1:
df[df['STNAME'] == serr] **//ERROR: series length must match**
2:
i = 0
for name in serr: //This generate error 'Alabama'
df['STNAME'] == name
for i in serr:
serr[i] == serr[name]
print(serr[name].count)
i+=1
请指导我;这东西已经用了三天了.
Please guide me; it has been three days with this stuff.
推荐答案
使用 groupby 并使用 nunique 聚合 COUNTY:
Use groupby and aggregate COUNTY using nunique:
In [1]: import pandas as pd
In [2]: df = pd.read_csv('census.csv')
In [3]: unique_counties = df.groupby('STNAME')['COUNTY'].nunique()
现在结果
In [4]: unique_counties
Out[4]:
STNAME
Alabama 68
Alaska 30
Arizona 16
Arkansas 76
California 59
Colorado 65
Connecticut 9
Delaware 4
District of Columbia 2
Florida 68
Georgia 160
Hawaii 6
Idaho 45
Illinois 103
Indiana 93
Iowa 100
Kansas 106
Kentucky 121
Louisiana 65
Maine 17
Maryland 25
Massachusetts 15
Michigan 84
Minnesota 88
Mississippi 83
Missouri 116
Montana 57
Nebraska 94
Nevada 18
New Hampshire 11
New Jersey 22
New Mexico 34
New York 63
North Carolina 101
North Dakota 54
Ohio 89
Oklahoma 78
Oregon 37
Pennsylvania 68
Rhode Island 6
South Carolina 47
South Dakota 67
Tennessee 96
Texas 255
Utah 30
Vermont 15
Virginia 134
Washington 40
West Virginia 56
Wisconsin 73
Wyoming 24
Name: COUNTY, dtype: int64
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