标签：Python data1 else pd capital print data Pandas Numpy
利用Numpy和Pandas对数据进行清洗，包括去除重复记录、处理缺失值和异常值，实现代码如下：
# coding = utf-8
# 导入必要的库
import pandas as pd
import numpy as np
# 导入数据及输出格式
def read_data(filename):
data = pd.read_csv(filename)
# 数据列名
data.columns = ['age', 'workclass', 'fnlwgt', 'education', 'education-num',
'marital-status', 'occupation', 'relationship', 'race', 'sex',
'capital-gain', 'capital-loss', 'hours-per-week',
'native-country', 'income']
# 复制数据
dt = data
# 设置展示选项
pd.set_option('display.max_rows', None)
pd.set_option('display.max_columns', None)
pd.set_option('display.width', None)
pd.set_option('display.unicode.ambiguous_as_wide', True)
pd.set_option('display.unicode.east_asian_width', True)
print(dt.head())
return data
# 清洗数据
def clean_data(data):
# 处理重复值
print('存在' if any(data.duplicated()) else '不存在', '重复观测值')
data.drop_duplicates()
# 处理缺失值
print(data.isnull())
# 检测每列缺失值数量
print(data.isnull().sum())
# 检测每行缺失值数量
print(data.isnull().T.sum())
print('不存在' if any(data.isnull()) else '存在', '缺失值')
# 删除缺失值
data.dropna()
# 前向填充
data.fillna(method='ffill')
# 后向填充
data.fillna(method='bfill')
# 值填充
data.fillna(value=2)
# 统计值填充
data.fillna(value={'capital-gain': data['capital-gain'].mean()})
# 异常值处理
data1 = data['capital-gain']
# 标准差监测
xmean = data1.mean()
xstd = data1.std()
print('存在' if any(data1 > xmean + 2 * xstd) else '不存在', '上限异常值')
print('存在' if any(data1 < xmean - 2 * xstd) else '不存在', '下限异常值')
# 箱线图监测
q1 = data1.quantile(0.25)
q3 = data1.quantile(0.75)
up = q3 + 1.5 * (q3 - q1)
dw = q1 - 1.5 * (q3 - q1)
print('存在' if any(data1 > up) else '不存在', '上限异常值')
print('存在' if any(data1 < dw) else '不存在', '下限异常值')
data1[data1 > up] = data1[data1 < up].max()
data1[data1 < dw] = data1[data1 > dw].min()
print(data1)
# 导入数据
data = read_data('./income_classification.csv')
# 清洗数据
clean_data(data)
输出分析结果
age workclass fnlwgt education education-num \
0 39 State-gov 77516 Bachelors 13
1 50 Self-emp-not-inc 83311 Bachelors 13
2 38 Private 215646 HS-grad 9
3 53 Private 234721 11th 7
4 28 Private 338409 Bachelors 13
marital-status occupation relationship race sex \
0 Never-married Adm-clerical Not-in-family White Male
1 Married-civ-spouse Exec-managerial Husband White Male
2 Divorced Handlers-cleaners Not-in-family White Male
3 Married-civ-spouse Handlers-cleaners Husband Black Male
4 Married-civ-spouse Prof-specialty Wife Black Female
capital-gain capital-loss hours-per-week native-country income
0 2174 0 40 United-States <=50K
1 0 0 13 United-States <=50K
2 0 0 40 United-States <=50K
3 0 0 40 United-States <=50K
4 0 0 40 Cuba <=50K
存在 重复观测值
IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.
Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)
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16286 0
16287 0
16288 0
16289 0
16290 0
16291 0
16292 0
16293 0
16294 0
16295 0
16296 0
16297 0
16298 0
16299 0
16300 0
16301 0
16302 0
16303 0
16304 0
16305 0
16306 0
16307 0
16308 0
16309 0
16310 0
16311 0
16312 0
16313 0
16314 0
16315 0
16316 0
16317 0
16318 0
16319 0
16320 0
16321 0
16322 0
16323 0
16324 0
16325 0
16326 0
16327 0
16328 0
16329 0
16330 0
16331 0
16332 0
16333 0
16334 0
16335 0
16336 0
16337 0
16338 0
16339 0
16340 0
16341 0
16342 0
16343 0
16344 0
16345 0
16346 0
16347 0
16348 0
16349 0
16350 0
16351 0
16352 0
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16355 0
16356 0
16357 0
16358 0
16359 0
16360 0
16361 0
16362 0
16363 0
16364 0
16365 0
16366 0
16367 0
16368 0
16369 0
16370 0
16371 0
16372 0
16373 0
16374 0
16375 0
16376 0
16377 0
16378 0
16379 0
16380 0
16381 0
16382 0
16383 0
16384 0
16385 0
16386 0
16387 0
16388 0
16389 0
16390 0
16391 0
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16393 0
16394 0
16395 0
16396 0
16397 0
16398 0
16399 0
16400 0
16401 0
16402 0
1640
标签：Python,
data1,
else,
pd,
capital,
print,
data,
Pandas,
Numpy
From： https://blog.csdn.net/csdnjxx/article/details/136917176