Introduction


本篇比较实用,有必要仔细整理。

若干个相关的库:scipy,scikit-learning,pandas,matplotlib

读大数据文件

# 样例模板

beer_data = "recipeData.csv"

lines = (line for line in open(beer_data, encoding="ISO-8859-1"))
lists = (l.split(",") for l in lines) #----------------------------------------------------------------------------- # Take the column names out of the generator and store them, leaving only data
columns = next(lists) # Take these columns and use them to create an informative dictionary
beerdicts = (dict(zip(columns, data)) for data in lists)

找合适的文件

filteredFiles = [f for f in listdir(dirPath) if isfile(join(dirPath, f)) and re.search(r'^[2]+',f)]

“文件读写” 的要点

一、文件打开

安全打开

二、文件读取

逐行读取

去杂质

三、二进制文件读取

mode='r'即可

txt到binary的互相转化

四、文件保存

pickle

json

"数据集文件”处理要点

一、CSV

Pandas Lib

二、Image

PIL Lib

"数据集划分" 的要点

常见数据集格式:.mat. npz, .data

train_test_split

文件读写


一、文件打开

传统方法的弊端

Ref: python 常用文件读写及with的用法

如果我们open一个文件之后,如果读写发生了异常,是不会调用close()的,那么这会造成文件描述符的资源浪费,久而久之,会造成系统的崩溃。

>>> f = open('data.txt', 'w')   # Make a new file in output mode ('w' is write)
>>> f.write('Hello\n') # Write strings of characters to it
6
>>> f.write('world\n') # Return number of items written in Python 3.X
6
>>> f.close() # Close to flush output buffers to disk

安全打开的建议

策略一:with...as...

with open(r'C:\code\data.txt') as myfile:     # See Chapter 34 for details
for line in myfile:
...use line here...

Ref: python 常用文件读写及with的用法

with方法,也叫"上下文管理器"。实现的样例如下:

可以看出,with ...as之后的语句,相当于调用了__enter__方法,在读取成功;或者异常它再调用__exit__方法。

class File():

    def __init__(self,filename,mode):
self.filename = filename
self.mode = mode def __enter__(self):
print("entering")
self.f = open(self.filename,self.mode)    # 读取失败则执行 __exit__
return self.f def __exit__(self, exc_type, exc_val, exc_tb):
print("will exit")

with File('out.txt','w') as f:
f.write("hello")

策略二:try...finally

myfile = open(r'C:\code\data.txt')
try:
  for line in myfile:
  ...use line here...
finally:
  myfile.close()

二、文件读取

一次性读完

>>> myfile = open('data.txt') # 'r' (read) is the default processing mode
>>> text = myfile.read() # Read entire file into a string >>> text
'Hello\nworld\n'
>>> print(text) # print interprets control characters
Hello
world
>>> text.split() # File content is always a string
['Hello', 'world']

逐行读取

一行一行地读

file = open("sample.txt")
line = file.readline()    # 方案1.省内存

缓存效果逐行读

Ref: http://www.cnblogs.com/xuxn/archive/2011/07/27/read-a-file-with-python.html

带缓存的文件读取。[推荐:它每秒可以读96900行数据,效率是第一种方法的3倍]

# File: readline-example-3.py

file = open("sample.txt")

while 1:
  lines = file.readlines(100000)   # 方案2.通过预读,达到cache的效果
  if not lines:
      break
  for line in lines:
      pass # do something

yield处理大数据?

在python中 比如读取一个500G文件大小,如果使用readLines()方法和read()方法都是不可取的这样的话,直接会导致内存溢出,比较好的方法是使用read(limitSize)或  readLine(limitSize)方法读取数据,每次读取指定字节的数据,放置内存中。

更为直接的如下:python按行遍历一个大文件,最优的语法应该是什么?

with open('filename') as file:
for line in file:
do_things(line) # 这是最快、最安全的方式

去杂质

(1) rstrip 去掉'\n'

(2) split 分割字符串

三、Binary Bytes Files

读取二进制

原数据是二进制

Python3默认就是utf8。如果用户不知道文件的格式的话可以不指定编码格式,同时直接使用rb的模式,直接以二进制的形式,就可以了。

f=open(file='D:/Users/tufengchao/Desktop/test123', mode='r',)
data=f.read()
print(data)

原数据非二进制

那么,就需要把二进制“解码”为“人眼可读”的形式。

>>> F = open('data.bin', 'rb')

>>> data = F.read()                            # Get packed binary data
>>> data
b'\x00\x00\x00\x07spam\x00\x08' >>> import struct
>>> values = struct.unpack('>i4sh', data) # Convert to Python objects
>>> values
(7, b'spam', 8)

保存二进制

原数据是二进制

直接write即可。

原数据非二进制

struct binary data: Storing Packed Binary Data

>>> F = open('data.bin', 'wb')                 # Open binary output file
>>> import struct
>>> data = struct.pack('>i4sh', 7, b'spam', 8) # Make packed binary data
>>> data
b'\x00\x00\x00\x07spam\x00\x08'
>>> F.write(data) # Write byte string
>>> F.close()

解释:

To create a packed binary data file, open it in 'wb' (write binary) mode, and pass struct a format string and some Python objects.

The format string used here means pack as a 4-byte integer, a 4-character string (which must be a bytes string as of Python 3.2), and a 2-byte integer,

all in big-endian form (other format codes handle padding bytes, floating-point numbers, and more):

More: 使用Python进行二进制文件读写的简单方法(推荐)

四、文件保存

如果是txt格式,则直接保持即可。

如果是其他格式 (PICKLE, JSON),则见机行事。

保存为 TXT

#1/list写入txt

ipTable = ['158.59.194.213', '18.9.14.13', '58.59.14.21']
fileObject = open('sampleList.txt', 'w')
for ip in ipTable:
fileObject.write(ip)
fileObject.write('\n')
fileObject.close()

保存为 Pickle

Pickle file: Storing Native Python Objects

[读]:pickle.load

[写]:pickle.dump

>>> D = {'a': 1, 'b': 2}
>>> F = open('datafile.pkl', 'wb')
--------------------------------------------------
>>> import pickle
>>> pickle.dump(D, F) # 对象D存在文件里
>>> F.close()

>>> F = open('datafile.pkl', 'rb')
>>> E = pickle.load(F) # 从文件中读出对象
>>> E
{'a': 1, 'b': 2}

保存为 Json

JSON file: Storing Python Objects

[读]:json.load

[写]:json.dump

>>> name = dict(first='Bob', last='Smith')            # 注意,变量就是Key
>>> rec = dict(name=name, job=['dev', 'mgr'], age=40.5)
>>> rec
{'job': ['dev', 'mgr'], 'name': {'last': 'Smith', 'first': 'Bob'}, 'age': 40.5}
-------------------------------------------------------------------------------------
>>> import json
>>> json.dump(rec, fp=open('testjson.txt', 'w'), indent=4)
>>> print(open('testjson.txt').read())
{
  "job": [
    "dev",
    "mgr"
    ],
  "name": {
    "last": "Smith",
    "first": "Bob"
  },
  "age": 40.5
} >>> P = json.load(open('testjson.txt'))
>>> P
{'job': ['dev', 'mgr'], 'name': {'last': 'Smith', 'first': 'Bob'}, 'age': 40.5}

数据集文件


数据分析常见的文件存储方式

  • Python原生接口;
  • Pandas也提供了方便的接口;

也可以直接读取默认内置数据集。

 make_biclusters()                make_classification()            make_gaussian_quantiles()        make_multilabel_classification() make_sparse_spd_matrix()
make_blobs() make_friedman1() make_hastie_10_2() make_regression() make_sparse_uncorrelated()
make_checkerboard() make_friedman2() make_low_rank_matrix() make_s_curve() make_spd_matrix()
make_circles() make_friedman3() make_moons() make_sparse_coded_signal() make_swiss_roll()

Ref: https://blog.csdn.net/wangdong2017/article/details/81326341

X1,Y1 = make_classification(n_samples=1000,n_features=2,n_redundant=0,n_informative=1,n_clusters_per_class=1)

X2,Y2 = make_classification(n_samples=1000,n_features=2,n_redundant=0,n_informative=2)

X2,Y2 = make_classification(n_samples=1000,n_features=2,n_redundant=0,n_informative=2)

X1,Y1 = make_classification(n_samples=1000,n_features=2,n_redundant=0,n_informative=2,n_clusters_per_class=1,n_classes=3)
# 1000个样本,2个属性,3种类别,方差分别为1.0,3.0,2.0
X1,Y1 = make_blobs(n_samples=1000,n_features=2,centers=3,cluster_std=[1.0,3.0,2.0])
plt.scatter(X1[:,0],X1[:,1],marker='o',c=Y1)
# make_gaussian_quantiles函数利用高斯分位点区分不同数据
X1,Y1 = make_gaussian_quantiles(n_samples=1000,n_features=2,n_classes=4)# make_hastie_10_2函数利用Hastie算法,生成2分类数据
X1,Y1 = make_hastie_10_2(n_samples=1000) #
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" 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x1,y1 = make_circles(n_samples=1000,factor=0.5,noise=0.1)

x1,y1 = make_moons(n_samples=1000,noise=0.1)

一、CSV文件

“原生” 读 CSV文件

不考虑第一行 title

csv.reader():完全当成矩阵数据去读,省空间。

#!/usr/bin/python3
# -*- coding:utf-8 -*-
__author__ = 'mayi' import csv
with open("test.csv", "r", encoding = "utf-8") as f:
reader = csv.reader(f)
rows = [row for row in reader] # 打印出所有,如下
column = [row[1] for row in reader] # 打印一列
print(rows) 

------------------------------------------------------------
结果:
[['No.', 'Name', 'Age', 'Score'],
['', 'mayi', '', ''],
['', 'jack', '', ''],
['', 'tom', '', ''],
['', 'rain', '', '']]

考虑第一行 作为Key值

csv.DictReader():

__author__ = 'mayi'

import csv

#读
with open("test.csv", "r", encoding = "utf-8") as f:
reader = csv.DictReader(f)
column = [row for row in reader] print(column)

得到了不一样的结果,有点太细节了,哈哈。

[{'No.': '', 'Age': '', 'Score': '', 'Name': 'mayi'},
{'No.': '', 'Age': '', 'Score': '', 'Name': 'jack'},
{'No.': '', 'Age': '', 'Score': '', 'Name': 'tom'},
{'No.': '', 'Age': '', 'Score': '', 'Name': 'rain'}]

“原生” 写 CSV文件

__author__ = 'mayi'

import csv

#写:追加
row = ['', 'hanmeimei', '', '']
out = open("test.csv", "a", newline = "") csv_writer = csv.writer(out, dialect = "excel")
csv_writer.writerow(row)

“pandas” 读 CSV文件

直接转化为二维数组的形式去处理。

有点类似数据库的 select 操作:goto [MySQL] 01- Basic sql

import pandas as pd

str_path = './data_analyst_sample_data.csv'
cols
= ['week_sold', 'price', 'num_sold', 'store_id', 'product_code', 'department_name'] dataset = pd.read_csv(str_path, header=None, sep=',', names=cols)  # <---- 这里指定了 ”title"
-----------------------------------------------------------------------------------------------
total_price = 0.0
for i in range(, len(dataset)):
if (dataset['department_name'][i] == 'BEVERAGE'):
each_price = float(dataset['price'][i]) * float(dataset['num_sold'][i])
each_price = round(each_price, 2)
total_price += each_price print("Total price is %.2f" % total_price)
print("")

“pandas” 写 CSV文件

将DataFrame中的表格转化为csv文件。

import pandas as pd

raw_data = {'first_name': ['Jason', 'Molly', 'Tina', 'Jake', 'Amy'],
'last_name': ['Miller', 'Jacobson', 'Ali', 'Milner', 'Cooze'],
'age': [42, 52, 36, 24, 73],
'preTestScore': [4, 24, 31, 2, 3],
'postTestScore': [25, 94, 57, 62, 70]}
df = pd.DataFrame(raw_data, columns = ['first_name', 'last_name', 'age', 'preTestScore', 'postTestScore'])
df
df.to_csv("test.csv", index=False, sep='')

Output:

  first_name last_name age preTestScore postTestScore
0 Jason Miller 42 4 25
1 Molly Jacobson 52 24 94
2 Tina Ali 36 31 57
3 Jake Milner 24 2 62
4 Amy Cooze 73 3 70

二、图片文件

Ref: https://www.jb51.net/article/102981.htm

"matplotlib + scipy" 操作并处理

读图:二维数组形式

使用了三个module干三件事情。

import matplotlib.pyplot as plt               # (a) plt 用于显示图片
import matplotlib.image as mpimg # (b) mpimg 用于读取图片
import numpy as np # (c) np用于处理图片
------------------------------------------------------------------- lena = mpimg.imread('lena.png')          # 读取和代码处于同一目录下的 lena.png, however,0-1的值,需要自己乘以255

# 此时 lena 就已经是一个 np.array 了,可以对它进行任意处理
lena.shape #(512, 512, 3) plt.imshow(lena)     # 显示图片
plt.axis('off')      # 不显示坐标轴
plt.show()

显示某个通道

利用 np.array 的性质,导出一个channel,再用 matplotlib 显示即可。

# 显示图片的第一个通道
lena_1 = lena[:,:,0]
plt.imshow('lena_1')
plt.show()
# 此时会发现显示的是热量图,不是我们预想的灰度图,可以添加 cmap 参数,有如下几种添加方法:
plt.imshow('lena_1', cmap='Greys_r')
plt.show() img = plt.imshow('lena_1')
img.set_cmap('gray') # 'hot' 是热量图
plt.show()

将 RGB 转为灰度图

利用 np.array 的性质,需要靠自己使用 “点积” 来获得。

def rgb2gray(rgb):
return np.dot(rgb[...,:3], [0.299, 0.587, 0.114]) gray =rgb2gray(lena)
# 也可以用 plt.imshow(gray, cmap = plt.get_cmap('gray'))
plt.imshow(gray, cmap='Greys_r')
plt.axis('off')
plt.show()

对图像进行放缩

Scikit-learning: Built on NumPy, SciPy, and matplotlib.

利用 scipy 的模块,进行缩放这样的高级操作。

from scipy import misc
lena_new_sz = misc.imresize(lena, 0.5) # 第二个参数如果是整数,则为百分比,如果是tuple,则为输出图像的尺寸

plt.imshow(lena_new_sz)
plt.axis('off')
plt.show()

保存图像

这里介绍了三种方法:

(a) plt保存:既然能显示,自然也能保存。

(b) scipy保存:既然是高级库,自然也能保存。

(c) np保存:既然在内存能保存图片,自然也能保存在硬盘里。

# 5.1 保存 matplotlib 画出的图像
该方法适用于保存任何 matplotlib 画出的图像,相当于一个 screencapture。 plt.imshow(lena_new_sz)
plt.axis('off')
plt.savefig('lena_new_sz.png') -------------------------------------------------------------------------
# 5.2 将 array 保存为图像
from scipy import misc
misc.imsave('lena_new_sz.png', lena_new_sz) -------------------------------------------------------------------------
5.3 直接保存 array
读取之后还是可以按照前面显示数组的方法对图像进行显示,这种方法完全不会对图像质量造成损失

np
.save('lena_new_sz', lena_new_sz) # 会在保存的名字后面自动加上.npy
img = np.load('lena_new_sz.npy') # 读取前面保存的数组

“PIL” 图像处理标准库

PIL是Python平台事实上的图像处理标准库,支持多种格式,并提供强大的图形与图像处理功能。

打开、保存 图片

from PIL import Image

I = Image.open('lena.png')
I.save('new_lena.png')

显示 图片

from PIL import Image
im = Image.open('lena.png')
im.show()

PIL Image <----> np.array

也可以用 np.asarray(im) 区别是
 (a) np.array() 是 "深拷贝"
 (b) np.asarray() 是 "浅拷贝"

im_array = np.array(im)  # 变换为数组,方便进一步处理

处理完毕后,还是要转换回PIL Image格式。

import matplotlib.image as mpimg
from PIL import Image
lena = mpimg.imread('lena.png')    # 这里读入的数据是 float32 型的,范围是0-1
im = Image.fromarray(np.uinit8(lena*255)) # (1) 先变为np.array; (2) 然后再通过 fromarray() 变回 PIL Image
im.show()

RGB 转换为灰度图

from PIL import Image
I = Image.open('lena.png')
I.show()
L = I.convert('L')
L.show()

数据集划分


主要用于机器学习的数据集准备阶段。

数据 .npz 格式

读取数据

数据集本身已分为 train & test.

data = np.load('webkb.npz',)    #文档数据集

# training data
xtrain = data['xtrain']
ytrain = data['ytrain'] # test data
xtest = data['xtest']
ytest = data['ytest'] # which class is which?
class_label_strings = data['class_label_strings'] # we don't need the original any more
del(data)

数据 .mat 格式

读取数据

数据集本身已分为 train & test,但两者维度不同。

data = loadmat('./usps_gmm_3d.mat')  #手写字体数据集
xtrain3d = data['xtrain3d']
ytrain = data['ytrain']
xtest3d = data['xtest3d']
ytest = data['ytest']
pca_mu = data['mu']
pca_e = data['E']
data.keys()
del(data)

另一个train 与 test 分开读取的例子。

import scipy.io as scio

train_file = '../data/trajectories_train.mat'
test_file = '../data/trajectories_xtest.mat'
train_data = scio.loadmat(train_file)
test_data = scio.loadmat(test_file) x_train = train_data['xtrain'][0]
y_train = train_data['ytrain'][0]
key_train = train_data['key'][0]

数据 .data 格式

读取数据

聚类数据,不用划分。实际上该数据就是csv格式。

with open('faithful.dat') as handle:
# The first 25 lines are text, which we print out but don't use
for i in range(25):
print(handle.readline(), end="")
# The next part of the file we read using `pandas`
data = pd.read_csv(handle, delim_whitespace=True)

查看基本信息

data.head(20)      #看前20个row的数据.

data.describe()    #查看统计信息
  eruptions waiting
count 272.000000 272.000000
mean 3.487783 70.897059
std 1.141371 13.594974
min 1.600000 43.000000
25% 2.162750 58.000000
50% 4.000000 76.000000
75% 4.454250 82.000000
max 5.100000 96.000000

手动划分数据集

原始数据

>>> import numpy as np
>>> from sklearn.model_selection import train_test_split
>>> X, y = np.arange(10).reshape((5, 2)), range(5)
>>> X
array([[0, 1],
[2, 3],
[4, 5],
[6, 7],
[8, 9]])
>>> list(y)
[0, 1, 2, 3, 4]

划分数据

>>> X_train, X_test, y_train, y_test = train_test_split( X, y, test_size=0.33, random_state=42 )
>>> X_train
array([[4, 5],
[0, 1],
[6, 7]])
>>> y_train
[2, 0, 3]
>>> X_test
array([[2, 3],
[8, 9]])
>>> y_test
[1, 4]

End.

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