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Title: GitHub - freedomhust/python-small-examples: 告别枯燥，致力于打造 Python 实用小例子，更多Python良心教程见 Python中文网 http://www.zglg.work

Open Graph Title: GitHub - freedomhust/python-small-examples: 告别枯燥，致力于打造 Python 实用小例子，更多Python良心教程见 Python中文网 http://www.zglg.work

X Title: GitHub - freedomhust/python-small-examples: 告别枯燥，致力于打造 Python 实用小例子，更多Python良心教程见 Python中文网 http://www.zglg.work

Description: 告别枯燥，致力于打造 Python 实用小例子，更多Python良心教程见 Python中文网 http://www.zglg.work - freedomhust/python-small-examples

Open Graph Description: 告别枯燥，致力于打造 Python 实用小例子，更多Python良心教程见 Python中文网 http://www.zglg.work - freedomhust/python-small-examples

X Description: 告别枯燥，致力于打造 Python 实用小例子，更多Python良心教程见 Python中文网 http://www.zglg.work - freedomhust/python-small-examples

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https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#基本操作
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实现 reluhttps://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/1.md
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https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#函数和模块常见用法
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https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#面向对象
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对象是否有某个属性https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/39.md
对象门牌号https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/40.md
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issubclass父子关系鉴定https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/42.md
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元类使用介绍https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/46.md
相同值的不可变对象https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/162.md
对象销毁顺序https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/163.md
子类继承父类的静态方法吗？https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/171.md
https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#正则
正则中字符 r作用https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/89.md
正则原子操作https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/90.md
正则中的转义https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/91.md
正则最普通查找https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/92.md
使用通用字符查找https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/93.md
使用元字符查找https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/94.md
捕获子串https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/95.md
贪心捕获和非贪心捕获https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/96.md
使用正则做密码安全检查https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/97.md
爬取百度首页标题https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/98.md
批量转化为驼峰格式(Camel)https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/99.md
使用正则判断是否为正浮点数https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/102.md
使用正则提取正整数和大于0的浮点数https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/197.md
https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#装饰器迭代器生成器
通俗理解装饰器https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/138.md
测试函数运行时间的装饰器https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/136.md
统计异常次数装饰器https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/137.md
定制递减迭代器https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/139.md
创建迭代器https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/53.md
反向迭代器reversedhttps://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/56.md
zip迭代器https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/57.md
list分组(生成器版)https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/134.md
列表全展开(生成器版)https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/135.md
chain串联小容器为大容器https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/84.md
product 使用案例https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/85.md
斐波那契数列前n项https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/126.md
https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#绘图
turtle绘制奥运五环图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/140.md
turtle绘制漫天雪花https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/141.md
Python词云图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/142.md
Plotly柱状图和折线图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/143.md
seaborn热力图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/144.md
Pyecharts仪表盘https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/145.md
Pyecharts漏斗图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/146.md
Pyecharts水球图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/147.md
Pyecharts饼图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/148.md
Pyecharts极坐标图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/149.md
Pyecharts词云图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/150.md
Pyecharts热力图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/151.md
matplotlib绘制动图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/152.md
seaborn pairplot图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/153.md
pyecharts传入Numpy数据绘图失败https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/167.md
图像处理包pillowhttps://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/169.md
https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#数据分析
数据分析神器：deepnotehttps://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/177.md
NumPy 的pad填充方法https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/172.md
创建下对角线为1、2、3、4的对角矩阵https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/173.md
cut 数据分箱https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/174.md
丢弃空值和填充空值https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/175.md
apply 方法去掉特殊字符https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/178.md
使用map对列做特征工程https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/179.md
category列转数值https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/180.md
rank排名https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/181.md
完成数据下采样，调整步长由小时为天https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/182.md
如何用 Pandas 快速生成时间序列数据https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/183.md
如何快速找出 DataFrame 所有列 null 值个数https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/184.md
重新排序 DataFrame 的列https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/185.md
使用 count 统计词条 出现次数https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/186.md
split 求时分(HH:mm)的分钟差https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/187.md
melt透视数据小技巧https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/188.md
pivot 透视小技巧https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/189.md
p随机读取文件的K行，生成N个https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/190.md
格式化Pandas的时间列https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/191.md
https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#其他常用
help 一键帮助https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/51.md
获取用户输入https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/52.md
文件读写和mode 取值表https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/54.md
operator使用举例https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/58.md
传输json对象https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/59.md
获取文件后缀名https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/103.md
获取路径中的文件名https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/104.md
批量修改文件后缀https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/105.md
xls批量转换成xlsxhttps://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/106.md
获取指定后缀名的文件https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/107.md
批量压缩文件https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/108.md
32位加密https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/109.md
年的日历图https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/110.md
判断是否为闰年https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/111.md
判断月有几天https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/112.md
月的第一天https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/113.md
月的最后一天https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/114.md
获取当前时间https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/115.md
字符时间转时间https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/116.md
时间转字符时间https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/117.md
获得某天后的1~n天https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/133.md
默认启动主线程https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/118.md
创建线程https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/119.md
交替获得CPU时间片https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/120.md
多线程抢夺同一个变量https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/121.md
多线程变量竞争引起的问题https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/122.md
多线程锁https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/123.md
时间转数组及常用格式https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/124.md
nonlocal用于内嵌函数中https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/21.md
global 声明全局变量https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/22.md
共享变量未绑定之坑https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/156.md
优化代码异常输出包https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/168.md
一行代码找到编码https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/170.md
创建SQLite连接https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/192.md
json对象转python对象https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/193.md
python对象转json对象https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/194.md
一行代码让 pip 安装加速 100 倍https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/176.md
https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#工作常用案例
不用else和if实现计算器https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/60.md
去最求平均https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/61.md
打印99乘法表https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/62.md
递归版flatten函数https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/63.md
列表等分为n份https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/64.md
压缩列表https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/65.md
求更长的列表https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/66.md
求列表众数https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/67.md
所有多个列表的最大值https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/68.md
列表检查重复https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/69.md
浮点数等差数列https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/71.md
按条件分组https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/72.md
map实现向量运算https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/73.md
值最大的字典https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/74.md
合并两个字典https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/75.md
Topn 字典https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/76.md
判断是否为异位词https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/77.md
逻辑上合并字典https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/78.md
sample 样本抽样https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/80.md
重洗数据集https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/81.md
10个均匀分布的坐标点https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/82.md
10个高斯分布的坐标点https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/83.md
是否互为排序词https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/100.md
str1是否由str2旋转而来https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/101.md
寻找第n次出现位置https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/125.md
找出所有重复元素https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/127.md
联合统计次数https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/128.md
求两点球面距离https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/199.md
获取文件编码https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/200.md
格式化json串https://patch-diff.githubusercontent.com/freedomhust/python-small-examples/blob/master/md/201.md
https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#python原创教程
个人网站http://www.zglg.work/python-level/
Python进阶完整教程http://www.zglg.work/python-level/
Python前言http://www.zglg.work/Python-20-topics/intro-python/
Google Python代码风格指南http://www.zglg.work/Python-20-topics/google-python-coding-style/
Python数字http://www.zglg.work/Python-20-topics/python-number/
Python正则之提取正整数和大于0浮点数http://www.zglg.work/python-level/python-re-integer-float.md
Python字符串http://www.zglg.work/Python-20-topics/python-string/
CSV读写乱码问题http://www.zglg.work/Python-20-topics/csv-rw-coding-issue/
Unicode标准化http://www.zglg.work/Python-20-topics/unicode-standard/
Unicode, UTF-8, ASCIIhttp://www.zglg.work/Python-20-topics/unicode-utf-8/
Python动态生成变量http://www.zglg.work/Python-20-topics/dynamic_variable/
Python字符串对齐http://www.zglg.work/Python-20-topics/python-string-align/
Python小项目1：文本句子关键词的KWIC显示http://www.zglg.work/Python-20-topics/python-project1-kwic/
Python列表http://www.zglg.work/Python-20-topics/python-list/
Python流程控制http://www.zglg.work/Python-20-topics/python-control/
Python编程习惯专题http://www.zglg.work/Python-20-topics/python-program-habit/
Python函数专题http://www.zglg.work/Python-20-topics/python-functions/
Python面向对象编程-上篇http://www.zglg.work/Python-20-topics/python-oop-1/
Python面向对象编程-下篇http://www.zglg.work/Python-20-topics/python-oop-2/
Python十大数据结构使用专题http://www.zglg.work/Python-20-topics/python-data-structure/
Python包和模块使用注意事项专题http://www.zglg.work/Python-20-topics/python-package-module-apply-items/
Python正则使用专题http://www.zglg.work/Python-20-topics/python-re-apply/
Python时间专题http://www.zglg.work/Python-20-topics/python-time/
Python装饰器专题http://www.zglg.work/Python-20-topics/python-decorator-apply/
Python迭代器使用专题http://www.zglg.work/Python-20-topics/python-iterator-apply/
Python生成器使用专题http://www.zglg.work/Python-20-topics/python-generator-apply/
Python 绘图入门专题http://www.zglg.work/Python-20-topics/python-graph-intro/
Matplotlib绘图基础专题http://www.zglg.work/Python-20-topics/python-matplotlib-1/
Matplotlib绘图进阶专题http://www.zglg.work/Python-20-topics/python-matplotlib-2/
Matplotlib绘图案例http://www.zglg.work/Python-20-topics/python-matplotlib-examples/
NumPy图解入门http://www.zglg.work/Python-20-topics/numpy-graph-intro/
https://patch-diff.githubusercontent.com/freedomhust/python-small-examples#numpy入门教程
NumPy介绍http://www.zglg.work/numpy-intro/
安装和导入NumPyhttp://www.zglg.work/numpy/numpy-install/
Python列表和NumPy数组有什么区别？http://www.zglg.work/numpy/numpy-array-different-python-list/
什么是array?http://www.zglg.work/numpy/what-is-numpy/
有关Array的详细信息http://www.zglg.work/numpy/numpy-array-more/
如何创建arrayhttp://www.zglg.work/numpy/numpy-create-array/
添加、删除和排序元素http://www.zglg.work/numpy/numpy-add-remove-sort/
数组形状和大小http://www.zglg.work/numpy/numpy-shape/
重塑arrayhttp://www.zglg.work/numpy/numpy-reshape/
如何将一维array转换为二维array(如何向数组添加新轴)http://www.zglg.work/numpy/numpy-1d-2d-more/
NumPy索引和切片http://www.zglg.work/numpy/numpy-indexing-slicing/
如何从现有数据创建数组http://www.zglg.work/numpy/numpy-create-an-array-from-existing-data/
数组基本操作http://www.zglg.work/numpy/numpy-basic-array-operations/
广播http://www.zglg.work/numpy/numpy-broadcasting/
更有用的数组操作http://www.zglg.work/numpy/numpy-more-array-operations/
生成随机数http://www.zglg.work/numpy/numpy-generate-random-number/
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