在实际应用中，几乎所有的数据分析工作都是从数据读取开始的，如果数据量太大导致数据文件读取失败了，这样后续的工作就没有办法进行了，在机器自身硬件内存限制的情况下，当文件量过大的时候直接使用read等函数来进行操作的时候就会报错，这里就需要采取一定的策略来尽可能地避免这样的问题产生，今天的工作中就遇上了这样的问题，需要处理的数据文件一共是6.86GB，电脑内存是8GB的，读取的时候就报错了，用read或者readlines函数都是需要将整个文件都读进内存中去的，这样就不行了，查了一些资料，也简单总结了一下，把处理方法在这里介绍一下，具体如下：
#!usr/bin/env python
#encoding:utf-8
'''
__Author__:沂水寒城
功能： 使用python来读取超大型文件
在机器自身硬件内存限制的情况下，当文件量过大的时候直接使用read等函数来进行操作的
时候就会报错，这里就需要采取一定的策略来避免这样的问题产生
'''
import linecache
def readFunc1(data='test.txt'):
'''
通过指定单次读取的数据大小长度
'''
myfile=open(data)
while True:
block=myfile.read(1024)
if not block:
break
else:
print block
myfile.close()
def readFunc2(data='test.txt'):
'''
设定每次只读取一行
'''
myfile=open(data)
while True:
line=myfile.readline()
if not line:
break
else:
print line
myfile.close()
def readFunc3(data='test.txt'):
'''
利用可迭代对象file，这样会自动的使用buffered IO以及内存管理
'''
with open(data,'r') as myflie:
for line in myflie:
if not line:
break
else:
print line
def readFunc4(data='test.txt'):
'''
借助于第三方模块 linecache
'''
#读取全部数据
all_text=linecache.getlines(data)
#读取第二行数据，要注意linecache的读取索引是从1开始的，而不是从0开始的
text=linecache.getline(data, 2)
print 'line 2: ',text
if __name__=='__main__':
readFunc1(data='test.txt')
readFunc2(data='test.txt')
readFunc3(data='test.txt')
readFunc4(data='test.txt')结果如下：
{
"11-06": {
"temperate": {
"day": {
"today_temperate": "10\u2103",
"now_temperate": "\u6c14\u6e29"
},
"three_hour": {
"11-06-23:00": "17.4\u2103",
"11-06-20:00": "18\u2103",
"11-06-17:00": "18.4\u2103",
"11-06-02:00": "20.4\u2103",
"11-06-14:00": "18.7\u2103",
"11-06-05:00": "17.9\u2103",
"11-06-11:00": "19.8\u2103",
"11-06-08:00": "17.5\u2103"
}
},
"wind_speed": {
"day": {
"today_winds": "\u5fae\u98ce",
"now_winds": "\u98ce\u5411\u98ce\u901f"
},
"three_hour": {
"11-06-23:00": "0.9\u7c73/\u79d2",
"11-06-20:00": "1.1\u7c73/\u79d2",
"11-06-17:00": "2.3\u7c73/\u79d2",
"11-06-02:00": "1.8\u7c73/\u79d2",
"11-06-14:00": "2\u7c73/\u79d2",
"11-06-05:00": "2.3\u7c73/\u79d2",
"11-06-11:00": "2.2\u7c73/\u79d2",
"11-06-08:00": "1\u7c73/\u79d2"
}
},
"wind_direction": {
"day": {
"now_windd": "\u98ce\u5411\u98ce\u901f",
"today_windd": "\u4e1c\u98ce"
},
"three_hour": {
"11-06-23:00": "\u531
7\u98ce",
"11-06-20:00": "\u4e1c\u5317\u98ce",
"11-06-17:00": "\u4e1c\u98ce",
"11-06-02:00": "\u4e1c\u98ce",
"11-06-14:00": "\u4e1c\u5357\u98ce",
"11-06-05:00": "\u4e1c\u98ce",
"11-06-11:00": "\u4e1c\u5357\u98ce",
"11-06-08:00": "\u4e1c\u98ce"
}
},
"humidity": {
"day": {
"today_humidity": "null",
"now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
},
"three_hour": {
"11-06-23:00": "93.8%",
"11-06-20:00": "92.4%",
"11-06-17:00": "92.8%",
"11-06-02:00": "91.9%",
"11-06-14:00": "93.2%",
"11-06-05:00": "96.9%",
"11-06-11:00": "91%",
"11-06-08:00": "93.8%"
}
},
"water": {
"day": {
"now_water": 0,
"today_water": "null"
},
"three_hour": {
"11-06-23:00": "0.4",
"11-06-20:00": "0.8",
"11-06-17:00": "1.1",
"11-06-02:00": "0.3",
"11-06-14:00": "2.3",
"11-06-05:00": "0.2",
"11-06-11:00": "0.6",
"11-06-08:00": "0.4"
}
},
"pressure": {
"day": {
"today_pressure": "null",
"now_p
ressure": "null"
},
"three_hour": {
"11-06-23:00": "1009.6hPa",
"11-06-20:00": "1009.2hPa",
"11-06-17:00": "1008.2hPa",
"11-06-02:00": "1009.8hPa",
"11-06-14:00": "1008.3hPa",
"11-06-05:00": "1009.4hPa",
"11-06-11:00": "1010.3hPa",
"11-06-08:00": "1010hPa"
}
},
"weather": {
"day": {
"now_weather": "null",
"weather_png_link": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/night/1.png",
"today_weather": "\u591a\u4e91"
},
"three_hour": {
"11-06-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-05:00": "h
ttp://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png"
}
},
"cloud": {
"day": {
"now_cloud": "null",
"today_cloud": "null"
},
"three_hour": {
"11-06-23:00": "94.2%",
"11-06-20:00": "90.6%",
"11-06-17:00": "99.9%",
"11-06-02:00": "93.1%",
"11-06-14:00": "97.1%",
"11-06-05:00": "98.8%",
"11-06-11:00": "97.7%",
"11-06-08:00": "96.2%"
}
}
},
"11-07": {
"temperate": {
"day": {
"today_temperate": "10\u2103",
"now_temperate": "\u6c14\u6e29"
},
"three_hour": {
"11-07-20:00": "16.2\u2103",
"11-07-23:00": "18.8\u2103",
"11-07-05:00": "17.2\u2103",
"11-07-08:00": "19.1\u2103",
"11-07-11:00": "19.9\u2103",
"11-07-14:00": "20.8\u2103",
"11-07-02:00": "17.9\u2103",
"11-07-17:00": "18\u2103"
}
},
"
wind_speed": {
"day": {
"today_winds": "\u5fae\u98ce",
"now_winds": "\u98ce\u5411\u98ce\u901f"
},
"three_hour": {
"11-07-20:00": "1.7\u7c73/\u79d2",
"11-07-23:00": "0.9\u7c73/\u79d2",
"11-07-05:00": "2\u7c73/\u79d2",
"11-07-08:00": "1.7\u7c73/\u79d2",
"11-07-11:00": "2.2\u7c73/\u79d2",
"11-07-14:00": "2.2\u7c73/\u79d2",
"11-07-02:00": "1.2\u7c73/\u79d2",
"11-07-17:00": "2.2\u7c73/\u79d2"
}
},
"wind_direction": {
"day": {
"now_windd": "\u98ce\u5411\u98ce\u901f",
"today_windd": "\u4e1c\u98ce"
},
"three_hour": {
"11-07-20:00": "\u897f\u5317\u98ce",
"11-07-23:00": "\u897f\u5317\u98ce",
"11-07-05:00": "\u897f\u98ce",
"11-07-08:00": "\u897f\u5317\u98ce",
"11-07-11:00": "\u897f\u5317\u98ce",
"11-07-14:00": "\u897f\u5317\u98ce",
"11-07-02:00": "\u897f\u5317\u98ce",
"11-07-17:00": "\u897f\u5317\u98ce"
}
},
"humidity": {
"day": {
"today_humidity": "null",
"now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
},
"three_hour": {
"11-07-20:00": "82%",
"11-07-23:00": "94.2%",
"11-07-05:00": "98.8%",
"11-07-08:00": "97.6%",
"11-07-11:00": "94.4%",
"11-07-14:00": "88%",
"11-07-02:00": "96.5%",
"11-07-17:00": "89.6%"
}
},
"water": {
"day": {
"now_water": 0,
"today_water": "null"
},
"three_hour": {
"11-07-20:00": 0,
"11-07-23:00": "0.1",
"11-07-05:00": "0.2",
"11-07-08:00": "0.4",
"11-07-11:00": "0.3",
"11-07-14:00": "0.2",
"11-07-02:00": "0.3",
"11-07-17:00": 0
}
},
"pressure": {
"day": {
"today_pressure": "null",
"now_pressure": "null"
},
"three_hour": {
"11-07-20:00": "1010.6hPa",
"11-07-23:00": "1010.4hPa",
"11-07-05:00": "1009.3hPa",
"11-07-08:00": "1010.3hPa",
"11-07-11:00": "1011.5hPa",
"11-07-14:00": "1009.6hPa",
"11-07-02:00": "1009.5hPa",
"11-07-17:00": "1009.8hPa"
}
},
"weather": {
"day": {
"now_weather": "null",
"weather_png_link": "http://imag
e.nmc.cn/static2/site/nmc/themes/basic/weather/white/night/1.png",
"today_weather": "\u591a\u4e91"
},
"three_hour": {
"11-07-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-07-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png"
}
},
"cloud": {
"day": {
"now_cloud": "null",
"today_cloud": "null"
},
"three_hour": {
"11-07-20:00":
"95.9%",
"11-07-23:00": "100%",
"11-07-05:00": "62.1%",
"11-07-08:00": "94.2%",
"11-07-11:00": "98%",
"11-07-14:00": "99.2%",
"11-07-02:00": "98.6%",
"11-07-17:00": "98.4%"
}
}
},
"11-04": {
"temperate": {
"day": {
"today_temperate": "10\u2103",
"now_temperate": "\u6c14\u6e29"
},
"three_hour": {
"11-04-23:00": "16.3\u2103",
"11-04-20:00": "15.8\u2103",
"11-04-08:00": "14.7\u2103",
"11-04-14:00": "17.8\u2103",
"11-04-17:00": "17.1\u2103",
"11-04-02:00": "14.2\u2103",
"11-04-05:00": "14.3\u2103",
"11-04-11:00": "16.5\u2103"
}
},
"wind_speed": {
"day": {
"today_winds": "\u5fae\u98ce",
"now_winds": "\u98ce\u5411\u98ce\u901f"
},
"three_hour": {
"11-04-23:00": "1\u7c73/\u79d2",
"11-04-20:00": "1.4\u7c73/\u79d2",
"11-04-08:00": "1\u7c73/\u79d2",
"11-04-14:00": "1.5\u7c73/\u79d2",
"11-04-17:00": "2\u7c73/\u79d2",
"11-04-02:00": "0.4\u7c73/\u79d2",
"11-04-05:00": "1.1\u7c73/\u79d2"
,
"11-04-11:00": "1.5\u7c73/\u79d2"
}
},
"wind_direction": {
"day": {
"now_windd": "\u98ce\u5411\u98ce\u901f",
"today_windd": "\u4e1c\u98ce"
},
"three_hour": {
"11-04-23:00": "\u4e1c\u98ce",
"11-04-20:00": "\u4e1c\u98ce",
"11-04-08:00": "\u4e1c\u5317\u98ce",
"11-04-14:00": "\u4e1c\u5317\u98ce",
"11-04-17:00": "\u4e1c\u5317\u98ce",
"11-04-02:00": "\u4e1c\u5317\u98ce",
"11-04-05:00": "\u4e1c\u5317\u98ce",
"11-04-11:00": "\u4e1c\u5317\u98ce"
}
},
"humidity": {
"day": {
"today_humidity": "null",
"now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
},
"three_hour": {
"11-04-23:00": "92.7%",
"11-04-20:00": "96%",
"11-04-08:00": "96.8%",
"11-04-14:00": "96.4%",
"11-04-17:00": "97%",
"11-04-02:00": "99.1%",
"11-04-05:00": "95.9%",
"11-04-11:00": "95.7%"
}
},
"water": {
"day": {
"now_water": 0,
"today_water": "null"
},
"three_hour": {
"11-04-23:00": 0,
"11-04-20:00": "0.1",
"11-
04-08:00": "2.5",
"11-04-14:00": "2.8",
"11-04-17:00": "0.9",
"11-04-02:00": 0,
"11-04-05:00": "2.8",
"11-04-11:00": "3.3"
}
},
"pressure": {
"day": {
"today_pressure": "null",
"now_pressure": "null"
},
"three_hour": {
"11-04-23:00": "1009.2hPa",
"11-04-20:00": "1009.4hPa",
"11-04-08:00": "1010.8hPa",
"11-04-14:00": "1008.4hPa",
"11-04-17:00": "1008.3hPa",
"11-04-02:00": "1008.8hPa",
"11-04-05:00": "1010.4hPa",
"11-04-11:00": "1010.5hPa"
}
},
"weather": {
"day": {
"now_weather": "null",
"weather_png_link": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/night/1.png",
"today_weather": "\u591a\u4e91"
},
"three_hour": {
"11-04-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-04-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-04-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/da
y/7.png",
"11-04-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-04-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-04-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-04-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-04-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/8.png"
}
},
"cloud": {
"day": {
"now_cloud": "null",
"today_cloud": "null"
},
"three_hour": {
"11-04-23:00": "63.1%",
"11-04-20:00": "56.7%",
"11-04-08:00": "97.3%",
"11-04-14:00": "98.1%",
"11-04-17:00": "82.2%",
"11-04-02:00": "80%",
"11-04-05:00": "98.7%",
"11-04-11:00": "100%"
}
}
},
"11-05": {
"temperate": {
"day": {
"today_temperate": "10\u2103",
"now_temperate": "\u6c14\u6e29"
},
"three_hour": {
"11-05-02:00": "16.9\u2103",
"11-05-11:00": "2
1.8\u2103",
"11-05-05:00": "16.2\u2103",
"11-05-23:00": "21.7\u2103",
"11-05-17:00": "19.9\u2103",
"11-05-14:00": "20.9\u2103",
"11-05-08:00": "18.1\u2103",
"11-05-20:00": "18.9\u2103"
}
},
"wind_speed": {
"day": {
"today_winds": "\u5fae\u98ce",
"now_winds": "\u98ce\u5411\u98ce\u901f"
},
"three_hour": {
"11-05-02:00": "1.3\u7c73/\u79d2",
"11-05-11:00": "2\u7c73/\u79d2",
"11-05-05:00": "1\u7c73/\u79d2",
"11-05-23:00": "1.3\u7c73/\u79d2",
"11-05-17:00": "2.5\u7c73/\u79d2",
"11-05-14:00": "1.7\u7c73/\u79d2",
"11-05-08:00": "1.1\u7c73/\u79d2",
"11-05-20:00": "1.8\u7c73/\u79d2"
}
},
"wind_direction": {
"day": {
"now_windd": "\u98ce\u5411\u98ce\u901f",
"today_windd": "\u4e1c\u98ce"
},
"three_hour": {
"11-05-02:00": "\u4e1c\u98ce",
"11-05-11:00": "\u4e1c\u98ce",
"11-05-05:00": "\u4e1c\u98ce",
"11-05-23:00": "\u4e1c\u98ce",
"11-05-17:00": "\u4e1c\u98ce",
"11-05-14:00": "\u4e1c\u98ce",
"1
1-05-08:00": "\u4e1c\u98ce",
"11-05-20:00": "\u4e1c\u98ce"
}
},
"humidity": {
"day": {
"today_humidity": "null",
"now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
},
"three_hour": {
"11-05-02:00": "95.7%",
"11-05-11:00": "85.8%",
"11-05-05:00": "99.1%",
"11-05-23:00": "90%",
"11-05-17:00": "87.2%",
"11-05-14:00": "85.4%",
"11-05-08:00": "97.9%",
"11-05-20:00": "90.6%"
}
},
"water": {
"day": {
"now_water": 0,
"today_water": "null"
},
"three_hour": {
"11-05-02:00": 0,
"11-05-11:00": "0.1",
"11-05-05:00": 0,
"11-05-23:00": "0.6",
"11-05-17:00": "0.4",
"11-05-14:00": "0.2",
"11-05-08:00": 0,
"11-05-20:00": "0.3"
}
},
"pressure": {
"day": {
"today_pressure": "null",
"now_pressure": "null"
},
"three_hour": {
"11-05-02:00": "1008.5hPa",
"11-05-11:00": "1009.5hPa",
"11-05-05:00": "1008.3hPa",
"11-05-23:00": "1010.4hPa",
"11-05-17:00": "1007.6hPa",
"11-05-14:00":
"1007.2hPa",
"11-05-08:00": "1009.2hPa",
"11-05-20:00": "1010hPa"
}
},
"weather": {
"day": {
"now_weather": "null",
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"11-03-17:00": "96%",
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"11-03-11:00": "100%",
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},
"three_hour": {
"11-12-20:00": "100%",
"11-12-05:00": "89.2%",
"11-12-02:00": "81.8%",
"11-12-17:00": "100%",
"11-12-14:00": "95.7%",
"11-12-23:00": "88.1%",
"11-12-08:00": "93.1%",
"11-12-11:00": "99.6%"
}
}
},
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"temperate": {
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"11-14-08:00": "12.2\u2103",
"11-14-11:00": "15.4\u2103",
"11-14-14:00": "16.8\u2103",
"11-14-02:00": "11.5\u2103",
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"11-14-08:00": "85.4%",
"11-14-11:00": "62.6%",
"11-14-14:00": "74.5%",
"11-14-02:00": "88.8%",
"11-14-17:00": "80.5%"
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"water": {
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"11-14-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-14-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-14-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
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"three_hour": {
"11-14-20:00": "29.6%",
"11-14-23:00": "14.6%",
"11-14-05:00": "1
6.5%",
"11-14-08:00": "25.7%",
"11-14-11:00": "80%",
"11-14-14:00": "70.8%",
"11-14-02:00": "10.1%",
"11-14-17:00": "22.9%"
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"11-08-08:00": "15\u2103",
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"11-08-17:00": "12.8\u2103",
"11-08-23:00": "9.9\u2103",
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}
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"three_hour": {
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"11-08-11:00": "83.4%",
"11-08-20:00": "82.2%",
"11-08-08:00": "92.9%",
"11-08-14:00": "94.9%",
"11-08-17:00": "90.5%",
"11-08-23:00": "80.9%",
"11-08-02:00": "95.8%"
}
},
"water": {
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"11-08-08:00": "http://image.nmc.cn/static2/site/nm
c/themes/basic/weather/white/day/7.png",
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"11-08-11:00": "100%",
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"11-08-08:00": "100%",
"11-08-14:00": "89.8%",
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{
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"11-06-02:00": "20.4\u2103",
"11-06-14:00": "18.7\u2103",
"11-06-05:00": "17.9\u2103",
"11-06-11:00": "19.8\u2103",
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"11-06-20:00": "92.4%",
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"11-06-02:00": "91.9%",
"11-06-14:00": "93.2%",
"11-06-05:00": "96.9%",
"11-06-11:00": "91%",
"11-06-08:00": "93.8%"
}
},
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"11-06-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-06-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
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}
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"three_hour": {
"11-06-23:00": "94.2%",
"11-06-20:00": "90.6%",
"11-06-17:00": "99.9%",
"11-06-02:00": "93.1%",
"11-06-14:00": "97.1%",
"11-06-05:00": "98.8%",
"11-06-11:00": "97.7%",
"11-06-08:00": "96.2%"
}
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"11-07-23:00": "18.8\u2103",
"11-07-05:00": "17.2\u2103",
"11-07-08:00": "19.1\u2103",
"11-07-11:00": "19.9\u2103",
"11-07-14:00": "20.8\u2103",
"11-07-02:00": "17.9\u2103",
"11-07-17:00": "18\u2103"
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}
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}
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},
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"11-07-23:00": "94.2%",
"11-07-05:00": "98.8%",
"11-07-08:00": "97.6%",
"11-07-11:00": "94.4%",
"11-07-14:00": "88%",
"11-07-02:00": "96.5%",
"11-07-17:00": "89.6%"
}
},
"water": {
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},
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"11-07-08:00": "0.4",
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}
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}
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"11-07-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-07-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png"
}
},
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"three_hour": {
"11-07-20:00": "95.9%",
"11-07-23:00": "100%",
"11-07-05:00": "62.1%",
"11-07-08:00": "94.2%",
"11-07-11:00": "98%",
"11-07-14:00": "99.2%",
"11-07-02:00": "98.6%",
"11-07-17:00": "98.4%"
}
}
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"11-04-08:00": "14.7\u2103",
"11-04-14:00": "17.8\u2103",
"11-04-17:00": "17.1\u2103",
"11-04-02:00": "14.2\u2103",
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}
},
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"11-04-17:00": "\u4e1c\u5317\u98ce",
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}
},
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},
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"11-04-20:00": "96%",
"11-04-08:00": "96.8%",
"11-04-14:00": "96.4%",
"11-04-17:00": "97%",
"11-04-02:00": "99.1%",
"11-04-05:00": "95.9%",
"11-04-11:00": "95.7%"
}
},
"water": {
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},
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}
},
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"11-04-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
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"11-04-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/8.png"
}
},
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"three_hour": {
"11-04-23:00": "63.1%",
"11-04-20:00": "56.7%",
"11-04-08:00": "97.3%",
"11-04-14:00": "98.1%",
"11-04-17:00": "82.2%",
"11-04-02:00": "80%",
"11-04-05:00": "98.7%",
"11-04-11:00": "100%"
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}
},
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"11-05-14:00": "20.9\u2103",
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"11-05-23:00": "90%",
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"11-05-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
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"three_hour": {
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"11-05-05:00": "44.7%",
"11-05-23:00": "96.3%",
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"11-05-08:00": "56.9%",
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}
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"11-11-02:00": "14.2\u2103",
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"11-11-20:00": "2\u7c73/\u79d2",
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"11-11-02:00": "1.2\u7c73/\u79d2",
"11-11-14:00": "2.4\u7c73/\u79d2"
}
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"11-11-23:00": "\u5317\u98ce",
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"11-11-05:00": "99.3%",
"11-11-20:00": "77.5%",
"11-11-23:00": "87.1%",
"11-11-08:00": "96.1%",
"11-11-02:00": "94.9%",
"11-11-14:00": "83.8%"
}
},
"water": {
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},
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"11-11-17:00": "1007.5hPa",
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"11-11-23:00": "1009.9hPa",
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}
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"11-11-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-11-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-11-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-11-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-11-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-11-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-11-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png"
}
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},
"three_hour": {
"11-11-11:00": "61.6%",
"11-11-17:00": "94.6%",
"11-11-05:00": "86.9%",
"11-11-20:00": "100%",
"11-11-23:00": "100%",
"11-11-08:00": "93.1%",
"11-11-02:00": "38.9%",
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}
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"11-03-11:00": "16.5\u2103",
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"11-03-14:00": "17.8\u2103",
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}
},
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}
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}
},
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"now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
},
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"11-03-17:00": "96%",
"11-03-11:00": "95.7%",
"11-03-05:00": "null",
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"11-03-02:00": "null",
"11-03-08:00": "96.8%"
}
},
"water": {
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},
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}
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}
},
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"11-03-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-03-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-03-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/8.png",
"11-03-05:00": "null",
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"11-03-02:00": "null",
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}
},
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},
"three_hour": {
"11-03-20:00": "39.2%",
"11-03-23:00": "80%",
"11-03-17:00": "77.5%",
"11-03-11:00": "100%",
"11-03-05:00": "null",
"11-03-14:00": "98.1%",
"11-03-02:00": "null",
"11-03-08:00": "97.3%"
}
}
},
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}
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"11-13-08:00": "\u4e1c\u5317\u98ce",
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"11-13-20:00": "\u4e1c\u5317\u98ce",
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}
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"11-13-17:00": "80.5%",
"11-13-23:00": "83.7%",
"11-13-02:00": "90.7%",
"11-13-08:00": "89.4%",
"11-13-05:00": "90.5%",
"11-13-20:00": "70.3%",
"11-13-11:00": "76.3%"
}
},
"water": {
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},
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}
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"11-13-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-13-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-13-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-13-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-13-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
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}
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"three_hour": {
"11-13-14:00": "70.8%",
"11-13-17:00": "22.9%",
"11-13-23:00": "10.1%",
"11-13-02:00": "97.5%",
"11-13-08:00": "90.1%",
"11-13-05:00": "100%",
"11-13-20:00": "29.6%",
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}
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"11-12-23:00": "12\u2103",
"11-12-08:00": "15.9\u2103",
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}
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},
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"11-12-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
"11-12-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
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"11-14-11:00": "15.4\u2103",
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"11-14-14:00": "2\u7c73/\u79d2",
"11-14-02:00": "1.4\u7c73/\u79d2",
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}
},
"wind_direction": {
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"three_hour": {
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}
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"11-14-23:00": "14.6%",
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"11-14-08:00": "25.7%",
"11-14-11:00": "80%",
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"11-08-11:00": "100%",
"11-08-20:00": "16%",
"11-08-08:00": "100%",
"11-08-14:00": "89.8%",
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"11-14-20:00": "29.6%",
"11-14-23:00": "14.6%",
"11-14-05:00": "16.5%",
"11-14-08:00": "25.7%",
"11-14-11:00": "80%",
"11-14-14:00": "70.8%",
"11-14-02:00": "10.1%",
"11-14-17:00": "22.9%"
}
}
},
"11-08": {
"temperate": {
"day": {
"today_temperate": "10\u2103",
"now_temperate": "\u6c14\u6e29"
},
"three_hour": {
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"11-08-20:00": "12.2\u2103",
"11-08-08:00": "15\u2103",
"11-08-14:00": "16.8\u2103",
"11-08-17:00": "12.8\u2103",
"11-08-23:00": "9.9\u2103",
"11-08-02:00": "17.6\u2103"
}
},
"wind_speed": {
"day": {
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"now_winds": "\u98ce\u5411\u98ce\u901f"
},
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"11-08-14:00": "1.5\u7c73/\u79d2",
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"11-08-23:00": "1.3\u7c73/\u79d2",
"11-08-02:00": "1.8\u7c73/\u79d2"
}
},
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},
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"11-08-20:00": "\u897f\u5317\u98ce",
"11-08-08:00": "\u897f\u98ce",
"11-08-14:00": "\u897f\u5317\u98ce",
"11-08-17:00": "\u897f\u5317\u98ce",
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}
},
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"now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
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"11-08-20:00": "82.2%",
"11-08-08:00": "92.9%",
"11-08-14:00": "94.9%",
"11-08-17:00": "90.5%",
"11-08-23:00": "80.9%",
"11-08-02:00": "95.8%"
}
},
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},
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}
},
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},
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"11-08-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-08-08:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-08-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-08-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-08-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
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}
},
"cloud": {
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"today_cloud": "null"
},
"three_hour": {
"11-08-05:00": "100%",
"11-08-11:00": "100%",
"11-08-20:00": "16%",
"11-08-08:00": "100%",
"11-08-14:00": "89.8%",
"11-08-17:00": "46.9%",
"11-08-23:00": "10.1%",
"11-08-02:00": "100%"
}
}
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"temperate": {
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}
},
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}
},
"wind_direction": {
"day": {
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},
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"11-09-23:00": "\u897f\u5317\u98ce",
"11-09-11:00": "\u897f\u5317\u98ce",
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}
},
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"now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
},
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"11-09-08:00": "95.5%",
"11-09-02:00": "84.8%",
"11-09-17:00": "90.5%",
"11-09-14:00": "95%",
"11-09-23:00": "84.8%",
"11-09-11:00": "95.9%",
"11-09-20:00": "82.2%",
"11-09-05:00": "95.4%"
}
},
"water": {
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},
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}
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}
},
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},
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}
},
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},
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}
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"temperate": {
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},
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}
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}
line 2: "11-06": {
[Finished in 0.4s]四种方法相比而言，前两种方法的核心就是化大为小，即将原始的大文件数据转化为小粒度的数据来进行读取，每次只处理单次读取的数据；第三种方法采用的是文件迭代器的方式，借助于python自带的迭代机制，自动地使用了buffered IO以及内存管理方法来解决大文件数据的读取；最后一种方法是借助于第三方的模块linecache来完成读取的，这是一个自带缓存机制的数据读取模块，最常用的方法就是上面提到的两个函数了，亲测非常好用，读取5GB的文件大概在十几秒左右的吧，直接使用pip安装的话灭有成功，我是在网上找了一个安装包完成安装的，这里放一下下载链接，如果需要的话就拿去测试使用吧，个人感觉还是很不错的。