使用python來讀取超大型檔案資料
阿新 • • 發佈:2018-12-08
在實際應用中,幾乎所有的資料分析工作都是從資料讀取開始的,如果資料量太大導致資料檔案讀取失敗了,這樣後續的工作就沒有辦法進行了,在機器自身硬體記憶體限制的情況下,當檔案量過大的時候直接使用read等函式來進行操作的時候就會報錯,這裡就需要採取一定的策略來儘可能地避免這樣的問題產生,今天的工作中就遇上了這樣的問題,需要處理的資料檔案一共是6.86GB,電腦記憶體是8GB的,讀取的時候就報錯了,用read或者readlines函式都是需要將整個檔案都讀進記憶體中去的,這樣就不行了,查了一些資料,也簡單總結了一下,把處理方法在這裡介紹一下,具體如下:
#!usr/bin/env python #encoding:utf-8 ''' __Author__:沂水寒城 功能: 使用python來讀取超大型檔案 在機器自身硬體記憶體限制的情況下,當檔案量過大的時候直接使用read等函式來進行操作的 時候就會報錯,這裡就需要採取一定的策略來避免這樣的問題產生 ''' import linecache def readFunc1(data='test.txt'): ''' 通過指定單次讀取的資料大小長度 ''' myfile=open(data) while True: block=myfile.read(1024) if not block: break else: print block myfile.close() def readFunc2(data='test.txt'): ''' 設定每次只讀取一行 ''' myfile=open(data) while True: line=myfile.readline() if not line: break else: print line myfile.close() def readFunc3(data='test.txt'): ''' 利用可迭代物件file,這樣會自動的使用buffered IO以及記憶體管理 ''' with open(data,'r') as myflie: for line in myflie: if not line: break else: print line def readFunc4(data='test.txt'): ''' 藉助於第三方模組 linecache ''' #讀取全部資料 all_text=linecache.getlines(data) #讀取第二行資料,要注意linecache的讀取索引是從1開始的,而不是從0開始的 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')
結果如下:
{
"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",
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"11-03-11:00": "100%",
"11-03-05:00": "null",
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"11-12-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png"
}
},
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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": {
"day": {
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"now_temperate": "\u6c14\u6e29"
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"three_hour": {
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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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},
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}
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"11-14-11:00": "\u4e1c\u98ce",
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"11-14-02:00": "\u4e1c\u5317\u98ce",
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"11-14-23:00": "86%",
"11-14-05:00": "89.8%",
"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%"
}
},
"water": {
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"11-14-23:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-14-05:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"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",
"11-14-02:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/1.png",
"11-14-17:00": "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": {
"temperate": {
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"now_temperate": "\u6c14\u6e29"
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"11-08-11:00": "15.8\u2103",
"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"
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},
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"11-08-20:00": "1.7\u7c73/\u79d2",
"11-08-08:00": "1.7\u7c73/\u79d2",
"11-08-14:00": "1.5\u7c73/\u79d2",
"11-08-17:00": "1.9\u7c73/\u79d2",
"11-08-23:00": "1.3\u7c73/\u79d2",
"11-08-02:00": "1.8\u7c73/\u79d2"
}
},
"wi
nd_direction": {
"day": {
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"today_windd": "\u4e1c\u98ce"
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"three_hour": {
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"11-08-20:00": "\u897f\u5317\u98ce",
"11-08-08:00": "\u897f\u98ce",
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"11-08-17:00": "\u897f\u5317\u98ce",
"11-08-23:00": "\u897f\u98ce",
"11-08-02:00": "\u5317\u98ce"
}
},
"humidity": {
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"now_humidity": "\u76f8\u5bf9\u6e7f\u5ea6"
},
"three_hour": {
"11-08-05:00": "92.9%",
"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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},
"three_hour": {
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"11-08-08:00": "1.3",
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"11-08-23:00": "1011.1hPa",
"11-08-02:00": "1008.9hPa"
}
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"11-08-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"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/nm
c/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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}
},
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"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%",
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"11-08-23:00": "10.1%",
"11-08-02:00": "100%"
}
}
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},
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"three_hour": {
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"11-09-17:00": "90.5%",
"11-09-14:00": "95%",
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"11-09-11:00": "95.9%",
"11-09-20:00": "82.2%",
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},
"water": {
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"11-09-08:00": "100%",
"11-09-02:00": "10.1%",
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"11-09-14:00": "82.5%",
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"11-09-11:00": "100%",
"11-09-20:00": "16%",
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}
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"11-10-11:00": "64.3%",
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"11-10-02:00": "84%",
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},
"water":
{
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"11-10-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/0.png",
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"11-10-14:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/0.png",
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"three_hour": {
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"11-10-08:00": "10.1%"
}
}
}
}
{
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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%",
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}
},
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"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",
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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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"temperate": {
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"now_temperate": "\u6c14\u6e29"
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"three_hour": {
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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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"today_windd": "\u4e1c\u98ce"
},
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"11-07-05:00": "\u897f\u98ce",
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"11-07-17:00": "\u897f\u5317\u98ce"
}
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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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}
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}
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}
},
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},
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"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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"11-04-02:00": "14.2\u2103",
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}
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}
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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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"11-04-05:00": "1010.4hPa",
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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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"11-05-11:00": "21.8\u2103",
"11-05-05:00": "16.2\u2103",
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"11-05-14:00": "20.9\u2103",
"11-05-08:00": "18.1\u2103",
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},
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"11-05-23:00": "90%",
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"11-05-08:00": "97.9%",
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}
},
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},
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"three_hour": {
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"11-05-11:00": "78.1%",
"11-05-05:00": "44.7%",
"11-05-23:00": "96.3%",
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"11-05-14:00": "89.3%",
"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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}
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}
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"11-11-11:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
"11-11-17:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/2.png",
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"11-11-20:00": "http://image.nmc.cn/static2/site/nmc/themes/basic/weather/white/day/7.png",
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"11-1