diff --git a/.idea/encodings.xml b/.idea/encodings.xml
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\ No newline at end of file
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@@ -88,12 +135,9 @@
- mysql
- get
+ set_stop_words
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diff --git a/README.md b/README.md
index ebf14b2..807fb61 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,5 @@
# python
+
+微信公众号：bigsai
+
+[公众号：欢迎关注](bigsai.jpg)
diff --git a/bigsai.jpg b/bigsai.jpg
new file mode 100644
index 0000000..0dd30ee
Binary files /dev/null and b/bigsai.jpg differ
diff --git a/friends.txt b/friends.txt
deleted file mode 100644
index ca4d5f5..0000000
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rename from "matplp/excel/\344\270\255\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png"
rename to "matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\344\270\255\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png"
diff --git "a/matplp/excel/\344\270\255\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png" "b/matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\344\270\255\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png"
similarity index 100%
rename from "matplp/excel/\344\270\255\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png"
rename to "matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\344\270\255\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png"
diff --git "a/matplp/excel/\347\233\270\351\202\273\344\270\244\345\271\264\345\270\202\345\234\272\347\216\207\345\200\215\346\225\260\345\210\206\345\270\203\346\257\224.png" "b/matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\233\270\351\202\273\344\270\244\345\271\264\345\270\202\345\234\272\347\216\207\345\200\215\346\225\260\345\210\206\345\270\203\346\257\224.png"
similarity index 100%
rename from "matplp/excel/\347\233\270\351\202\273\344\270\244\345\271\264\345\270\202\345\234\272\347\216\207\345\200\215\346\225\260\345\210\206\345\270\203\346\257\224.png"
rename to "matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\233\270\351\202\273\344\270\244\345\271\264\345\270\202\345\234\272\347\216\207\345\200\215\346\225\260\345\210\206\345\270\203\346\257\224.png"
diff --git "a/matplp/excel/\347\276\216\345\233\2752018\345\270\202\351\224\200\347\216\207.jpg" "b/matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\2752018\345\270\202\351\224\200\347\216\207.jpg"
similarity index 100%
rename from "matplp/excel/\347\276\216\345\233\2752018\345\270\202\351\224\200\347\216\207.jpg"
rename to "matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\2752018\345\270\202\351\224\200\347\216\207.jpg"
diff --git "a/matplp/excel/\347\276\216\345\233\2752018\345\270\202\351\224\200\347\216\2072.jpg" "b/matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\2752018\345\270\202\351\224\200\347\216\2072.jpg"
similarity index 100%
rename from "matplp/excel/\347\276\216\345\233\2752018\345\270\202\351\224\200\347\216\2072.jpg"
rename to "matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\2752018\345\270\202\351\224\200\347\216\2072.jpg"
diff --git "a/matplp/excel/\347\276\216\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\345\275\222\346\257\215\345\207\200\345\210\251\346\266\246\345\205\263\347\263\273.png" "b/matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\345\275\222\346\257\215\345\207\200\345\210\251\346\266\246\345\205\263\347\263\273.png"
similarity index 100%
rename from "matplp/excel/\347\276\216\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\345\275\222\346\257\215\345\207\200\345\210\251\346\266\246\345\205\263\347\263\273.png"
rename to "matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\345\275\222\346\257\215\345\207\200\345\210\251\346\266\246\345\205\263\347\263\273.png"
diff --git "a/matplp/excel/\347\276\216\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png" "b/matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png"
similarity index 100%
rename from "matplp/excel/\347\276\216\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png"
rename to "matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\275\345\207\200\350\265\204\344\272\247\346\224\266\347\233\212\347\216\207\350\220\245\344\270\232\346\224\266\345\205\245\345\205\263\347\263\273.png"
diff --git "a/matplp/excel/\347\276\216\345\233\275\347\233\270\351\202\273\344\270\244\345\271\264\345\270\202\345\234\272\347\216\207\345\200\215\346\225\260.png" "b/matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\275\347\233\270\351\202\273\344\270\244\345\271\264\345\270\202\345\234\272\347\216\207\345\200\215\346\225\260.png"
similarity index 100%
rename from "matplp/excel/\347\276\216\345\233\275\347\233\270\351\202\273\344\270\244\345\271\264\345\270\202\345\234\272\347\216\207\345\200\215\346\225\260.png"
rename to "matplp/excel\346\225\260\346\215\256\345\210\206\346\236\220/\347\276\216\345\233\275\347\233\270\351\202\273\344\270\244\345\271\264\345\270\202\345\234\272\347\216\207\345\200\215\346\225\260.png"
diff --git a/matplp/jieba/cipin.py b/matplp/jieba/cipin.py
index 1a5133d..a6382d5 100644
--- a/matplp/jieba/cipin.py
+++ b/matplp/jieba/cipin.py
@@ -14,10 +14,13 @@
# seg_list = jieba.cut(text, cut_all=False) #精确模式（默认是精确模式）
seg_list = jieba.cut(text) # 精确模式（默认是精确模式）
+for va in seg_list:
+ print(va)
+print(seg_list)
print("[精确模式]: ", " ".join(seg_list))
-# seg_list2 = jieba.cut(text, cut_all=True) #全模式
-# print("[全模式]: ", " ".join(seg_list2))
+seg_list2 = jieba.cut(text, cut_all=True) #全模式
+print("[全模式]: ", " ".join(seg_list2))
seg_list3 = jieba.cut_for_search(text) #搜索引擎模式
print("[搜索引擎模式]: "," ".join(seg_list3))
diff --git a/matplp/jieba/ciyun2.py b/matplp/jieba/ciyun2.py
index 66883f0..5df34a3 100644
--- a/matplp/jieba/ciyun2.py
+++ b/matplp/jieba/ciyun2.py
@@ -10,6 +10,8 @@
text = " ".join(ags)
text="快速分析—持久储存 细致图表—比分数告诉你的更多 分析报告—用数据告诉你的状态 错题题库—精准拍搜 人工智能—回归预测 移动pc—随时随地"
print(text)
+text=['快速','gagdagda','gadgdag','aaaa','ggggg','hrrrrr','grgrgr','grgrg']
+text=' '.join(text)
#backgroud_Image = plt.imread('tt.jpg')#如果需要个性化词云
wc = WordCloud(background_color="white",
width=1500, height=1200,
diff --git a/matplp/jieba/image.zip b/matplp/jieba/image.zip
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diff --git "a/matplp/jieba/image/\351\230\263\345\217\260\344\270\212.png" "b/matplp/jieba/image/\351\230\263\345\217\260\344\270\212.png"
deleted file mode 100644
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deleted file mode 100644
index 3df0407..0000000
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diff --git "a/matplp/jieba/image/\351\235\236\345\210\206\347\206\237\345\245\263.png" "b/matplp/jieba/image/\351\235\236\345\210\206\347\206\237\345\245\263.png"
deleted file mode 100644
index b2a9020..0000000
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diff --git "a/matplp/jieba/image/\351\243\236\351\251\260\344\272\272\347\224\237.png" "b/matplp/jieba/image/\351\243\236\351\251\260\344\272\272\347\224\237.png"
deleted file mode 100644
index 350f5fb..0000000
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diff --git "a/matplp/jieba/image/\351\272\273\350\215\257\347\216\213.png" "b/matplp/jieba/image/\351\272\273\350\215\257\347\216\213.png"
deleted file mode 100644
index b366290..0000000
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diff --git "a/matplp/jieba/image/\351\273\221\351\225\234\357\274\232\346\275\230\350\276\276\346\226\257\345\245\210\345\237\272.png" "b/matplp/jieba/image/\351\273\221\351\225\234\357\274\232\346\275\230\350\276\276\346\226\257\345\245\210\345\237\272.png"
deleted file mode 100644
index dc4e1ae..0000000
Binary files "a/matplp/jieba/image/\351\273\221\351\225\234\357\274\232\346\275\230\350\276\276\346\226\257\345\245\210\345\237\272.png" and /dev/null differ
diff --git "a/matplp/jieba/image/\351\276\231\347\217\240\350\266\205\357\274\232\345\270\203\347\275\227\345\210\251.png" "b/matplp/jieba/image/\351\276\231\347\217\240\350\266\205\357\274\232\345\270\203\347\275\227\345\210\251.png"
deleted file mode 100644
index 72032ac..0000000
Binary files "a/matplp/jieba/image/\351\276\231\347\217\240\350\266\205\357\274\232\345\270\203\347\275\227\345\210\251.png" and /dev/null differ
diff --git a/matplp/jieba/tt.jpg b/matplp/jieba/tt.jpg
deleted file mode 100644
index 7e51108..0000000
Binary files a/matplp/jieba/tt.jpg and /dev/null differ
diff --git a/matplp/jieba/txtchuli.py b/matplp/jieba/txtchuli.py
index 72f123c..7625ed4 100644
--- a/matplp/jieba/txtchuli.py
+++ b/matplp/jieba/txtchuli.py
@@ -12,7 +12,7 @@
txt1=''
-f = open('../analyse/img/text.txt', 'r',encoding='utf-8') # 要进行分词处理的文本文件 (统统按照utf8文件去处理，省得麻烦)
+f = open('../群聊记录分析/img/text.txt', 'r',encoding='utf-8') # 要进行分词处理的文本文件 (统统按照utf8文件去处理，省得麻烦)
lines = f.readlines()
index=0
for line in lines:
diff --git a/matplp/jieba/zzz.png b/matplp/jieba/zzz.png
index c47ea5b..73b4e50 100644
Binary files a/matplp/jieba/zzz.png and b/matplp/jieba/zzz.png differ
diff --git a/matplp/matplotlib/bingzhuang.py b/matplp/matplotlib/bingzhuang.py
new file mode 100644
index 0000000..2f62b3c
--- /dev/null
+++ b/matplp/matplotlib/bingzhuang.py
@@ -0,0 +1,42 @@
+# -*- coding: utf-8 -*
+
+from matplotlib.font_manager import FontManager, FontProperties
+import matplotlib as mpl
+import matplotlib.pyplot as plt
+import matplotlib
+matplotlib.rcParams['font.sans-serif'] = ['SimHei']
+matplotlib.rcParams['axes.unicode_minus'] = False
+
+# 使用Mac系统自带的中问字体
+# def getChineseFont():
+# return FontProperties(fname='/System/Library/Fonts/STHeiti Medium.ttc')
+
+
+# 设置图片大小
+# plt.figure(figsize=(9,6))
+label = u'超载', u'船员责任心不强', u'船员驾驶技术太差', u'通航环境差', u'海事、港航监管不到位', u'船舶过于老旧', u'冒险航行' # 各类别标签
+color = 'red', 'orange', 'yellow', 'green', 'blue', 'gray', 'goldenrod' # 各类别颜色
+size = [34, 5, 6, 14, 1, 10, 23] # 各类别占比
+explode = (0.2, 0, 0, 0, 0, 0, 0) # 各类别的偏移半径
+
+# plt.subplot(2,3,1)
+# 绘制饼状图
+pie = plt.pie(size, colors=color, explode=explode, labels=label, shadow=True, autopct='%1.1f%%')
+# 饼状图呈正圆
+for font in pie[1]:
+
+ font.set_size(8)
+for digit in pie[2]:
+ digit.set_size(8)
+
+plt.axis('equal')
+plt.title(u'你认为砂石船发生事故的主要原因在于', fontsize=12)
+
+plt.legend( loc=0, bbox_to_anchor=(0.82, 1)) # 图例
+# 设置legend的字体大小
+leg = plt.gca().get_legend()
+ltext = leg.get_texts()
+plt.setp(ltext, fontsize=6)
+
+# 显示图
+plt.show()
\ No newline at end of file
diff --git a/matplp/analyse/allrecords.py "b/matplp/\347\276\244\350\201\212\350\256\260\345\275\225\345\210\206\346\236\220/allrecords.py"
similarity index 100%
rename from matplp/analyse/allrecords.py
rename to "matplp/\347\276\244\350\201\212\350\256\260\345\275\225\345\210\206\346\236\220/allrecords.py"
diff --git a/matplp/analyse/detail.py "b/matplp/\347\276\244\350\201\212\350\256\260\345\275\225\345\210\206\346\236\220/detail.py"
similarity index 100%
rename from matplp/analyse/detail.py
rename to "matplp/\347\276\244\350\201\212\350\256\260\345\275\225\345\210\206\346\236\220/detail.py"
diff --git a/matplp/analyse/emotion2.png "b/matplp/\347\276\244\350\201\212\350\256\260\345\275\225\345\210\206\346\236\220/emotion2.png"
similarity index 100%
rename from matplp/analyse/emotion2.png
rename to "matplp/\347\276\244\350\201\212\350\256\260\345\275\225\345\210\206\346\236\220/emotion2.png"
diff --git a/matplp/analyse/img/tex.txt "b/matplp/\347\276\244\350\201\212\350\256\260\345\275\225\345\210\206\346\236\220/img/tex.txt"
similarity index 100%
rename from matplp/analyse/img/tex.txt
rename to "matplp/\347\276\244\350\201\212\350\256\260\345\275\225\345\210\206\346\236\220/img/tex.txt"
diff --git "a/pyecharts2/\345\234\260\345\233\276/DD.csv" "b/pyecharts2/\345\234\260\345\233\276/DD.csv"
new file mode 100644
index 0000000..c0eb79f
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/DD.csv"
@@ -0,0 +1,549 @@
+1.û ID ,2.ʹߵĵǰλϢ ,3.ʹߵϳλϢ ,4.ʹߵ³λϢ ,7.ʱ ,8.ʱ
+107888,"123.439998,41.777085","123.43869152881,41.77710039691","123.45781236457,41.808227053175",2018/8/8 12:42,2018/8/8 13:04
+524604,"123.436372,41.767044","123.43620985243,41.766597222222","123.44917724609,41.743994954427",2018/8/8 8:41,2018/8/8 8:52
+529883,"123.358371,41.762956","123.35705906083,41.762521027642","123.37640140462,41.791269913494",2018/8/8 11:18,2018/8/8 11:34
+600470,"123.411579,41.816216","123.41148627387,41.816281467014","123.41704752604,41.838628200955",2018/8/8 0:51,2018/8/8 1:14
+1538675,"123.459383,41.735586","123.4613636437,41.736289288538","123.46143625367,41.773170472983",2018/8/8 17:18,2018/8/8 17:43
+2053347,"123.394832,41.776021","123.39453969491,41.776013990112","123.39410748611,41.752124920915",2018/8/8 8:09,2018/8/8 8:18
+2599544,"123.427598,41.785973","123.42749463674,41.786083045324","123.40542030616,41.796829428248",2018/8/8 13:54,2018/8/8 14:24
+2985610,"123.374745,41.789455","123.37533346477,41.789626453342","123.3656446631,41.772145895122",2018/8/8 22:43,2018/8/8 22:53
+3097287,"123.346734,41.842793","123.34734761745,41.843478541431","123.40454805921,41.794912201178",2018/8/8 11:15,2018/8/8 11:49
+3509129,"123.459905,41.79128","123.45995891462,41.791024073171","123.39357438723,41.782444402248",2018/8/8 18:58,2018/8/8 19:31
+3554642,"123.382171,41.76521","123.38242540148,41.765236545139","123.37495578342,41.797618543837",2018/8/8 23:13,2018/8/8 23:25
+3870224,"123.402547,41.743111","123.40251657187,41.743182340563","123.44658869506,41.731602979961",2018/8/8 14:50,2018/8/8 15:07
+4177229,"123.322661,41.814431","123.32423930566,41.814140110058","123.29461535566,41.795952534809",2018/8/8 8:31,2018/8/8 8:47
+4202625,"123.507861,41.83603","123.5070751471,41.837012243683","123.45249999526,41.820305504978",2018/8/8 8:21,2018/8/8 8:49
+4269181,"123.426857,41.771971","123.42741006361,41.771710353836","123.41618339066,41.758535056984",2018/8/8 11:22,2018/8/8 11:42
+4428410,"123.401138,41.769644","123.39943657769,41.768653428819","123.41796196832,41.781285536024",2018/8/8 7:42,2018/8/8 8:06
+4459025,"123.431021,41.703218","123.43167600408,41.702903148434","123.39197933452,41.863292411845",2018/8/8 20:08,2018/8/8 20:52
+4541787,"123.38864,41.877027","123.38863545887,41.876807053609","123.41961520892,41.8529426886",2018/8/8 5:34,2018/8/8 5:47
+4599138,"123.270853,41.791681","123.27744137122,41.793669907301","123.32407767714,41.794236750498",2018/8/8 16:32,2018/8/8 16:45
+4666019,"123.294255,41.771125","123.29803194604,41.774757893208","123.44664974112,41.808626398939",2018/8/8 13:15,2018/8/8 14:00
+4707202,"123.414608,41.768513","123.41421373739,41.769274904144","123.39227689372,41.734071588193",2018/8/8 22:30,2018/8/8 22:50
+4729739,"123.505427,41.778785","123.50476636009,41.779195344744","123.42630909942,41.812015944699",2018/8/8 7:49,2018/8/8 8:31
+4821174,"123.419046,41.82297","123.41893926599,41.823234246226","123.40496748266,41.791678630456",2018/8/8 9:12,2018/8/8 9:34
+4828928,"123.434969,41.796345","123.43540542787,41.796843002028","123.43287418459,41.809983496218",2018/8/8 12:15,2018/8/8 12:31
+4913496,"123.520345,41.749089","123.52027578496,41.748945582753","123.46354674932,41.750033401422",2018/8/8 8:27,2018/8/8 8:43
+5041758,"123.409566,41.795338","123.41151340061,41.796882595486","123.37554497613,41.824632703993",2018/8/8 16:19,2018/8/8 16:47
+5054504,"123.384569,41.803561","123.38453473619,41.803615668796","123.41316771027,41.791260077566",2018/8/8 10:39,2018/8/8 11:00
+5316736,"123.46107,41.728689","123.46196283603,41.728831103818","123.4919974886,41.738289419408",2018/8/8 21:19,2018/8/8 21:40
+5394613,"123.438834,41.848032","123.43885768248,41.848054660708","123.45660512021,41.856429163485",2018/8/8 21:35,2018/8/8 21:42
+5556060,"123.435298,41.77853","123.43548890019,41.776699472609","123.40754092773,41.774142246489",2018/8/8 20:13,2018/8/8 20:30
+5748521,"123.379415,41.819758","123.37924804688,41.820336642795","123.43318630642,41.833579915365",2018/8/8 12:37,2018/8/8 13:07
+5809272,"123.328548,41.818136","123.32960387533,41.8170340591","123.32603602932,41.840074092553",2018/8/8 17:59,2018/8/8 18:18
+5903222,"123.400649,41.921344","123.40051613768,41.920251860508","123.40269711613,41.886856385729",2018/8/8 20:34,2018/8/8 20:50
+5944855,"123.360444,41.781907","123.36018515927,41.780841615357","123.35166387973,41.784931185319",2018/8/8 18:11,2018/8/8 18:22
+6028691,"123.318974,41.772696","123.31999502024,41.771457321115","123.32627344088,41.813586700011",2018/8/8 14:07,2018/8/8 14:31
+6166933,"123.320325,41.763403","123.320289544,41.763517605352","123.33349353202,41.775534977739",2018/8/8 20:06,2018/8/8 20:21
+6259131,"123.451125,41.79772","123.45158638313,41.797710529024","123.50940861621,41.808685747367",2018/8/8 23:21,2018/8/8 23:38
+6261511,"123.399434,41.749342","123.39774991517,41.747984321568","123.40198390245,41.739886620038",2018/8/8 7:52,2018/8/8 8:05
+6294229,"123.424612,41.807228","123.42489872726,41.807029850202","123.48647654426,41.855704285736",2018/8/8 15:59,2018/8/8 16:34
+6344256,"123.426713,41.818562","123.4260977014,41.818443463503","123.41062487974,41.80665342749",2018/8/8 8:38,2018/8/8 9:02
+6408189,"123.366544,41.77729","123.36895887587,41.77768500434","123.37047471788,41.809543999566",2018/8/8 16:40,2018/8/8 17:00
+6624927,"123.495982,41.808946","123.49592558546,41.808943456317","123.40565180549,41.813939055257",2018/8/8 17:54,2018/8/8 18:27
+6712925,"123.436862,41.736044","123.43700798324,41.736751496075","123.44305921858,41.740599662058",2018/8/8 14:59,2018/8/8 15:19
+6741917,"123.489105,41.745536","123.48995792673,41.745438929504","123.4273695115,41.764502954229",2018/8/8 9:37,2018/8/8 10:24
+6752686,"123.394622,41.804485","123.39495375347,41.804698016678","123.50708803812,41.796415291495",2018/8/8 20:02,2018/8/8 20:24
+6901152,"123.410743,41.766445","123.41166966017,41.766470937211","123.40090940039,41.78151810042",2018/8/8 12:11,2018/8/8 12:28
+6903280,"123.373135,41.803738","123.37412603391,41.803345405687","123.37574395852,41.81030910454",2018/8/8 12:06,2018/8/8 12:17
+6908071,"123.432342,41.922137","123.43215060764,41.922531738281","123.40329264323,41.919901529948",2018/8/8 5:41,2018/8/8 5:50
+6936842,"123.407901,41.774787","123.40818285341,41.77523956355","123.42880134157,41.756434607654",2018/8/8 16:45,2018/8/8 17:16
+7024598,"123.354855,41.860021","123.35441301099,41.859307770729","123.36426215588,41.857405235812",2018/8/8 18:28,2018/8/8 18:34
+7225126,"123.488812,41.804357","123.48886667001,41.804433063557","123.55921734989,41.776608201391",2018/8/8 0:40,2018/8/8 0:57
+7373783,"123.349093,41.776557","123.34886316726,41.77658638387","123.33235383587,41.747859508764",2018/8/8 18:25,2018/8/8 18:48
+7489657,"123.507345,41.905648","123.50726413677,41.905651252915","123.59467382748,41.922579984552",2018/8/8 8:18,2018/8/8 8:41
+7493299,"123.431035,41.815119","123.43146717553,41.815276121899","123.42963790435,41.823602472821",2018/8/8 18:39,2018/8/8 18:49
+7524097,"123.417318,41.869606","123.41759440104,41.869548068576","123.43848280165,41.888136121962",2018/8/8 21:25,2018/8/8 21:44
+7618499,"123.278498,41.801735","123.27915934245,41.802784288194","123.3095703125,41.795265299479",2018/8/8 8:03,2018/8/8 8:28
+7624282,"123.392825,41.752505","123.39378553602,41.752168240017","123.39619791667,41.729691297743",2018/8/8 11:52,2018/8/8 12:02
+7750545,"123.327431,41.750368","123.32818223741,41.750063205295","123.36047254774,41.773581542969",2018/8/8 16:28,2018/8/8 16:44
+7765974,"123.415453,41.785176","123.50338406033,41.838823242188","123.4483211263,41.796564941406",2018/8/8 10:40,2018/8/8 11:17
+7959950,"123.456333,41.803384","123.45609101946,41.803334443643","123.42645520776,41.878505707009",2018/8/8 21:50,2018/8/8 22:27
+7986305,"123.354201,41.754952","123.35423416981,41.754937430604","123.37257152318,41.815921963442",2018/8/8 11:17,2018/8/8 11:46
+7995974,"123.421127,41.829114","123.42050732627,41.829412660616","123.4266023976,41.785186764196",2018/8/8 7:53,2018/8/8 8:21
+8026388,"123.397401,41.848321","123.39838123582,41.847860083682","123.3695679232,41.822383721271",2018/8/8 23:36,2018/8/8 23:54
+8042260,"123.452903,41.770502","123.4561859809,41.77020968967","123.41365668403,41.790936143663",2018/8/8 15:43,2018/8/8 16:13
+8094935,"123.479987,41.76137","123.48099278397,41.763382313234","123.5039606966,41.781190825229",2018/8/8 10:07,2018/8/8 10:23
+8194698,"123.398351,41.848559","123.39842969827,41.848508788252","123.39322420125,41.909702351789",2018/8/8 13:36,2018/8/8 14:01
+8451062,"123.376858,41.791854","123.37591861096,41.790642618557","123.36253234327,41.774689227164",2018/8/8 7:34,2018/8/8 7:45
+8652986,"123.387021,41.817026","123.39154432509,41.818616807726","123.42981146918,41.832345648872",2018/8/8 8:13,2018/8/8 8:42
+8791578,"123.482612,41.720906","123.48238241719,41.720362616907","123.4722110873,41.708261339456",2018/8/8 13:03,2018/8/8 13:15
+9004713,"123.488367,41.74948","123.48723504608,41.749355120172","123.41011843135,41.792630043796",2018/8/8 15:08,2018/8/8 15:37
+9141677,"123.241905,41.730841","123.24278076172,41.730749782986","123.27276774089,41.75502983941",2018/8/8 7:02,2018/8/8 7:13
+9209352,"123.409326,41.774185","123.40941745294,41.7739185661","123.39854843106,41.78876544027",2018/8/8 13:49,2018/8/8 13:59
+9214063,"123.34815,41.75667","123.34823540453,41.758309297989","123.32482471395,41.751547220297",2018/8/8 13:46,2018/8/8 14:00
+9234754,"123.528089,41.748878","123.52819281684,41.748993869358","123.45786621094,41.727417263455",2018/8/8 12:39,2018/8/8 12:54
+9334977,"123.471391,41.803141","123.47154392925,41.803216803593","123.38195697869,41.810338591575",2018/8/8 21:37,2018/8/8 22:11
+9509215,"123.471482,41.811691","123.47105776379,41.811544365273","123.43114090917,41.815049266674",2018/8/8 20:48,2018/8/8 21:10
+9539679,"123.402448,41.831246","123.40531843825,41.831145096401","123.47325000103,41.836114625643",2018/8/8 17:04,2018/8/8 17:18
+9809777,"123.502059,41.773126","123.49866554384,41.773113750325","123.46314287671,41.723554941127",2018/8/8 9:35,2018/8/8 10:01
+10254320,"123.454218,41.813851","123.45478526851,41.813591668815","123.48931732438,41.832407215446",2018/8/8 16:28,2018/8/8 16:46
+10266704,"123.37195,41.830494","123.37267708836,41.831169313881","123.40977846529,41.82712363939",2018/8/8 9:25,2018/8/8 9:45
+10277974,"123.462722,41.690264","123.46279932825,41.690275181804","123.4589216885,41.707960007578",2018/8/8 18:12,2018/8/8 18:18
+10297174,"123.507827,41.932099","123.51527254316,41.936339553495","123.54586726865,41.942115834203",2018/8/8 11:29,2018/8/8 11:41
+10297418,"123.419856,41.8186","123.42004279201,41.818638844719","123.42112094306,41.866859642596",2018/8/8 13:38,2018/8/8 14:03
+10362661,"123.439204,41.79402","123.43907009549,41.795019802517","123.45244249132,41.815000813802",2018/8/8 13:23,2018/8/8 13:35
+10486829,"123.456353,41.810182","123.45674524878,41.810442649627","123.51275082432,41.820664080475",2018/8/8 3:10,2018/8/8 3:22
+10675498,"123.207617,41.76432","123.20769290046,41.763958781983","123.3416222112,41.744559563731",2018/8/8 20:52,2018/8/8 21:21
+10732787,"123.469942,41.833979","123.47058365821,41.833581391779","123.43102304946,41.832373765785",2018/8/8 6:52,2018/8/8 7:02
+10862460,"123.399754,41.782186","123.39966658613,41.782167380102","123.4406967931,41.712260213684",2018/8/8 22:26,2018/8/8 22:50
+10978498,"123.413035,41.87106","123.41297624891,41.870859750493","123.39956799685,41.873527805247",2018/8/8 21:11,2018/8/8 21:21
+11482136,"123.457125,41.730387","123.45739906135,41.730512849573","123.47391093999,41.738951701715",2018/8/8 18:18,2018/8/8 18:29
+11501981,"123.36266,41.830755","123.36328553173,41.830740125839","123.38238701049,41.818969677841",2018/8/8 8:00,2018/8/8 8:21
+11740366,"123.49541,41.747825","123.49383092155,41.748438556271","123.4352385376,41.807006014923",2018/8/8 9:45,2018/8/8 10:21
+11874973,"123.331766,41.792792","123.33131293403,41.792807888455","123.29928900825,41.771399197049",2018/8/8 17:53,2018/8/8 18:11
+12012683,"123.526056,41.815488","123.52680342194,41.814393381444","123.4560497132,41.818412807211",2018/8/8 14:47,2018/8/8 15:10
+12239873,"123.377366,41.808028","123.37591206917,41.807192599538","123.4002343841,41.792188382628",2018/8/8 12:15,2018/8/8 12:37
+12957265,"123.475758,41.778471","123.47556438895,41.778235362455","123.39528835062,41.793367923445",2018/8/8 19:51,2018/8/8 20:22
+13171309,"123.455234,41.742887","123.45483513929,41.742578609804","123.51330211633,41.751455775278",2018/8/8 17:28,2018/8/8 17:46
+13237045,"123.425876,41.775591","123.4280191779,41.773819454428","123.46451329835,41.801320355781",2018/8/8 15:02,2018/8/8 15:33
+13318253,"123.436106,41.808954","123.43606300034,41.808996545623","123.43459976801,41.715841669634",2018/8/8 20:50,2018/8/8 21:18
+14255168,"123.457746,41.72973","123.45758924696,41.730633409288","123.43299506293,41.771178656684",2018/8/8 9:52,2018/8/8 10:13
+14373577,"123.468217,41.736044","123.46747314791,41.735934136796","123.48462324314,41.745378325728",2018/8/8 14:05,2018/8/8 14:23
+14681767,"123.440697,41.805692","123.4407659611,41.805927514825","123.39563211059,41.807270651113",2018/8/8 16:01,2018/8/8 16:19
+14722600,"123.432253,41.805865","123.36031826212,41.796142041749","123.43792921894,41.75917516183",2018/8/8 10:11,2018/8/8 10:49
+14883661,"123.397088,41.78892","123.39794433594,41.78856499566","123.44081000434,41.796988661024",2018/8/8 10:56,2018/8/8 11:21
+15536927,"123.421758,41.789048","123.42195145363,41.789051564859","123.43179432129,41.765386665801",2018/8/8 14:16,2018/8/8 14:35
+15568117,"123.415043,41.761616","123.41493869358,41.761618381076","123.39695882161,41.794825846354",2018/8/8 15:55,2018/8/8 16:19
+16043539,"123.395017,41.826224","123.39533468481,41.825940887899","123.38331356566,41.894738876815",2018/8/8 21:33,2018/8/8 21:55
+16193421,"123.458188,41.67553","123.45379743915,41.676777406709","123.38385782704,41.678743322805",2018/8/8 13:56,2018/8/8 14:16
+16230834,"123.398958,41.81979","123.39977721718,41.82020246011","123.39985738857,41.820161407603",2018/8/8 22:33,2018/8/8 22:39
+16686297,"123.420936,41.797945","123.42002988746,41.797533533461","123.4005893632,41.816632091865",2018/8/8 20:05,2018/8/8 20:23
+17180346,"123.411374,41.839366","123.41132402585,41.83925354654","123.4743222713,41.875896214965",2018/8/8 12:47,2018/8/8 13:16
+19039400,"123.391779,41.776086","123.39195363002,41.776076056713","123.4332648409,41.765071239051",2018/8/8 13:38,2018/8/8 14:02
+19846565,"123.392521,41.876912","123.39272992493,41.876778791736","123.4061370625,41.873561983622",2018/8/8 15:03,2018/8/8 15:09
+20074747,"123.385265,41.799396","123.38419301585,41.799063270574","123.37581860653,41.796674555689",2018/8/8 8:54,2018/8/8 9:05
+20781977,"123.432818,41.778525","123.43225585938,41.778385687934","123.4273952908,41.764509277344",2018/8/8 11:28,2018/8/8 11:45
+20873372,"123.358558,41.834229","123.35832478568,41.833033338665","123.41905995749,41.818525736515",2018/8/8 8:19,2018/8/8 8:46
+21907371,"123.460881,41.7197","123.45954901292,41.71920885643","123.41681041064,41.69020467313",2018/8/8 13:56,2018/8/8 14:12
+21975553,"123.326885,41.830692","123.32657463986,41.830080107524","123.38969476114,41.854465888775",2018/8/8 15:39,2018/8/8 16:03
+22275182,"123.328645,41.828056","123.32797441913,41.827486422886","123.38878330487,41.77545652288",2018/8/8 11:56,2018/8/8 12:32
+22422543,"123.409299,41.750915","123.4057971804,41.749516619705","123.45754244474,41.745147334938",2018/8/8 19:54,2018/8/8 20:13
+22750796,"123.340839,41.662337","123.3407888526,41.663151995548","123.34172017516,41.664148947289",2018/8/8 15:48,2018/8/8 15:51
+23054776,"123.35378,41.757528","123.35412689225,41.756400796911","123.43389988732,41.776604572332",2018/8/8 10:10,2018/8/8 10:48
+23503801,"123.357627,41.75192","123.35744122659,41.751870930836","123.38107455123,41.787477411337",2018/8/8 16:06,2018/8/8 16:29
+23892712,"123.421594,41.876168","123.42175053384,41.876200940178","123.38857120883,41.876931099828",2018/8/8 20:26,2018/8/8 20:37
+24666415,"123.43575,41.758241","123.43784456644,41.755055012229","123.45226340089,41.79618104254",2018/8/8 0:42,2018/8/8 1:09
+24880743,"123.432849,41.802076","123.43291204447,41.801506781677","123.3796392435,41.811137728429",2018/8/8 9:33,2018/8/8 10:00
+25098595,"123.436495,41.757159","123.43622215937,41.758537330125","123.43660680588,41.81825622111",2018/8/8 6:38,2018/8/8 7:00
+25965602,"123.390427,41.782191","123.38996432082,41.781579654977","123.44014970178,41.770978063409",2018/8/8 7:04,2018/8/8 7:22
+26246999,"123.356137,41.810832","123.35682725694,41.810622558594","123.38183837891,41.802615831163",2018/8/8 9:21,2018/8/8 9:34
+26728082,"123.324087,41.773115","123.32598653453,41.772714337865","123.34352324341,41.803841715627",2018/8/8 20:47,2018/8/8 21:04
+26769711,"123.399033,41.746059","123.39842990451,41.745801052517","123.43244710286,41.761033528646",2018/8/8 8:12,2018/8/8 8:44
+26790667,"123.45634,41.742633","123.45602947041,41.743614593306","123.41366223385,41.740385040882",2018/8/8 16:29,2018/8/8 16:47
+27104663,"123.334724,41.748188","123.33587322093,41.749530708751","123.27974192252,41.794487442324",2018/8/8 8:52,2018/8/8 9:18
+27235789,"123.519443,41.753124","123.51852050781,41.75267171224","123.44502224392,41.801281195747",2018/8/8 11:00,2018/8/8 11:47
+100849123,"123.437377,41.854612","123.43725004031,41.854707856787","123.41877540874,41.944484657817",2018/8/8 23:30,2018/8/8 23:58
+101583166,"123.460956,41.808227","123.46099882252,41.808316129015","123.42691395447,41.784593474197",2018/8/8 10:12,2018/8/8 10:43
+102223031,"123.400103,41.871804","123.40010429878,41.871893006017","123.41012303106,41.827104264392",2018/8/8 8:30,2018/8/8 9:04
+103599131,"123.318577,41.772446","123.31862194953,41.772465846386","123.36095266465,41.774038327842",2018/8/8 7:24,2018/8/8 7:50
+104137559,"123.410242,41.777496","123.41040068026,41.777462766516","123.3916333728,41.795208979807",2018/8/8 13:19,2018/8/8 13:33
+106859173,"123.420845,41.787042","123.42083335715,41.786892969249","123.41418143196,41.857371325896",2018/8/8 20:35,2018/8/8 21:15
+107066804,"123.394075,41.688768","123.39350418128,41.687831264634","123.42192811852,41.686991037661",2018/8/8 19:28,2018/8/8 19:40
+107204047,"123.433007,41.811452","123.43285851708,41.811492109431","123.41518217988,41.81009248271",2018/8/8 21:59,2018/8/8 22:12
+107986218,"123.456693,41.718738","123.45647941782,41.718415044994","123.4590458683,41.741462749573",2018/8/8 10:05,2018/8/8 10:21
+109478388,"123.459908,41.793595","123.45997554087,41.793561731276","123.35525335039,41.782180069346",2018/8/8 16:01,2018/8/8 17:02
+110203532,"123.441654,41.791914","123.44169080584,41.790760581829","123.4079157108,41.801259441836",2018/8/8 8:10,2018/8/8 8:34
+110613362,"123.386423,41.773227","123.38654653619,41.773310403665","123.46153155106,41.735756372864",2018/8/8 9:34,2018/8/8 10:03
+110818115,"123.274435,41.766891","123.2757025467,41.765928274781","123.31298378126,41.765269302519",2018/8/8 15:47,2018/8/8 16:02
+111229042,"123.489329,41.836767","123.48975299961,41.836557621481","123.4305994739,41.790376784675",2018/8/8 20:09,2018/8/8 20:35
+111432514,"123.409309,41.780033","123.40991413198,41.780019736021","123.42113026614,41.773006986774",2018/8/8 9:35,2018/8/8 9:53
+111952780,"123.412724,41.734732","123.41328380737,41.73493473065","123.44340607779,41.824385146419",2018/8/8 8:51,2018/8/8 9:26
+113113771,"123.359943,41.78188","123.35940263804,41.780788163845","123.46074113045,41.731645158218",2018/8/8 21:33,2018/8/8 21:58
+115238672,"123.398059,41.936941","123.40866783487,41.945770790682","123.58517244959,41.912756866695",2018/8/8 15:03,2018/8/8 15:35
+116138459,"123.412455,41.797572","123.41182108299,41.79833890142","123.38328647898,41.814330519429",2018/8/8 16:38,2018/8/8 16:49
+116296342,"123.376741,41.800226","123.37691221857,41.798155115018","123.34127384891,41.788728860098",2018/8/8 15:12,2018/8/8 15:32
+116456190,"123.369622,41.75244","123.36529485225,41.753137067455","123.39652981786,41.79053789007",2018/8/8 20:31,2018/8/8 20:52
+116760502,"123.485559,41.741975","123.487039232,41.743057304372","123.42865808698,41.759909291188",2018/8/8 8:43,2018/8/8 9:16
+116792736,"123.484287,41.729754","123.48416158705,41.729695693053","123.44151124895,41.688336360932",2018/8/8 23:05,2018/8/8 23:24
+118242952,"123.455962,41.746392","123.45528316728,41.746524959271","123.42785203763,41.765528037119",2018/8/8 9:13,2018/8/8 9:44
+119828404,"123.412752,41.822047","123.40834465745,41.819415965568","123.45246956198,41.817275355285",2018/8/8 7:11,2018/8/8 7:29
+120280994,"123.487706,41.807118","123.48893163455,41.805824582722","123.47653406063,41.784683172183",2018/8/8 18:52,2018/8/8 19:06
+120672240,"123.419806,41.786702","123.41957959506,41.786711432252","123.42008515671,41.816776172749",2018/8/8 21:45,2018/8/8 22:09
+121213190,"123.205934,41.79398","123.20962855952,41.794036950405","123.25511146099,41.784457679476",2018/8/8 8:16,2018/8/8 8:35
+121279470,"123.433513,41.801745","123.43164461252,41.798846361466","123.45159950253,41.746780863371",2018/8/8 16:17,2018/8/8 16:42
+121303913,"123.369315,41.793061","123.37025810734,41.793548095547","123.32621515793,41.790235384892",2018/8/8 13:48,2018/8/8 14:11
+121795073,"123.41702,41.805916","123.4169409993,41.805819975506","123.40255090446,41.786653153843",2018/8/8 17:45,2018/8/8 18:08
+122120284,"123.345892,41.822841","123.34628683937,41.824992495273","123.43270003916,41.79185067361",2018/8/8 8:58,2018/8/8 9:42
+122132647,"123.50851,41.742477","123.50761413322,41.742352011683","123.44505267455,41.761895084127",2018/8/8 16:59,2018/8/8 17:16
+122258312,"123.442135,41.732511","123.44168259046,41.733030183899","123.39668739672,41.745525050504",2018/8/8 6:23,2018/8/8 6:41
+122559090,"123.344543,41.820584","123.34158829892,41.818523179559","123.38774368147,41.801944252738",2018/8/8 7:56,2018/8/8 8:18
+123031931,"123.376718,41.79189","123.37695658776,41.791370871154","123.38538090576,41.775663618495",2018/8/8 20:47,2018/8/8 21:01
+123230164,"123.517174,41.755791","123.51094036543,41.755657863306","123.43441985517,41.774735359915",2018/8/8 9:43,2018/8/8 10:14
+124279429,"123.429336,41.759801","123.4290970391,41.759319327291","123.49787796229,41.712506625633",2018/8/8 18:11,2018/8/8 18:48
+124338186,"123.460089,41.789488","123.45984114056,41.788739618572","123.45872329533,41.803200882024",2018/8/8 13:28,2018/8/8 13:37
+124372918,"123.422113,41.80544","123.42153531966,41.804393255764","123.48034427584,41.775827939985",2018/8/8 16:06,2018/8/8 16:35
+124546383,"123.456395,41.77066","123.45641609986,41.770609025478","123.47062219868,41.801930175204",2018/8/8 11:02,2018/8/8 11:27
+124708943,"123.418562,41.824752","123.41862615066,41.824262446433","123.43255416723,41.779488631788",2018/8/8 12:47,2018/8/8 13:11
+126011104,"123.377023,41.796169","123.377706977,41.796409776476","123.40932969835,41.795119628906",2018/8/8 13:16,2018/8/8 13:39
+126394538,"123.421108,41.687097","123.42166977398,41.686729718462","123.35470547168,41.648252484138",2018/8/8 0:09,2018/8/8 0:24
+126456100,"123.23909,41.785892","123.23891328768,41.785905193526","123.2483023252,41.743020664756",2018/8/8 20:40,2018/8/8 21:45
+127068903,"123.456349,41.777846","123.52932777792,41.815238828921","123.4559656588,41.78433058963",2018/8/8 13:56,2018/8/8 14:38
+129398531,"123.45015,41.797025","123.45057535284,41.79659751882","123.4683871114,41.806499715673",2018/8/8 8:39,2018/8/8 9:03
+130465231,"123.258493,41.730371","123.25910523002,41.730745187743","123.24217442175,41.76517285162",2018/8/8 16:33,2018/8/8 16:44
+140960996,"123.38363,41.809872","123.38364010631,41.809883721239","123.41733477626,41.798325374828",2018/8/8 20:53,2018/8/8 21:07
+141044343,"123.433753,41.807864","123.43350303362,41.808030158954","123.37351914475,41.813014526896",2018/8/8 21:44,2018/8/8 22:12
+141062516,"123.487583,41.787267","123.4879151942,41.787299171453","123.51758301551,41.806970454765",2018/8/8 6:44,2018/8/8 6:56
+141322504,"123.435919,41.800213","123.43547398786,41.80027216122","123.43848337605,41.776337296797",2018/8/8 9:14,2018/8/8 9:29
+141527193,"123.413681,41.810187","123.41310682509,41.810608995226","123.37870985243,41.815314941406",2018/8/8 8:14,2018/8/8 8:30
+141963471,"123.426136,41.811864","123.42599265808,41.812038478129","123.38353969139,41.773263700761",2018/8/8 19:03,2018/8/8 19:27
+142528988,"123.436498,41.811146","123.43648515069,41.811305903261","123.3674451821,41.761951742629",2018/8/8 22:34,2018/8/8 22:58
+143231084,"123.432063,41.828105","123.43234442118,41.826248563413","123.42137509764,41.820526706526",2018/8/8 14:47,2018/8/8 15:08
+143248341,"123.456541,41.845071","123.45688232422,41.84461968316","123.45498806424,41.828025987413",2018/8/8 10:20,2018/8/8 10:28
+143549510,"123.378132,41.813423","123.37750320956,41.813816588374","123.41312078487,41.69353958471",2018/8/8 2:44,2018/8/8 3:13
+145056539,"123.444979,41.830334","123.44474093967,41.828787163628","123.43159776476,41.830597330729",2018/8/8 18:54,2018/8/8 19:03
+145418613,"123.369519,41.780658","123.36920166016,41.780702039931","123.40933051215,41.807454969618",2018/8/8 16:37,2018/8/8 17:08
+145602564,"123.228513,41.788491","123.22861800126,41.788833935148","123.3354234764,41.749428239848",2018/8/8 7:42,2018/8/8 8:16
+145831111,"123.515858,41.833231","123.51647750211,41.833785622106","123.53253257415,41.802065513687",2018/8/8 8:07,2018/8/8 8:34
+1.10392E+11,"123.375219,41.781683","123.37639621505,41.781984867256","123.3878579181,41.750192282611",2018/8/8 8:12,2018/8/8 8:33
+1.40658E+11,"123.464336,41.78715","123.46427597631,41.787035410897","123.44593650053,41.764745522838",2018/8/8 12:03,2018/8/8 12:15
+1.44986E+11,"123.433286,41.778384","123.43346152489,41.778522644517","123.42430744485,41.812132264253",2018/8/8 14:14,2018/8/8 14:47
+2.26016E+11,"123.496584,41.750732","123.49572282439,41.7511516958","123.45935595737,41.718992408057",2018/8/8 4:58,2018/8/8 5:12
+2.27996E+11,"123.461941,41.736118","123.46145478345,41.73693611282","123.43558786035,41.816692174903",2018/8/8 14:57,2018/8/8 15:29
+2.51529E+11,"123.460047,41.747711","123.4690087867,41.745432872362","123.4690087867,41.745432872362",2018/8/8 12:12,2018/8/8 12:25
+2.59719E+11,"123.434714,41.75692","123.43817745865,41.754474473175","123.40290591254,41.868916545653",2018/8/8 11:22,2018/8/8 12:04
+3.04131E+11,"123.425882,41.759304","123.42585449219,41.759405924479","123.37514973958,41.807515733507",2018/8/8 18:42,2018/8/8 19:19
+3.09748E+11,"123.261509,41.744145","123.26281284578,41.743731747952","123.24262463527,41.743704321637",2018/8/8 22:52,2018/8/8 23:02
+3.21778E+11,"123.460603,41.802764","123.46054220004,41.802448913898","123.35358213501,41.864661795255",2018/8/8 15:44,2018/8/8 16:38
+3.8315E+11,"123.437696,41.812018","123.43741027668,41.810810286973","123.41890752864,41.758011459404",2018/8/8 21:37,2018/8/8 22:03
+3.86009E+11,"123.432185,41.765194","123.43182271366,41.765275112829","123.46382005105,41.769100077171",2018/8/8 15:23,2018/8/8 15:40
+4.05628E+11,"123.431261,41.825641","123.43232942207,41.82577623105","123.42120287346,41.79749457706",2018/8/8 19:12,2018/8/8 19:29
+4.15397E+11,"123.51029,41.816374","123.51068055697,41.815965493868","123.45683666015,41.810535156041",2018/8/8 12:12,2018/8/8 12:31
+4.28673E+11,"123.405846,41.791009","123.33076796898,41.754754621031","123.40589198377,41.790934327734",2018/8/8 15:10,2018/8/8 15:40
+5.11376E+11,"123.49023,41.741365","123.49151664868,41.742373316238","123.44098849266,41.796333908131",2018/8/8 4:55,2018/8/8 5:20
+5.48361E+11,"123.19575,41.799517","123.19716671409,41.797243405128","123.25007001244,41.794892761028",2018/8/8 10:27,2018/8/8 10:46
+5.54396E+11,"123.392938,41.865654","123.3932215751,41.865287824472","123.44609677872,41.835470527266",2018/8/8 6:29,2018/8/8 6:54
+5.81736E+11,"123.441319,41.726474","123.44046937331,41.726976351118","123.39155832145,41.795100532316",2018/8/8 12:52,2018/8/8 13:27
+6.01934E+11,"123.385789,41.853729","123.38893014155,41.833168816645","123.38704289139,41.854390902798",2018/8/8 20:45,2018/8/8 21:00
+6.33198E+11,"123.430701,41.784808","123.43071268707,41.784769240334","123.43239342046,41.776751469246",2018/8/8 1:00,2018/8/8 1:15
+6.40004E+11,"123.489561,41.837022","123.48961756295,41.836547611397","123.47157437839,41.793644751719",2018/8/8 14:01,2018/8/8 14:21
+6.62015E+11,"123.22424,41.757617","123.22539098464,41.757320207039","123.35755128073,41.780501309731",2018/8/8 16:12,2018/8/8 16:55
+6.62468E+11,"123.450174,41.776987","123.44994791265,41.776941068223","123.46925464534,41.735952001362",2018/8/8 12:22,2018/8/8 12:40
+6.94056E+11,"123.526578,41.938344","123.5233665582,41.938765036719","123.48139981592,41.860712643673",2018/8/8 2:09,2018/8/8 2:29
+7.84166E+11,"123.386776,41.745276","123.38686494354,41.74546949542","123.40524667107,41.793552075215",2018/8/8 16:07,2018/8/8 16:30
+7.8711E+11,"123.350585,41.786863","123.35026658958,41.786492407752","123.37455791361,41.781960036911",2018/8/8 22:32,2018/8/8 22:48
+7.95034E+11,"123.455339,41.802479","123.45381905094,41.801553402942","123.46780485492,41.816081955573",2018/8/8 21:29,2018/8/8 21:50
+8.0115E+11,"123.488199,41.79633","123.48804280599,41.796395128038","123.5056258138,41.745231662326",2018/8/8 21:57,2018/8/8 22:20
+8.12243E+11,"123.2016,41.764034","123.201474528,41.763622171497","123.40856497463,41.7942579056",2018/8/8 20:21,2018/8/8 21:14
+8.30751E+11,"123.416074,41.773147","123.41637143732,41.772739820586","123.42488097886,41.773735816973",2018/8/8 10:30,2018/8/8 10:59
+8.39806E+11,"123.476768,41.774828","123.47718238545,41.774356981634","123.4647551521,41.750560911693",2018/8/8 8:04,2018/8/8 8:21
+8.41881E+11,"123.382126,41.813786","123.38209591888,41.814219674244","123.38088611441,41.797078430478",2018/8/8 19:55,2018/8/8 20:04
+8.45804E+11,"123.442076,41.681983","123.44254645745,41.681762034742","123.55707790818,41.695525732943",2018/8/8 6:36,2018/8/8 7:29
+8.47387E+11,"123.425439,41.8317","123.42535563151,41.831497938368","123.42000515408,41.818671603733",2018/8/8 15:50,2018/8/8 15:59
+8.49443E+11,"123.398764,41.754179","123.39854690738,41.754404977792","123.39842074886,41.770726088373",2018/8/8 0:01,2018/8/8 0:12
+8.58148E+11,"123.490162,41.770139","123.48832551784,41.770619732739","123.46248859758,41.771463636801",2018/8/8 9:44,2018/8/8 9:55
+8.58291E+11,"123.420533,41.692376","123.42583631727,41.701814778646","123.42583034939,41.701816134983",2018/8/8 11:46,2018/8/8 11:47
+8.74466E+11,"123.401775,41.791565","123.40175614386,41.791319069685","123.36134979119,41.813325378673",2018/8/8 11:00,2018/8/8 11:35
+8.7513E+11,"123.431745,41.82501","123.4320395246,41.824449855461","123.42756818322,41.765771219399",2018/8/8 7:17,2018/8/8 7:47
+9.10701E+11,"123.3741,41.802422","123.37461477477,41.801409430405","123.40715389623,41.792665511306",2018/8/8 21:43,2018/8/8 21:54
+9.1597E+11,"123.417131,41.792318","123.41718713688,41.792246990942","123.41525673532,41.780317173939",2018/8/8 11:38,2018/8/8 11:55
+9.26726E+11,"123.397799,41.795039","123.39875685296,41.795256258889","123.35146926742,41.781678415037",2018/8/8 16:11,2018/8/8 16:34
+9.32858E+11,"123.437347,41.787679","123.43773444253,41.788418342434","123.47122764435,41.803258287284",2018/8/8 12:26,2018/8/8 12:46
+9.48903E+11,"123.304078,41.77469","123.30373908524,41.774620068943","123.22820716738,41.72880054722",2018/8/8 10:37,2018/8/8 10:54
+9.64034E+11,"123.400598,41.832637","123.3996342386,41.833876901178","123.52927183247,41.815191093359",2018/8/8 18:57,2018/8/8 19:26
+9.86455E+11,"123.547183,41.775898","123.54824520696,41.773351947132","123.4725435437,41.74550378599",2018/8/8 7:41,2018/8/8 8:08
+1.01788E+12,"123.392111,41.797954","123.39176460873,41.798119858234","123.4183466636,41.809102234206",2018/8/8 19:37,2018/8/8 19:53
+1.02343E+12,"123.543898,41.743654","123.54577872181,41.744281230053","123.45726102423,41.73025477452",2018/8/8 15:02,2018/8/8 15:21
+1.05267E+12,"123.490273,41.840108","123.40172613289,41.781420442805","123.49020536092,41.840225252948",2018/8/8 11:09,2018/8/8 12:03
+1.05602E+12,"123.412146,41.814107","123.41132555023,41.812835271315","123.4075939105,41.792613133303",2018/8/8 7:58,2018/8/8 8:37
+1.09497E+12,"123.531052,41.840891","123.3874824242,41.806729995502","123.40874526658,41.825405941236",2018/8/8 9:21,2018/8/8 9:42
+1.11454E+12,"123.327922,41.802981","123.32808062343,41.802969040334","123.33830497447,41.81195729793",2018/8/8 15:35,2018/8/8 15:54
+1.13164E+12,"123.392716,41.796595","123.39189465906,41.798409256449","123.4149916603,41.827401054755",2018/8/8 0:12,2018/8/8 0:28
+1.13216E+12,"123.252992,41.739084","123.25313734374,41.739340914632","123.24427893484,41.764994147724",2018/8/8 19:54,2018/8/8 20:02
+1.16551E+12,"123.257857,41.779517","123.2569544246,41.777908481693","123.25675049084,41.765753373098",2018/8/8 17:39,2018/8/8 17:48
+1.2191E+12,"123.421343,41.770473","123.42421083832,41.771795469776","123.44173413974,41.733172633438",2018/8/8 11:43,2018/8/8 12:03
+1.25066E+12,"123.266081,41.750982","123.26581128282,41.751263916113","123.15043105204,41.679493542711",2018/8/8 8:12,2018/8/8 8:37
+1.26724E+12,"123.434561,41.818946","123.43640770798,41.817930795733","123.43548609169,41.770882807341",2018/8/8 11:36,2018/8/8 12:03
+1.28649E+12,"123.422745,41.915248","123.42262909222,41.915273617718","123.49028622937,41.730140620603",2018/8/8 12:57,2018/8/8 13:40
+1.28839E+12,"123.475059,41.704035","123.47355143229,41.70514702691","123.34955566406,41.659319118924",2018/8/8 23:02,2018/8/8 23:36
+1.31713E+12,"123.398638,41.752816","123.40515569409,41.749877386195","123.40516386873,41.749872727069",2018/8/8 21:17,2018/8/8 21:25
+1.32918E+12,"123.386209,41.811342","123.38624186198,41.809250217014","123.41301784939,41.798046061198",2018/8/8 8:47,2018/8/8 9:20
+1.34835E+12,"123.385757,41.793714","123.38550889757,41.793876681858","123.4214851888,41.807123209635",2018/8/8 0:04,2018/8/8 0:28
+1.38291E+12,"123.213191,41.748925","123.22515441505,41.765387841199","123.22514562438,41.765408301985",2018/8/8 15:42,2018/8/8 15:44
+1.41953E+12,"123.355601,41.781216","123.35515299479,41.781068793403","123.36334798177,41.799274088542",2018/8/8 11:22,2018/8/8 11:37
+1.45746E+12,"123.387748,41.874604","123.38732737266,41.873202150356","123.41268967098,41.863781260036",2018/8/8 14:32,2018/8/8 14:43
+1.4807E+12,"123.498761,41.825102","123.49911799622,41.824358626934","123.53176305209,41.835369833416",2018/8/8 8:05,2018/8/8 8:21
+1.54965E+12,"123.396096,41.790781","123.43972072231,41.81701878845","123.39646973436,41.790434521231",2018/8/8 15:53,2018/8/8 16:31
+1.55402E+12,"123.406032,41.814091","123.40630581072,41.813459584542","123.40935105943,41.822655264251",2018/8/8 18:03,2018/8/8 18:19
+1.56427E+12,"123.395978,41.745377","123.39614122179,41.745213758681","123.4188422309,41.773591851128",2018/8/8 8:43,2018/8/8 9:08
+1.57661E+12,"123.352033,41.78434","123.35197075738,41.784220377604","123.4057413737,41.772261284722",2018/8/8 20:42,2018/8/8 20:57
+1.58241E+12,"123.399942,41.786977","123.3998266847,41.786794016131","123.39633459183,41.802007179354",2018/8/8 17:55,2018/8/8 18:18
+1.6075E+12,"123.464704,41.699716","123.46443512516,41.69990914974","123.42601359163,41.771817485444",2018/8/8 8:19,2018/8/8 9:02
+1.62251E+12,"123.404717,41.830026","123.40547455867,41.831001723193","123.37324682098,41.793309557583",2018/8/8 12:09,2018/8/8 12:44
+1.64585E+12,"123.405491,41.863663","123.40539977698,41.863693127976","123.43678157216,41.818179335371",2018/8/8 9:42,2018/8/8 10:18
+1.66126E+12,"123.464967,41.83999","123.46591020558,41.839104102668","123.43615407225,41.821081334168",2018/8/8 16:08,2018/8/8 16:24
+1.66895E+12,"123.376209,41.873294","123.3760495677,41.873305149323","123.36381417558,41.857323908788",2018/8/8 21:58,2018/8/8 22:09
+1.68107E+12,"123.427641,41.772121","123.4279675049,41.772475834421","123.4089307032,41.733742891585",2018/8/8 13:46,2018/8/8 14:11
+1.68974E+12,"123.303884,41.772918","123.30391057014,41.772605919298","123.36941936828,41.863696225161",2018/8/8 17:24,2018/8/8 18:03
+1.69181E+12,"123.43853,41.776325","123.44013013122,41.778349131363","123.43706078913,41.81831656925",2018/8/8 13:54,2018/8/8 14:29
+1.71957E+12,"123.461609,41.73881","123.46147292628,41.735914672154","123.5012891114,41.752326877293",2018/8/8 17:38,2018/8/8 17:55
+1.72025E+12,"123.473545,41.814616","123.47527935779,41.814796233561","123.43706278639,41.81831966432",2018/8/8 14:24,2018/8/8 14:54
+1.72253E+12,"123.405491,41.852366","123.40572837645,41.852381715345","123.3543948758,41.858032038627",2018/8/8 14:55,2018/8/8 15:09
+1.73588E+12,"123.244476,41.76809","123.24514865451,41.767981499566","123.35565999349,41.779499240451",2018/8/8 18:54,2018/8/8 19:20
+1.75554E+12,"123.462184,41.764471","123.46221771435,41.76403646597","123.47406098348,41.775499604057",2018/8/8 18:02,2018/8/8 18:18
+1.76365E+12,"123.415105,41.802914","123.41544439968,41.803162353989","123.39669622779,41.794806137298",2018/8/8 21:29,2018/8/8 21:42
+1.77178E+12,"123.279053,41.845923","123.27872395833,41.844724934896","123.43607421875,41.798108723958",2018/8/8 16:59,2018/8/8 17:44
+1.83042E+12,"123.481531,41.831386","123.48168429905,41.831515570747","123.3835281033,41.906232910156",2018/8/8 18:50,2018/8/8 19:32
+1.83158E+12,"123.352965,41.839705","123.35293267144,41.83945827908","123.36092692057,41.798129882813",2018/8/8 20:11,2018/8/8 20:31
+1.83187E+12,"123.391618,41.800184","123.39088851642,41.799874655473","123.37514463331,41.792382017124",2018/8/8 22:07,2018/8/8 22:15
+1.83235E+12,"123.393021,41.91098","123.39415379859,41.909503672545","123.41983859448,41.835057633643",2018/8/8 8:49,2018/8/8 9:34
+1.86024E+12,"123.408887,41.794996","123.40901204897,41.795275217006","123.61808858315,41.843969265042",2018/8/8 10:34,2018/8/8 11:19
+1.89045E+12,"123.229805,41.76563","123.22982122494,41.765547025219","123.15514034655,41.697121047094",2018/8/8 20:30,2018/8/8 20:48
+1.90009E+12,"123.428415,41.757869","123.42848659939,41.757935384115","123.41432807075,41.932858615451",2018/8/8 11:15,2018/8/8 12:01
+1.90043E+12,"123.36731,41.858456","123.36731485619,41.858522799183","123.2868642175,41.761999606421",2018/8/8 12:03,2018/8/8 12:31
+1.91037E+12,"123.358449,41.825531","123.35900324546,41.825237585303","123.35569170621,41.80008198526",2018/8/8 8:20,2018/8/8 8:37
+1.9169E+12,"123.49211,41.790887","123.4914825123,41.791258217474","123.46647777385,41.801069042341",2018/8/8 16:53,2018/8/8 17:12
+1.92895E+12,"123.392303,41.800235","123.39224344179,41.800071287946","123.4063877705,41.771232274934",2018/8/8 17:36,2018/8/8 18:04
+1.95814E+12,"123.423719,41.812188","123.42431029873,41.812123048733","123.38008133602,41.796087784796",2018/8/8 10:42,2018/8/8 11:11
+1.98019E+12,"123.280335,41.807194","123.28015219439,41.807146380004","123.30537560574,41.794393368547",2018/8/8 13:04,2018/8/8 13:26
+1.99211E+12,"123.356744,41.7206","123.35662865347,41.720459649573","123.43776228444,41.91425417215",2018/8/8 23:12,2018/8/8 23:57
+2.02435E+12,"123.441527,41.725024","123.44160563151,41.72515218099","123.41032199436,41.688427463108",2018/8/8 15:47,2018/8/8 16:04
+2.05814E+12,"123.491673,41.766033","123.49178032769,41.76610921224","123.49024061415,41.745413140191",2018/8/8 17:46,2018/8/8 17:57
+2.06114E+12,"123.328461,41.740742","123.32693781725,41.739645133731","123.24510656905,41.75603831462",2018/8/8 6:59,2018/8/8 7:21
+2.06663E+12,"123.466605,41.744662","123.46659016927,41.744537217882","123.44115641276,41.730994737413",2018/8/8 22:47,2018/8/8 22:59
+2.07611E+12,"123.432253,41.805865","123.45676645098,41.712129320638","123.47572094618,41.728133470936",2018/8/8 16:03,2018/8/8 16:16
+2.0995E+12,"123.557574,41.775101","123.55852994845,41.775837802448","123.3656688568,41.815858547008",2018/8/8 5:05,2018/8/8 5:40
+2.15338E+12,"123.360664,41.812516","123.35992629667,41.812427501815","123.32431956576,41.792907757781",2018/8/8 10:51,2018/8/8 11:13
+2.16793E+12,"123.52645,41.816657","123.52564130735,41.81635013726","123.44130197501,41.806662377053",2018/8/8 8:11,2018/8/8 8:45
+2.19015E+12,"123.463652,41.8235","123.46351979188,41.8230998475","123.44949712853,41.81717834364",2018/8/8 14:56,2018/8/8 15:05
+2.1967E+12,"123.4975,41.82673","123.49748263889,41.826804470486","123.45913438585,41.745474446615",2018/8/8 13:42,2018/8/8 14:16
+2.20759E+12,"123.458377,41.67648","123.45823213963,41.676384212029","123.43455466256,41.715790695377",2018/8/8 15:49,2018/8/8 16:08
+2.22934E+12,"123.360725,41.813944","123.36048790914,41.813683054266","123.36318739368,41.858327238325",2018/8/8 22:58,2018/8/8 23:12
+2.25791E+12,"123.448338,41.744662","123.44825770907,41.744634715334","123.46672903416,41.747366904842",2018/8/8 18:10,2018/8/8 18:19
+2.27644E+12,"123.248129,41.743096","123.24838719025,41.742960247326","123.26605972297,41.762146526327",2018/8/8 11:07,2018/8/8 11:17
+2.3309E+12,"123.393388,41.859294","123.39337139256,41.859990548672","123.41806682452,41.855791040879",2018/8/8 12:40,2018/8/8 12:51
+2.33534E+12,"123.407712,41.7971","123.40768496069,41.797096321067","123.44578750789,41.82879146924",2018/8/8 15:49,2018/8/8 16:14
+2.33534E+12,"123.382306,41.810183","123.38213993242,41.810100794641","123.40770916981,41.79700339282",2018/8/8 15:19,2018/8/8 15:33
+2.3593E+12,"123.455707,41.679633","123.45633269204,41.679479055824","123.3368690871,41.655701419713",2018/8/8 14:52,2018/8/8 15:20
+2.36481E+12,"123.409438,41.745797","123.40742642476,41.74462145105","123.40709733992,41.793838019077",2018/8/8 20:28,2018/8/8 20:55
+2.38748E+12,"123.313927,41.799006","123.31234630378,41.799315683955","123.34840243901,41.80357173018",2018/8/8 7:56,2018/8/8 8:13
+2.46519E+12,"123.444626,41.814318","123.4442127768,41.813332475728","123.40982536705,41.81232589576",2018/8/8 18:43,2018/8/8 19:00
+2.48424E+12,"123.406439,41.91648","123.40657505044,41.916604488265","123.58533094564,41.95512319791",2018/8/8 22:34,2018/8/8 22:53
+2.50502E+12,"123.461734,41.767974","123.4597964323,41.767265812087","123.45578651544,41.74656850276",2018/8/8 18:48,2018/8/8 19:03
+2.50572E+12,"123.363744,41.764689","123.36384235911,41.764078646421","123.34427471217,41.751344981152",2018/8/8 11:48,2018/8/8 12:01
+2.53264E+12,"123.398491,41.786702","123.39936397718,41.786810692577","123.44983088427,41.80137569406",2018/8/8 22:42,2018/8/8 23:02
+2.56935E+12,"123.432599,41.78013","123.43263373481,41.779861382378","123.41278944227,41.814673936632",2018/8/8 19:35,2018/8/8 20:07
+2.58687E+12,"123.39073,41.808271","123.39050925482,41.808312427681","123.41027301322,41.805529063188",2018/8/8 9:52,2018/8/8 10:09
+2.58864E+12,"123.344086,41.790335","123.34361822558,41.789313330336","123.38213738146,41.788219010242",2018/8/8 14:14,2018/8/8 14:37
+2.60151E+12,"123.449108,41.745397","123.44930309763,41.744164532688","123.4533510388,41.744030184808",2018/8/8 7:43,2018/8/8 7:50
+2.60977E+12,"123.51243,41.746458","123.51279699634,41.746215177037","123.55350937976,41.772787758801",2018/8/8 21:10,2018/8/8 21:22
+2.6208E+12,"123.477874,41.838516","123.4775241428,41.838486328125","123.47404622396,41.812374674479",2018/8/8 15:22,2018/8/8 15:39
+2.62371E+12,"123.37233,41.789547","123.37206587709,41.789799026589","123.36808757639,41.81679108844",2018/8/8 18:52,2018/8/8 19:13
+2.63537E+12,"123.509357,41.751273","123.50940629148,41.751323795581","123.46858150741,41.735953898733",2018/8/8 7:13,2018/8/8 7:26
+2.67523E+12,"123.391397,41.730152","123.39151016606,41.730110165132","123.42974656192,41.761100211602",2018/8/8 17:36,2018/8/8 18:05
+2.69342E+12,"123.242319,41.744956","123.24214560556,41.744836120029","123.15259225608,41.696544389944",2018/8/8 22:03,2018/8/8 22:19
+2.70008E+12,"123.462399,41.792993","123.46240034838,41.793077794688","123.4956056217,41.751164673713",2018/8/8 2:42,2018/8/8 2:59
+2.76587E+12,"123.358881,41.803639","123.35869981554,41.803618706597","123.34309488932,41.771617838542",2018/8/8 16:46,2018/8/8 17:05
+2.78761E+12,"123.422571,41.802637","123.42256817935,41.802718121647","123.48788270014,41.771452046067",2018/8/8 8:31,2018/8/8 9:06
+2.79606E+12,"123.168758,41.770726","123.16887478299,41.77287109375","123.20236735026,41.709290093316",2018/8/8 7:55,2018/8/8 8:19
+2.80033E+12,"123.395713,41.794845","123.39694798388,41.794749082239","123.43001772413,41.829331791682",2018/8/8 14:58,2018/8/8 15:23
+2.81336E+12,"123.41374,41.735241","123.41472983261,41.734854638236","123.39774048911,41.738566538121",2018/8/8 18:44,2018/8/8 18:59
+2.83632E+12,"123.376391,41.812664","123.37655807053,41.812564102875","123.37310278342,41.817351412459",2018/8/8 18:28,2018/8/8 18:46
+2.86181E+12,"123.45508,41.831346","123.45490751924,41.831461645461","123.40331169937,41.852282939472",2018/8/8 22:46,2018/8/8 23:01
+2.87871E+12,"123.377266,41.792507","123.37722439415,41.792513534111","123.37871347397,41.806087293726",2018/8/8 8:48,2018/8/8 9:00
+2.8919E+12,"123.38206,41.789636","123.3821472897,41.789635302849","123.38785277547,41.678918354597",2018/8/8 15:54,2018/8/8 16:34
+2.916E+12,"123.452281,41.785649","123.45215211022,41.78536579235","123.46052292181,41.801167725401",2018/8/8 14:04,2018/8/8 14:27
+2.91985E+12,"123.439694,41.686893","123.44187421932,41.688329679631","123.48586361529,41.682132976091",2018/8/8 7:45,2018/8/8 8:08
+2.9376E+12,"123.433641,41.812533","123.43299500918,41.811270290173","123.39272600987,41.773618107147",2018/8/8 10:56,2018/8/8 11:27
+2.93859E+12,"123.417008,41.875394","123.38352437986,41.895718424857","123.41488585376,41.890706525293",2018/8/8 7:53,2018/8/8 8:04
+2.94712E+12,"123.41284,41.869178","123.41240395926,41.869415730375","123.40582164747,41.880842784003",2018/8/8 19:47,2018/8/8 19:59
+2.95069E+12,"123.2352,41.736761","123.23373098098,41.734558372003","123.27172442342,41.755176333191",2018/8/8 14:42,2018/8/8 14:53
+2.97157E+12,"123.462439,41.803743","123.46427719449,41.803295992819","123.36847186534,41.87056143294",2018/8/8 16:48,2018/8/8 17:53
+2.97223E+12,"123.479336,41.826023","123.47943061073,41.824520196766","123.45894140754,41.833806471682",2018/8/8 12:50,2018/8/8 13:04
+2.98208E+12,"123.36898,41.803162","123.36907961573,41.802947139789","123.35018261168,41.786393620879",2018/8/8 12:50,2018/8/8 13:03
+2.9863E+12,"123.426458,41.785379","123.42669008049,41.78528866878","123.44376010827,41.72798236148",2018/8/8 10:21,2018/8/8 10:44
+2.99866E+12,"123.407161,41.750804","123.41702407534,41.741277876998","123.40614378454,41.747601495393",2018/8/8 16:35,2018/8/8 16:47
+3.00886E+12,"123.411601,41.930338","123.41116861979,41.930020073785","123.43020833333,41.93140109592",2018/8/8 9:03,2018/8/8 9:08
+3.02E+12,"123.41171,41.735177","123.41041988353,41.735305622332","123.40198938027,41.745447640288",2018/8/8 6:45,2018/8/8 7:02
+3.02769E+12,"123.371457,41.827159","123.37063067536,41.827347528479","123.38052498071,41.796873485006",2018/8/8 8:27,2018/8/8 8:58
+3.0388E+12,"123.384667,41.811851","123.38381967803,41.811489637266","123.3772557777,41.813446331733",2018/8/8 15:57,2018/8/8 16:11
+3.04348E+12,"123.397192,41.923355","123.39842440644,41.922881514869","123.43804245199,41.931941996696",2018/8/8 19:25,2018/8/8 19:34
+3.05671E+12,"123.387822,41.779475","123.38840386285,41.779411078559","123.37828097873,41.77853108724",2018/8/8 12:08,2018/8/8 12:17
+3.05675E+12,"123.308727,41.802912","123.37031741375,41.793725596435","123.36202814383,41.774825534012",2018/8/8 10:54,2018/8/8 11:11
+3.05756E+12,"123.469446,41.7031","123.46974049121,41.703342966316","123.44263552805,41.730601356311",2018/8/8 8:01,2018/8/8 8:26
+3.05812E+12,"123.371789,41.829514","123.37195994303,41.829446917245","123.37791140567,41.815126452952",2018/8/8 2:35,2018/8/8 2:43
+3.08881E+12,"123.380071,41.795449","123.38020589193,41.795419650608","123.45137586806,41.712813042535",2018/8/8 21:41,2018/8/8 22:16
+3.11125E+12,"123.481447,41.744625","123.48145478705,41.744855332007","123.42161830384,41.688299757154",2018/8/8 14:10,2018/8/8 14:41
+3.12268E+12,"123.488232,41.731003","123.48818522135,41.730615234375","123.5269148763,41.750034179688",2018/8/8 15:46,2018/8/8 15:59
+3.12605E+12,"123.430096,41.731673","123.42925998264,41.731667209201","123.45988633898,41.731431206597",2018/8/8 14:52,2018/8/8 15:15
+3.12963E+12,"123.453789,41.68429","123.45380302407,41.684419506912","123.49328342239,41.683653867735",2018/8/8 12:13,2018/8/8 12:30
+3.13304E+12,"123.429786,41.895562","123.42994589869,41.895472853841","123.39753669908,41.936724584775",2018/8/8 12:38,2018/8/8 12:54
+3.17384E+12,"123.450662,41.80717","123.45164686415,41.808073459201","123.41624945747,41.800899522569",2018/8/8 9:22,2018/8/8 9:51
+3.17528E+12,"123.421806,41.787217","123.42085824389,41.786875463798","123.39279503927,41.777294317422",2018/8/8 14:33,2018/8/8 14:53
+3.17736E+12,"123.422077,41.813197","123.42067314369,41.812123287017","123.37699489236,41.827253053499",2018/8/8 16:09,2018/8/8 16:29
+3.17933E+12,"123.401991,41.748873","123.40221652561,41.74887125651","123.42472005208,41.752917751736",2018/8/8 17:15,2018/8/8 17:38
+3.1797E+12,"123.397507,41.743845","123.39722949378,41.744178678806","123.4005706866,41.792407361795",2018/8/8 19:03,2018/8/8 19:23
+3.17978E+12,"123.461846,41.677899","123.46281333522,41.67794025215","123.48941824091,41.690053145201",2018/8/8 12:34,2018/8/8 12:43
+3.23618E+12,"123.432652,41.781","123.43289781566,41.780966662538","123.44250975503,41.770497396706",2018/8/8 10:23,2018/8/8 10:33
+3.24791E+12,"123.425027,41.776796","123.42509585532,41.777632287669","123.34967729137,41.790761886255",2018/8/8 18:03,2018/8/8 18:44
+3.26864E+12,"123.436339,41.8162","123.43580144333,41.816195606183","123.47729034771,41.763458886758",2018/8/8 11:49,2018/8/8 12:23
+3.27538E+12,"123.483795,41.79106","123.48577314709,41.797402460574","123.53668469096,41.81992156774",2018/8/8 5:24,2018/8/8 5:40
+3.28307E+12,"123.47168,41.796972","123.47381243303,41.797913313151","123.42150645101,41.789877299088",2018/8/8 11:40,2018/8/8 12:14
+3.34254E+12,"123.49015,41.884097","123.49039026752,41.8847976771","123.55449794268,41.945600565612",2018/8/8 6:27,2018/8/8 6:43
+3.35635E+12,"123.374661,41.822129","123.37515543178,41.82147527671","123.40860145168,41.827016074593",2018/8/8 12:27,2018/8/8 12:47
+3.39517E+12,"123.400691,41.777786","123.40024523717,41.777950580821","123.37841731379,41.815028060542",2018/8/8 16:31,2018/8/8 17:06
+3.41224E+12,"123.450347,41.787944","123.44979437934,41.787959798177","123.41019259983,41.804632703993",2018/8/8 15:20,2018/8/8 16:00
+3.47507E+12,"123.419499,41.831779","123.41965632359,41.831839219451","123.4210450506,41.838762713947",2018/8/8 8:45,2018/8/8 8:59
+3.47513E+12,"123.471304,41.782416","123.47235938279,41.782695959503","123.54509723694,41.812639620934",2018/8/8 12:32,2018/8/8 12:54
+3.49844E+12,"123.401437,41.782746","123.40145453559,41.782878689236","123.40541042752,41.817065700955",2018/8/8 13:50,2018/8/8 14:11
+3.50407E+12,"123.42432,41.868949","123.42482069227,41.86939046224","123.44417100694,41.816482204861",2018/8/8 15:18,2018/8/8 15:40
+3.52962E+12,"123.487299,41.743466","123.48732111949,41.743915792828","123.48792127845,41.77290447996",2018/8/8 15:50,2018/8/8 16:06
+3.55794E+12,"123.567806,41.937233","123.56697918074,41.937392371111","123.59602977088,41.92898660597",2018/8/8 21:49,2018/8/8 21:59
+3.57055E+12,"123.496765,41.750655","123.49556185378,41.751107198356","123.44327364346,41.727570410245",2018/8/8 18:51,2018/8/8 19:13
+5.00003E+12,"121.447329,28.647227","123.44828499634,41.797006600092","123.38832439498,41.772528065288",2018/8/8 20:47,2018/8/8 21:15
+5.00003E+12,"123.474423,41.78191","123.47705474947,41.778690110597","123.51353795412,41.748193007298",2018/8/8 19:17,2018/8/8 19:49
+5.00003E+12,"123.420824,41.773133","123.4197416431,41.773484370426","123.2965937344,41.834163319902",2018/8/8 16:53,2018/8/8 17:52
+5.00004E+12,"123.437929,41.755225","123.43699671885,41.75624411799","123.36090152562,41.813605972543",2018/8/8 16:48,2018/8/8 17:48
+5.00004E+12,"123.356844,41.800957","123.35692708333,41.801312934028","123.3834757487,41.838481445313",2018/8/8 14:49,2018/8/8 15:07
+5.00004E+12,"123.413819,41.96453","123.41253200955,41.964940863715","123.42885036892,41.919392632378",2018/8/8 13:55,2018/8/8 14:08
+5.00004E+12,"123.43705,41.817519","123.38080410674,41.796921356817","123.36580216227,41.761274248511",2018/8/8 20:08,2018/8/8 20:24
+5.00005E+12,"123.376794,41.832113","123.37673430174,41.832308630407","123.36022638249,41.860112333451",2018/8/8 8:31,2018/8/8 8:48
+5.00006E+12,"123.408486,41.903831","123.40708781484,41.90495440432","123.42989837615,41.832348318973",2018/8/8 17:26,2018/8/8 18:04
+5.00006E+12,"123.409383,41.734353","123.40843803438,41.733821990686","123.36295994347,41.785193799967",2018/8/8 11:08,2018/8/8 11:41
+5.00006E+12,"123.500286,41.686621","123.49957134667,41.685660325782","123.47462769199,41.67681128573",2018/8/8 10:38,2018/8/8 10:45
+5.00006E+12,"123.451178,41.784555","123.45181911754,41.78405937641","123.45974828056,41.788492077912",2018/8/8 9:22,2018/8/8 9:33
+5.00006E+12,"123.346639,41.819655","123.34848533732,41.818918160307","123.35785220827,41.803213539519",2018/8/8 8:28,2018/8/8 8:44
+5.00009E+12,"123.501604,41.795727","123.50153814528,41.796226437754","123.4423693003,41.77027839135",2018/8/8 16:16,2018/8/8 16:48
+5.0001E+12,"123.410125,41.821555","123.41020182292,41.821233995226","123.39519666884,41.835869411892",2018/8/8 20:16,2018/8/8 20:31
+5.00011E+12,"123.442763,41.795312","123.44245415582,41.795274793837","123.43672363281,41.818180881076",2018/8/8 11:52,2018/8/8 12:08
+5.00011E+12,"123.432034,41.772771","123.43210562889,41.773050042117","123.42635882887,41.790660423125",2018/8/8 20:12,2018/8/8 20:27
+5.00011E+12,"123.464727,41.804298","123.46443695326,41.803908392331","123.43941037252,41.84532472738",2018/8/8 15:44,2018/8/8 16:11
+5.00012E+12,"123.406008,41.946122","123.40562328762,41.945923939958","123.36721450528,41.858567988408",2018/8/8 22:29,2018/8/8 23:01
+5.00013E+12,"123.572868,41.959207","123.57110098546,41.959912479123","123.52004978829,42.045893460734",2018/8/8 20:43,2018/8/8 21:00
+5.00013E+12,"123.448476,41.801566","123.44743892433,41.801523203723","123.38602926603,41.798302277995",2018/8/8 21:59,2018/8/8 22:22
+5.00013E+12,"123.369735,41.792165","123.36939536386,41.792294347646","123.37632745871,41.766749529017",2018/8/8 12:53,2018/8/8 13:13
+5.00014E+12,"123.333906,41.93875","123.33465471163,41.938412491189","123.4383359805,41.946795148679",2018/8/8 7:16,2018/8/8 7:39
+5.00015E+12,"123.384223,41.789317","123.38328993056,41.789514431424","123.36647596571,41.803444552951",2018/8/8 23:41,2018/8/8 23:52
+5.00016E+12,"123.282338,41.784449","123.2846500651,41.783491210937","123.27557996962,41.776746419271",2018/8/8 13:10,2018/8/8 13:26
+5.00016E+12,"123.33277,41.774666","123.33396444114,41.775130302666","123.37081222106,41.771033505885",2018/8/8 6:33,2018/8/8 6:54
+5.00016E+12,"123.391712,41.797738","123.39157883397,41.797885948422","123.39442299489,41.826277919113",2018/8/8 13:55,2018/8/8 14:19
+5.00016E+12,"123.438269,41.76659","123.43838650174,41.766384819878","123.44987494575,41.773712293837",2018/8/8 20:12,2018/8/8 20:22
+5.00017E+12,"123.35886,41.751425","123.35832780232,41.75210738341","123.39904302537,41.782337011947",2018/8/8 19:38,2018/8/8 20:03
+5.00017E+12,"123.496396,41.775809","123.49682752821,41.776471625434","123.45947482639,41.804328342014",2018/8/8 16:15,2018/8/8 16:45
+5.00017E+12,"123.426751,41.765058","123.42771490083,41.765376517703","123.45273664624,41.814360937868",2018/8/8 13:51,2018/8/8 14:21
+5.00017E+12,"123.288358,41.796791","123.28804668837,41.796789398452","123.1382755945,41.788165525805",2018/8/8 11:21,2018/8/8 11:50
+5.00017E+12,"123.427692,41.771869","123.42837276801,41.771365994559","123.46994099526,41.719583036103",2018/8/8 12:21,2018/8/8 12:39
+5.00017E+12,"123.496299,41.833355","123.49633206288,41.833296667795","123.43639205664,41.818111484642",2018/8/8 12:56,2018/8/8 13:17
+5.00018E+12,"123.394016,41.93015","123.39292854497,41.929329592552","123.35760571484,41.895510874813",2018/8/8 8:40,2018/8/8 8:55
+5.00018E+12,"123.483709,41.693931","123.48379262398,41.69406401444","123.45516705599,41.726760892743",2018/8/8 16:55,2018/8/8 17:18
+5.00018E+12,"123.146883,41.783041","123.14674066822,41.783278155082","123.3059862419,41.780801455107",2018/8/8 8:52,2018/8/8 9:35
+5.00019E+12,"123.392748,41.779164","123.39218309752,41.778266431643","123.42477916868,41.789051005436",2018/8/8 15:37,2018/8/8 16:08
+5.00019E+12,"123.531855,41.817586","123.53204586001,41.81696016431","123.5353336223,41.808879387768",2018/8/8 16:29,2018/8/8 16:41
+5.00019E+12,"123.479695,41.787664","123.47978941307,41.78760633212","123.47670988568,41.828061481933",2018/8/8 16:46,2018/8/8 17:08
+5.00019E+12,"123.450145,41.84918","123.4499858941,41.849084472656","123.41277777778,41.786840549045",2018/8/8 6:58,2018/8/8 7:39
+5.00019E+12,"123.403572,41.784189","123.40344200226,41.784343434417","123.51982095756,41.841290643336",2018/8/8 2:16,2018/8/8 2:51
+5.0002E+12,"123.414118,41.822884","123.41422120988,41.822907298115","123.45323647883,41.801475193465",2018/8/8 9:48,2018/8/8 10:16
+5.0002E+12,"123.318908,41.787651","123.31938395182,41.786194932726","123.40663248698,41.916564670139",2018/8/8 14:08,2018/8/8 14:35
+5.00021E+12,"123.414749,41.802613","123.41462356177,41.80256702482","123.4282124556,41.78125405176",2018/8/8 17:31,2018/8/8 18:04
+5.00021E+12,"123.394852,41.736424","123.39467404192,41.736675521563","123.39961006415,41.728729255255",2018/8/8 17:07,2018/8/8 17:12
+5.00022E+12,"123.44405,41.816632","123.44336443729,41.816560290368","123.4407597974,41.797017719213",2018/8/8 16:57,2018/8/8 17:26
+5.00022E+12,"123.225937,41.74081","123.22544742041,41.744837447904","123.24675187924,41.748964881985",2018/8/8 22:27,2018/8/8 22:37
+5.00023E+12,"123.355918,41.814929","123.35611519454,41.814925513964","123.37812711717,41.815119193876",2018/8/8 14:34,2018/8/8 14:44
+5.00023E+12,"123.435134,41.772329","123.43552774872,41.774174820124","123.49382939313,41.773336228899",2018/8/8 18:57,2018/8/8 19:18
+5.00024E+12,"123.456605,41.720117","123.45674418594,41.720259705211","123.42134916518,41.677349063357",2018/8/8 15:54,2018/8/8 16:18
+5.00024E+12,"123.477861,41.851763","123.47815889178,41.851991401704","123.41251450534,41.831886374776",2018/8/8 12:35,2018/8/8 12:52
+1.75922E+13,"123.523015,42.049514","123.52035596585,42.049881669077","123.51027238578,41.944336974124",2018/8/8 20:16,2018/8/8 20:49
+1.75922E+13,"123.281141,41.784134","123.28215692517,41.782161991981","123.24017886024,41.786028926172",2018/8/8 20:05,2018/8/8 20:19
+1.75922E+13,"123.515144,41.838857","123.5152671894,41.838803137633","123.40608339835,41.80632229118",2018/8/8 21:09,2018/8/8 21:35
+1.75922E+13,"123.487318,41.738334","123.48731228299,41.738230794271","123.45337863498,41.743929578993",2018/8/8 10:55,2018/8/8 11:12
+1.75922E+13,"123.377725,41.893234","123.37749263183,41.8933444658","123.41657655529,41.95991936194",2018/8/8 14:45,2018/8/8 15:29
+1.75922E+13,"123.389324,41.812491","123.38921626821,41.812577590896","123.45527550284,41.833377088145",2018/8/8 5:59,2018/8/8 6:21
+1.75922E+13,"123.347732,41.82188","123.3450930447,41.821579047309","123.38851752387,41.798838161892",2018/8/8 11:01,2018/8/8 11:31
+1.75922E+13,"123.324663,41.83874","123.32713163889,41.838396547685","123.40860328607,41.788367959651",2018/8/8 15:04,2018/8/8 15:39
+1.75922E+13,"123.460286,41.768307","123.45995310194,41.768540711105","123.43391510083,41.783666617124",2018/8/8 17:29,2018/8/8 17:53
+1.75922E+13,"123.457037,41.680302","123.45646260839,41.683755718829","123.41032502829,41.657729233499",2018/8/8 16:35,2018/8/8 16:55
+1.75922E+13,"123.29768,41.79169","123.3029300331,41.790406781909","123.29762688459,41.842576292745",2018/8/8 21:20,2018/8/8 21:43
+1.75922E+13,"123.3971,41.854587","123.39807445043,41.855032721922","123.41134436331,41.787866992843",2018/8/8 9:22,2018/8/8 10:19
+1.75922E+13,"123.450255,41.72084","123.45039109117,41.72060637282","123.4641411314,41.703521282549",2018/8/8 18:25,2018/8/8 18:37
+1.75922E+13,"123.379321,41.794618","123.43338378906,41.811249457465","123.41650065104,41.830312228733",2018/8/8 17:15,2018/8/8 17:45
+1.75922E+13,"123.414348,41.686026","123.41454124051,41.685913278915","123.38737379252,41.69620105195",2018/8/8 10:38,2018/8/8 10:49
+1.75922E+13,"123.327941,41.740213","123.32826860363,41.740696410232","123.39778635508,41.793267439304",2018/8/8 14:40,2018/8/8 15:24
+1.75923E+13,"123.431402,41.863886","123.43199037106,41.865242945225","123.40941714764,41.795301269646",2018/8/8 8:16,2018/8/8 9:07
+1.75923E+13,"123.467395,41.803408","123.46795241911,41.803520144556","123.45007247359,41.7858073053",2018/8/8 10:36,2018/8/8 10:58
+1.75923E+13,"123.255474,41.740261","123.25567676434,41.740059411207","123.23775016345,41.720562395962",2018/8/8 23:36,2018/8/8 23:45
+1.75923E+13,"123.491146,41.765115","123.49102192362,41.765634355227","123.39320574472,41.775949235812",2018/8/8 22:33,2018/8/8 22:56
+1.75923E+13,"123.436864,41.775651","123.43668945312,41.776845431858","123.43318169488,41.785188530816",2018/8/8 1:13,2018/8/8 1:19
+1.75923E+13,"123.380787,41.799276","123.38072048611,41.798850097656","123.37594590929,41.807175564236",2018/8/8 13:14,2018/8/8 13:22
+1.75923E+13,"123.264175,41.766002","123.26373378176,41.765544868094","123.32867301514,41.658513353007",2018/8/8 21:54,2018/8/8 22:18
+1.75923E+13,"123.395646,41.792683","123.39588619406,41.793352274433","123.40103119984,41.748386842582",2018/8/8 12:31,2018/8/8 12:55
+1.75923E+13,"123.424856,41.790505","123.42425482856,41.791134982639","123.4033835178,41.802292209201",2018/8/8 14:32,2018/8/8 14:47
+1.75923E+13,"123.443693,41.750588","123.45475640191,41.742994791667","123.46661512587,41.748202311198",2018/8/8 14:07,2018/8/8 14:18
+1.75923E+13,"123.411981,41.690496","123.41167802321,41.69017450652","123.43870000784,41.683871969254",2018/8/8 23:19,2018/8/8 23:29
+1.75923E+13,"123.321409,41.750236","123.32308349579,41.748548292163","123.39695233107,41.790734473093",2018/8/8 9:08,2018/8/8 9:53
+1.75923E+13,"123.44819,41.710088","123.44822462116,41.709976519551","123.43864323554,41.68842441839",2018/8/8 17:12,2018/8/8 17:25
+1.75923E+13,"123.408947,41.794746","123.40934488932,41.795139702691","123.45376708984,41.797853190104",2018/8/8 9:50,2018/8/8 10:18
+1.75923E+13,"123.404185,41.916634","123.40425925392,41.916669198324","123.39298664551,41.929273074643",2018/8/8 20:42,2018/8/8 20:57
+1.75923E+13,"123.534659,42.04945","123.53465964759,42.050929761471","123.51729541409,42.057168005442",2018/8/8 17:12,2018/8/8 17:20
+1.75923E+13,"123.412472,41.965341","123.39430774508,41.963588370185","123.41597291645,41.894291735824",2018/8/8 7:53,2018/8/8 8:21
+1.75923E+13,"123.492987,41.807603","123.49317181784,41.808739871412","123.4981526144,41.807526985564",2018/8/8 10:57,2018/8/8 11:01
+1.75923E+13,"123.385942,41.813413","123.38842633734,41.814453962969","123.32584289494,41.786144929973",2018/8/8 18:14,2018/8/8 18:55
+1.75923E+13,"123.385276,41.737772","123.38485561255,41.738105775127","123.3330306325,41.649762861169",2018/8/8 0:48,2018/8/8 1:15
+1.75923E+13,"123.302624,41.843341","123.30295518663,41.843296169705","123.34773952908,41.802939453125",2018/8/8 20:22,2018/8/8 20:48
+1.75923E+13,"123.397882,41.819816","123.39694517913,41.820038688325","123.34852298556,41.80362611292",2018/8/8 10:03,2018/8/8 10:32
+1.75923E+13,"123.455775,41.723171","123.4552198592,41.723356487138","123.46329600047,41.721017276609",2018/8/8 15:39,2018/8/8 15:44
+1.75923E+13,"123.43783,41.808374","123.4375321018,41.807737000985","123.46418217249,41.80745469933",2018/8/8 8:04,2018/8/8 8:21
+1.75923E+13,"123.450906,41.72146","123.45082602762,41.721698959602","123.43616522986,41.784143517739",2018/8/8 21:52,2018/8/8 22:08
+1.75923E+13,"123.437709,41.688899","123.43777171558,41.689005143617","123.45573078068,41.725687135712",2018/8/8 8:40,2018/8/8 9:06
+1.75923E+13,"123.486659,41.807201","123.488775251,41.809051686365","123.50862303861,41.830779562124",2018/8/8 0:10,2018/8/8 0:31
+1.75923E+13,"123.399658,41.79792","123.39855297118,41.797264114922","123.4486121379,41.734146699838",2018/8/8 14:57,2018/8/8 15:34
+1.75923E+13,"123.399969,41.787109","123.40019450982,41.787262035157","123.34883974606,41.747345870562",2018/8/8 8:50,2018/8/8 9:24
+1.75923E+13,"123.37064,41.80965","123.37048305367,41.809563626154","123.3312742253,41.750747771036",2018/8/8 21:14,2018/8/8 21:43
+1.75923E+13,"123.48704,41.83434","123.4873038737,41.83449734158","123.52414876302,41.904620768229",2018/8/8 7:16,2018/8/8 7:42
+1.75923E+13,"123.429845,41.809481","123.43141543726,41.808907376725","123.41843842257,41.852814905328",2018/8/8 13:59,2018/8/8 14:22
+1.75923E+13,"123.44341,41.81695","123.44326990589,41.816782288708","123.41507554905,41.837081425744",2018/8/8 15:12,2018/8/8 15:50
+1.75923E+13,"123.48076,41.851268","123.48086587333,41.851230959399","123.41954051528,41.941691896755",2018/8/8 22:54,2018/8/8 23:08
+1.75923E+13,"123.360786,41.808792","123.36137235554,41.808748753208","123.40551489849,41.852300020702",2018/8/8 10:44,2018/8/8 11:11
+1.75923E+13,"123.496405,41.827818","123.49775990886,41.828322429052","123.43883329432,41.838797909842",2018/8/8 9:21,2018/8/8 9:41
+1.75923E+13,"123.366011,41.792995","123.36663058811,41.792849121094","123.48331325955,41.758946397569",2018/8/8 7:19,2018/8/8 8:08
+1.75923E+13,"123.43815,41.796684","123.43816329509,41.796687353062","123.56544967351,41.792216813419",2018/8/8 23:08,2018/8/8 23:34
+1.75923E+13,"123.493838,41.763098","123.49389041191,41.763104752667","123.49337217136,41.705355398063",2018/8/8 22:50,2018/8/8 23:09
+1.75923E+13,"123.525179,41.809546","123.52499104818,41.809578450521","123.47778645833,41.805602756076",2018/8/8 22:48,2018/8/8 23:06
+1.75923E+13,"123.487073,41.743683","123.48656132392,41.743987712832","123.45607978523,41.654580507667",2018/8/8 12:17,2018/8/8 12:37
+1.75924E+13,"123.430268,41.765651","123.43096327764,41.765482104458","123.40314168024,41.800725487461",2018/8/8 14:16,2018/8/8 14:57
+1.75924E+13,"123.418243,41.887517","123.41981746513,41.888110438293","123.35498855221,41.826561995712",2018/8/8 4:54,2018/8/8 5:13
+1.75924E+13,"123.398889,41.770823","123.39884819878,41.771015353733","123.41101671007,41.807364908854",2018/8/8 18:15,2018/8/8 18:47
+1.75924E+13,"123.302253,41.773528","123.3021537682,41.773367321143","123.35760035085,41.895517835363",2018/8/8 10:31,2018/8/8 11:14
+1.75924E+13,"123.521132,41.841135","123.52683659215,41.850132429347","123.5367800725,41.858351432122",2018/8/8 18:51,2018/8/8 18:59
+1.75924E+13,"123.397023,41.802734","123.39724500868,41.80298421224","123.46472222222,41.810641276042",2018/8/8 1:31,2018/8/8 1:44
+1.75924E+13,"123.412492,41.826052","123.4126155599,41.826163194444","123.35392903646,41.864797634549",2018/8/8 15:46,2018/8/8 16:10
+1.75924E+13,"123.43707,41.802373","123.43719800053,41.802247635729","123.39219942574,41.788787542962",2018/8/8 14:33,2018/8/8 14:58
+1.75924E+13,"123.320433,41.763402","123.32056538071,41.763531447953","123.3916525635,41.795116746612",2018/8/8 3:56,2018/8/8 4:08
+1.75924E+13,"123.427968,41.780388","123.42803733881,41.780555447207","123.33321596153,41.81150551416",2018/8/8 22:19,2018/8/8 22:54
+1.75924E+13,"123.412535,41.795347","123.41305636936,41.795903320312","123.42487386068,41.77029296875",2018/8/8 12:46,2018/8/8 13:15
+1.75924E+13,"123.451773,41.729262","123.45179033072,41.729130634795","123.53055004117,41.690690450805",2018/8/8 12:41,2018/8/8 13:01
+1.75924E+13,"123.438654,41.775973","123.43867702908,41.776954752604","123.41237006293,41.789168294271",2018/8/8 16:49,2018/8/8 17:36
+1.75924E+13,"123.418638,41.794127","123.41861165365,41.794104546441","123.45392957899,41.811843804253",2018/8/8 22:33,2018/8/8 22:54
+1.75924E+13,"123.452306,41.785367","123.45231232837,41.785385964803","123.48105650263,41.833881664026",2018/8/8 11:20,2018/8/8 11:40
+1.75924E+13,"123.377121,41.820957","123.37524059161,41.82145746494","123.38772597394,41.797511467204",2018/8/8 6:21,2018/8/8 6:41
+1.75924E+13,"123.457899,41.707064","123.45775235218,41.707176167009","123.4616173134,41.735659422764",2018/8/8 19:20,2018/8/8 19:32
+1.75924E+13,"123.427829,41.772875","123.42341866054,41.771956515281","123.42270793665,41.772312014354",2018/8/8 14:56,2018/8/8 14:56
+1.75924E+13,"123.48937,41.69015","123.48963672842,41.690160696379","123.48151432086,41.727531248349",2018/8/8 20:00,2018/8/8 20:08
+1.75924E+13,"123.376219,41.794971","123.37469509549,41.795119900174","123.44109646267,41.795335557726",2018/8/8 8:15,2018/8/8 8:56
+1.75925E+13,"123.466931,41.731742","123.46778628999,41.732233103178","123.41174287886,41.765617724674",2018/8/8 22:03,2018/8/8 22:19
+1.75925E+13,"123.450358,41.801096","123.45022953693,41.801379110335","123.4742426893,41.807083755554",2018/8/8 10:24,2018/8/8 10:38
+1.75925E+13,"123.401957,41.78502","123.4025208513,41.784822439297","123.50077948774,41.739915671565",2018/8/8 12:06,2018/8/8 12:41
+1.75925E+13,"123.442438,41.927768","123.44250450454,41.927940891931","123.4056913832,41.916587837921",2018/8/8 20:44,2018/8/8 20:58
+1.75925E+13,"123.472269,41.705143","123.47363704775,41.705130105231","123.44914613317,41.722676170373",2018/8/8 8:49,2018/8/8 9:03
+1.75925E+13,"123.390317,41.785213","123.39046847873,41.785651855469","123.48290011936,41.808115505642",2018/8/8 11:07,2018/8/8 11:51
+1.75925E+13,"123.462365,41.734809","123.46214653863,41.734803873698","123.47031548394,41.823240017361",2018/8/8 2:44,2018/8/8 3:07
+1.75925E+13,"123.430358,41.80247","123.43011551978,41.802442278445","123.43834194312,41.825923973177",2018/8/8 18:08,2018/8/8 18:26
+1.75925E+13,"123.470832,41.748328","123.47084285246,41.748336471089","123.43962919978,41.805253914058",2018/8/8 14:35,2018/8/8 15:09
+1.75925E+13,"123.398848,41.7927","123.39878190997,41.793287293393","123.32800311887,41.827186759334",2018/8/8 15:02,2018/8/8 15:33
+1.75925E+13,"123.308744,41.783554","123.30866145639,41.784834440771","123.30704807872,41.762754524793",2018/8/8 21:24,2018/8/8 21:35
+1.75925E+13,"123.517575,41.817937","123.51721191406,41.818375108507","123.43825602214,41.816255425347",2018/8/8 12:32,2018/8/8 12:51
+1.75925E+13,"123.320921,41.830669","123.32200905419,41.830773208461","123.30560425613,41.792148648185",2018/8/8 17:44,2018/8/8 18:12
+1.75925E+13,"123.442196,41.766317","123.44217393663,41.766248372396","123.432421875,41.787214084201",2018/8/8 22:36,2018/8/8 22:50
+1.75925E+13,"123.455215,41.760736","123.45555651721,41.761068213741","123.43275842562,41.791829250078",2018/8/8 11:05,2018/8/8 11:41
+1.75925E+13,"123.386399,41.745795","123.38522877535,41.746196385002","123.45379628771,41.799389319343",2018/8/8 21:05,2018/8/8 21:39
+1.75925E+13,"123.394644,41.792138","123.39472858143,41.792085108466","123.3851518661,41.745043282722",2018/8/8 13:05,2018/8/8 13:24
+1.75925E+13,"123.498123,41.748389","123.50178444019,41.749308291539","123.43523436113,41.765647823297",2018/8/8 9:38,2018/8/8 10:07
+1.75925E+13,"123.496316,41.740727","123.49622895015,41.740911626101","123.44712693692,41.798872383087",2018/8/8 17:02,2018/8/8 17:44
+1.75925E+13,"123.434922,41.758589","123.43526074883,41.758859943439","123.41876184352,41.792236363311",2018/8/8 11:18,2018/8/8 11:45
+1.75925E+13,"123.413386,41.820432","123.41304009964,41.821238818637","123.40719384125,41.854105176799",2018/8/8 12:54,2018/8/8 13:20
+1.75926E+13,"123.451636,41.845902","123.4517806443,41.846489397414","123.44246412608,41.808308036054",2018/8/8 16:31,2018/8/8 16:55
+1.75926E+13,"123.495222,41.762559","123.49391397834,41.763119704385","123.45102182815,41.81302191489",2018/8/8 9:17,2018/8/8 10:03
+1.75926E+13,"123.227813,41.729049","123.22918003126,41.729417245171","123.21172363946,41.744207234479",2018/8/8 7:55,2018/8/8 8:04
+1.75926E+13,"123.481311,41.808267","123.48125707709,41.808259541743","123.40820464553,41.772073434997",2018/8/8 13:31,2018/8/8 14:04
+1.75926E+13,"123.471017,41.802955","123.47140532043,41.803365447173","123.46287614471,41.781762872964",2018/8/8 13:17,2018/8/8 13:39
+1.75926E+13,"123.411784,41.852664","123.41146414496,41.852651092082","123.40988255591,41.863724510878",2018/8/8 14:27,2018/8/8 14:37
+1.75926E+13,"122.84347,41.993942","122.8435156508,41.994614281559","122.8404046865,41.992746385862",2018/8/8 21:58,2018/8/8 22:03
diff --git "a/pyecharts2/\345\234\260\345\233\276/chengdu1.csv" "b/pyecharts2/\345\234\260\345\233\276/chengdu1.csv"
new file mode 100644
index 0000000..edaf3bf
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/chengdu1.csv"
@@ -0,0 +1,36001 @@
+,hour,longitude,latitude,value
+0,0,104.0842,30.6622,4.0
+1,0,103.9436,30.5876,0.0
+2,0,103.8424,30.7113,7.0
+3,0,103.557,30.2162,0.0
+4,0,104.1447,30.6366,3.0
+5,0,103.7859,30.6641,0.0
+6,0,104.2793,30.5635,8.0
+7,0,103.8431,30.6584,0.0
+8,0,103.6474,30.9931,8.0
+9,0,104.1599,30.6373,0.0
+10,0,103.6399,30.8952,0.0
+11,0,104.0291,30.4527,0.0
+12,0,103.8499,30.5548,0.0
+13,0,103.628,30.9962,8.0
+14,0,103.6306,31.012,8.0
+15,0,103.9176,30.7114,0.0
+16,0,103.9825,30.639,9.0
+17,0,103.613,30.9205,0.0
+18,0,104.072,30.6289,8.0
+19,0,103.909,30.796,-1.0
+20,0,103.8183,30.4096,0.0
+21,0,104.037,30.6219,6.0
+22,0,103.9276,30.7308,0.0
+23,0,104.0617,30.5095,0.0
+24,0,103.688,30.6467,0.0
+25,0,103.7944,30.6709,0.0
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+27,0,103.8438,30.6726,0.0
+28,0,103.8681,30.4481,0.0
+29,0,103.627,30.9962,8.0
+30,0,104.2901,30.56,8.0
+31,0,104.0299,30.6961,1.0
+32,0,103.5394,30.7578,0.0
+33,0,104.0892,30.7061,8.0
+34,0,104.1248,30.6564,8.0
+35,0,103.9903,30.6143,0.0
+36,0,103.8431,30.7056,8.0
+37,0,103.4839,30.4293,0.0
+38,0,103.8779,30.6393,0.0
+39,0,103.7973,30.6864,0.0
+40,0,103.9101,30.5379,0.0
+41,0,103.9307,30.4286,0.0
+42,0,104.0112,30.7058,3.0
+43,0,103.8721,30.382,0.0
+44,0,103.9916,30.6786,1.0
+45,0,104.081,30.7022,6.0
+46,0,103.8423,30.6925,8.0
+47,0,103.9379,30.6715,0.0
+48,0,103.9163,30.4094,0.0
+49,0,104.0745,30.5776,0.0
+50,0,103.6711,30.6844,0.0
+51,0,103.5476,30.589,0.0
+52,0,103.8711,30.7019,7.0
+53,0,104.0509,30.5249,0.0
+54,0,103.8316,30.4302,0.0
+55,0,104.0515,30.6376,8.0
+56,0,103.6343,30.9637,0.0
+57,0,103.8684,30.3952,0.0
+58,0,103.8634,30.6551,0.0
+59,0,103.9942,30.7157,-1.0
+60,0,103.9126,30.6073,0.0
+61,0,103.6657,30.6876,0.0
+62,0,103.7377,30.5852,0.0
+63,0,103.8371,30.7009,1.0
+64,0,103.8643,30.6913,8.0
+65,0,103.8931,30.8303,8.0
+66,0,104.1485,30.683,8.0
+67,0,103.6987,30.5927,0.0
+68,0,103.9738,30.387,0.0
+69,0,103.9809,30.7599,7.0
+70,0,103.8037,30.6491,0.0
+71,0,103.9377,30.5827,4.0
+72,0,103.6278,30.9868,8.0
+73,0,103.8148,30.4262,0.0
+74,0,103.6532,30.9574,8.0
+75,0,103.9773,30.5928,0.0
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+78,0,103.9446,30.6261,0.0
+79,0,103.8164,30.6932,0.0
+80,0,104.0363,30.5794,0.0
+81,0,104.0319,30.6863,8.0
+82,0,103.65,30.9832,8.0
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+84,0,103.9148,30.5923,9.0
+85,0,103.9304,30.6095,9.0
+86,0,103.9111,30.637,0.0
+87,0,104.0402,30.5676,0.0
+88,0,103.7529,30.6678,0.0
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+90,0,103.8943,30.8272,8.0
+91,0,104.0874,30.5513,7.0
+92,0,103.9197,30.5999,7.0
+93,0,103.9681,30.5851,8.0
+94,0,104.1196,30.6178,7.0
+95,0,103.7165,30.3708,0.0
+96,0,104.0146,30.7255,0.0
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+98,0,103.9337,30.5549,0.0
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+100,0,103.4759,30.4177,0.0
+101,0,103.7709,30.6329,0.0
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+115,0,104.2753,30.9045,-1.0
+116,0,103.9355,30.5228,0.0
+117,0,106.5884,29.5688,3.0
+118,0,104.0628,30.6331,1.0
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+125,0,103.8935,30.5793,0.0
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+127,0,110.2806,25.26,7.0
+128,0,103.8363,30.6512,0.0
+129,0,103.6617,30.6317,0.0
+130,0,111.3456,30.678,8.0
+131,0,104.046,30.645,1.0
+132,0,104.0408,30.7193,7.0
+133,0,104.0184,30.5639,9.0
+134,0,103.6246,30.731,0.0
+135,0,104.0804,30.6761,8.0
+136,0,104.7256,31.4657,7.0
+137,0,104.2143,30.5664,9.0
+138,0,103.9098,30.587,9.0
+139,0,104.0305,30.5665,0.0
+140,0,103.9764,30.5774,0.0
+141,0,103.6936,30.6552,0.0
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+143,0,103.7023,30.6141,0.0
+144,0,104.095,30.6872,5.0
+145,0,104.0186,30.5505,0.0
+146,0,103.561,30.6001,0.0
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+148,0,103.9853,30.7326,0.0
+149,0,103.9265,30.4362,0.0
+150,0,104.2519,30.8924,8.0
+151,0,103.6872,30.6501,0.0
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+154,0,104.2302,30.5562,8.0
+155,0,103.6533,30.7125,0.0
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+157,0,104.0851,30.6654,8.0
+158,0,103.7871,30.7571,0.0
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diff --git "a/pyecharts2/\345\234\260\345\233\276/chengdu2.csv" "b/pyecharts2/\345\234\260\345\233\276/chengdu2.csv"
new file mode 100644
index 0000000..96ffb04
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/chengdu2.csv"
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diff --git "a/pyecharts2/\345\234\260\345\233\276/chengdu3.csv" "b/pyecharts2/\345\234\260\345\233\276/chengdu3.csv"
new file mode 100644
index 0000000..d5a14f7
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/chengdu3.csv"
@@ -0,0 +1,12001 @@
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diff --git "a/pyecharts2/\345\234\260\345\233\276/chengdu4.csv" "b/pyecharts2/\345\234\260\345\233\276/chengdu4.csv"
new file mode 100644
index 0000000..3f480f8
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/chengdu4.csv"
@@ -0,0 +1,12001 @@
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diff --git "a/pyecharts2/\345\234\260\345\233\276/chengdu5.csv" "b/pyecharts2/\345\234\260\345\233\276/chengdu5.csv"
new file mode 100644
index 0000000..fa45a0d
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/chengdu5.csv"
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diff --git "a/pyecharts2/\345\234\260\345\233\276/chengdu6.csv" "b/pyecharts2/\345\234\260\345\233\276/chengdu6.csv"
new file mode 100644
index 0000000..0043568
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/chengdu6.csv"
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diff --git "a/pyecharts2/\345\234\260\345\233\276/didisudu.py" "b/pyecharts2/\345\234\260\345\233\276/didisudu.py"
new file mode 100644
index 0000000..fc35f65
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/didisudu.py"
@@ -0,0 +1,42 @@
+import csv
+import numpy as np
+import matplotlib.pyplot as plt ##绘图库
+csv_file=csv.reader(open('滴滴数据计算.csv','r'))
+data=[]
+
+for va in csv_file:
+ try:
+
+ if len(va[4])==1:
+ va[4]='0'+va[4]
+ data.append(va)
+ except Exception as e:
+ print(e)
+
+data=np.array(data)
+data = data[data[:,4].argsort()]
+distancce=[]
+minite=[]
+speed=[]
+hour=[]
+for va in data:
+ try:
+ a1=float(va[1])
+ a1=int(a1)
+ print(a1,va[4])
+ distancce.append((int)((float)(va[1])))
+ minite.append((int)((float)(va[2])))
+ speed.append((int)((float)(va[3])))
+ hour.append(((float)(va[4])))
+ except Exception as e:
+ print(e)
+x=np.array(minite)
+y=np.array(speed)
+X=np.arange(len(x))
+plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签
+plt.figure(figsize=(9, 6)) ##指定图像比例： 8：6
+plt.title("出租车速度随时间走势")
+plt.scatter(hour,speed,label='速度')
+plt.xlabel("时间:hour")
+plt.ylabel("速度:km/h")
+plt.show()
diff --git "a/pyecharts2/\345\234\260\345\233\276/get_distance.py" "b/pyecharts2/\345\234\260\345\233\276/get_distance.py"
new file mode 100644
index 0000000..86527e5
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/get_distance.py"
@@ -0,0 +1,51 @@
+import csv
+from geopy.distance import geodesic
+import datetime
+import pandas as pd
+print(geodesic((30.28708,120.12802999999997), (28.7427,115.86572000000001)).m) #计算两个坐标直线距离
+print(geodesic((30.28708,120.12802999999997), (28.7427,115.86572000000001)).km) #计算两个坐标直线距离
+
+
+csv_file=csv.reader(open('滴滴数据.csv','r'))
+id=[]
+distance=[]
+time_all=[]
+speed=[]
+starttime=[]
+for line in csv_file:
+ print(line)
+ try:
+ userid=line[0]
+ p1=str(line[2])
+ p2=str(line[3])
+ a1=(float(p1.split(",")[1]),122)
+ a2 = (float(p2.split(",")[1]),122)
+ a3=(0,float(p1.split(",")[0]))
+ a4=(0,float(p2.split(",")[0]))
+ p_distance=geodesic(a1, a2).km+geodesic(a3,a4).km
+ time1=line[6]
+ time2=line[7]
+ datetime1 = datetime.datetime.strptime(time1, '%Y/%m/%d %H:%M')
+ datetime2 = datetime.datetime.strptime(time2, '%Y/%m/%d %H:%M')
+ time=(datetime2-datetime1).seconds/60
+ v = float(p_distance) / (float(time) + 0.1) *60
+ id.append(userid)
+ distance.append(p_distance)
+ time_all.append(time)
+ starttime.append(datetime1.hour+datetime1.minute/60)
+
+ speed.append(v)
+ except Exception as e:
+ print(e)
+print(id)
+print(distance)
+print(time_all)
+print(len(speed),len(distance))
+# 字典中的key值即为csv中列名
+dataframe = pd.DataFrame({'userid':id , 'distance(km)': distance,'time(min)':time_all,'speed':speed,'starttime':starttime})
+#将DataFrame存储为csv,index表示是否显示行名，default=True
+dataframe.to_csv("滴滴数据计算.csv",index=False,sep=',')
+
+
+# 将DataFrame存储为csv,index表示是否显示行名，default=True
+dataframe.to_csv("test.csv", index=False, sep=',')
diff --git "a/pyecharts2/\345\234\260\345\233\276/getdidi.py" "b/pyecharts2/\345\234\260\345\233\276/getdidi.py"
new file mode 100644
index 0000000..90d3c7c
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/getdidi.py"
@@ -0,0 +1,46 @@
+import xlrd
+import datetime
+import numpy as np
+import matplotlib.pyplot as plt ##绘图库
+import random
+
+import pandas as pd
+
+
+data = pd.read_csv('DD.csv')
+data=data.iloc[:,6]
+date=[0]*144
+for va in data:
+ va1=str(va).split(" ")[1].split(":")[0]
+ va2=str(va).split(" ")[1].split(":")[1]
+ va2=(int)(va2)/10
+ print(va)
+ date[int(va1)*6+int(va2)]+=1
+for index in range(0,144):
+ date[index]=date[index]*5+random.randint(0,5)
+
+x=[0]*144
+for index in range(0,144):
+ x[index]=index/6-1
+x=np.array(x)
+y=np.array(date)
+plt.title("出租车流量随时间走势")
+plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签
+plt.figure(figsize=(9, 6)) ##指定图像比例： 8：6
+plt.plot(x,y,label='流量走势')
+plt.xlabel("时间点")
+plt.ylabel("次数")
+
+# plt.xticks(range(144),x,fontsize=10)#设置横坐标显示24次。
+# for a,b,c in zip(x,y,x):
+# print(a,b,c)
+# plt.text(a,b+0.5,'%d'%int(b),ha='center',va='bottom')
+plt.legend()
+
+plt.savefig('./pinlu.png')
+plt.close()
+
+print(date)
+
+
+
diff --git "a/pyecharts2/\345\234\260\345\233\276/pinlu.png" "b/pyecharts2/\345\234\260\345\233\276/pinlu.png"
new file mode 100644
index 0000000..a043c77
Binary files /dev/null and "b/pyecharts2/\345\234\260\345\233\276/pinlu.png" differ
diff --git "a/pyecharts2/\345\234\260\345\233\276/render.html" "b/pyecharts2/\345\234\260\345\233\276/render.html"
new file mode 100644
index 0000000..abd8bf6
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/render.html"
@@ -0,0 +1,288214 @@
+
+
+
+
+ Echarts
+
+
+
+
+
+
+
+
diff --git "a/pyecharts2/\345\234\260\345\233\276/test.csv" "b/pyecharts2/\345\234\260\345\233\276/test.csv"
new file mode 100644
index 0000000..073020f
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/test.csv"
@@ -0,0 +1,549 @@
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diff --git "a/pyecharts2/\345\234\260\345\233\276/\345\207\221\346\225\260\346\215\256.csv" "b/pyecharts2/\345\234\260\345\233\276/\345\207\221\346\225\260\346\215\256.csv"
new file mode 100644
index 0000000..ffa300c
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/\345\207\221\346\225\260\346\215\256.csv"
@@ -0,0 +1,25 @@
+时间点,候车时间,到港航班,出租车数量,钱,上车时间花费
+0:00,1.409722222222222,8,32,17.6,3
+1:00,1.7543859649122806,5,42,15.2,3
+2:00,2.598684210526316,1,76,24.8,3
+3:00,8.682926829268293,1,41,32.0,3
+4:00,8.717948717948717,2,26,27.2,3
+5:00,42.66666666666667,0,5,24.8,3
+6:00,9.833333333333334,18,6,29.599999999999998,4
+7:00,5.138888888888889,35,12,17.6,2
+8:00,18.80952380952381,43,6,27.2,2
+9:00,11.833333333333332,31,4,15.2,4
+10:00,17.0,19,10,24.8,4
+11:00,4.0,18,20,24.8,4
+12:00,3.0208333333333335,23,16,34.4,4
+13:00,1.9796682718031031,32,21,24.8,4
+14:00,1.3297101449275361,35,69,15.2,3
+15:00,2.357487922705314,28,45,24.8,3
+16:00,1.0679361811631498,31,58,12.8,4
+17:00,5.612648221343873,52,11,22.4,2
+18:00,5.083333333333333,22,8,12.8,3
+19:00,1.3978494623655915,38,26,15.2,3
+20:00,1.4538395168248488,28,61,22.4,3
+21:00,2.3015873015873014,30,28,24.8,2
+22:00,2.8571428571428568,26,14,22.4,3
+23:00,1.2905405405405406,17,40,32.0,3
diff --git "a/pyecharts2/\345\234\260\345\233\276/\345\210\260\346\270\257\346\227\266\351\227\264.csv" "b/pyecharts2/\345\234\260\345\233\276/\345\210\260\346\270\257\346\227\266\351\227\264.csv"
new file mode 100644
index 0000000..c7f842e
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/\345\210\260\346\270\257\346\227\266\351\227\264.csv"
@@ -0,0 +1,25 @@
+ʱ,,ۺ,
+0:00,90,8,32
+1:00,38,5,42
+2:00,16,1,76
+3:00,5,1,41
+4:00,6,2,26
+5:00,3,0,5
+6:00,20,18,6
+7:00,24,35,12
+8:00,7,43,6
+9:00,30,31,4
+10:00,5,19,10
+11:00,20,18,20
+12:00,48,23,16
+13:00,89,32,21
+14:00,40,35,69
+15:00,23,28,45
+16:00,67,31,58
+17:00,23,52,11
+18:00,60,22,8
+19:00,186,38,26
+20:00,38,28,61
+21:00,36,30,28
+22:00,82,26,14
+23:00,74,17,40
diff --git "a/pyecharts2/\345\234\260\345\233\276/\345\234\260\345\233\276.rar" "b/pyecharts2/\345\234\260\345\233\276/\345\234\260\345\233\276.rar"
new file mode 100644
index 0000000..acf3269
Binary files /dev/null and "b/pyecharts2/\345\234\260\345\233\276/\345\234\260\345\233\276.rar" differ
diff --git "a/pyecharts2/\345\234\260\345\233\276/\346\210\220\351\203\275.py" "b/pyecharts2/\345\234\260\345\233\276/\346\210\220\351\203\275.py"
new file mode 100644
index 0000000..c659240
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/\346\210\220\351\203\275.py"
@@ -0,0 +1,58 @@
+from pyecharts import Geo, Page, Style
+from pyecharts import Bar
+import csv
+import random
+
+def addpoint(cvsname,weight):
+ csv_file=csv.reader(open('chengdu1.csv','r'))
+ index=[]
+ jingdu=[]
+ weidu=[]
+ data={}
+ print(data)
+ for line in csv_file:
+ print(line)
+ print(line[1])
+ try:
+ # index.append(line[0])
+ # jingdu.append(line[2])
+ # weidu.append(line[3])
+ # if(int(int(line[0])<1000)):
+ data[line[1]]=[float(line[2]),float(line[3])]
+ geo.add_coordinate(line[0],float(line[2]),float(line[3]))
+ weight2=5
+
+ list.append((line[0],weight2))
+ except Exception as e:
+ print(e)
+list=[]
+geo = Geo(
+ "成都出租车分布",
+ "Taxi Distribution in ChengDu",
+ title_color="red",
+ title_pos="center",
+ width=1000,
+ height=600,
+ background_color="#F0F8FF", ##背景色
+
+)
+addpoint('',5)
+attr, value = geo.cast(list)
+style = Style(title_color= "#fff",title_pos = "center",
+width = 1200,height = 600,background_color = "#404a59")
+
+geo.add(
+ "",
+ attr,
+ value,
+ visual_range=[0,24],
+ maptype='成都',
+ visual_text_color="black",
+ geo_normal_color="#fff",#省市块颜色
+ symbol_size=2,
+ is_visualmap=True,
+ is_piecewise=True,
+ visual_split_number=4,
+ tooltip_background_color="black"
+)
+geo.render()
diff --git "a/pyecharts2/\345\234\260\345\233\276/\346\273\264\346\273\264\346\225\260\346\215\256.csv" "b/pyecharts2/\345\234\260\345\233\276/\346\273\264\346\273\264\346\225\260\346\215\256.csv"
new file mode 100644
index 0000000..6b9f399
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/\346\273\264\346\273\264\346\225\260\346\215\256.csv"
@@ -0,0 +1,549 @@
+1.û ID ,2.ʹߵĵǰλϢ ,3.ʹߵϳλϢ ,4.ʹߵ³λϢ ,5.ʹߵijλϢ(趨ij) ,6.Ϣ ,7.ʱ ,8.ʱ
+107888,"123.439998,41.777085","123.43869152881,41.77710039691","123.45781236457,41.808227053175","ʻ-,123.43875,41.77695","|Ͷ,123.46062,41.80697",2018/8/8 12:42,2018/8/8 13:04
+524604,"123.436372,41.767044","123.43620985243,41.766597222222","123.44917724609,41.743994954427","Ļ·|ҵC,123.43658,41.76639","|й24Сʱ(),123.4494,41.744",2018/8/8 8:41,2018/8/8 8:52
+529883,"123.358371,41.762956","123.35705906083,41.762521027642","123.37640140462,41.791269913494","Ƕ|ˮ-,123.357,41.7626","Ʒ|ǧԵB(),123.37642,41.79118",2018/8/8 11:18,2018/8/8 11:34
+600470,"123.411579,41.816216","123.41148627387,41.816281467014","123.41704752604,41.838628200955","|Ʒר(ɽ·),123.41163,41.816307","̩ɽ·|ʡṤԺ,123.41694,41.83866",2018/8/8 0:51,2018/8/8 1:14
+1538675,"123.459383,41.735586","123.4613636437,41.736289288538","123.46143625367,41.773170472983","̳Ͻ·,123.461453,41.736205","Ȫ|KTVƵ,123.46138,41.773",2018/8/8 17:18,2018/8/8 17:43
+2053347,"123.394832,41.776021","123.39453969491,41.776013990112","123.39410748611,41.752124920915","»|ʢѾ(ϾϽֵ),123.39425,41.77579","|Ĵ,123.39307,41.75244",2018/8/8 8:09,2018/8/8 8:18
+2599544,"123.427598,41.785973","123.42749463674,41.786083045324","123.40542030616,41.796829428248","|ɽ,123.42777,41.78599","̫ԭ|йͨ(̫ԭӪҵ),123.404043,41.796504",2018/8/8 13:54,2018/8/8 14:24
+2985610,"123.374745,41.789455","123.37533346477,41.789626453342","123.3656446631,41.772145895122","Ʒ|ɽ˼,123.37509,41.78939","|йҽƴѧסլ,123.364628,41.772738",2018/8/8 22:43,2018/8/8 22:53
+3097287,"123.346734,41.842793","123.34734761745,41.843478541431","123.40454805921,41.794912201178","|Ժ-,123.34743,41.84353","̫ԭ|¡һ,123.402519,41.795216",2018/8/8 11:15,2018/8/8 11:49
+3509129,"123.459905,41.79128","123.45995891462,41.791024073171","123.39357438723,41.782444402248","|ǻﲿ,123.45999,41.79134","̫ԭϽ|1997ެ,123.39245,41.78075",2018/8/8 18:58,2018/8/8 19:31
+3554642,"123.382171,41.76521","123.38242540148,41.765236545139","123.37495578342,41.797618543837","ټֳ(ɰɽ),123.38242,41.76514","Ʒ|尮лǿ,123.37529,41.79727",2018/8/8 23:13,2018/8/8 23:25
+3870224,"123.402547,41.743111","123.40251657187,41.743182340563","123.44658869506,41.731602979961","|Ҹ4,123.402555,41.743175","|״.ʳ,123.44646,41.73147",2018/8/8 14:50,2018/8/8 15:07
+4177229,"123.322661,41.814431","123.32423930566,41.814140110058","123.29461535566,41.795952534809","·|42϶ȰȻ,123.32296,41.81578","йںίԱ,123.295078,41.794546",2018/8/8 8:31,2018/8/8 8:47
+4202625,"123.507861,41.83603","123.5070751471,41.837012243683","123.45249999526,41.820305504978","·|-(),123.50691,41.83672","|Сؽ,123.45242,41.82025",2018/8/8 8:21,2018/8/8 8:49
+4269181,"123.426857,41.771971","123.42741006361,41.771710353836","123.41618339066,41.758535056984","Ļ·|㹬Ϻ糡,123.42734,41.77162","ƽ|绨(ý),123.42572,41.75458",2018/8/8 11:22,2018/8/8 11:42
+4428410,"123.401138,41.769644","123.39943657769,41.768653428819","123.41796196832,41.781285536024","ƽϴ|,123.39923,41.76901","ʮγ·|ʡˮ,123.41765,41.78118",2018/8/8 7:42,2018/8/8 8:06
+4459025,"123.431021,41.703218","123.43167600408,41.702903148434","123.39197933452,41.863292411845","|,123.43161,41.69983","ŭ|ƱA,123.39192,41.86321",2018/8/8 20:08,2018/8/8 20:52
+4541787,"123.38864,41.877027","123.38863545887,41.876807053609","123.41961520892,41.8529426886","ǧɽ·|ͳ,123.38876,41.87685","|,123.42077,41.85148",2018/8/8 5:34,2018/8/8 5:47
+4599138,"123.270853,41.791681","123.27744137122,41.793669907301","123.32407767714,41.794236750498","ʯ˾-,123.27121,41.79035","عʮ·-վ,123.326805,41.79305",2018/8/8 16:32,2018/8/8 16:45
+4666019,"123.294255,41.771125","123.29803194604,41.774757893208","123.44664974112,41.808626398939","|ţ,123.29446,41.77108","¯|ѧ,123.446635,41.808593",2018/8/8 13:15,2018/8/8 14:00
+4707202,"123.414608,41.768513","123.41421373739,41.769274904144","123.39227689372,41.734071588193","Ļ·|ѧ߲סլ-,123.41424,41.76927","|¼³,123.39253,41.73322",2018/8/8 22:30,2018/8/8 22:50
+4729739,"123.505427,41.778785","123.50476636009,41.779195344744","123.42630909942,41.812015944699","·|Է-,123.50474,41.77907","|·67ż,123.4246,41.81131",2018/8/8 7:49,2018/8/8 8:31
+4821174,"123.419046,41.82297","123.41893926599,41.823234246226","123.40496748266,41.791678630456","ƺ|ල(ɽ·),123.419056,41.822939","̫ԭ|ԼάʴƵ,123.404693,41.792116",2018/8/8 9:12,2018/8/8 9:34
+4828928,"123.434969,41.796345","123.43540542787,41.796843002028","123.43287418459,41.809983496218","ɽ·ֽ(һ)-վ·,123.43368,41.79941","|㱦ʹԢA,123.43229,41.80984",2018/8/8 12:15,2018/8/8 12:31
+4913496,"123.520345,41.749089","123.52027578496,41.748945582753","123.46354674932,41.750033401422","϶·Ļ-վ·,123.52032,41.74892","|ҽԺ,123.46164,41.749702",2018/8/8 8:27,2018/8/8 8:43
+5041758,"123.409566,41.795338","123.41151340061,41.796882595486","123.37554497613,41.824632703993","ҽһԺ-վ·,123.40959,41.79554","ʹ|кD23,123.37562,41.82464",2018/8/8 16:19,2018/8/8 16:47
+5054504,"123.384569,41.803561","123.38453473619,41.803615668796","123.41316771027,41.791260077566","|й(Ʒ֧),123.38452,41.80354","·|,123.41336,41.79081",2018/8/8 10:39,2018/8/8 11:00
+5316736,"123.46107,41.728689","123.46196283603,41.728831103818","123.4919974886,41.738289419408","·|غ-,123.46119,41.7287","|(2),123.49206,41.73831",2018/8/8 21:19,2018/8/8 21:40
+5394613,"123.438834,41.848032","123.43885768248,41.848054660708","123.45660512021,41.856429163485","|ͨ˾,123.43889,41.84763","ʹ|ǽB,123.45657,41.85649",2018/8/8 21:35,2018/8/8 21:42
+5556060,"123.435298,41.77853","123.43548890019,41.776699472609","123.40754092773,41.774142246489","-վ,123.43556,41.77671","˽45,123.40755,41.77417",2018/8/8 20:13,2018/8/8 20:30
+5748521,"123.379415,41.819758","123.37924804688,41.820336642795","123.43318630642,41.833579915365","·|кС,123.37931,41.82027","ɽ|жͯҽԺ,123.43275,41.83305",2018/8/8 12:37,2018/8/8 13:07
+5809272,"123.328548,41.818136","123.32960387533,41.8170340591","123.32603602932,41.840074092553","·|ֶ,123.32967,41.81816","³,123.324843,41.841299",2018/8/8 17:59,2018/8/8 18:18
+5903222,"123.400649,41.921344","123.40051613768,41.920251860508","123.40269711613,41.886856385729","|GY(ҹ),123.40034,41.92198","ŭ|ôҩ(ŭ),123.40116,41.8868",2018/8/8 20:34,2018/8/8 20:50
+5944855,"123.360444,41.781907","123.36018515927,41.780841615357","123.35166387973,41.784931185319","·|㳡(),123.36022,41.78077","˳|ΰС-һ,123.35162,41.78491",2018/8/8 18:11,2018/8/8 18:22
+6028691,"123.318974,41.772696","123.31999502024,41.771457321115","123.32627344088,41.813586700011","ҹĹ,123.32001,41.77143","·|ʯ,123.32609,41.81381",2018/8/8 14:07,2018/8/8 14:31
+6166933,"123.320325,41.763403","123.320289544,41.763517605352","123.33349353202,41.775534977739","|֮-,123.32031,41.76345","|귢(귢ʯ),123.33286,41.77511",2018/8/8 20:06,2018/8/8 20:21
+6259131,"123.451125,41.79772","123.45158638313,41.797710529024","123.50940861621,41.808685747367","н|ҽ,123.45169,41.79759","|㳡,123.503481,41.808391",2018/8/8 23:21,2018/8/8 23:38
+6261511,"123.399434,41.749342","123.39774991517,41.747984321568","123.40198390245,41.739886620038","|-,123.39781,41.74787","ƽ,123.40191,41.73965",2018/8/8 7:52,2018/8/8 8:05
+6294229,"123.424612,41.807228","123.42489872726,41.807029850202","123.48647654426,41.855704285736","|䵱,123.42455,41.80698","|,123.483932,41.856017",2018/8/8 15:59,2018/8/8 16:34
+6344256,"123.426713,41.818562","123.4260977014,41.818443463503","123.41062487974,41.80665342749","ض|̩С-,123.42619,41.81837","|̳,123.41072,41.80683",2018/8/8 8:38,2018/8/8 9:02
+6408189,"123.366544,41.77729","123.36895887587,41.77768500434","123.37047471788,41.809543999566","һС-,123.36891,41.77702","|ˮƻͣ(),123.370227,41.809761",2018/8/8 16:40,2018/8/8 17:00
+6624927,"123.495982,41.808946","123.49592558546,41.808943456317","123.40565180549,41.813939055257","|-һ,123.49481,41.80901","|йֽ֧ͨӻʹô,123.4057,41.81386",2018/8/8 17:54,2018/8/8 18:27
+6712925,"123.436862,41.736044","123.43700798324,41.736751496075","123.44305921858,41.740599662058","ֵ|(),123.43707,41.73671","Ļ·|ԳC,123.427182,41.767019",2018/8/8 14:59,2018/8/8 15:19
+6741917,"123.489105,41.745536","123.48995792673,41.745438929504","123.4273695115,41.764502954229","·|ơ-,123.48995,41.74532","Ļ·|ͬ㳡,123.426452,41.763839",2018/8/8 9:37,2018/8/8 10:24
+6752686,"123.394622,41.804485","123.39495375347,41.804698016678","123.50708803812,41.796415291495","|йʯ(żվ),123.39461,41.80448","|,123.50755,41.79633",2018/8/8 20:02,2018/8/8 20:24
+6901152,"123.410743,41.766445","123.41166966017,41.766470937211","123.40090940039,41.78151810042","Ļ·|ѧ(),123.41204,41.76636","ƽ|ʱƽУ,123.40095,41.78143",2018/8/8 12:11,2018/8/8 12:28
+6903280,"123.373135,41.803738","123.37412603391,41.803345405687","123.37574395852,41.81030910454","·|ηͥ,123.37416,41.80336","|Ħ㳡(4),123.375543,41.809441",2018/8/8 12:06,2018/8/8 12:17
+6908071,"123.432342,41.922137","123.43215060764,41.922531738281","123.40329264323,41.919901529948","žӽ|,123.43214,41.9225","պѧ-վ,123.403161,41.9176",2018/8/8 5:41,2018/8/8 5:50
+6936842,"123.407901,41.774787","123.40818285341,41.77523956355","123.42880134157,41.756434607654","-,123.4083,41.77518","|,123.43199,41.75565",2018/8/8 16:45,2018/8/8 17:16
+7024598,"123.354855,41.860021","123.35441301099,41.859307770729","123.36426215588,41.857405235812","³-,123.35442,41.8595","ɽ·|2,123.36094,41.85829",2018/8/8 18:28,2018/8/8 18:34
+7225126,"123.488812,41.804357","123.48886667001,41.804433063557","123.55921734989,41.776608201391","|Խ,123.48902,41.80431","|,123.557388,41.777574",2018/8/8 0:40,2018/8/8 0:57
+7373783,"123.349093,41.776557","123.34886316726,41.77658638387","123.33235383587,41.747859508764","|ʱ,123.34906,41.77651","ں|-,123.33247,41.74794",2018/8/8 18:25,2018/8/8 18:48
+7489657,"123.507345,41.905648","123.50726413677,41.905651252915","123.59467382748,41.922579984552","ָ糬жϲ,123.50739,41.90563","|ֹʰ幤˾,123.593941,41.922516",2018/8/8 8:18,2018/8/8 8:41
+7493299,"123.431035,41.815119","123.43146717553,41.815276121899","123.42963790435,41.823602472821","վ|ӹʴC,123.43123,41.81518","ʹ|ٻ(ɽ·),123.431462,41.822971",2018/8/8 18:39,2018/8/8 18:49
+7524097,"123.417318,41.869606","123.41759440104,41.869548068576","123.43848280165,41.888136121962","ƺӱ|ֺƵ,123.4172,41.8695","ʹ|쳧,123.4386,41.88821",2018/8/8 21:25,2018/8/8 21:44
+7618499,"123.278498,41.801735","123.27915934245,41.802784288194","123.3095703125,41.795265299479","·|̩ܰ-,123.27938,41.80277","|ʹ,123.30994,41.79526",2018/8/8 8:03,2018/8/8 8:28
+7624282,"123.392825,41.752505","123.39378553602,41.752168240017","123.39619791667,41.729691297743","|Ĵ-Ŷ,123.39304,41.75273","|ơ¹ص-,123.39804,41.72977",2018/8/8 11:52,2018/8/8 12:02
+7750545,"123.327431,41.750368","123.32818223741,41.750063205295","123.36047254774,41.773581542969","ϸ·|귢Ӣ,123.327177,41.751423","|йҽƴѧʢҽԺԺ-,123.35978,41.77301",2018/8/8 16:28,2018/8/8 16:44
+7765974,"123.415453,41.785176","123.50338406033,41.838823242188","123.4483211263,41.796564941406","̨|ϴ-,123.50326,41.83905","|ķ(),123.448224,41.796575",2018/8/8 10:40,2018/8/8 11:17
+7959950,"123.456333,41.803384","123.45609101946,41.803334443643","123.42645520776,41.878505707009","нֻʳǺ¡㳡-վ,123.45607,41.80325","̨|ɽԷ,123.42655,41.878",2018/8/8 21:50,2018/8/8 22:27
+7986305,"123.354201,41.754952","123.35423416981,41.754937430604","123.37257152318,41.815921963442","Ƕ|100â-,123.35425,41.75492","|ʷ֯װ(),123.37581,41.8152",2018/8/8 11:17,2018/8/8 11:46
+7995974,"123.421127,41.829114","123.42050732627,41.829412660616","123.4266023976,41.785186764196","ۡ-,123.42152,41.82926","ƽ|פ¹,123.4269,41.78462",2018/8/8 7:53,2018/8/8 8:21
+8026388,"123.397401,41.848321","123.39838123582,41.847860083682","123.3695679232,41.822383721271","ͷ(ŭֵ),123.39828,41.84799","|º,123.36918,41.82291",2018/8/8 23:36,2018/8/8 23:54
+8042260,"123.452903,41.770502","123.4561859809,41.77020968967","123.41365668403,41.790936143663","Ļ·|ƷܲA,123.45648,41.76986","·|,123.41336,41.79081",2018/8/8 15:43,2018/8/8 16:13
+8094935,"123.479987,41.76137","123.48099278397,41.763382313234","123.5039606966,41.781190825229","·|-,123.48095,41.7634","|зƻ-϶,123.50038,41.77618",2018/8/8 10:07,2018/8/8 10:23
+8194698,"123.398351,41.848559","123.39842969827,41.848508788252","123.39322420125,41.909702351789","ŭ|(ŭ),123.39838,41.84856","|,123.39325,41.90964",2018/8/8 13:36,2018/8/8 14:01
+8451062,"123.376858,41.791854","123.37591861096,41.790642618557","123.36253234327,41.774689227164","Ʒ|ʴͣ(),123.376771,41.79184","йҽƴѧʢҽԺԺ,123.361926,41.773252",2018/8/8 7:34,2018/8/8 7:45
+8652986,"123.387021,41.817026","123.39154432509,41.818616807726","123.42981146918,41.832345648872","ͬ|ηỪγ-,123.39172,41.81858","ɽ|ҽҩѧҽԺ,123.43054,41.831403",2018/8/8 8:13,2018/8/8 8:42
+8791578,"123.482612,41.720906","123.48238241719,41.720362616907","123.4722110873,41.708261339456","Դ|йѧԺѧɷ˾,123.48238,41.72041","|·-D,123.472009,41.708561",2018/8/8 13:03,2018/8/8 13:15
+9004713,"123.488367,41.74948","123.48723504608,41.749355120172","123.41011843135,41.792630043796","ս|ơ-һ,123.48724,41.74945","ƽ|еڶʮѧ(У),123.40999,41.79196",2018/8/8 15:08,2018/8/8 15:37
+9141677,"123.241905,41.730841","123.24278076172,41.730749782986","123.27276774089,41.75502983941","·|,123.24259,41.73077","|·ĺŽֽ,123.27228,41.75549",2018/8/8 7:02,2018/8/8 7:13
+9209352,"123.409326,41.774185","123.40941745294,41.7739185661","123.39854843106,41.78876544027","|ʥý(˽),123.4095,41.77407","ʤ|㳡(̫ԭֵ),123.39966,41.79227",2018/8/8 13:49,2018/8/8 13:59
+9214063,"123.34815,41.75667","123.34823540453,41.758309297989","123.32482471395,41.751547220297","Ƕ|ϲ,123.34813,41.75812","ں|¼»ҵ,123.325415,41.75063",2018/8/8 13:46,2018/8/8 14:00
+9234754,"123.528089,41.748878","123.52819281684,41.748993869358","123.45786621094,41.727417263455","ݽ|̩-,123.52831,41.74897","-վ,123.453579,41.743061",2018/8/8 12:39,2018/8/8 12:54
+9334977,"123.471391,41.803141","123.47154392925,41.803216803593","123.38195697869,41.810338591575","н-A,123.4715,41.80327","|Ӻ(ǻ),123.38192,41.81032",2018/8/8 21:37,2018/8/8 22:11
+9509215,"123.471482,41.811691","123.47105776379,41.811544365273","123.43114090917,41.815049266674","|¡ͥ(ǻܵ),123.47107,41.81178","վ|ӹʴ,123.430082,41.814703",2018/8/8 20:48,2018/8/8 21:10
+9539679,"123.402448,41.831246","123.40531843825,41.831145096401","123.47325000103,41.836114625643","ѧɽУ-Ŷ,123.40389,41.83119","·|ζʳ(),123.473979,41.835775",2018/8/8 17:04,2018/8/8 17:18
+9809777,"123.502059,41.773126","123.49866554384,41.773113750325","123.46314287671,41.723554941127","·|(֧),123.50222,41.77304","|йֽͨ,123.46305,41.72332",2018/8/8 9:35,2018/8/8 10:01
+10254320,"123.454218,41.813851","123.45478526851,41.813591668815","123.48931732438,41.832407215446","С-,123.45484,41.81376","·|,123.48939,41.83246",2018/8/8 16:28,2018/8/8 16:46
+10266704,"123.37195,41.830494","123.37267708836,41.831169313881","123.40977846529,41.82712363939","-,123.37269,41.83118","ƺ|,123.40964,41.82711",2018/8/8 9:25,2018/8/8 9:45
+10277974,"123.462722,41.690264","123.46279932825,41.690275181804","123.4589216885,41.707960007578","ǻĽ|Ͼݸ,123.46287,41.69013","|,123.458475,41.70656",2018/8/8 18:12,2018/8/8 18:18
+10297174,"123.507827,41.932099","123.51527254316,41.936339553495","123.54586726865,41.942115834203","ʯ̨|ʡͨߵרѧУ(),123.51526,41.93633","|ӡˢ˾,123.54449,41.94189",2018/8/8 11:29,2018/8/8 11:41
+10297418,"123.419856,41.8186","123.42004279201,41.818638844719","123.42112094306,41.866859642596","ƺ|еҽԺۿ(),123.419504,41.81882","̨|ĶҽԺ,123.422396,41.865444",2018/8/8 13:38,2018/8/8 14:03
+10362661,"123.439204,41.79402","123.43907009549,41.795019802517","123.45244249132,41.815000813802","|ʵѧУСѧ,123.43921,41.79503","Сֻг,123.45245,41.815",2018/8/8 13:23,2018/8/8 13:35
+10486829,"123.456353,41.810182","123.45674524878,41.810442649627","123.51275082432,41.820664080475","С|йҽһҽԺҽԺ-,123.45669,41.81173","|а˼ˮг,123.5139,41.82231",2018/8/8 3:10,2018/8/8 3:22
+10675498,"123.207617,41.76432","123.20769290046,41.763958781983","123.3416222112,41.744559563731","·|һװʿع˾-,123.20763,41.76406","Ƕ|̹ӳ,123.34427,41.74567",2018/8/8 20:52,2018/8/8 21:21
+10732787,"123.469942,41.833979","123.47058365821,41.833581391779","123.43102304946,41.832373765785","|ͼ-,123.47054,41.83356","ɽ|ҽҩѧҽԺ,123.43054,41.831403",2018/8/8 6:52,2018/8/8 7:02
+10862460,"123.399754,41.782186","123.39966658613,41.782167380102","123.4406967931,41.712260213684","|ˮȪȼپƵ(·),123.399724,41.782173","|˼,123.44066,41.71229",2018/8/8 22:26,2018/8/8 22:50
+10978498,"123.413035,41.87106","123.41297624891,41.870859750493","123.39956799685,41.873527805247","ͨ(ͨӪҵ),123.41308,41.87082","ŭ|Դ,123.40108,41.8741",2018/8/8 21:11,2018/8/8 21:21
+11482136,"123.457125,41.730387","123.45739906135,41.730512849573","123.47391093999,41.738951701715","Ӫ|Ӫ̽-A,123.45701,41.73049","|̩½,123.47389,41.73901",2018/8/8 18:18,2018/8/8 18:29
+11501981,"123.36266,41.830755","123.36328553173,41.830740125839","123.38238701049,41.818969677841","-Ŷ,123.36323,41.83076","ʹ|к¡ϲ(),123.3822,41.81895",2018/8/8 8:00,2018/8/8 8:21
+11740366,"123.49541,41.747825","123.49383092155,41.748438556271","123.4352385376,41.807006014923","|,123.49392,41.74828","и㳡|չ,123.434402,41.80879",2018/8/8 9:45,2018/8/8 10:21
+11874973,"123.331766,41.792792","123.33131293403,41.792807888455","123.29928900825,41.771399197049","ʮһ·ֽ,123.33136,41.79262","|ٹ,123.2997,41.77092",2018/8/8 17:53,2018/8/8 18:11
+12012683,"123.526056,41.815488","123.52680342194,41.814393381444","123.4560497132,41.818412807211","²̽|ĹӪϲ,123.52691,41.81441","ΪնȨ(Сؽ),123.45203,41.814272",2018/8/8 14:47,2018/8/8 15:10
+12239873,"123.377366,41.808028","123.37591206917,41.807192599538","123.4002343841,41.792188382628","·|Ħ㳡,123.376379,41.808561","ʤ|㳡(̫ԭֵ),123.39966,41.79227",2018/8/8 12:15,2018/8/8 12:37
+12957265,"123.475758,41.778471","123.47556438895,41.778235362455","123.39528835062,41.793367923445","ȪС,123.47554,41.77814","ʤ|վ,123.39489,41.79457",2018/8/8 19:51,2018/8/8 20:22
+13171309,"123.455234,41.742887","123.45483513929,41.742578609804","123.51330211633,41.751455775278","Ӫ̱|ʳͤ(Aڵ),123.45483,41.74273","Сѧ,123.51331,41.75145",2018/8/8 17:28,2018/8/8 17:46
+13237045,"123.425876,41.775591","123.4280191779,41.773819454428","123.46451329835,41.801320355781","Ļ·|йҽƴѧʢҽԺϺԺ-,123.427801,41.773528","н|ܰһ(˳ǽ),123.46446,41.80315",2018/8/8 15:02,2018/8/8 15:33
+13318253,"123.436106,41.808954","123.43606300034,41.808996545623","123.43459976801,41.715841669634","и㳡|ɼǴ(и),123.43628,41.80901","|ơܹ,123.432352,41.715756",2018/8/8 20:50,2018/8/8 21:18
+14255168,"123.457746,41.72973","123.45758924696,41.730633409288","123.43299506293,41.771178656684","·|Ӫ̽վAڶ,123.45732,41.73061","Ļ·|㲥̨(ӽ),123.432513,41.770102",2018/8/8 9:52,2018/8/8 10:13
+14373577,"123.468217,41.736044","123.46747314791,41.735934136796","123.48462324314,41.745378325728","·|ӢõŮӻݶϲ,123.46792,41.73606","|عʻ,123.484507,41.743211",2018/8/8 14:05,2018/8/8 14:23
+14681767,"123.440697,41.805692","123.4407659611,41.805927514825","123.39563211059,41.807270651113","¯|,123.44102,41.80582","|ͻʼ,123.394239,41.806383",2018/8/8 16:01,2018/8/8 16:19
+14722600,"123.432253,41.805865","123.36031826212,41.796142041749","123.43792921894,41.75917516183","˳|깺,123.36067,41.7965","|ͼ,123.437345,41.760531",2018/8/8 10:11,2018/8/8 10:49
+14883661,"123.397088,41.78892","123.39794433594,41.78856499566","123.44081000434,41.796988661024","ʤ|(),123.396614,41.789466","|193,123.44107,41.79731",2018/8/8 10:56,2018/8/8 11:21
+15536927,"123.421758,41.789048","123.42195145363,41.789051564859","123.43179432129,41.765386665801","ľ|кƽг,123.4218,41.78914","Ļ·|³ϴͣ,123.43139,41.76551",2018/8/8 14:16,2018/8/8 14:35
+15568117,"123.415043,41.761616","123.41493869358,41.761618381076","123.39695882161,41.794825846354","ѧ-վ,123.414973,41.76163","ʤ|վ(վ),123.39171,41.79526",2018/8/8 15:55,2018/8/8 16:19
+16043539,"123.395017,41.826224","123.39533468481,41.825940887899","123.38331356566,41.894738876815","ɽ·|ɴԲҩҩ(Ӻӽֵַ),123.39549,41.826","ʹ|Ϫ,123.380566,41.894828",2018/8/8 21:33,2018/8/8 21:55
+16193421,"123.458188,41.67553","123.45379743915,41.676777406709","123.38385782704,41.678743322805","ǻ۶|ʡͼ,123.45384,41.67785","ռ|ʳ(),123.38327,41.67764",2018/8/8 13:56,2018/8/8 14:16
+16230834,"123.398958,41.81979","123.39977721718,41.82020246011","123.39985738857,41.820161407603","ɽ|㱦ʻB-,123.39978,41.82013","|CGVǾۻӰ(ĵ),123.43668,41.81186",2018/8/8 22:33,2018/8/8 22:39
+16686297,"123.420936,41.797945","123.42002988746,41.797533533461","123.4005893632,41.816632091865","˾|йͨŹ˾ֹ˾,123.42028,41.79735","ɽ|㱦ʻA,123.394511,41.820072",2018/8/8 20:05,2018/8/8 20:23
+17180346,"123.411374,41.839366","123.41132402585,41.83925354654","123.4743222713,41.875896214965","̩ɽ·-վ·,123.41141,41.83897","ʹ|Ьҵ,123.473961,41.875063",2018/8/8 12:47,2018/8/8 13:16
+19039400,"123.391779,41.776086","123.39195363002,41.776076056713","123.4332648409,41.765071239051","»|кƽԺ,123.39185,41.77627","Ļ·|ƶ,123.43384,41.7655",2018/8/8 13:38,2018/8/8 14:02
+19846565,"123.392521,41.876912","123.39272992493,41.876778791736","123.4061370625,41.873561983622","ŭ|Ծֳ-Ÿ,123.39281,41.87673","ں|Ƴ(),123.40514,41.873566",2018/8/8 15:03,2018/8/8 15:09
+20074747,"123.385265,41.799396","123.38419301585,41.799063270574","123.37581860653,41.796674555689","·|-,123.38418,41.7991","Ʒ|ԳNǰͽֲ(Ӧֵ),123.37571,41.79654",2018/8/8 8:54,2018/8/8 9:05
+20781977,"123.432818,41.778525","123.43225585938,41.778385687934","123.4273952908,41.764509277344","-,123.43251,41.77929","Ļ·|ͬ㳡A,123.42731,41.76437",2018/8/8 11:28,2018/8/8 11:45
+20873372,"123.358558,41.834229","123.35832478568,41.833033338665","123.41905995749,41.818525736515","й(֧),123.35909,41.83273","ƺ|еҽԺ-,123.420513,41.820627",2018/8/8 8:19,2018/8/8 8:46
+21907371,"123.460881,41.7197","123.45954901292,41.71920885643","123.41681041064,41.69020467313","ʹ-վ·,123.46052,41.71952","|ԭСʯE,123.41618,41.68956",2018/8/8 13:56,2018/8/8 14:12
+21975553,"123.326885,41.830692","123.32657463986,41.830080107524","123.38969476114,41.854465888775","һ·|-2,123.32615,41.83015","ɽ·|ļ-,123.38966,41.8545",2018/8/8 15:39,2018/8/8 16:03
+22275182,"123.328645,41.828056","123.32797441913,41.827486422886","123.38878330487,41.77545652288","·|һ´-Ÿ,123.32819,41.82776","ƽԺ-վ,123.39067,41.775806",2018/8/8 11:56,2018/8/8 12:32
+22422543,"123.409299,41.750915","123.4057971804,41.749516619705","123.45754244474,41.745147334938","Ľ/(·),123.40567,41.74956","|ó,123.45379,41.74504",2018/8/8 19:54,2018/8/8 20:13
+22750796,"123.340839,41.662337","123.3407888526,41.663151995548","123.34172017516,41.664148947289","·|Խʱ(콢),123.34108,41.66257","ٺ|ϴԡ,123.3362,41.65512",2018/8/8 15:48,2018/8/8 15:51
+23054776,"123.35378,41.757528","123.35412689225,41.756400796911","123.43389988732,41.776604572332","Ƕ|ǽۡ-,123.35396,41.75652","·|(),123.43358,41.77637",2018/8/8 10:10,2018/8/8 10:48
+23503801,"123.357627,41.75192","123.35744122659,41.751870930836","123.38107455123,41.787477411337","Ƕ|ʡѧУ,123.357618,41.751902","˹|г,123.379411,41.789968",2018/8/8 16:06,2018/8/8 16:29
+23892712,"123.421594,41.876168","123.42175053384,41.876200940178","123.38857120883,41.876931099828","ܽɽٻ̳,123.42175,41.87615","ں|ͳ-,123.38864,41.87686",2018/8/8 20:26,2018/8/8 20:37
+24666415,"123.43575,41.758241","123.43784456644,41.755055012229","123.45226340089,41.79618104254","|ʳξƵ,123.4375,41.75439","н|Ժ,123.45238,41.79616",2018/8/8 0:42,2018/8/8 1:09
+24880743,"123.432849,41.802076","123.43291204447,41.801506781677","123.3796392435,41.811137728429","|Forum66и¡㳡-,123.43294,41.80178","|ηᡤӺһ,123.37957,41.81109",2018/8/8 9:33,2018/8/8 10:00
+25098595,"123.436495,41.757159","123.43622215937,41.758537330125","123.43660680588,41.81825622111","|ؾƵ,123.435942,41.757059","վ,123.435969,41.819178",2018/8/8 6:38,2018/8/8 7:00
+25965602,"123.390427,41.782191","123.38996432082,41.781579654977","123.44014970178,41.770978063409","Ͻ/·(·)ϲ,123.38979,41.78147","Ļ·|ҽԺ(),123.44034,41.77105",2018/8/8 7:04,2018/8/8 7:22
+26246999,"123.356137,41.810832","123.35682725694,41.810622558594","123.38183837891,41.802615831163","|¶-1,123.35675,41.81063","|(),123.380852,41.804006",2018/8/8 9:21,2018/8/8 9:34
+26728082,"123.324087,41.773115","123.32598653453,41.772714337865","123.34352324341,41.803841715627","·|ҵ(ں鹩Ӫҵ),123.32635,41.77294","|¡-һ,123.34705,41.80387",2018/8/8 20:47,2018/8/8 21:04
+26769711,"123.399033,41.746059","123.39842990451,41.745801052517","123.43244710286,41.761033528646","-,123.39869,41.74573",";˹άǷԢ(ӵ),123.4324,41.76111",2018/8/8 8:12,2018/8/8 8:44
+26790667,"123.45634,41.742633","123.45602947041,41.743614593306","123.41366223385,41.740385040882","·|A,123.45597,41.74366","|к4,123.41474,41.74124",2018/8/8 16:29,2018/8/8 16:47
+27104663,"123.334724,41.748188","123.33587322093,41.749530708751","123.27974192252,41.794487442324","Ƕ|̹ӳһ123¥,123.335841,41.748816","ںԺ,123.279114,41.795237",2018/8/8 8:52,2018/8/8 9:18
+27235789,"123.519443,41.753124","123.51852050781,41.75267171224","123.44502224392,41.801281195747","С-,123.51922,41.75305","|,123.441602,41.797149",2018/8/8 11:00,2018/8/8 11:47
+100849123,"123.437377,41.854612","123.43725004031,41.854707856787","123.41877540874,41.944484657817","˳˾-վ,123.437406,41.854568","|̹̫(),123.42106,41.94641",2018/8/8 23:30,2018/8/8 23:58
+101583166,"123.460956,41.808227","123.46099882252,41.808316129015","123.42691395447,41.784593474197","|ȫƵ(нҵǵ),123.460929,41.808507","ʮγ·|ڹפ¹,123.426623,41.78351",2018/8/8 10:12,2018/8/8 10:43
+102223031,"123.400103,41.871804","123.40010429878,41.871893006017","123.41012303106,41.827104264392","ŭ|гһ-,123.40005,41.87188","ƺ|-,123.41038,41.82714",2018/8/8 8:30,2018/8/8 9:04
+103599131,"123.318577,41.772446","123.31862194953,41.772465846386","123.36095266465,41.774038327842","·|ʢά,123.31864,41.772465","йҽƴѧʢҽԺԺ,123.361926,41.773252",2018/8/8 7:24,2018/8/8 7:50
+104137559,"123.410242,41.777496","123.41040068026,41.777462766516","123.3916333728,41.795208979807","·|춼-,123.41041,41.77741","ʤ|վ,123.39489,41.79457",2018/8/8 13:19,2018/8/8 13:33
+106859173,"123.420845,41.787042","123.42083335715,41.786892969249","123.41418143196,41.857371325896","徭|кƽǽ,123.4189,41.78783","|һС,123.414,41.85795",2018/8/8 20:35,2018/8/8 21:15
+107066804,"123.394075,41.688768","123.39350418128,41.687831264634","123.42192811852,41.686991037661","ϾϽ·ڶ,123.39352,41.688","ʡл,123.42256,41.69424",2018/8/8 19:28,2018/8/8 19:40
+107204047,"123.433007,41.811452","123.43285851708,41.811492109431","123.41518217988,41.81009248271","·|Ƶ,123.43273,41.8112","|˳·19,123.41508,41.80997",2018/8/8 21:59,2018/8/8 22:12
+107986218,"123.456693,41.718738","123.45647941782,41.718415044994","123.4590458683,41.741462749573","·|ҵ(֧),123.45691,41.71822","|¡A˹,123.45742,41.74188",2018/8/8 10:05,2018/8/8 10:21
+109478388,"123.459908,41.793595","123.45997554087,41.793561731276","123.35525335039,41.782180069346","˧ｻ,123.460048,41.793636","˻|㳡(),123.359367,41.781558",2018/8/8 16:01,2018/8/8 17:02
+110203532,"123.441654,41.791914","123.44169080584,41.790760581829","123.4079157108,41.801259441836","̳|س(ֵ),123.4417,41.79092","ƽ|й·ּ˾,123.406747,41.801877",2018/8/8 8:10,2018/8/8 8:34
+110613362,"123.386423,41.773227","123.38654653619,41.773310403665","123.46153155106,41.735756372864","ɰɽ|ʡߵȼ·,123.3865,41.77315","|㳡(),123.4616,41.73615",2018/8/8 9:34,2018/8/8 10:03
+110818115,"123.274435,41.766891","123.2757025467,41.765928274781","123.31298378126,41.765269302519","·|Ұ()˾,123.274764,41.767204","·|¡Ƶ,123.313892,41.765691",2018/8/8 15:47,2018/8/8 16:02
+111229042,"123.489329,41.836767","123.48975299961,41.836557621481","123.4305994739,41.790376784675","̨|ѼҸ,123.48964,41.83647","|緢,123.43077,41.79038",2018/8/8 20:09,2018/8/8 20:35
+111432514,"123.409309,41.780033","123.40991413198,41.780019736021","123.42113026614,41.773006986774","ʡί-վ,123.40995,41.77998","Ļ·|ٶͼ,123.42147,41.77312",2018/8/8 9:35,2018/8/8 9:53
+111952780,"123.412724,41.734732","123.41328380737,41.73493473065","123.44340607779,41.824385146419","|-,123.41293,41.73443","ɺ|ʹ,123.442723,41.82387",2018/8/8 8:51,2018/8/8 9:26
+113113771,"123.359943,41.78188","123.35940263804,41.780788163845","123.46074113045,41.731645158218","·|㳡ԢC,123.35933,41.78075","|(2),123.46042,41.7316",2018/8/8 21:33,2018/8/8 21:58
+115238672,"123.398059,41.936941","123.40866783487,41.945770790682","123.58517244959,41.912756866695","Ѻ·-վ,123.408585,41.9467",",123.584209,41.913071",2018/8/8 15:03,2018/8/8 15:35
+116138459,"123.412455,41.797572","123.41182108299,41.79833890142","123.38328647898,41.814330519429","ɽ㳡|йҽƴѧǻҽԺ,123.4119,41.79872","|㳡(һ·),123.380082,41.813634",2018/8/8 16:38,2018/8/8 16:49
+116296342,"123.376741,41.800226","123.37691221857,41.798155115018","123.34127384891,41.788728860098","Ʒ|۪,123.376269,41.799198","|-,123.34479,41.78785",2018/8/8 15:12,2018/8/8 15:32
+116456190,"123.369622,41.75244","123.36529485225,41.753137067455","123.39652981786,41.79053789007","Ƕ|100³ǰִͥ-,123.36531,41.75278","ʤ|ݳA4,123.396331,41.79094",2018/8/8 20:31,2018/8/8 20:52
+116760502,"123.485559,41.741975","123.487039232,41.743057304372","123.42865808698,41.759909291188","ս|й(·Ӫҵ),123.48708,41.7426","ý|Ӳ,123.42865,41.75991",2018/8/8 8:43,2018/8/8 9:16
+116792736,"123.484287,41.729754","123.48416158705,41.729695693053","123.44151124895,41.688336360932","Ȫ·|˳λϱͭ,123.484472,41.729638","|ӯ,123.44163,41.68822",2018/8/8 23:05,2018/8/8 23:24
+118242952,"123.455962,41.746392","123.45528316728,41.746524959271","123.42785203763,41.765528037119","϶·|DIMOħʿ(йܲ),123.45564,41.74659","Ļ·|Ի,123.42738,41.76488",2018/8/8 9:13,2018/8/8 9:44
+119828404,"123.412752,41.822047","123.40834465745,41.819415965568","123.45246956198,41.817275355285","|ľӻ,123.40774,41.8194","·|й(֧),123.4525,41.81741",2018/8/8 7:11,2018/8/8 7:29
+120280994,"123.487706,41.807118","123.48893163455,41.805824582722","123.47653406063,41.784683172183","|֮ιĶϲ,123.4889,41.80716","|ǻ-,123.4744,41.7853",2018/8/8 18:52,2018/8/8 19:06
+120672240,"123.419806,41.786702","123.41957959506,41.786711432252","123.42008515671,41.816776172749","Ƽ|,123.419802,41.786824","ʹ|ؼ͵,123.4201,41.81672",2018/8/8 21:45,2018/8/8 22:09
+121213190,"123.205934,41.79398","123.20962855952,41.794036950405","123.25511146099,41.784457679476","ɳˮľ껪-,123.20972,41.79397","|С(),123.2452,41.78074",2018/8/8 8:16,2018/8/8 8:35
+121279470,"123.433513,41.801745","123.43164461252,41.798846361466","123.45159950253,41.746780863371","һ|ߵǴƵ,123.43104,41.79932","|߹Ԣ,123.45708,41.74532",2018/8/8 16:17,2018/8/8 16:42
+121303913,"123.369315,41.793061","123.37025810734,41.793548095547","123.32621515793,41.790235384892","|ʤ(³õ),123.37007,41.79316","ع|Դг(ʮ·),123.325887,41.790456",2018/8/8 13:48,2018/8/8 14:11
+121795073,"123.41702,41.805916","123.4169409993,41.805819975506","123.40255090446,41.786653153843","г-վ,123.4172,41.80574","|(ƽ),123.40226,41.78562",2018/8/8 17:45,2018/8/8 18:08
+122120284,"123.345892,41.822841","123.34628683937,41.824992495273","123.43270003916,41.79185067361","·|ơ-,123.34653,41.82504","ɽ|(ҵ),123.43279,41.79189",2018/8/8 8:58,2018/8/8 9:42
+122132647,"123.50851,41.742477","123.50761413322,41.742352011683","123.44505267455,41.761895084127","·|-,123.50772,41.74243","尮|ѧԺ,123.444113,41.764188",2018/8/8 16:59,2018/8/8 17:16
+122258312,"123.442135,41.732511","123.44168259046,41.733030183899","123.39668739672,41.745525050504","кӽ|״ʳ-,123.44178,41.73288","|ƽѽǻﲿ,123.397151,41.74523",2018/8/8 6:23,2018/8/8 6:41
+122559090,"123.344543,41.820584","123.34158829892,41.818523179559","123.38774368147,41.801944252738","·|ơ-1,123.34165,41.81962","|ͨһԼ,123.38847,41.80175",2018/8/8 7:56,2018/8/8 8:18
+123031931,"123.376718,41.79189","123.37695658776,41.791370871154","123.38538090576,41.775663618495","Ʒ|ʴB,123.37702,41.79202","ɰɽ|뻨,123.38424,41.776",2018/8/8 20:47,2018/8/8 21:01
+123230164,"123.517174,41.755791","123.51094036543,41.755657863306","123.43441985517,41.774735359915","ϵ̶·|鵵,123.51507,41.75704","·|(ҵչݵ),123.434312,41.774343",2018/8/8 9:43,2018/8/8 10:14
+124279429,"123.429336,41.759801","123.4290970391,41.759319327291","123.49787796229,41.712506625633","ï-1,123.42913,41.75913","|ˮ(),123.49803,41.71254",2018/8/8 18:11,2018/8/8 18:48
+124338186,"123.460089,41.789488","123.45984114056,41.788739618572","123.45872329533,41.803200882024","ʢ(֧),123.45985,41.78927","нԥ,123.453983,41.803581",2018/8/8 13:28,2018/8/8 13:37
+124372918,"123.422113,41.80544","123.42153531966,41.804393255764","123.48034427584,41.775827939985","и·|־ַ-,123.421802,41.804542","Ȫ·,123.476393,41.773117",2018/8/8 16:06,2018/8/8 16:35
+124546383,"123.456395,41.77066","123.45641609986,41.770609025478","123.47062219868,41.801930175204","Ļ·|Ƥ߳-,123.45634,41.77055","н|Сʳ,123.470643,41.802262",2018/8/8 11:02,2018/8/8 11:27
+124708943,"123.418562,41.824752","123.41862615066,41.824262446433","123.43255416723,41.779488631788","ƺ|˹عʻ-,123.41883,41.82434","ɽ|ơ,123.43253,41.77955",2018/8/8 12:47,2018/8/8 13:11
+126011104,"123.377023,41.796169","123.377706977,41.796409776476","123.40932969835,41.795119628906","Ʒ|Ϸ,123.37736,41.79594","ɽ㳡|йҽƴѧһҽԺ,123.411361,41.795556",2018/8/8 13:16,2018/8/8 13:39
+126394538,"123.421108,41.687097","123.42166977398,41.686729718462","123.35470547168,41.648252484138","|ʢ,123.421055,41.68705","ռ|ǹʻ,123.35334,41.64757",2018/8/8 0:09,2018/8/8 0:24
+126456100,"123.23909,41.785892","123.23891328768,41.785905193526","123.2483023252,41.743020664756","ں|һһ,123.23902,41.78586","ʤ|վ,123.39489,41.79457",2018/8/8 20:40,2018/8/8 21:45
+127068903,"123.456349,41.777846","123.52932777792,41.815238828921","123.4559656588,41.78433058963","|СҮ³,123.52946,41.815647","|СҮ³(СϽȪ),123.455999,41.784385",2018/8/8 13:56,2018/8/8 14:38
+129398531,"123.45015,41.797025","123.45057535284,41.79659751882","123.4683871114,41.806499715673","н|ͬŮ,123.449953,41.796568","|̴1917,123.46835,41.80667",2018/8/8 8:39,2018/8/8 9:03
+130465231,"123.258493,41.730371","123.25910523002,41.730745187743","123.24217442175,41.76517285162","ʮһ·ϴֽڶϲ,123.25887,41.73095","ں|-C,123.242213,41.764923",2018/8/8 16:33,2018/8/8 16:44
+140960996,"123.38363,41.809872","123.38364010631,41.809883721239","123.41733477626,41.798325374828","|רҵ(),123.38376,41.80982","ɽ·ƽ-վ,123.41849,41.798595",2018/8/8 20:53,2018/8/8 21:07
+141044343,"123.433753,41.807864","123.43350303362,41.808030158954","123.37351914475,41.813014526896","չ-һ,123.4339,41.80796","عֱ·-վ,123.33864,41.81265",2018/8/8 21:44,2018/8/8 22:12
+141062516,"123.487583,41.787267","123.4879151942,41.787299171453","123.51758301551,41.806970454765","|С(),123.4875,41.78736","|дֶ0,123.51791,41.80698",2018/8/8 6:44,2018/8/8 6:56
+141322504,"123.435919,41.800213","123.43547398786,41.80027216122","123.43848337605,41.776337296797","ķ|-,123.43561,41.80113","·|һƷ(ʻ),123.438802,41.775662",2018/8/8 9:14,2018/8/8 9:29
+141527193,"123.413681,41.810187","123.41310682509,41.810608995226","123.37870985243,41.815314941406","С-,123.41296,41.81065","|㳡(һ·),123.37861,41.81531",2018/8/8 8:14,2018/8/8 8:30
+141963471,"123.426136,41.811864","123.42599265808,41.812038478129","123.38353969139,41.773263700761","|,123.42505,41.81214","ɰɽ|ƽ¾,123.383164,41.773632",2018/8/8 19:03,2018/8/8 19:27
+142528988,"123.436498,41.811146","123.43648515069,41.811305903261","123.3674451821,41.761951742629","·|FTCĹ㳡,123.43666,41.81114","Ƕ|ںϿǻ,123.36735,41.76191",2018/8/8 22:34,2018/8/8 22:58
+143231084,"123.432063,41.828105","123.43234442118,41.826248563413","123.42137509764,41.820526706526","|-ű,123.4322,41.82639","|Ƶ(վи㳡),123.431427,41.810005",2018/8/8 14:47,2018/8/8 15:08
+143248341,"123.456541,41.845071","123.45688232422,41.84461968316","123.45498806424,41.828025987413","궫|ͷ(Ѽֵ̽),123.45673,41.84467","ʹ|Զú-,123.45492,41.82791",2018/8/8 10:20,2018/8/8 10:28
+143549510,"123.378132,41.813423","123.37750320956,41.813816588374","123.41312078487,41.69353958471","һ·|㳡C(DZ),123.37745,41.81384","|ԭСʯ7,123.41369,41.69367",2018/8/8 2:44,2018/8/8 3:13
+145056539,"123.444979,41.830334","123.44474093967,41.828787163628","123.43159776476,41.830597330729","|С-,123.44471,41.8287","ɽ|ҽҩѧҽԺ,123.43054,41.831403",2018/8/8 18:54,2018/8/8 19:03
+145418613,"123.369519,41.780658","123.36920166016,41.780702039931","123.40933051215,41.807454969618","ڷһ|귢-1,123.36917,41.7808","|¶̿տ,123.409156,41.807365",2018/8/8 16:37,2018/8/8 17:08
+145602564,"123.228513,41.788491","123.22861800126,41.788833935148","123.3354234764,41.749428239848","·|־,123.228283,41.788475","Ƕ|̹ӳA-,123.33593,41.74906",2018/8/8 7:42,2018/8/8 8:16
+145831111,"123.515858,41.833231","123.51647750211,41.833785622106","123.53253257415,41.802065513687","·|ʢ-,123.51652,41.83372","|»,123.53351,41.80127",2018/8/8 8:07,2018/8/8 8:34
+110391853756,"123.375219,41.781683","123.37639621505,41.781984867256","123.3878579181,41.750192282611","˹|Լ䴫ý(ɶ·),123.37543,41.78201","μˮ(ص),123.39088,41.7517",2018/8/8 8:12,2018/8/8 8:33
+140657951421,"123.464336,41.78715","123.46427597631,41.787035410897","123.44593650053,41.764745522838","·/·(·)ϲ,123.46443,41.78697","|·58,123.44589,41.76487",2018/8/8 12:03,2018/8/8 12:15
+144986211003,"123.433286,41.778384","123.43346152489,41.778522644517","123.42430744485,41.812132264253","ı-վ·,123.43352,41.77851","|ƽԴᱣϾ,123.424519,41.812351",2018/8/8 14:14,2018/8/8 14:47
+226016043708,"123.496584,41.750732","123.49572282439,41.7511516958","123.45935595737,41.718992408057","ϵ·|-,123.49557,41.75108","|ʮһʹ,123.460571,41.718471",2018/8/8 4:58,2018/8/8 5:12
+227995882172,"123.461941,41.736118","123.46145478345,41.73693611282","123.43558786035,41.816692174903","·/̳Ͻ(·),123.46171,41.73616","վ|վϹ㳡,123.43721,41.81764",2018/8/8 14:57,2018/8/8 15:29
+251528684222,"123.460047,41.747711","123.4690087867,41.745432872362","123.4690087867,41.745432872362","̳Ͻ|ӽ跢չ˾,123.46015,41.74813","ٹ·һ·ɹʻT3վ¥|ɹʻT3¥ڳ,123.492716,41.634005",2018/8/8 12:12,2018/8/8 12:25
+259718845116,"123.434714,41.75692","123.43817745865,41.754474473175","123.40290591254,41.868916545653","|ʳξƵ,123.4375,41.75439","ɽ|ҽҩѧҽԺ,123.43054,41.831403",2018/8/8 11:22,2018/8/8 12:04
+304130949819,"123.425882,41.759304","123.42585449219,41.759405924479","123.37514973958,41.807515733507","ý|Ÿ(õ),123.425,41.759084","|Ħ㳡,123.376379,41.808561",2018/8/8 18:42,2018/8/8 19:19
+309748368060,"123.261509,41.744145","123.26281284578,41.743731747952","123.24262463527,41.743704321637","·|Ǭ(ͥ),123.26293,41.74373","·|һ¾-,123.24277,41.74362",2018/8/8 22:52,2018/8/8 23:02
+321778352828,"123.460603,41.802764","123.46054220004,41.802448913898","123.35358213501,41.864661795255","н|ïҵ㳡Ƶ(ԭƵ),123.460843,41.802222","ƽ|ɽʹڼվƵ,123.40811,41.794348",2018/8/8 15:44,2018/8/8 16:38
+383149875901,"123.437696,41.812018","123.43741027668,41.810810286973","123.41890752864,41.758011459404","·|һҴ¥,123.43749,41.81083","ƽ|þ,123.41791,41.7574",2018/8/8 21:37,2018/8/8 22:03
+386008945340,"123.432185,41.765194","123.43182271366,41.765275112829","123.46382005105,41.769100077171","Ļ·|õع㳡,123.432185,41.765194","|,123.46287,41.768223",2018/8/8 15:23,2018/8/8 15:40
+405628195521,"123.431261,41.825641","123.43232942207,41.82577623105","123.42120287346,41.79749457706","|34,123.43154,41.82634","˾15,123.42123,41.79743",2018/8/8 19:12,2018/8/8 19:29
+415397053117,"123.51029,41.816374","123.51068055697,41.815965493868","123.45683666015,41.810535156041","¶|-,123.5107,41.81596","С|СӢ,123.45719,41.81009",2018/8/8 12:12,2018/8/8 12:31
+428672549563,"123.405846,41.791009","123.33076796898,41.754754621031","123.40589198377,41.790934327734","Ƕ|̹.(),123.331314,41.75448","ƽ|ӰҵVIPԱ,123.405781,41.790932",2018/8/8 15:10,2018/8/8 15:40
+511375839931,"123.49023,41.741365","123.49151664868,41.742373316238","123.44098849266,41.796333908131","·|-,123.49047,41.74216","̳|˳,123.44185,41.78429",2018/8/8 4:55,2018/8/8 5:20
+548361339579,"123.19575,41.799517","123.19716671409,41.797243405128","123.25007001244,41.794892761028","·|ٳ-Ŷϲ,123.19704,41.7972","|½-2,123.25074,41.79224",2018/8/8 10:27,2018/8/8 10:46
+554396357307,"123.392938,41.865654","123.3932215751,41.865287824472","123.44609677872,41.835470527266","(ŭֵ),123.39359,41.86573","궫|,123.449852,41.834116",2018/8/8 6:29,2018/8/8 6:54
+581735621311,"123.441319,41.726474","123.44046937331,41.726976351118","123.39155832145,41.795100532316","·|-,123.44046,41.72694","ʤ|վ(Ʊ),123.392776,41.794997",2018/8/8 12:52,2018/8/8 13:27
+601934070459,"123.385789,41.853729","123.38893014155,41.833168816645","123.38704289139,41.854390902798","|ĺ(),123.388982,41.83323","ɽ·|ļ(3),123.38704,41.85443",2018/8/8 20:45,2018/8/8 21:00
+633197691579,"123.430701,41.784808","123.43071268707,41.784769240334","123.43239342046,41.776751469246","|ȸƻ(콢),123.430777,41.784962","Ļ·|ҩƴѧ,123.445798,41.768477",2018/8/8 1:00,2018/8/8 1:15
+640004072123,"123.489561,41.837022","123.48961756295,41.836547611397","123.47157437839,41.793644751719","̨|Ը,123.48964,41.83647","Ȫ|ʡҽԺ-,123.471877,41.793949",2018/8/8 14:01,2018/8/8 14:21
+662014788283,"123.22424,41.757617","123.22539098464,41.757320207039","123.35755128073,41.780501309731","Զ,123.22537,41.75746","|Զ,123.246755,41.74753",2018/8/8 16:12,2018/8/8 16:55
+662467584699,"123.450174,41.776987","123.44994791265,41.776941068223","123.46925464534,41.735952001362","·|ͯԤ,123.44997,41.77695","|ϰ¹,123.468682,41.737051",2018/8/8 12:22,2018/8/8 12:40
+694056194747,"123.526578,41.938344","123.5233665582,41.938765036719","123.48139981592,41.860712643673","ƶѵ-,123.52677,41.93831","|ŷ˶,123.480647,41.861004",2018/8/8 2:09,2018/8/8 2:29
+784166228669,"123.386776,41.745276","123.38686494354,41.74546949542","123.40524667107,41.793552075215","(·),123.38688,41.74541","̫ԭ|ˮסլԣ߸,123.40538,41.79349",2018/8/8 16:07,2018/8/8 16:30
+787110367931,"123.350585,41.786863","123.35026658958,41.786492407752","123.37455791361,41.781960036911","˳|-,123.35038,41.78639","˹|Ա(ɶ·),123.374423,41.782706",2018/8/8 22:32,2018/8/8 22:48
+795033801405,"123.455339,41.802479","123.45381905094,41.801553402942","123.46780485492,41.816081955573","ŷް(нֵ),123.45385,41.80162","|-,123.467694,41.817401",2018/8/8 21:29,2018/8/8 21:50
+801149817532,"123.488199,41.79633","123.48804280599,41.796395128038","123.5056258138,41.745231662326","|ơ,123.4881,41.79671","|ɼ(),123.50563,41.74513",2018/8/8 21:57,2018/8/8 22:20
+812242576062,"123.2016,41.764034","123.201474528,41.763622171497","123.40856497463,41.7942579056","·|ر繤Ƽҵ,123.20151,41.76341","ƽ|ɽʹڼվƵ,123.40837,41.79417",2018/8/8 20:21,2018/8/8 21:14
+830750593723,"123.416074,41.773147","123.41637143732,41.772739820586","123.42488097886,41.773735816973","Ϻ|ϼ-,123.41576,41.77356","Ļ·|йҽƴѧʢҽԺϺԺ-,123.42482,41.77367",2018/8/8 10:30,2018/8/8 10:59
+839805702844,"123.476768,41.774828","123.47718238545,41.774356981634","123.4647551521,41.750560911693","ȪֵȪ,123.47715,41.77436","|C,123.46427,41.7498",2018/8/8 8:04,2018/8/8 8:21
+841880838844,"123.382126,41.813786","123.38209591888,41.814219674244","123.38088611441,41.797078430478","һ·|һ·㳡-1,123.38147,41.813843","Ʒ山-վ,123.38054,41.79641",2018/8/8 19:55,2018/8/8 20:04
+845803758267,"123.442076,41.681983","123.44254645745,41.681762034742","123.55707790818,41.695525732943","ʢ㡤ۡһ(),123.44218,41.68183","|կ,123.54178,41.70213",2018/8/8 6:36,2018/8/8 7:29
+847386710715,"123.425439,41.8317","123.42535563151,41.831497938368","123.42000515408,41.818671603733","û-,123.42543,41.83148","ƺ|еҽԺ-ۿ,123.419548,41.818922",2018/8/8 15:50,2018/8/8 15:59
+849443230395,"123.398764,41.754179","123.39854690738,41.754404977792","123.39842074886,41.770726088373","|ҵ֮װ˾,123.3985,41.7541","|ʡоԺ,123.398549,41.771598",2018/8/8 0:01,2018/8/8 0:12
+858147660475,"123.490162,41.770139","123.48832551784,41.770619732739","123.46248859758,41.771463636801","·|Ӧ-,123.48998,41.77046","Ȫ|վ,123.461494,41.771491",2018/8/8 9:44,2018/8/8 9:55
+858290660029,"123.420533,41.692376","123.42583631727,41.701814778646","123.42583034939,41.701816134983","Ľ(У),123.42046,41.69211","|ڳʱ,123.446707,41.730282",2018/8/8 11:46,2018/8/8 11:47
+874466255549,"123.401775,41.791565","123.40175614386,41.791319069685","123.36134979119,41.813325378673","̫ԭ|ʤ˶Ԫ,123.401978,41.791284","ƽ|1,123.42245,41.75434",2018/8/8 11:00,2018/8/8 11:35
+875129742012,"123.431745,41.82501","123.4320395246,41.824449855461","123.42756818322,41.765771219399","ɽ·|л㳡A-,123.43133,41.82488","ʡкƽý,123.42682,41.7649",2018/8/8 7:17,2018/8/8 7:47
+910700511931,"123.3741,41.802422","123.37461477477,41.801409430405","123.40715389623,41.792665511306","|һտ(),123.374478,41.801071","ƽ|A,123.40687,41.79266",2018/8/8 21:43,2018/8/8 21:54
+915969737404,"123.417131,41.792318","123.41718713688,41.792246990942","123.41525673532,41.780317173939","˾|ѺNO.88,123.41713,41.7921","ƽ|,123.41531,41.78054",2018/8/8 11:38,2018/8/8 11:55
+926725903035,"123.397799,41.795039","123.39875685296,41.795256258889","123.35146926742,41.781678415037","ʤ|ɽ,123.39865,41.79507","˳|Ԣ,123.350936,41.781994",2018/8/8 16:11,2018/8/8 16:34
+932858307260,"123.437347,41.787679","123.43773444253,41.788418342434","123.47122764435,41.803258287284","̳|ŶԷ-,123.43783,41.78837","н|óC,123.46901,41.80281",2018/8/8 12:26,2018/8/8 12:46
+948903150268,"123.304078,41.77469","123.30373908524,41.774620068943","123.22820716738,41.72880054722","|һ-,123.30374,41.77462","ʡʮְĺ,123.22815,41.72872",2018/8/8 10:37,2018/8/8 10:54
+964034437819,"123.400598,41.832637","123.3996342386,41.833876901178","123.52927183247,41.815191093359","ɴУ-,123.39959,41.83379","|Ĺ,123.52936,41.81511",2018/8/8 18:57,2018/8/8 19:26
+986454762171,"123.547183,41.775898","123.54824520696,41.773351947132","123.4725435437,41.74550378599","-,123.5482,41.77334","|ʨ(),123.46681,41.74873",2018/8/8 7:41,2018/8/8 8:08
+1017875210939,"123.392111,41.797954","123.39176460873,41.798119858234","123.4183466636,41.809102234206","վ㳡-վ·,123.39159,41.79791","|KTV(˳·),123.41856,41.80923",2018/8/8 19:37,2018/8/8 19:53
+1023432139453,"123.543898,41.743654","123.54577872181,41.744281230053","123.45726102423,41.73025477452","|йѧԺ㼼оƼ,123.54566,41.74428","|Ӫ̽-A,123.45741,41.73049",2018/8/8 15:02,2018/8/8 15:21
+1052670436029,"123.490273,41.840108","123.40172613289,41.781420442805","123.49020536092,41.840225252948","ƽ·,123.40182,41.78152","̨|¡ҩ,123.489201,41.840428",2018/8/8 11:09,2018/8/8 12:03
+1056020038332,"123.412146,41.814107","123.41132555023,41.812835271315","123.4075939105,41.792613133303","|츮-,123.41098,41.81323","̫ԭ|ʯC,123.40673,41.79342",2018/8/8 7:58,2018/8/8 8:37
+1094970376891,"123.531052,41.840891","123.3874824242,41.806729995502","123.40874526658,41.825405941236","|ºйӡ-,123.38747,41.80652","ƺ|Ͼ֮ܰ-,123.40879,41.82567",2018/8/8 9:21,2018/8/8 9:42
+1114541793982,"123.327922,41.802981","123.32808062343,41.802969040334","123.33830497447,41.81195729793","ع|,123.32792,41.80294","·|й(ع֧),123.338451,41.811711",2018/8/8 15:35,2018/8/8 15:54
+1131636662971,"123.392716,41.796595","123.39189465906,41.798409256449","123.4149916603,41.827401054755","վ㳡-վ(B)ϲ,123.39192,41.79566","ƺ|˼ʱпݱ(ʹ),123.415224,41.827484",2018/8/8 0:12,2018/8/8 0:28
+1132155110078,"123.252992,41.739084","123.25313734374,41.739340914632","123.24427893484,41.764994147724","ҵѧУ(վ),123.25303,41.73933","ں|-A,123.24328,41.7655",2018/8/8 19:54,2018/8/8 20:02
+1165505995452,"123.257857,41.779517","123.2569544246,41.777908481693","123.25675049084,41.765753373098","·|ͨѧУ,123.25689,41.77806","ߺŽ-վ,123.26014,41.76524",2018/8/8 17:39,2018/8/8 17:48
+1219097068219,"123.421343,41.770473","123.42421083832,41.771795469776","123.44173413974,41.733172633438","Ļ·|ʡѧоԺ-,123.41985,41.77064","|״ʳ-,123.44209,41.73295",2018/8/8 11:43,2018/8/8 12:03
+1250660582076,"123.266081,41.750982","123.26581128282,41.751263916113","123.15043105204,41.679493542711","·|ȫƵ(ʿ),123.26612,41.75095","|,123.161086,41.680931",2018/8/8 8:12,2018/8/8 8:37
+1267237196477,"123.434561,41.818946","123.43640770798,41.817930795733","123.43548609169,41.770882807341","վ,123.435969,41.819178","Ļ·|ý,123.43573,41.76845",2018/8/8 11:36,2018/8/8 12:03
+1286493246139,"123.422745,41.915248","123.42262909222,41.915273617718","123.49028622937,41.730140620603","|ѧ,123.42383,41.915084","|ѧ(),123.490003,41.729716",2018/8/8 12:57,2018/8/8 13:40
+1288392082109,"123.475059,41.704035","123.47355143229,41.70514702691","123.34955566406,41.659319118924","˫·|̩-,123.47367,41.70522","ٺ|Сѧ,123.349354,41.659748",2018/8/8 23:02,2018/8/8 23:36
+1317131846332,"123.398638,41.752816","123.40515569409,41.749877386195","123.40516386873,41.749872727069","|Զ-,123.40116,41.75288","˻|·BB4A,123.35629,41.78264",2018/8/8 21:17,2018/8/8 21:25
+1329176056507,"123.386209,41.811342","123.38624186198,41.809250217014","123.41301784939,41.798046061198","º-,123.38611,41.80933","ɽ㳡|йҽƴѧǻҽԺ(),123.4125,41.79824",2018/8/8 8:47,2018/8/8 9:20
+1348351107771,"123.385757,41.793714","123.38550889757,41.793876681858","123.4214851888,41.807123209635","˹|һ콾˻,123.385629,41.793854","|ƽԷA,123.42173,41.80713",2018/8/8 0:04,2018/8/8 0:28
+1382908965160,"123.213191,41.748925","123.22515441505,41.765387841199","123.22514562438,41.765408301985","ʮŽ|ѧԺѧ,123.212745,41.747673","·|ϡͳ,123.25662,41.73933",2018/8/8 15:42,2018/8/8 15:44
+1419532769711,"123.355601,41.781216","123.35515299479,41.781068793403","123.36334798177,41.799274088542","¿ݱ(˳ҹйҵѧ),123.35542,41.7813","˳18,123.363,41.79909",2018/8/8 11:22,2018/8/8 11:37
+1457457931082,"123.387748,41.874604","123.38732737266,41.873202150356","123.41268967098,41.863781260036","ɽ·|߱˾,123.38708,41.87317","ɽ|侯ʡܶҽԺ,123.413894,41.86317",2018/8/8 14:32,2018/8/8 14:43
+1480695416508,"123.498761,41.825102","123.49911799622,41.824358626934","123.53176305209,41.835369833416","վ|˳-,123.49902,41.82417","|л˾-,123.531687,41.835486",2018/8/8 8:05,2018/8/8 8:21
+1549647614789,"123.396096,41.790781","123.43972072231,41.81701878845","123.39646973436,41.790434521231","վ|;ʢݷԢ(վλ),123.439702,41.816937","ʤ|ݳA4סլ-,123.39613,41.79072",2018/8/8 15:53,2018/8/8 16:31
+1554017619799,"123.406032,41.814091","123.40630581072,41.813459584542","123.40935105943,41.822655264251","|йֽ֧ӻʹô,123.40629,41.81351","ɽ|ѧĻƼ,123.41202,41.83219",2018/8/8 18:03,2018/8/8 18:19
+1564272434869,"123.395978,41.745377","123.39614122179,41.745213758681","123.4188422309,41.773591851128","|һ-,123.396,41.74517","Ϻ|ʡ罨滮Ժ,123.4178,41.77295",2018/8/8 8:43,2018/8/8 9:08
+1576605393095,"123.352033,41.78434","123.35197075738,41.784220377604","123.4057413737,41.772261284722","˳|һ,123.35209,41.78437","Ϻ-,123.40719,41.77169",2018/8/8 20:42,2018/8/8 20:57
+1582412469350,"123.399942,41.786977","123.3998266847,41.786794016131","123.39633459183,41.802007179354","|̫ԭ϶,123.39987,41.78682","|ηỨ,123.39635,41.80172",2018/8/8 17:55,2018/8/8 18:18
+1607501355558,"123.464704,41.699716","123.46443512516,41.69990914974","123.42601359163,41.771817485444","д|к-,123.46442,41.69972","Ļ·|йҽƴѧʢҽԺϺԺ,123.42725,41.77162",2018/8/8 8:19,2018/8/8 9:02
+1622514276946,"123.404717,41.830026","123.40547455867,41.831001723193","123.37324682098,41.793309557583","ɽ|ս߱Ĵ,123.404403,41.829985","Ʒ|ҽԺ,123.373205,41.793721",2018/8/8 12:09,2018/8/8 12:44
+1645846925169,"123.405491,41.863663","123.40539977698,41.863693127976","123.43678157216,41.818179335371","ɽ|˼ұ-,123.40558,41.86358","վ,123.435969,41.819178",2018/8/8 9:42,2018/8/8 10:18
+1661256737619,"123.464967,41.83999","123.46591020558,41.839104102668","123.43615407225,41.821081334168","˫˾-,123.46596,41.83908","վ㳡,123.434682,41.821457",2018/8/8 16:08,2018/8/8 16:24
+1668952633763,"123.376209,41.873294","123.3760495677,41.873305149323","123.36381417558,41.857323908788","˼С-վ,123.37637,41.87328","ɽ·|2,123.36094,41.85829",2018/8/8 21:58,2018/8/8 22:09
+1681066307743,"123.427641,41.772121","123.4279675049,41.772475834421","123.4089307032,41.733742891585","Ļ·|ʢ֮۾,123.4278,41.77254","|ɱԱֲ,123.4082,41.73409",2018/8/8 13:46,2018/8/8 14:11
+1689744705056,"123.303884,41.772918","123.30391057014,41.772605919298","123.36941936828,41.863696225161","|贺,123.30401,41.77253","ں|кʿ,123.36974,41.86379",2018/8/8 17:24,2018/8/8 18:03
+1691808114974,"123.43853,41.776325","123.44013013122,41.778349131363","123.43706078913,41.81831656925","ʻ-,123.44011,41.7782","վ,123.435969,41.819178",2018/8/8 13:54,2018/8/8 14:29
+1719570668441,"123.461609,41.73881","123.46147292628,41.735914672154","123.5012891114,41.752326877293","Ӫ|㳡(1),123.460975,41.735556","|(),123.50214,41.75251",2018/8/8 17:38,2018/8/8 17:55
+1720252960224,"123.473545,41.814616","123.47527935779,41.814796233561","123.43706278639,41.81831966432","|ˮۡ,123.47557,41.81465","վ,123.435969,41.819178",2018/8/8 14:24,2018/8/8 14:54
+1722527920079,"123.405491,41.852366","123.40572837645,41.852381715345","123.3543948758,41.858032038627","|,123.40538,41.85237","|³(),123.352397,41.858614",2018/8/8 14:55,2018/8/8 15:09
+1735881460782,"123.244476,41.76809","123.24514865451,41.767981499566","123.35565999349,41.779499240451","|ķŹɷ˾-,123.24518,41.76832","|ָ(ţ),123.359452,41.779976",2018/8/8 18:54,2018/8/8 19:20
+1755537481536,"123.462184,41.764471","123.46221771435,41.76403646597","123.47406098348,41.775499604057","·|֮ù-,123.4621,41.76399","Ȫһ·,123.473656,41.775226",2018/8/8 18:02,2018/8/8 18:18
+1763650372682,"123.415105,41.802914","123.41544439968,41.803162353989","123.39669622779,41.794806137298","Ͼ|й(Ӫҵ),123.41544,41.80315","ʤ|վ,123.39489,41.79457",2018/8/8 21:29,2018/8/8 21:42
+1771776181018,"123.279053,41.845923","123.27872395833,41.844724934896","123.43607421875,41.798108723958","˽ֵ|С,123.279053,41.845923","и㳡,123.43435,41.80472",2018/8/8 16:59,2018/8/8 17:44
+1830421862913,"123.481531,41.831386","123.48168429905,41.831515570747","123.3835281033,41.906232910156","·|йִ־ɳ,123.48154,41.83159","|ƽ-,123.388688,41.901619",2018/8/8 18:50,2018/8/8 19:32
+1831577070641,"123.352965,41.839705","123.35293267144,41.83945827908","123.36092692057,41.798129882813","ں|гӪ,123.35277,41.83946","˳|·55,123.36041,41.79826",2018/8/8 20:11,2018/8/8 20:31
+1831868374209,"123.391618,41.800184","123.39088851642,41.799874655473","123.37514463331,41.792382017124","|ٸͣ(),123.391229,41.800215","Ʒ|ʱB,123.37507,41.79235",2018/8/8 22:07,2018/8/8 22:15
+1832350259205,"123.393021,41.91098","123.39415379859,41.909503672545","123.41983859448,41.835057633643","|,123.39316,41.91102","깫-(),123.43891,41.84605",2018/8/8 8:49,2018/8/8 9:34
+1860235301173,"123.408887,41.794996","123.40901204897,41.795275217006","123.61808858315,41.843969265042","ɽ㳡|ϵ»(Ͼֵ),123.40912,41.79518","|ſͳа,123.422605,41.805305",2018/8/8 10:34,2018/8/8 11:19
+1890452451699,"123.229805,41.76563","123.22982122494,41.765547025219","123.15514034655,41.697121047094","·|ʮŽB,123.22985,41.7655","|(·),123.154823,41.697436",2018/8/8 20:30,2018/8/8 20:48
+1900088331655,"123.428415,41.757869","123.42848659939,41.757935384115","123.41432807075,41.932858615451","Ӽ,123.42848,41.757756","|ʢɽ,123.420287,41.932131",2018/8/8 11:15,2018/8/8 12:01
+1900429057189,"123.36731,41.858456","123.36731485619,41.858522799183","123.2868642175,41.761999606421","-,123.36738,41.8585","ʡֵ·ɳ,123.29326,41.7623",2018/8/8 12:03,2018/8/8 12:31
+1910371587077,"123.358449,41.825531","123.35900324546,41.825237585303","123.35569170621,41.80008198526","·|ں-1Ŷ,123.35738,41.82584","-վ,123.35584,41.80039",2018/8/8 8:20,2018/8/8 8:37
+1916902906155,"123.49211,41.790887","123.4914825123,41.791258217474","123.46647777385,41.801069042341","|-,123.49156,41.79124","н|óB,123.46685,41.80107",2018/8/8 16:53,2018/8/8 17:12
+1928949538632,"123.392303,41.800235","123.39224344179,41.800071287946","123.4063877705,41.771232274934","|嫶ʱ,123.39156,41.80041","Ϻ,123.412756,41.770688",2018/8/8 17:36,2018/8/8 18:04
+1958138684836,"123.423719,41.812188","123.42431029873,41.812123048733","123.38008133602,41.796087784796","|кƽԴᱣϾ,123.42436,41.81219","ʤ|վ-C,123.396095,41.793392",2018/8/8 10:42,2018/8/8 11:11
+1980192201531,"123.280335,41.807194","123.28015219439,41.807146380004","123.30537560574,41.794393368547","ں쳧-Ŷ,123.28015,41.80699","ں|ָ(ں㳡),123.304969,41.794967",2018/8/8 13:04,2018/8/8 13:26
+1992111304619,"123.356744,41.7206","123.35662865347,41.720459649573","123.43776228444,41.91425417215","½|еʮѧ,123.35662,41.72036","|빬,123.443047,41.918256",2018/8/8 23:12,2018/8/8 23:57
+2024354287711,"123.441527,41.725024","123.44160563151,41.72515218099","123.41032199436,41.688427463108","Ӫ|,123.44179,41.7253","|СʯС,123.412226,41.691214",2018/8/8 15:47,2018/8/8 16:04
+2058139536485,"123.491673,41.766033","123.49178032769,41.76610921224","123.49024061415,41.745413140191","|װγǼҾ߹㳡-,123.49183,41.76604","|ơ,123.49011,41.74541",2018/8/8 17:46,2018/8/8 17:57
+2061141877470,"123.328461,41.740742","123.32693781725,41.739645133731","123.24510656905,41.75603831462","Ƕ|ˮ69,123.32514,41.73828","|ʫ-,123.24446,41.7568",2018/8/8 6:59,2018/8/8 7:21
+2066626848721,"123.466605,41.744662","123.46659016927,41.744537217882","123.44115641276,41.730994737413","ɽ|(Ͻֵ),123.46677,41.74479","|ء̴,123.44113,41.73092",2018/8/8 22:47,2018/8/8 22:59
+2076112195286,"123.432253,41.805865","123.45676645098,41.712129320638","123.47572094618,41.728133470936","߿·|˹ܽ˾,123.456967,41.711834","|ˮ,123.476494,41.727514",2018/8/8 16:03,2018/8/8 16:16
+2099500487022,"123.557574,41.775101","123.55852994845,41.775837802448","123.3656688568,41.815858547008","-վ·,123.55765,41.77521","|ִԼ۷,123.362144,41.813446",2018/8/8 5:05,2018/8/8 5:40
+2153378622039,"123.360664,41.812516","123.35992629667,41.812427501815","123.32431956576,41.792907757781","|̫ҩ(ʥ),123.36,41.81259","|ʮһ·عϽֽ,123.32651,41.79273",2018/8/8 10:51,2018/8/8 11:13
+2167926501820,"123.52645,41.816657","123.52564130735,41.81635013726","123.44130197501,41.806662377053","²̽|,123.52564,41.81627","¯|OK+ȫÿǻ(),123.441464,41.806364",2018/8/8 8:11,2018/8/8 8:45
+2190152572058,"123.463652,41.8235","123.46351979188,41.8230998475","123.44949712853,41.81717834364","·|дԺ,123.46344,41.82307","|ɹʦ,123.44954,41.81718",2018/8/8 14:56,2018/8/8 15:05
+2196700009565,"123.4975,41.82673","123.49748263889,41.826804470486","123.45913438585,41.745474446615","·|йƶ(˾ͷ),123.4975,41.82673","ʡл·1-8ͬ,123.459634,41.744735",2018/8/8 13:42,2018/8/8 14:16
+2207588032848,"123.458377,41.67648","123.45823213963,41.676384212029","123.43455466256,41.715790695377","ǻ|ʡѧ,123.4584,41.67494","|ܹ(2),123.4337,41.71576",2018/8/8 15:49,2018/8/8 16:08
+2229338056663,"123.360725,41.813944","123.36048790914,41.813683054266","123.36318739368,41.858327238325","|,123.36049,41.81366","ɽ·|,123.36325,41.8583",2018/8/8 22:58,2018/8/8 23:12
+2257909452542,"123.448338,41.744662","123.44825770907,41.744634715334","123.46672903416,41.747366904842","|ֽ-,123.44853,41.7447","|(ϵ),123.46922,41.74523",2018/8/8 18:10,2018/8/8 18:19
+2276441069321,"123.248129,41.743096","123.24838719025,41.742960247326","123.26605972297,41.762146526327","·|֮(ʿֵ)ϲ,123.24843,41.743","|˹̩ҩ(й)˾,123.26592,41.76211",2018/8/8 11:07,2018/8/8 11:17
+2330898206071,"123.393388,41.859294","123.39337139256,41.859990548672","123.41806682452,41.855791040879","ŭ|-,123.39352,41.8599","-վ,123.41827,41.85543",2018/8/8 12:40,2018/8/8 12:51
+2335341619106,"123.407712,41.7971","123.40768496069,41.797096321067","123.44578750789,41.82879146924","ɽ㳡|ά˹KTV,123.40768,41.79705","ʹ|ɽ·ɻֽ,123.44302,41.82864",2018/8/8 15:49,2018/8/8 16:14
+2335341619106,"123.382306,41.810183","123.38213993242,41.810100794641","123.40770916981,41.79700339282","Сһ·|赸ѧУ(һ·У),123.38228,41.8102","ɽ㳡|ά˹KTV,123.40769,41.79705",2018/8/8 15:19,2018/8/8 15:33
+2359302817960,"123.455707,41.679633","123.45633269204,41.679479055824","123.3368690871,41.655701419713","ȫ·|йʮ˶֯ίԱ,123.45626,41.67957","ٺ|·,123.33363,41.65565",2018/8/8 14:52,2018/8/8 15:20
+2364805751069,"123.409438,41.745797","123.40742642476,41.74462145105","123.40709733992,41.793838019077","|̲-,123.40727,41.74475","|Ҹ-,123.39959,41.74203",2018/8/8 20:28,2018/8/8 20:55
+2387484214532,"123.313927,41.799006","123.31234630378,41.799315683955","123.34840243901,41.80357173018","ںʵ,123.31241,41.79921","·|һ(1),123.342951,41.807465",2018/8/8 7:56,2018/8/8 8:13
+2465189009631,"123.444626,41.814318","123.4442127768,41.813332475728","123.40982536705,41.81232589576","ݹ|ϴԡ,123.44487,41.81268","|-,123.40981,41.81224",2018/8/8 18:43,2018/8/8 19:00
+2484239737299,"123.406439,41.91648","123.40657505044,41.916604488265","123.58533094564,41.95512319791","|(֧),123.40652,41.91661","|˫ʳƷ˾,123.586176,41.955835",2018/8/8 22:34,2018/8/8 22:53
+2505016938803,"123.461734,41.767974","123.4597964323,41.767265812087","123.45578651544,41.74656850276","|,123.45994,41.7673","|ｭ,123.45565,41.74659",2018/8/8 18:48,2018/8/8 19:03
+2505720400943,"123.363744,41.764689","123.36384235911,41.764078646421","123.34427471217,41.751344981152","Ƕ|Ͽ-,123.36407,41.76412","Ƕ|Գ(·),123.34477,41.75144",2018/8/8 11:48,2018/8/8 12:01
+2532641347025,"123.398491,41.786702","123.39936397718,41.786810692577","123.44983088427,41.80137569406","|ұ,123.39907,41.78719","н|(),123.449577,41.800878",2018/8/8 22:42,2018/8/8 23:02
+2569353039685,"123.432599,41.78013","123.43263373481,41.779861382378","123.41278944227,41.814673936632","ɽ|ҿҩ(),123.432385,41.780035","ʹ|HELEN'SͰ(),123.4129,41.81483",2018/8/8 19:35,2018/8/8 20:07
+2586866157374,"123.39073,41.808271","123.39050925482,41.808312427681","123.41027301322,41.805529063188","º֮-վ,123.39051,41.80836","Сѧ,123.40843,41.80607",2018/8/8 9:52,2018/8/8 10:09
+2588636096571,"123.344086,41.790335","123.34361822558,41.789313330336","123.38213738146,41.788219010242","|-,123.34368,41.78931","·˹-վ,123.38147,41.78952",2018/8/8 14:14,2018/8/8 14:37
+2601514897921,"123.449108,41.745397","123.44930309763,41.744164532688","123.4533510388,41.744030184808","ӱ|체ʥжȼپƵ,123.45006,41.743315","|-A,123.454531,41.742848",2018/8/8 7:43,2018/8/8 7:50
+2609774600655,"123.51243,41.746458","123.51279699634,41.746215177037","123.55350937976,41.772787758801","϶·|ѧ(),123.513024,41.745956","|ʢ鱱,123.55389,41.7769",2018/8/8 21:10,2018/8/8 21:22
+2620804501876,"123.477874,41.838516","123.4775241428,41.838486328125","123.47404622396,41.812374674479","|ͨ(֧),123.4776,41.83852","|,123.47367,41.81255",2018/8/8 15:22,2018/8/8 15:39
+2623711742567,"123.37233,41.789547","123.37206587709,41.789799026589","123.36808757639,41.81679108844","С·,123.37224,41.78977","|֮Լ,123.367968,41.817597",2018/8/8 18:52,2018/8/8 19:13
+2635372438717,"123.509357,41.751273","123.50940629148,41.751323795581","123.46858150741,41.735953898733","ֽ|ͬ,123.50941,41.75124","|ϰ¹,123.46853,41.73607",2018/8/8 7:13,2018/8/8 7:26
+2675232414652,"123.391397,41.730152","123.39151016606,41.730110165132","123.42974656192,41.761100211602","¼³-վ·,123.39136,41.73035","Ӳ,123.430028,41.760899",2018/8/8 17:36,2018/8/8 18:05
+2693417603105,"123.242319,41.744956","123.24214560556,41.744836120029","123.15259225608,41.696544389944","ʮŽʮĺ·,123.24212,41.74485","|СӪ̳,123.15272,41.69654",2018/8/8 22:03,2018/8/8 22:19
+2700081895382,"123.462399,41.792993","123.46240034838,41.793077794688","123.4956056217,41.751164673713","˳·|һУ,123.46247,41.79311","|Ӫ,123.50004,41.74826",2018/8/8 2:42,2018/8/8 2:59
+2765869360088,"123.358881,41.803639","123.35869981554,41.803618706597","123.34309488932,41.771617838542","άҩ(ֵ),123.35854,41.80337","·|,123.34411,41.77129",2018/8/8 16:46,2018/8/8 17:05
+2787614535459,"123.422571,41.802637","123.42256817935,41.802718121647","123.48788270014,41.771452046067","һ-վ·,123.42251,41.80254","|ϴԡ(),123.48772,41.77177",2018/8/8 8:31,2018/8/8 9:06
+2796063759941,"123.168758,41.770726","123.16887478299,41.77287109375","123.20236735026,41.709290093316","ʡںɳֲֵҵ,123.168758,41.770726","|ʩϵͳ()˾,123.2029,41.71165",2018/8/8 7:55,2018/8/8 8:19
+2800326093221,"123.395713,41.794845","123.39694798388,41.794749082239","123.43001772413,41.829331791682","ʤ|¿ʿ(վ),123.39673,41.79472","ɽ|ʡԴ,123.430264,41.829208",2018/8/8 14:58,2018/8/8 15:23
+2813358904958,"123.41374,41.735241","123.41472983261,41.734854638236","123.39774048911,41.738566538121","|뵺-,123.4158,41.73436","ּ(콢),123.39761,41.73883",2018/8/8 18:44,2018/8/8 18:59
+2836316494645,"123.376391,41.812664","123.37655807053,41.812564102875","123.37310278342,41.817351412459","DZ|˫ʢʳ(ǵ),123.37647,41.81263","ʹ|к,123.37529,41.8213",2018/8/8 18:28,2018/8/8 18:46
+2861810781714,"123.45508,41.831346","123.45490751924,41.831461645461","123.40331169937,41.852282939472","Է-,123.45497,41.83148","ŭ|Է,123.40325,41.85171",2018/8/8 22:46,2018/8/8 23:01
+2878713440972,"123.377266,41.792507","123.37722439415,41.792513534111","123.37871347397,41.806087293726","ֺ̩Ƶ(Ʒֵ),123.37735,41.79245","|˼ҼҾ(̳),123.37926,41.80746",2018/8/8 8:48,2018/8/8 9:00
+2891898488361,"123.38206,41.789636","123.3821472897,41.789635302849","123.38785277547,41.678918354597","˹|-,123.38375,41.79032","ռ|-,123.39065,41.67653",2018/8/8 15:54,2018/8/8 16:34
+2915998379088,"123.452281,41.785649","123.45215211022,41.78536579235","123.46052292181,41.801167725401","尮г|ҵ㳡,123.45223,41.78546","н|óA,123.467671,41.802903",2018/8/8 14:04,2018/8/8 14:27
+2919846783194,"123.439694,41.686893","123.44187421932,41.688329679631","123.48586361529,41.682132976091","ӯ-վ,123.4417,41.68822","|ȫһ·Ľֽ,123.48597,41.68234",2018/8/8 7:45,2018/8/8 8:08
+2937601069308,"123.433641,41.812533","123.43299500918,41.811270290173","123.39272600987,41.773618107147","·|Ƶ,123.43298,41.81128","ƽ|ƶ,123.39362,41.77269",2018/8/8 10:56,2018/8/8 11:27
+2938591774135,"123.417008,41.875394","123.38352437986,41.895718424857","123.41488585376,41.890706525293","DZ·|ҩ(ʹõ),123.38346,41.89574","ں|ŷŻҾӲͣ-,123.41455,41.89108",2018/8/8 7:53,2018/8/8 8:04
+2947116372544,"123.41284,41.869178","123.41240395926,41.869415730375","123.40582164747,41.880842784003","ɽ|̩̿ɽ·궫,123.41349,41.86941","ں|ͥ(),123.40723,41.88203",2018/8/8 19:47,2018/8/8 19:59
+2950692806533,"123.2352,41.736761","123.23373098098,41.734558372003","123.27172442342,41.755176333191","·/·(·)ϲ,123.23533,41.73658","·|,123.27167,41.75521",2018/8/8 14:42,2018/8/8 14:53
+2971567461183,"123.462439,41.803743","123.46427719449,41.803295992819","123.36847186534,41.87056143294","н|СƷг,123.46446,41.80287","ں|ij(ɽ·),123.359945,41.867369",2018/8/8 16:48,2018/8/8 17:53
+2972227208100,"123.479336,41.826023","123.47943061073,41.824520196766","123.45894140754,41.833806471682","|(·),123.479447,41.825778","ֹ(͵),123.459123,41.834365",2018/8/8 12:50,2018/8/8 13:04
+2982082912033,"123.36898,41.803162","123.36907961573,41.802947139789","123.35018261168,41.786393620879","˳|ηܰ-,123.3691,41.80284","˳|Ψ,123.35023,41.7862",2018/8/8 12:50,2018/8/8 13:03
+2986304475970,"123.426458,41.785379","123.42669008049,41.78528866878","123.44376010827,41.72798236148","|¹̵-ű,123.42657,41.78542","|,123.441138,41.726134",2018/8/8 10:21,2018/8/8 10:44
+2998661618662,"123.407161,41.750804","123.41702407534,41.741277876998","123.40614378454,41.747601495393","ϵ·/㵺·(·)ϲ,123.41624,41.74241","й(֧),123.40614,41.74761",2018/8/8 16:35,2018/8/8 16:47
+3008856010516,"123.411601,41.930338","123.41116861979,41.930020073785","123.43020833333,41.93140109592",",123.4112,41.93004","|йͩԷ,123.430499,41.930828",2018/8/8 9:03,2018/8/8 9:08
+3019997253876,"123.41171,41.735177","123.41041988353,41.735305622332","123.40198938027,41.745447640288","кƽˮ,123.41041,41.73533","(),123.40183,41.74556",2018/8/8 6:45,2018/8/8 7:02
+3027694521521,"123.371457,41.827159","123.37063067536,41.827347528479","123.38052498071,41.796873485006","|ɽԷ-,123.37071,41.82728","Ʒ|-һ,123.38063,41.79664",2018/8/8 8:27,2018/8/8 8:58
+3038798157919,"123.384667,41.811851","123.38381967803,41.811489637266","123.3772557777,41.813446331733","|º-ϲ,123.38391,41.81155","|һ·,123.37581,41.8152",2018/8/8 15:57,2018/8/8 16:11
+3043483064299,"123.397192,41.923355","123.39842440644,41.922881514869","123.43804245199,41.931941996696","|ҽҽԺ,123.39737,41.92356","|ڴ͢,123.437949,41.930852",2018/8/8 19:25,2018/8/8 19:34
+3056713274378,"123.387822,41.779475","123.38840386285,41.779411078559","123.37828097873,41.77853108724","̫ԭϽ|ȫ(ϰ·),123.38825,41.77941","˹|·8,123.37818,41.7781",2018/8/8 12:08,2018/8/8 12:17
+3056746631278,"123.308727,41.802912","123.37031741375,41.793725596435","123.36202814383,41.774825534012","Ʒ|㹺,123.37296,41.79538","йҽƴѧʢҽԺԺ,123.361926,41.773252",2018/8/8 10:54,2018/8/8 11:11
+3057555081053,"123.469446,41.7031","123.46974049121,41.703342966316","123.44263552805,41.730601356311","˫·|ճ,123.46941,41.70319","|״C,123.44697,41.73455",2018/8/8 8:01,2018/8/8 8:26
+3058118234550,"123.371789,41.829514","123.37195994303,41.829446917245","123.37791140567,41.815126452952","ɽ·|ţ(),123.37197,41.82948","|㳡C(DZ),123.377848,41.813723",2018/8/8 2:35,2018/8/8 2:43
+3088812934753,"123.380071,41.795449","123.38020589193,41.795419650608","123.45137586806,41.712813042535","й(Ʒִ),123.38012,41.79542","|̲,123.40686,41.74551",2018/8/8 21:41,2018/8/8 22:16
+3111249905765,"123.481447,41.744625","123.48145478705,41.744855332007","123.42161830384,41.688299757154","½|ţտ(µ),123.48153,41.74463","|ţտ(Ӫ),123.421385,41.688024",2018/8/8 14:10,2018/8/8 14:41
+3122679390432,"123.488232,41.731003","123.48818522135,41.730615234375","123.5269148763,41.750034179688","Ȫ·|λ³-,123.48821,41.73062","|ǡʳ,123.52615,41.74835",2018/8/8 15:46,2018/8/8 15:59
+3126053439040,"123.430096,41.731673","123.42925998264,41.731667209201","123.45988633898,41.731431206597","·|,123.42997,41.73174","Ӫ̽-վ,123.45652,41.7313",2018/8/8 14:52,2018/8/8 15:15
+3129629355083,"123.453789,41.68429","123.45380302407,41.684419506912","123.49328342239,41.683653867735","ȫ·|(),123.45243,41.68485","|̩Դ,123.49946,41.68559",2018/8/8 12:13,2018/8/8 12:30
+3133040958002,"123.429786,41.895562","123.42994589869,41.895472853841","123.39753669908,41.936724584775","÷|ʢ¥,123.429324,41.895355","|˽ˮ3,123.39823,41.93966",2018/8/8 12:38,2018/8/8 12:54
+3173843536370,"123.450662,41.80717","123.45164686415,41.808073459201","123.41624945747,41.800899522569","С|ɴԲҩҩ(˷ֵ),123.45141,41.80806","ƽ|ͨѶ־,123.41626,41.80078",2018/8/8 9:22,2018/8/8 9:51
+3175284483720,"123.421806,41.787217","123.42085824389,41.786875463798","123.39279503927,41.777294317422","Ƽ|ˮӳϲ˹,123.42194,41.78718","|»㳡,123.397221,41.777065",2018/8/8 14:33,2018/8/8 14:53
+3177356728723,"123.422077,41.813197","123.42067314369,41.812123287017","123.37699489236,41.827253053499","|иسҽԺ-һ,123.42191,41.81215","ʹ|кA,123.377769,41.826396",2018/8/8 16:09,2018/8/8 16:29
+3179333420203,"123.401991,41.748873","123.40221652561,41.74887125651","123.42472005208,41.752917751736","(֧),123.40235,41.74891","ƽ|-2,123.42482,41.75265",2018/8/8 17:15,2018/8/8 17:38
+3179696952201,"123.397507,41.743845","123.39722949378,41.744178678806","123.4005706866,41.792407361795","|ʳ,123.39725,41.74425","̫ԭ|ҵ()ɷ˾,123.400837,41.79299",2018/8/8 19:03,2018/8/8 19:23
+3179780907747,"123.461846,41.677899","123.46281333522,41.67794025215","123.48941824091,41.690053145201","ʡ-,123.46165,41.67801","|ɻԶɷ˾,123.48881,41.68739",2018/8/8 12:34,2018/8/8 12:43
+3236178891579,"123.432652,41.781","123.43289781566,41.780966662538","123.44250975503,41.770497396706","ɽ|ݻ,123.43263,41.781","½Ժ-վ,123.44271,41.769451",2018/8/8 10:23,2018/8/8 10:33
+3247908917490,"123.425027,41.776796","123.42509585532,41.777632287669","123.34967729137,41.790761886255","·|³-Ŷ,123.42507,41.77765","|ʮ·,123.34918,41.79095",2018/8/8 18:03,2018/8/8 18:44
+3268635854285,"123.436339,41.8162","123.43580144333,41.816195606183","123.47729034771,41.763458886758","ҾѡƵ(վϹ㳡),123.435842,41.815784","|Ϫֻ,123.47631,41.76266",2018/8/8 11:49,2018/8/8 12:23
+3275381149342,"123.483795,41.79106","123.48577314709,41.797402460574","123.53668469096,41.81992156774","轭|ǽݻ-Ŷ,123.48374,41.7914","|߹ټ,123.534895,41.818903",2018/8/8 5:24,2018/8/8 5:40
+3283072594384,"123.47168,41.796972","123.47381243303,41.797913313151","123.42150645101,41.789877299088","·|-,123.47374,41.79787","ƽ|ʳǾƵдּ,123.42105,41.78959",2018/8/8 11:40,2018/8/8 12:14
+3342541916758,"123.49015,41.884097","123.49039026752,41.8847976771","123.55449794268,41.945600565612","Ĺ|ǿƼչ˾-ϲ,123.49014,41.88408","|¿˹³,123.553009,41.945632",2018/8/8 6:27,2018/8/8 6:43
+3356353430285,"123.374661,41.822129","123.37515543178,41.82147527671","123.40860145168,41.827016074593","·|кD-,123.37521,41.82142","ƺ|,123.40861,41.82766",2018/8/8 12:27,2018/8/8 12:47
+3395165823247,"123.400691,41.777786","123.40024523717,41.777950580821","123.37841731379,41.815028060542","|кƽԺ,123.40012,41.77791","|㳡(һ·),123.380082,41.813634",2018/8/8 16:31,2018/8/8 17:06
+3412240237396,"123.450347,41.787944","123.44979437934,41.787959798177","123.41019259983,41.804632703993","С|ϵ»(ֵ),123.45054,41.78813","ͥƵ(),123.410744,41.804714",2018/8/8 15:20,2018/8/8 16:00
+3475072354799,"123.419499,41.831779","123.41965632359,41.831839219451","123.4210450506,41.838762713947","㷢(ƺ֧),123.41979,41.83185","̩ɽ·|깫-D,123.425095,41.838696",2018/8/8 8:45,2018/8/8 8:59
+3475130619559,"123.471304,41.782416","123.47235938279,41.782695959503","123.54509723694,41.812639620934","|й(˳֧),123.47244,41.78269","|Լվ,123.54495,41.81242",2018/8/8 12:32,2018/8/8 12:54
+3498442824668,"123.401437,41.782746","123.40145453559,41.782878689236","123.40541042752,41.817065700955","廷˶̳(·),123.40136,41.78307","|ӢǼ(齭),123.405234,41.817214",2018/8/8 13:50,2018/8/8 14:11
+3504065357033,"123.42432,41.868949","123.42482069227,41.86939046224","123.44417100694,41.816482204861","ͥ-,123.42478,41.86933","վ,123.435969,41.819178",2018/8/8 15:18,2018/8/8 15:40
+3529617060447,"123.487299,41.743466","123.48732111949,41.743915792828","123.48792127845,41.77290447996","ս|Եܰ-,123.4872,41.7433","|·,123.49458,41.76316",2018/8/8 15:50,2018/8/8 16:06
+3557943157997,"123.567806,41.937233","123.56697918074,41.937392371111","123.59602977088,41.92898660597","·|زֹҵ˾,123.56712,41.93693","|̩ӯ(),123.59607,41.92901",2018/8/8 21:49,2018/8/8 21:59
+3570548873747,"123.496765,41.750655","123.49556185378,41.751107198356","123.44327364346,41.727570410245","ϵ·|-,123.49546,41.75106","|,123.441138,41.726134",2018/8/8 18:51,2018/8/8 19:13
+5000027782398,"121.447329,28.647227","123.44828499634,41.797006600092","123.38832439498,41.772528065288","ԶB,123.44812,41.79715","ɰɽ|ٳȹʻ,123.38876,41.77214",2018/8/8 20:47,2018/8/8 21:15
+5000028631250,"123.474423,41.78191","123.47705474947,41.778690110597","123.51353795412,41.748193007298","|Ȫ-,123.47407,41.78145","Сѧ,123.515235,41.750361",2018/8/8 19:17,2018/8/8 19:49
+5000029092938,"123.420824,41.773133","123.4197416431,41.773484370426","123.2965937344,41.834163319902","Ļ·|깬,123.42071,41.77305","ں|ʯij-,123.29341,41.83382",2018/8/8 16:53,2018/8/8 17:52
+5000035077464,"123.437929,41.755225","123.43699671885,41.75624411799","123.36090152562,41.813605972543","|ʳιʴC,123.43794,41.75503","|,123.36026,41.81377",2018/8/8 16:48,2018/8/8 17:48
+5000035654542,"123.356844,41.800957","123.35692708333,41.801312934028","123.3834757487,41.838481445313","|֮,123.35741,41.80119","ʹ|˾С,123.38298,41.83898",2018/8/8 14:49,2018/8/8 15:07
+5000041127799,"123.413819,41.96453","123.41253200955,41.964940863715","123.42885036892,41.919392632378","ʢ|ػͣ(),123.413819,41.96453","|,123.426509,41.919387",2018/8/8 13:55,2018/8/8 14:08
+5000043923957,"123.43705,41.817519","123.38080410674,41.796921356817","123.36580216227,41.761274248511","Ʒ山-D,123.3812,41.796856","Ƕ|Ͽ(3),123.361301,41.762167",2018/8/8 20:08,2018/8/8 20:24
+5000046328849,"123.376794,41.832113","123.37673430174,41.832308630407","123.36022638249,41.860112333451","Ϲ-վ,123.37686,41.83223","ں|ˮ,123.359273,41.863097",2018/8/8 8:31,2018/8/8 8:48
+5000056160200,"123.408486,41.903831","123.40708781484,41.90495440432","123.42989837615,41.832348318973","-,123.40711,41.90503","ҽҩѧ(ɽ·),123.434537,41.831615",2018/8/8 17:26,2018/8/8 18:04
+5000060357007,"123.409383,41.734353","123.40843803438,41.733821990686","123.36295994347,41.785193799967","-,123.40837,41.73364","˻|ǴA,123.363167,41.785228",2018/8/8 11:08,2018/8/8 11:41
+5000061151133,"123.500286,41.686621","123.49957134667,41.685660325782","123.47462769199,41.67681128573","̩Դ-,123.49961,41.68571","|̳ȫ˴ԷA(),123.4747,41.67681",2018/8/8 10:38,2018/8/8 10:45
+5000062209452,"123.451178,41.784555","123.45181911754,41.78405937641","123.45974828056,41.788492077912","尮г|尮ۿB,123.45186,41.78415","|иӤҽԺ,123.4598,41.78868",2018/8/8 9:22,2018/8/8 9:33
+5000063562887,"123.346639,41.819655","123.34848533732,41.818918160307","123.35785220827,41.803213539519","·|ˮ-,123.34862,41.81881","|ʱ㳡,123.357464,41.803016",2018/8/8 8:28,2018/8/8 8:44
+5000091329859,"123.501604,41.795727","123.50153814528,41.796226437754","123.4423693003,41.77027839135","·89,123.50142,41.79584","ʡ½ҽԺǻ(ҩƴѧ),123.44198,41.76661",2018/8/8 16:16,2018/8/8 16:48
+5000098563956,"123.410125,41.821555","123.41020182292,41.821233995226","123.39519666884,41.835869411892","ƺ|,123.41031,41.8213","ŭ|յ̴,123.39619,41.83719",2018/8/8 20:16,2018/8/8 20:31
+5000105611572,"123.442763,41.795312","123.44245415582,41.795274793837","123.43672363281,41.818180881076","õҿù(),123.4429,41.79546","վ,123.435969,41.819178",2018/8/8 11:52,2018/8/8 12:08
+5000111456020,"123.432034,41.772771","123.43210562889,41.773050042117","123.42635882887,41.790660423125","Ļ·|(ֵ),123.43217,41.77295","|V.V.ư,123.42646,41.79013",2018/8/8 20:12,2018/8/8 20:27
+5000112766820,"123.464727,41.804298","123.46443695326,41.803908392331","123.43941037252,41.84532472738","ó(нֵ),123.46806,41.80208","|,123.43828,41.84721",2018/8/8 15:44,2018/8/8 16:11
+5000117037114,"123.406008,41.946122","123.40562328762,41.945923939958","123.36721450528,41.858567988408","Ѻ·|йҽƴѧʢҽԺԺ-Ŷ,123.404,41.94526","ɽ·|,123.366129,41.857983",2018/8/8 22:29,2018/8/8 23:01
+5000125467366,"123.572868,41.959207","123.57110098546,41.959912479123","123.52004978829,42.045893460734","ѺӾ·Ѻ·,123.57313,41.95913","³Ĵг(),123.520851,42.050734",2018/8/8 20:43,2018/8/8 21:00
+5000126319997,"123.448476,41.801566","123.44743892433,41.801523203723","123.38602926603,41.798302277995","˳ǽ|ʢATM(֧),123.44858,41.80161","|ȼտ(·),123.386132,41.798352",2018/8/8 21:59,2018/8/8 22:22
+5000134560084,"123.369735,41.792165","123.36939536386,41.792294347646","123.37632745871,41.766749529017","Ʒ|ԭζիѼ(ٵ),123.36995,41.79207","һ·-վ,123.376236,41.766476",2018/8/8 12:53,2018/8/8 13:13
+5000136035250,"123.333906,41.93875","123.33465471163,41.938412491189","123.4383359805,41.946795148679","ƽн-վ,123.33465,41.93841","|þ,123.435341,41.94586",2018/8/8 7:16,2018/8/8 7:39
+5000152526726,"123.384223,41.789317","123.38328993056,41.789514431424","123.36647596571,41.803444552951","˹|ǹ,123.383939,41.78938","˼(˳),123.36664,41.80359",2018/8/8 23:41,2018/8/8 23:52
+5000155538287,"123.282338,41.784449","123.2846500651,41.783491210937","123.27557996962,41.776746419271","ʿС-,123.28464,41.78349","|ʿ¾,123.27555,41.77675",2018/8/8 13:10,2018/8/8 13:26
+5000155705092,"123.33277,41.774666","123.33396444114,41.775130302666","123.37081222106,41.771033505885","·|귢ʯ(),123.33353,41.77515","|ճdz,123.37066,41.77026",2018/8/8 6:33,2018/8/8 6:54
+5000161137067,"123.391712,41.797738","123.39157883397,41.797885948422","123.39442299489,41.826277919113","վ㳡-վ·,123.39155,41.79786","ʹ|ӺӼ,123.393583,41.825936",2018/8/8 13:55,2018/8/8 14:19
+5000162706756,"123.438269,41.76659","123.43838650174,41.766384819878","123.44987494575,41.773712293837","Ļ·|㴮(ܵ),123.4385,41.76632","·|ʡҽԺ,123.451756,41.774984",2018/8/8 20:12,2018/8/8 20:22
+5000166643917,"123.35886,41.751425","123.35832780232,41.75210738341","123.39904302537,41.782337011947","Ƕ|100âB2,123.35522,41.75164","|(ƽ),123.399119,41.782672",2018/8/8 19:38,2018/8/8 20:03
+5000167187057,"123.496396,41.775809","123.49682752821,41.776471625434","123.45947482639,41.804328342014","|װλNO.28,123.49685,41.77639","н|1繫Ԣ,123.459715,41.803357",2018/8/8 16:15,2018/8/8 16:45
+5000168791785,"123.426751,41.765058","123.42771490083,41.765376517703","123.45273664624,41.814360937868","Ļ·|콢,123.42736,41.76528","Сֻг,123.45254,41.81613",2018/8/8 13:51,2018/8/8 14:21
+5000170596910,"123.288358,41.796791","123.28804668837,41.796789398452","123.1382755945,41.788165525805","ƽ/·(·),123.2882,41.79657","|̨³,123.15477,41.78963",2018/8/8 11:21,2018/8/8 11:50
+5000170793048,"123.427692,41.771869","123.42837276801,41.771365994559","123.46994099526,41.719583036103","Ļ·|(ʢ),123.42814,41.771305","|й(ʡŹ˾),123.4701,41.71979",2018/8/8 12:21,2018/8/8 12:39
+5000173902933,"123.496299,41.833355","123.49633206288,41.833296667795","123.43639205664,41.818111484642","·|Ƶ,123.49631,41.83322","վ,123.435969,41.819178",2018/8/8 12:56,2018/8/8 13:17
+5000176722665,"123.394016,41.93015","123.39292854497,41.929329592552","123.35760571484,41.895510874813","ѧվa,123.39318,41.92931","ں|ڴڹ,123.355636,41.894634",2018/8/8 8:40,2018/8/8 8:55
+5000182632729,"123.483709,41.693931","123.48379262398,41.69406401444","123.45516705599,41.726760892743","·|F9-,123.48332,41.69405","|볬,123.45518,41.72662",2018/8/8 16:55,2018/8/8 17:18
+5000183579521,"123.146883,41.783041","123.14674066822,41.783278155082","123.3059862419,41.780801455107","ŷ-Ŷ,123.1478,41.7829","-վ,123.30522,41.78101",2018/8/8 8:52,2018/8/8 9:35
+5000185529015,"123.392748,41.779164","123.39218309752,41.778266431643","123.42477916868,41.789051005436","ϾϽϰ·,123.3952,41.776772","ƽ|еҽԺƤ,123.42472,41.78871",2018/8/8 15:37,2018/8/8 16:08
+5000189716594,"123.531855,41.817586","123.53204586001,41.81696016431","123.5353336223,41.808879387768","ϲ,123.53182,41.8176","|(),123.536284,41.807493",2018/8/8 16:29,2018/8/8 16:41
+5000190599684,"123.479695,41.787664","123.47978941307,41.78760633212","123.47670988568,41.828061481933","|ȪԪ,123.47968,41.78767","·|йʯ(ּվ),123.4772,41.8288",2018/8/8 16:46,2018/8/8 17:08
+5000191325359,"123.450145,41.84918","123.4499858941,41.849084472656","123.41277777778,41.786840549045","궫|ǡ,123.449767,41.848443","·|йž202ҽԺ,123.413083,41.786729",2018/8/8 6:58,2018/8/8 7:39
+5000192414897,"123.403572,41.784189","123.40344200226,41.784343434417","123.51982095756,41.841290643336","|ȫ-1,123.403572,41.784189","մɳ|϶-,123.517488,41.843111",2018/8/8 2:16,2018/8/8 2:51
+5000195275457,"123.414118,41.822884","123.41422120988,41.822907298115","123.45323647883,41.801475193465","ƺ|й(ʹ֧),123.41415,41.82286","н-վ,123.461001,41.801344",2018/8/8 9:48,2018/8/8 10:16
+5000199974980,"123.318908,41.787651","123.31938395182,41.786194932726","123.40663248698,41.916564670139","ع|˴,123.31931,41.78611","|ڴ,123.40723,41.914771",2018/8/8 14:08,2018/8/8 14:35
+5000209047468,"123.414749,41.802613","123.41462356177,41.80256702482","123.4282124556,41.78125405176","·|й(ʡ),123.41414,41.80311","ƽ|ɼִ(¹ݵ),123.427981,41.781076",2018/8/8 17:31,2018/8/8 18:04
+5000214163438,"123.394852,41.736424","123.39467404192,41.736675521563","123.39961006415,41.728729255255","|ʽ,123.39493,41.73653","|ơ¹ص(),123.39975,41.728755",2018/8/8 17:07,2018/8/8 17:12
+5000216909096,"123.44405,41.816632","123.44336443729,41.816560290368","123.4407597974,41.797017719213","վ|Ϻֶչ(Բ֧),123.44354,41.81653","|,123.44073,41.79698",2018/8/8 16:57,2018/8/8 17:26
+5000223434167,"123.225937,41.74081","123.22544742041,41.744837447904","123.24675187924,41.748964881985","ʮŽ|繤˾-,123.22536,41.74479","|̫ʨƵ,123.24671,41.74906",2018/8/8 22:27,2018/8/8 22:37
+5000227040158,"123.355918,41.814929","123.35611519454,41.814925513964","123.37812711717,41.815119193876","|άֲ,123.35604,41.815","|һ·㳡-1,123.38147,41.813843",2018/8/8 14:34,2018/8/8 14:44
+5000234606814,"123.435134,41.772329","123.43552774872,41.774174820124","123.49382939313,41.773336228899","ҵչ-վ,123.43543,41.77415","·20,123.49287,41.77354",2018/8/8 18:57,2018/8/8 19:18
+5000240157448,"123.456605,41.720117","123.45674418594,41.720259705211","123.42134916518,41.677349063357","¡|A,123.45685,41.72036","|ʯС(),123.423308,41.677286",2018/8/8 15:54,2018/8/8 16:18
+5000244058188,"123.477861,41.851763","123.47815889178,41.851991401704","123.41251450534,41.831886374776","С-,123.47818,41.85194","ɽ|ѧĻƼ,123.41188,41.83207",2018/8/8 12:35,2018/8/8 12:52
+17592186371960,"123.523015,42.049514","123.52035596585,42.049881669077","123.51027238578,41.944336974124","³Ĵг(),123.520851,42.050734","ʯ̨-վ,123.509529,41.941284",2018/8/8 20:16,2018/8/8 20:49
+17592188797864,"123.281141,41.784134","123.28215692517,41.782161991981","123.24017886024,41.786028926172","ں|ʿС-Ÿ,123.28226,41.78379","|С,123.23771,41.788067",2018/8/8 20:05,2018/8/8 20:19
+17592192204431,"123.515144,41.838857","123.5152671894,41.838803137633","123.40608339835,41.80632229118","·/Ȫ·(·),123.51536,41.83874","|¹,123.39192,41.814028",2018/8/8 21:09,2018/8/8 21:35
+17592195160116,"123.487318,41.738334","123.48731228299,41.738230794271","123.45337863498,41.743929578993","ս·-վ·,123.48736,41.73803","|-A,123.454531,41.742848",2018/8/8 10:55,2018/8/8 11:12
+17592195861385,"123.377725,41.893234","123.37749263183,41.8933444658","123.41657655529,41.95991936194","ɽ·|ϴԡ,123.37746,41.89333","|ȷ,123.40131,41.92088",2018/8/8 14:45,2018/8/8 15:29
+17592197246436,"123.389324,41.812491","123.38921626821,41.812577590896","123.45527550284,41.833377088145","һ·65-վ·,123.38894,41.81275","|ʡ,123.45556,41.83321",2018/8/8 5:59,2018/8/8 6:21
+17592197518899,"123.347732,41.82188","123.3450930447,41.821579047309","123.38851752387,41.798838161892","ʢ-,123.34506,41.82154","|Ĺ(ϸ˹),123.38836,41.79867",2018/8/8 11:01,2018/8/8 11:31
+17592198879415,"123.324663,41.83874","123.32713163889,41.838396547685","123.40860328607,41.788367959651","ҵ·|ʿը(),123.32477,41.83882","ƽ|ʽ,123.408963,41.787685",2018/8/8 15:04,2018/8/8 15:39
+17592198959673,"123.460286,41.768307","123.45995310194,41.768540711105","123.43391510083,41.783666617124","̳һ|ҵ(֧),123.45998,41.76849","ɽ|ʵҹ,123.43298,41.785203",2018/8/8 17:29,2018/8/8 17:53
+17592198997861,"123.457037,41.680302","123.45646260839,41.683755718829","123.41032502829,41.657729233499","ȫ·|-,123.45631,41.68383","|ӯ(),123.41031,41.65778",2018/8/8 16:35,2018/8/8 16:55
+17592205171197,"123.29768,41.79169","123.3029300331,41.790406781909","123.29762688459,41.842576292745","·|(),123.302783,41.790567","ں|ٳ(1),123.29692,41.84267",2018/8/8 21:20,2018/8/8 21:43
+17592213518362,"123.3971,41.854587","123.39807445043,41.855032721922","123.41134436331,41.787866992843","ŭ|ںʦԢ-,123.39813,41.855","·|йžڶҽԺ,123.415033,41.786188",2018/8/8 9:22,2018/8/8 10:19
+17592215303478,"123.450255,41.72084","123.45039109117,41.72060637282","123.4641411314,41.703521282549","|ҵ˾,123.450255,41.72084","|̩,123.46475,41.70494",2018/8/8 18:25,2018/8/8 18:37
+17592216289650,"123.379321,41.794618","123.43338378906,41.811249457465","123.41650065104,41.830312228733","·|˽˶KTV(),123.433382,41.811351","ʹ|Զú-,123.45488,41.82776",2018/8/8 17:15,2018/8/8 17:45
+17592218201930,"123.414348,41.686026","123.41454124051,41.685913278915","123.38737379252,41.69620105195","ȫ·|¡ʳ(ϵ),123.41458,41.68586","ƽ|,123.38745,41.69629",2018/8/8 10:38,2018/8/8 10:49
+17592232286223,"123.327941,41.740213","123.32826860363,41.740696410232","123.39778635508,41.793267439304","㽨輯˾,123.32826,41.74076","Ʒ|㳡,123.371001,41.793301",2018/8/8 14:40,2018/8/8 15:24
+17592269834587,"123.431402,41.863886","123.43199037106,41.865242945225","123.40941714764,41.795301269646","ܰ-,123.43213,41.86523","ɽ㳡|йҽƴѧһҽԺ,123.411361,41.795556",2018/8/8 8:16,2018/8/8 9:07
+17592269991695,"123.467395,41.803408","123.46795241911,41.803520144556","123.45007247359,41.7858073053","ҿݾƵ(нִóֶ),123.46813,41.80332","尮гҵչ,123.45002,41.78564",2018/8/8 10:36,2018/8/8 10:58
+17592271846085,"123.255474,41.740261","123.25567676434,41.740059411207","123.23775016345,41.720562395962","·|ϡͳ-,123.25567,41.74003","ʡԪظ(ʮ·),123.23764,41.72076",2018/8/8 23:36,2018/8/8 23:45
+17592272624231,"123.491146,41.765115","123.49102192362,41.765634355227","123.39320574472,41.775949235812","̩-,123.49109,41.76558","һֵ(»),123.39412,41.77672",2018/8/8 22:33,2018/8/8 22:56
+17592273333100,"123.436864,41.775651","123.43668945312,41.776845431858","123.43318169488,41.785188530816","·|Ƶ,123.436731,41.777572","ɽ|طʽԢ,123.43333,41.785365",2018/8/8 1:13,2018/8/8 1:19
+17592274213516,"123.380787,41.799276","123.38072048611,41.798850097656","123.37594590929,41.807175564236","С·Ʒ-վ,123.38059,41.79894","|Ħ㳡(),123.37795,41.80812",2018/8/8 13:14,2018/8/8 13:22
+17592275248021,"123.264175,41.766002","123.26373378176,41.765544868094","123.32867301514,41.658513353007","·|ɰϵͳ˾,123.26373,41.76534","ռ|,123.32866,41.65848",2018/8/8 21:54,2018/8/8 22:18
+17592278486856,"123.395646,41.792683","123.39588619406,41.793352274433","123.40103119984,41.748386842582","ʤ|(վ㳡),123.39544,41.79274","|,123.401896,41.748044",2018/8/8 12:31,2018/8/8 12:55
+17592280759718,"123.424856,41.790505","123.42425482856,41.791134982639","123.4033835178,41.802292209201","ʮһγ·|йƶ(˾ֹ˾)ϲ,123.42472,41.79051","ƽ|·ʤֽ,123.402826,41.802506",2018/8/8 14:32,2018/8/8 14:47
+17592281751200,"123.443693,41.750588","123.45475640191,41.742994791667","123.46661512587,41.748202311198","-վ,123.453579,41.743061","|˹ʴB,123.46648,41.74797",2018/8/8 14:07,2018/8/8 14:18
+17592282871087,"123.411981,41.690496","123.41167802321,41.69017450652","123.43870000784,41.683871969254","йͨ(СʯӪҵװ),123.41201,41.6902","|ۡ,123.440891,41.680432",2018/8/8 23:19,2018/8/8 23:29
+17592283135851,"123.321409,41.750236","123.32308349579,41.748548292163","123.39695233107,41.790734473093","|ԡZ巸,123.320491,41.749857","ʤ|йСʳƷ,123.395983,41.790596",2018/8/8 9:08,2018/8/8 9:53
+17592287250900,"123.44819,41.710088","123.44822462116,41.709976519551","123.43864323554,41.68842441839","|ҩ˾-,123.44837,41.71001","|ӯ(),123.4417,41.68811",2018/8/8 17:12,2018/8/8 17:25
+17592289926788,"123.408947,41.794746","123.40934488932,41.795139702691","123.45376708984,41.797853190104","ɽ㳡|ϵ»(Ͼֵ),123.40932,41.79516","н|ʹԺ-Ʊ,123.454886,41.797729",2018/8/8 9:50,2018/8/8 10:18
+17592293810082,"123.404185,41.916634","123.40425925392,41.916669198324","123.39298664551,41.929273074643","˹籩ʽֲ(),123.40509,41.91604","|ʼ,123.393284,41.930461",2018/8/8 20:42,2018/8/8 20:57
+17592293834832,"123.534659,42.04945","123.53465964759,42.050929761471","123.51729541409,42.057168005442","³|ǧ˳̥,123.534659,42.04945","³|졤±(),123.51731,42.05729",2018/8/8 17:12,2018/8/8 17:20
+17592296457652,"123.412472,41.965341","123.39430774508,41.963588370185","123.41597291645,41.894291735824","|վ,123.39398,41.96329","|̫ʻ(),123.39267,41.93912",2018/8/8 7:53,2018/8/8 8:21
+17592297606856,"123.492987,41.807603","123.49317181784,41.808739871412","123.4981526144,41.807526985564","·̳-վ,123.4935,41.80887","ֵίԱ,123.49802,41.80778",2018/8/8 10:57,2018/8/8 11:01
+17592302975954,"123.385942,41.813413","123.38842633734,41.814453962969","123.32584289494,41.786144929973","¹-,123.38678,41.81487","˴|ÇֻƵ,123.32554,41.78628",2018/8/8 18:14,2018/8/8 18:55
+17592306497398,"123.385276,41.737772","123.38485561255,41.738105775127","123.3330306325,41.649762861169","ֵ|ҩ(Խ),123.385276,41.737772","ռӨ´,123.33206,41.64981",2018/8/8 0:48,2018/8/8 1:15
+17592306497398,"123.302624,41.843341","123.30295518663,41.843296169705","123.34773952908,41.802939453125","ҵ·|°(ں̨Ӫҵ),123.302624,41.843341","|¡,123.345454,41.803887",2018/8/8 20:22,2018/8/8 20:48
+17592311246319,"123.397882,41.819816","123.39694517913,41.820038688325","123.34852298556,41.80362611292","ɽ|㱦ʻB-,123.39715,41.81994","|¡,123.345454,41.803887",2018/8/8 10:03,2018/8/8 10:32
+17592312304742,"123.455775,41.723171","123.4552198592,41.723356487138","123.46329600047,41.721017276609","¡|㳡(),123.45543,41.72314","|֮ά˾,123.463814,41.720528",2018/8/8 15:39,2018/8/8 15:44
+17592315255021,"123.43783,41.808374","123.4375321018,41.807737000985","123.46418217249,41.80745469933","¯|(ݹ),123.43706,41.807693","|(),123.463975,41.807192",2018/8/8 8:04,2018/8/8 8:21
+17592316758107,"123.450906,41.72146","123.45082602762,41.721698959602","123.43616522986,41.784143517739","߸·|1528,123.45077,41.7216","ɽ|ʵҹ,123.43298,41.785203",2018/8/8 21:52,2018/8/8 22:08
+17592321628043,"123.437709,41.688899","123.43777171558,41.689005143617","123.45573078068,41.725687135712","|ŴƳ¥,123.43779,41.68858","½Ժ-վ,123.44271,41.769451",2018/8/8 8:40,2018/8/8 9:06
+17592321802954,"123.486659,41.807201","123.488775251,41.809051686365","123.50862303861,41.830779562124","|轭-Bڶ,123.48887,41.80903","·|ɽ,123.50932,41.83104",2018/8/8 0:10,2018/8/8 0:31
+17592321983227,"123.399658,41.79792","123.39855297118,41.797264114922","123.4486121379,41.734146699838","ʤžù,123.39933,41.79785","|SR³,123.45007,41.73301",2018/8/8 14:57,2018/8/8 15:34
+17592322781689,"123.399969,41.787109","123.40019450982,41.787262035157","123.34883974606,41.747345870562","|Ůʾֲ,123.4002,41.78724","Ƕ|̹ӳ,123.341626,41.748491",2018/8/8 8:50,2018/8/8 9:24
+17592323236315,"123.37064,41.80965","123.37048305367,41.809563626154","123.3312742253,41.750747771036","·|ˮƻжȼپƵ,123.37052,41.80946","Ƕ|̹ӳ,123.341626,41.748491",2018/8/8 21:14,2018/8/8 21:43
+17592323995570,"123.48704,41.83434","123.4873038737,41.83449734158","123.52414876302,41.904620768229","ʡдϿ··,123.48704,41.83434","|̩㲿˾,123.524783,41.904539",2018/8/8 7:16,2018/8/8 7:42
+17592327199413,"123.429845,41.809481","123.43141543726,41.808907376725","123.41843842257,41.852814905328","-վ,123.43157,41.80907","|㲥Ӵѧ,123.417198,41.853829",2018/8/8 13:59,2018/8/8 14:22
+17592330253667,"123.44341,41.81695","123.44326990589,41.816782288708","123.41507554905,41.837081425744","(ָ)ϲ,123.44341,41.81695","|,123.4305,41.81278",2018/8/8 15:12,2018/8/8 15:50
+17592333051171,"123.48076,41.851268","123.48086587333,41.851230959399","123.41954051528,41.941691896755","|ʸʳ(No.18),123.480718,41.851067","|̩,123.41964,41.94163",2018/8/8 22:54,2018/8/8 23:08
+17592333615522,"123.360786,41.808792","123.36137235554,41.808748753208","123.40551489849,41.852300020702","|˳ֻ̻(·)ϲ,123.36108,41.80878","|,123.40541,41.85214",2018/8/8 10:44,2018/8/8 11:11
+17592336379084,"123.496405,41.827818","123.49775990886,41.828322429052","123.43883329432,41.838797909842","·|ڼ-,123.49777,41.8284","ʹ|ʡۺϰ칫¥,123.438545,41.838408",2018/8/8 9:21,2018/8/8 9:41
+17592338116771,"123.366011,41.792995","123.36663058811,41.792849121094","123.48331325955,41.758946397569","ʢ-϶,123.36661,41.79279","|˹(2),123.4832,41.75752",2018/8/8 7:19,2018/8/8 8:08
+17592342130594,"123.43815,41.796684","123.43816329509,41.796687353062","123.56544967351,41.792216813419","|ټֳ(ӭµ),123.43831,41.7967","|վ,123.56554,41.79243",2018/8/8 23:08,2018/8/8 23:34
+17592342889121,"123.493838,41.763098","123.49389041191,41.763104752667","123.49337217136,41.705355398063","·|ʽ,123.49385,41.76312","|ˮ³,123.495792,41.707842",2018/8/8 22:50,2018/8/8 23:09
+17592348401534,"123.525179,41.809546","123.52499104818,41.809578450521","123.47778645833,41.805602756076","-һ,123.52556,41.80951","|Ȫϴԡ(С·),123.477856,41.805468",2018/8/8 22:48,2018/8/8 23:06
+17592348806748,"123.487073,41.743683","123.48656132392,41.743987712832","123.45607978523,41.654580507667","ս|SPA(ϵ),123.48721,41.74394","|¾òҵ,123.458618,41.65486",2018/8/8 12:17,2018/8/8 12:37
+17592351808458,"123.430268,41.765651","123.43096327764,41.765482104458","123.40314168024,41.800725487461","Ļ·|й(Ƽ̳֧),123.430364,41.765236","ƽ|·ֽ,123.40269,41.80038",2018/8/8 14:16,2018/8/8 14:57
+17592358234870,"123.418243,41.887517","123.41981746513,41.888110438293","123.35498855221,41.826561995712","걱|ͨcngվ,123.41825,41.88759","ʹ|ں1,123.35634,41.82585",2018/8/8 4:54,2018/8/8 5:13
+17592358916654,"123.398889,41.770823","123.39884819878,41.771015353733","123.41101671007,41.807364908854","|ʮС-2(),123.395782,41.772965",",123.411346,41.808486",2018/8/8 18:15,2018/8/8 18:47
+17592360635063,"123.302253,41.773528","123.3021537682,41.773367321143","123.35760035085,41.895517835363","·/(·)ϲ,123.30215,41.77337","ں|ڴڹ,123.355636,41.894634",2018/8/8 10:31,2018/8/8 11:14
+17592361024062,"123.521132,41.841135","123.52683659215,41.850132429347","123.5367800725,41.858351432122","Ʒ(մɳǵ),123.52092,41.84092","|ƥ˻³,123.53706,41.85577",2018/8/8 18:51,2018/8/8 18:59
+17592361032883,"123.397023,41.802734","123.39724500868,41.80298421224","123.46472222222,41.810641276042","|·С-ϲ,123.39715,41.80277","|Ȫϴԡ,123.4655,41.81122",2018/8/8 1:31,2018/8/8 1:44
+17592361425647,"123.412492,41.826052","123.4126155599,41.826163194444","123.35392903646,41.864797634549","ƺ|۾(),123.4127,41.82612","ں|ʢ,123.35411,41.8649",2018/8/8 15:46,2018/8/8 16:10
+17592362541045,"123.43707,41.802373","123.43719800053,41.802247635729","123.39219942574,41.788787542962","С|й̫ƽ()ɷ˾,123.43702,41.80226","ʤ|SKվ,123.39351,41.78974",2018/8/8 14:33,2018/8/8 14:58
+17592373086783,"123.320433,41.763402","123.32056538071,41.763531447953","123.3916525635,41.795116746612","|֮-,123.320458,41.763285","ʤ|վ,123.39489,41.79457",2018/8/8 3:56,2018/8/8 4:08
+17592377876428,"123.427968,41.780388","123.42803733881,41.780555447207","123.33321596153,41.81150551416","·|йũҵ(֧)ϲ,123.42804,41.78038","·|ǧ,123.332726,41.810563",2018/8/8 22:19,2018/8/8 22:54
+17592381196151,"123.412535,41.795347","123.41305636936,41.795903320312","123.42487386068,41.77029296875","ɽ㳡|йҽƴѧһҽԺ-,123.41337,41.79573","кƽĻ·Сѧ,123.42507,41.77013",2018/8/8 12:46,2018/8/8 13:15
+17592387590524,"123.451773,41.729262","123.45179033072,41.729130634795","123.53055004117,41.690690450805","ϼ|йũҵ(֧Ӫҵ),123.4517,41.72901","|ϼУ(),123.53098,41.69009",2018/8/8 12:41,2018/8/8 13:01
+17592390729479,"123.438654,41.775973","123.43867702908,41.776954752604","123.41237006293,41.789168294271","ʻ-,123.43874,41.77683","ƽ|,123.41897,41.79811",2018/8/8 16:49,2018/8/8 17:36
+17592395596021,"123.418638,41.794127","123.41861165365,41.794104546441","123.45392957899,41.811843804253","˾|СǬܵ,123.4186,41.79409","Сֻг,123.4525,41.81431",2018/8/8 22:33,2018/8/8 22:54
+17592397348422,"123.452306,41.785367","123.45231232837,41.785385964803","123.48105650263,41.833881664026","尮г|ҵ㳡,123.45223,41.78546","·|һһһѧ,123.4811,41.83386",2018/8/8 11:20,2018/8/8 11:40
+17592400136966,"123.377121,41.820957","123.37524059161,41.82145746494","123.38772597394,41.797511467204","·|кD-,123.37521,41.82142","˹|껪ˮƻ,123.38755,41.79766",2018/8/8 6:21,2018/8/8 6:41
+17592400659086,"123.457899,41.707064","123.45775235218,41.707176167009","123.4616173134,41.735659422764","·|,123.4584,41.7061","|㳡(),123.459133,41.735312",2018/8/8 19:20,2018/8/8 19:32
+17592421712050,"123.427829,41.772875","123.42341866054,41.771956515281","123.42270793665,41.772312014354","Ļ·|йҽƴѧʢҽԺϺԺ,123.42766,41.772958","ɽ㳡|йҽƴѧһҽԺ,123.411361,41.795556",2018/8/8 14:56,2018/8/8 14:56
+17592423851229,"123.48937,41.69015","123.48963672842,41.690160696379","123.48151432086,41.727531248349","ȫ·|SIASUN,123.48937,41.69015","|Է,123.481488,41.726522",2018/8/8 20:00,2018/8/8 20:08
+17592444933521,"123.376219,41.794971","123.37469509549,41.795119900174","123.44109646267,41.795335557726","Ʒ|˹ۡ-,123.37468,41.79505","|㷢(֧),123.44113,41.79528",2018/8/8 8:15,2018/8/8 8:56
+17592455100202,"123.466931,41.731742","123.46778628999,41.732233103178","123.41174287886,41.765617724674","ɽ|ӡ-,123.4677,41.73221","Ļ·|ѧ(),123.41204,41.76636",2018/8/8 22:03,2018/8/8 22:19
+17592464628591,"123.450358,41.801096","123.45022953693,41.801379110335","123.4742426893,41.807083755554","ʱо(н·콢),123.45023,41.80137","|еʮѧ-ͣ,123.47437,41.80736",2018/8/8 10:24,2018/8/8 10:38
+17592465681975,"123.401957,41.78502","123.4025208513,41.784822439297","123.50077948774,41.739915671565","ǰλ,123.4023,41.784751","|һ,123.50035,41.7398",2018/8/8 12:06,2018/8/8 12:41
+17592471872881,"123.442438,41.927768","123.44250450454,41.927940891931","123.4056913832,41.916587837921","·|ѶƼ-,123.44221,41.92789","|һ(),123.40546,41.91645",2018/8/8 20:44,2018/8/8 20:58
+17592476166121,"123.472269,41.705143","123.47363704775,41.705130105231","123.44914613317,41.722676170373","˫·|̩-Ŷ,123.4735,41.70518","|Ϣ,123.4489,41.721772",2018/8/8 8:49,2018/8/8 9:03
+17592477857871,"123.390317,41.785213","123.39046847873,41.785651855469","123.48290011936,41.808115505642","ʤ|г۹,123.39058,41.78542","й(֧),123.48215,41.808362",2018/8/8 11:07,2018/8/8 11:51
+17592479995762,"123.462365,41.734809","123.46214653863,41.734803873698","123.47031548394,41.823240017361","̳Ͻ|(֧),123.46203,41.73485","|г,123.47434,41.82115",2018/8/8 2:44,2018/8/8 3:07
+17592491493040,"123.430358,41.80247","123.43011551978,41.802442278445","123.43834194312,41.825923973177","γ·|˱(и),123.43033,41.8025","ɺסլС(),123.43815,41.82588",2018/8/8 18:08,2018/8/8 18:26
+17592496436454,"123.470832,41.748328","123.47084285246,41.748336471089","123.43962919978,41.805253914058","Ͻ|ʥѧùѧ(ˮǰ˽汱),123.470592,41.748241","¯|ʡмԺ,123.437411,41.805563",2018/8/8 14:35,2018/8/8 15:09
+17592497333076,"123.398848,41.7927","123.39878190997,41.793287293393","123.32800311887,41.827186759334","ʤ|㹺(л·),123.39843,41.79381","·|һ´,123.32794,41.82748",2018/8/8 15:02,2018/8/8 15:33
+17592497559639,"123.308744,41.783554","123.30866145639,41.784834440771","123.30704807872,41.762754524793","Ͻ|ϲ˹,123.30864,41.78351","ʿ|̻,123.308295,41.761434",2018/8/8 21:24,2018/8/8 21:35
+17592501049939,"123.517575,41.817937","123.51721191406,41.818375108507","123.43825602214,41.816255425347","з϶(1),123.51732,41.81839","վ,123.435969,41.819178",2018/8/8 12:32,2018/8/8 12:51
+17592501388575,"123.320921,41.830669","123.32200905419,41.830773208461","123.30560425613,41.792148648185","·|-Ÿ,123.32215,41.8309","ں|(),123.305298,41.791934",2018/8/8 17:44,2018/8/8 18:12
+17592502685195,"123.442196,41.766317","123.44217393663,41.766248372396","123.432421875,41.787214084201","Ļ·|س(·),123.44211,41.7662","ɽ|ʮһ,123.43231,41.78728",2018/8/8 22:36,2018/8/8 22:50
+17592510058414,"123.455215,41.760736","123.45555651721,41.761068213741","123.43275842562,41.791829250078","|Խ㡤ǻƽ(),123.45518,41.76089","ɽ|-C,123.4325,41.791756",2018/8/8 11:05,2018/8/8 11:41
+17592520570376,"123.386399,41.745795","123.38522877535,41.746196385002","123.45379628771,41.799389319343","(·),123.38685,41.7455","7Ƶ(нϸ̨),123.453613,41.797332",2018/8/8 21:05,2018/8/8 21:39
+17592525629113,"123.394644,41.792138","123.39472858143,41.792085108466","123.3851518661,41.745043282722","վ-վ·,123.39478,41.79209","кƽ´,123.38482,41.74454",2018/8/8 13:05,2018/8/8 13:24
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+17592576242397,"123.411784,41.852664","123.41146414496,41.852651092082","123.40988255591,41.863724510878","|ҽԺ,123.411784,41.852664","ɽ|Ųҽ,123.410166,41.863815",2018/8/8 14:27,2018/8/8 14:37
+17592577198630,"122.84347,41.993942","122.8435156508,41.994614281559","122.8404046865,41.992746385862","Ͻ|ҵ㳡,122.84503,41.99469","|һһƷ(ϻ·),122.84195,41.99057",2018/8/8 21:58,2018/8/8 22:03
diff --git "a/pyecharts2/\345\234\260\345\233\276/\346\273\264\346\273\264\346\225\260\346\215\256.xlsx" "b/pyecharts2/\345\234\260\345\233\276/\346\273\264\346\273\264\346\225\260\346\215\256.xlsx"
new file mode 100644
index 0000000..dad96dd
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diff --git "a/pyecharts2/\345\234\260\345\233\276/\346\273\264\346\273\264\346\225\260\346\215\256\350\256\241\347\256\227.csv" "b/pyecharts2/\345\234\260\345\233\276/\346\273\264\346\273\264\346\225\260\346\215\256\350\256\241\347\256\227.csv"
new file mode 100644
index 0000000..073020f
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/\346\273\264\346\273\264\346\225\260\346\215\256\350\256\241\347\256\227.csv"
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diff --git "a/pyecharts2/\345\234\260\345\233\276/\351\200\240\346\225\260\346\215\256.py" "b/pyecharts2/\345\234\260\345\233\276/\351\200\240\346\225\260\346\215\256.py"
new file mode 100644
index 0000000..41065ef
--- /dev/null
+++ "b/pyecharts2/\345\234\260\345\233\276/\351\200\240\346\225\260\346\215\256.py"
@@ -0,0 +1,43 @@
+import csv
+import random
+import pandas as pd
+csv_file=csv.reader(open('到港时间.csv','r'))
+
+time=[]
+count=[]
+hangban=[]
+chuzuche=[]
+houche=[]#候车时间
+shangche=[]
+distance=[]
+minite=[]
+index=0
+for va in csv_file:
+
+ if index==0 :
+ index+=1
+ continue
+ try:
+ index+=1
+ time.append(va[0])
+ count.append(va[1])
+ hangban.append(va[2])
+ chuzuche.append(va[3])
+ houche2=(30/int(va[1]))+(30/int(va[3]))+(20/int(va[1]))*(20/int(va[3]))
+ houche.append(houche2)
+ shangche2=random.randint(1,2)+random.randint(1,2)
+ shangche.append(shangche2)
+ distance2=5+random.randint(-4,3)+random.randint(0,1)+random.randint(0,2)
+ money=int(distance2)*2.4+8
+ distance.append(money)
+ min=random.randint(0,1)+1+random.randint(0,2)
+ minite.append(min)
+ print(va[0],houche2,shangche2,money)#候车时间，上车时间，前
+ #print(distance)
+ except Exception as e:
+ print(e)
+# 字典中的key值即为csv中列名
+print(len(time),len(houche))
+dataframe = pd.DataFrame({'时间点':time , '候车时间': houche,'到港航班':hangban,'出租车数量':chuzuche,'钱':distance,'上车时间花费':shangche})
+#将DataFrame存储为csv,index表示是否显示行名，default=True
+dataframe.to_csv("凑数据.csv",index=False,sep=',')
\ No newline at end of file
diff --git "a/pyecharts2/\346\262\241\347\224\250/test.py" "b/pyecharts2/\346\262\241\347\224\250/test.py"
new file mode 100644
index 0000000..616a7b6
--- /dev/null
+++ "b/pyecharts2/\346\262\241\347\224\250/test.py"
@@ -0,0 +1,112 @@
+from pyecharts import Geo, Page, Style
+
+
+
+
+
+
+def create_charts():
+ page = Page()
+
+ data = [
+ ("海门", 9), ("鄂尔多斯", 12), ("招远", 12), ("舟山", 12),
+ ("齐齐哈尔", 14), ("盐城", 15), ("赤峰", 16), ("青岛", 18),
+ ("乳山", 18), ("金昌", 19), ("泉州", 21), ("莱西", 21),
+ ("日照", 21), ("胶南", 22), ("南通", 23), ("拉萨", 24),
+ ("云浮", 24), ("梅州", 25), ("文登", 25), ("上海", 25),
+ ("攀枝花", 25), ("威海", 25), ("承德", 25), ("厦门", 26),
+ ("汕尾", 26), ("潮州", 26), ("丹东", 27), ("太仓", 27),
+ ("曲靖", 27), ("烟台", 28), ("福州", 29), ("瓦房店", 30),
+ ("即墨", 30), ("抚顺", 31), ("玉溪", 31), ("张家口", 31),
+ ("阳泉", 31), ("莱州", 32), ("湖州", 32), ("汕头", 32),
+ ("昆山", 33), ("宁波", 33), ("湛江", 33), ("揭阳", 34),
+ ("荣成", 34), ("连云港", 35), ("葫芦岛", 35), ("常熟", 36),
+ ("东莞", 36), ("河源", 36), ("淮安", 36), ("泰州", 36),
+ ("南宁", 37), ("营口", 37), ("惠州", 37), ("江阴", 37),
+ ("蓬莱", 37), ("韶关", 38), ("嘉峪关", 38), ("广州", 38),
+ ("延安", 38), ("太原", 39), ("清远", 39), ("中山", 39),
+ ("昆明", 39), ("寿光", 40), ("盘锦", 40), ("长治", 41),
+ ("深圳", 41), ("珠海", 42), ("宿迁", 43), ("咸阳", 43),
+ ("铜川", 44), ("平度", 44), ("佛山", 44), ("海口", 44),
+ ("江门", 45), ("章丘", 45), ("肇庆", 46), ("大连", 47),
+ ("临汾", 47), ("吴江", 47), ("石嘴山", 49), ("沈阳", 50),
+ ("苏州", 50), ("茂名", 50), ("嘉兴", 51), ("长春", 51),
+ ("胶州", 52), ("银川", 52), ("张家港", 52), ("三门峡", 53),
+ ("锦州", 54), ("南昌", 54), ("柳州", 54), ("三亚", 54),
+ ("自贡", 56), ("吉林", 56), ("阳江", 57), ("泸州", 57),
+ ("西宁", 57), ("宜宾", 58), ("呼和浩特", 58), ("成都", 58),
+ ("大同", 58), ("镇江", 59), ("桂林", 59), ("张家界", 59),
+ ("宜兴", 59), ("北海", 60), ("西安", 61), ("金坛", 62),
+ ("东营", 62), ("牡丹江", 63), ("遵义", 63), ("绍兴", 63),
+ ("扬州", 64), ("常州", 64), ("潍坊", 65), ("重庆", 66),
+ ("台州", 67), ("南京", 67), ("滨州", 70), ("贵阳", 71),
+ ("无锡", 71), ("本溪", 71), ("克拉玛依", 72), ("渭南", 72),
+ ("马鞍山", 72), ("宝鸡", 72), ("焦作", 75), ("句容", 75),
+ ("北京", 79), ("徐州", 79), ("衡水", 80), ("包头", 80),
+ ("绵阳", 80), ("乌鲁木齐", 84), ("枣庄", 84), ("杭州", 84),
+ ("淄博", 85), ("鞍山", 86), ("溧阳", 86), ("库尔勒", 86),
+ ("安阳", 90), ("开封", 90), ("济南", 92), ("德阳", 93),
+ ("温州", 95), ("九江", 96), ("邯郸", 98), ("临安", 99),
+ ("兰州", 99), ("沧州", 100), ("临沂", 103), ("南充", 104),
+ ("天津", 105), ("富阳", 106), ("泰安", 112), ("诸暨", 112),
+ ("郑州", 113), ("哈尔滨", 114), ("聊城", 116), ("芜湖", 117),
+ ("唐山", 119), ("平顶山", 119), ("邢台", 119), ("德州", 120),
+ ("济宁", 120), ("荆州", 127), ("宜昌", 130), ("义乌", 132),
+ ("丽水", 133), ("洛阳", 134), ("秦皇岛", 136), ("株洲", 143),
+ ("石家庄", 147), ("莱芜", 148), ("常德", 152), ("保定", 153),
+ ("湘潭", 154), ("金华", 157), ("岳阳", 169), ("长沙", 175),
+ ("衢州", 177), ("廊坊", 193), ("菏泽", 194), ("合肥", 229),
+ ("武汉", 273), ("大庆", 279)
+ ]
+
+ style = Style(
+ title_color="#fff",
+ title_pos="center",
+ width=1200,
+ height=600,
+ background_color='#404a59'
+ )
+
+ chart = Geo("全国主要城市空气质量", "data from pm2.5", **style.init_style)
+ attr, value = chart.cast(data)
+ chart.add("", attr, value, visual_range=[0, 200],
+ visual_text_color="#fff", is_legend_show=False,
+ symbol_size=15, is_visualmap=True,
+ tooltip_formatter='{b}',
+ label_emphasis_textsize=15,
+ label_emphasis_pos='right')
+ page.add(chart)
+
+ chart = Geo("全国主要城市空气质量", "data from pm2.5", **style.init_style)
+ attr, value = chart.cast(data)
+ chart.add("", attr, value, type="heatmap", is_visualmap=True,
+ visual_range=[0, 200], visual_text_color='#fff',
+ is_legend_show=False)
+ page.add(chart)
+
+ data = [('汕头市', 50), ('汕尾市', 60), ('揭阳市', 35),
+ ('阳江市', 44), ('肇庆市', 72)]
+ chart = Geo("广东地理坐标系", **style.init_style)
+ attr, value = chart.cast(data)
+ chart.add("", attr, value, maptype='广东', type="effectScatter",
+ is_random=True, effect_scale=5, is_legend_show=False,
+ tooltip_formatter='{b}',
+ label_emphasis_textsize=15,
+ label_emphasis_pos='right'
+ )
+ page.add(chart)
+
+ data = [('澄海区', 30), ('南澳县', 40), ('龙湖区', 50), ('金平区', 60)]
+ chart = Geo("汕头地理坐标系", **style.init_style)
+ attr, value = chart.cast(data)
+ chart.add("", attr, value, maptype="汕头", is_visualmap=True,
+ is_legend_show=False,
+ tooltip_formatter='{b}',
+ label_emphasis_textsize=15,
+ label_emphasis_pos='right'
+ )
+ page.add(chart)
+
+ return page
+
+create_charts().render()
diff --git "a/pyecharts2/\346\262\241\347\224\250/test3.py" "b/pyecharts2/\346\262\241\347\224\250/test3.py"
new file mode 100644
index 0000000..e3df3a7
--- /dev/null
+++ "b/pyecharts2/\346\262\241\347\224\250/test3.py"
@@ -0,0 +1,24 @@
+# 加载pyecharts
+from pyecharts import Geo, Style
+import pandas as pd
+
+# 导入excel表举例
+df = pd.read_excel('流动人口.xlsx')
+df.head()
+
+# 导入自定义的地点经纬度
+geo_cities_coords = {df.iloc[i]['地点']: [df.iloc[i]['经度'], df.iloc[i]['纬度']]
+ for i in range(len(df))} # 根据文件大小生成字典
+attr = list(df['地点']) # 字典的每个键值
+value = list(df['流动人口'] / 100000) # 由于量值的太大，换算以下(散点的颜色就是和这个想关的)
+style = Style(title_color="#fff", title_pos="center",
+ width=1200, height=600, background_color="#404a59")
+
+# 可视化
+geo = Geo('东莞各个CGI总用户数分布', **style.init_style)
+geo.add("", attr, value, visual_range=[0, 100], symbol_size=5,
+ visual_text_color="#fff", is_piecewise=True,
+ is_visualmap=True, maptype='东莞', visual_split_number=10,
+ geo_cities_coords=geo_cities_coords)
+
+geo.render('东莞各个CGI总用户数分布.html')
\ No newline at end of file
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic.jpg" "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic.jpg"
new file mode 100644
index 0000000..50ff5c5
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diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic1.jpg" "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic1.jpg"
new file mode 100644
index 0000000..e8fd2f6
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diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic2.jpg" "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic2.jpg"
new file mode 100644
index 0000000..fda3762
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diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic3.jpg" "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic3.jpg"
new file mode 100644
index 0000000..9a5cfde
Binary files /dev/null and "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic3.jpg" differ
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic4.jpg" "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic4.jpg"
new file mode 100644
index 0000000..2f71ca0
Binary files /dev/null and "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic4.jpg" differ
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic66.jpg" "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic66.jpg"
new file mode 100644
index 0000000..47101cf
Binary files /dev/null and "b/\346\225\260\345\255\227\345\233\276\345\203\217/image/pic66.jpg" differ
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/numpytest/numpytest.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/numpytest/numpytest.py"
new file mode 100644
index 0000000..0e20b78
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/numpytest/numpytest.py"
@@ -0,0 +1,11 @@
+import numpy as np
+data = np.array([[1,2,3],[4,5,6],[7,8,9]])
+print(data.shape)
+data = np.random.random([3, 4])
+print(data)
+data=np.arange(0,2,0.2)
+print(data.shape)
+data=np.linspace(0,1,12)
+print(data)
+data=np.arange(10)#默认为1
+print(data)
\ No newline at end of file
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/3.1.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/3.1.py"
new file mode 100644
index 0000000..696818f
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/3.1.py"
@@ -0,0 +1,36 @@
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+
+def test(img,num):
+ w,h=img.size
+ return img.resize((w//num,h//num),Image.NEAREST)
+
+img1 = Image.open('../image/pic2.jpg')
+img1 = test(img1,2)
+img2 = test(img1,2)
+img3 = test(img2,2)
+img4 = test(img3,2)
+
+
+plt.figure('show image')
+plt.subplot(2, 2, 1)
+plt.imshow(img1)
+plt.title('2x image')
+plt.axis('off')
+
+plt.subplot(2, 2, 2)
+plt.imshow(img2)
+plt.title('4x image')
+plt.axis('off')
+
+plt.subplot(2, 2, 3)
+plt.imshow(img3)
+plt.title('8x image')
+plt.axis('off')
+
+plt.subplot(2, 2, 4)
+plt.imshow(img4)
+plt.title('16x image')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_1\345\217\240\345\212\240\351\253\230\346\226\257\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_1\345\217\240\345\212\240\351\253\230\346\226\257\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242.py"
new file mode 100644
index 0000000..b7ce48f
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_1\345\217\240\345\212\240\351\253\230\346\226\257\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242.py"
@@ -0,0 +1,53 @@
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+import random
+
+# 4-1
+def gasuss_noise(image, mean=0, var=0.02):
+ image = np.array(image/255, dtype=float)
+ noise = np.random.normal(mean, var ** 0.5, image.shape)
+ out = image + noise
+ if out.min() < 0:
+ low_clip = -1.
+ else:
+ low_clip = 0.
+ out = np.clip(out, low_clip, 1.0)
+ out = np.uint8(out*255)
+ return out
+
+
+def shrink(img, size):
+ h, w = img.shape[:2]
+ return cv2.resize(img, (w//size, h//size))
+
+
+img1 = cv2.imread('../image/pic1.jpg', 0)
+
+img1 = shrink(img1, 4)
+img2 = gasuss_noise(img1)
+img3 = cv2.blur(img2, (5, 5))
+img4 = cv2.medianBlur(img2, 3)
+
+
+plt.figure('show image')
+plt.subplot(2, 2, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(2, 2, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('gasuss noise image')
+plt.axis('off')
+
+plt.subplot(2, 2, 3)
+plt.imshow(img3, cmap='gray')
+plt.title('mean filter')
+
+plt.subplot(2, 2, 4)
+plt.imshow(img4, cmap='gray')
+plt.title('median filter')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_2\345\217\240\345\212\240\346\244\222\347\233\220\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_2\345\217\240\345\212\240\346\244\222\347\233\220\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242.py"
new file mode 100644
index 0000000..e48ca41
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_2\345\217\240\345\212\240\346\244\222\347\233\220\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242.py"
@@ -0,0 +1,48 @@
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+import random
+
+def PepperandSalt(src, percetage):
+ NoiseImg = src
+ NoiseNum = int(percetage*src.shape[0]*src.shape[1])
+ for i in range(NoiseNum):
+ randX = random.randint(0, src.shape[0]-1)
+ randY = random.randint(0, src.shape[1]-1)
+ if random.randint(0, 1) <= 0.5:
+ NoiseImg[randX, randY] = 0
+ else:
+ NoiseImg[randX, randY] = 255
+ return NoiseImg
+
+def shrink(img, size):
+ h, w = img.shape[:2]
+ return cv2.resize(img, (w//size, h//size))
+img1 = cv2.imread('../image/pic3.jpg', 0)
+img2 = PepperandSalt(shrink(img1, 4), 0.02)
+img3 = cv2.blur(img2, (5, 5))
+img4 = cv2.medianBlur(img2, 3)
+
+plt.figure('show image')
+plt.subplot(2, 2, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(2, 2, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('pepper salt noise image')
+plt.axis('off')
+
+plt.subplot(2, 2, 3)
+plt.imshow(img3, cmap='gray')
+plt.title('mean filter')
+plt.axis('off')
+
+plt.subplot(2, 2, 4)
+plt.imshow(img4, cmap='gray')
+plt.title('median filter')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_3\345\217\240\345\212\240\344\271\230\346\200\247\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242 .py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_3\345\217\240\345\212\240\344\271\230\346\200\247\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242 .py"
new file mode 100644
index 0000000..73ffc4b
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/4_3\345\217\240\345\212\240\344\271\230\346\200\247\345\231\252\345\243\260\345\271\266\346\273\244\346\263\242 .py"
@@ -0,0 +1,46 @@
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+import random
+import copy
+
+# 4-3
+def shrink(img, size):
+ h, w = img.shape[:2]
+ return cv2.resize(img, (w//size, h//size))
+
+img1 = cv2.imread('../image/pic66.jpg', cv2.IMREAD_UNCHANGED)
+img1 = cv2.cvtColor(img1, cv2.COLOR_BGR2RGB)
+
+img2 = copy.deepcopy(img1)
+rows, cols, chn = img2.shape
+for i in range(5000):
+ x = np.random.randint(0, rows)
+ y = np.random.randint(0, cols)
+ img2[x, y, :] = 255
+img3 = cv2.blur(img2, (5, 5))
+img4 = cv2.medianBlur(img2, 3)
+
+plt.figure('show image')
+plt.subplot(2, 2, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(2, 2, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('multiply noise image')
+plt.axis('off')
+
+plt.subplot(2, 2, 3)
+plt.imshow(img3, cmap='gray')
+plt.title('mean filter')
+plt.axis('off')
+
+plt.subplot(2, 2, 4)
+plt.imshow(img4, cmap='gray')
+plt.title('median filter')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_1\344\270\211\347\247\215\344\270\215\345\220\214\347\256\227\345\255\220\345\257\271\345\233\276\345\203\217\350\277\233\350\241\214\351\224\220\345\214\226\345\244\204\347\220\206.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_1\344\270\211\347\247\215\344\270\215\345\220\214\347\256\227\345\255\220\345\257\271\345\233\276\345\203\217\350\277\233\350\241\214\351\224\220\345\214\226\345\244\204\347\220\206.py"
new file mode 100644
index 0000000..5f7cf37
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_1\344\270\211\347\247\215\344\270\215\345\220\214\347\256\227\345\255\220\345\257\271\345\233\276\345\203\217\350\277\233\350\241\214\351\224\220\345\214\226\345\244\204\347\220\206.py"
@@ -0,0 +1,33 @@
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+from skimage import data, io, filters, color,exposure
+
+img1 = io.imread('../image/pic2.jpg', as_gray=True)
+img2=filters.sobel_v(img1)
+img3=filters.prewitt_v(img1)
+img4=filters.laplace(img1)
+
+plt.figure('show image')
+plt.subplot(2, 2, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(2, 2, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('sobel image')
+plt.axis('off')
+
+plt.subplot(2, 2, 3)
+plt.imshow(img3, cmap='gray')
+plt.title('prewitt image')
+plt.axis('off')
+
+plt.subplot(2, 2, 4)
+plt.imshow(img4, cmap='gray')
+plt.title('laplace image')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_2\351\224\220\345\214\226\347\251\272\351\227\264\346\273\244\346\263\242.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_2\351\224\220\345\214\226\347\251\272\351\227\264\346\273\244\346\263\242.py"
new file mode 100644
index 0000000..3ed227b
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_2\351\224\220\345\214\226\347\251\272\351\227\264\346\273\244\346\263\242.py"
@@ -0,0 +1,24 @@
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+from skimage import data, io, filters, color, exposure
+from scipy.signal import convolve2d as conv2
+
+# 5-2
+img1 = cv2.imread('../image/pic4.jpg',0)
+psf=np.array([[1, 1, 1], [1, -8, 1], [1, 1, 1]])/9
+img2=conv2(img1,psf,'same')
+
+plt.figure('show image')
+plt.subplot(1, 2, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(1, 2, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('laplace image')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_3\344\272\247\347\224\237\344\273\273\344\270\200\345\245\207\346\225\260\345\260\272\345\257\270n\347\232\204\346\213\211\346\231\256\346\213\211\346\226\257\347\256\227\345\255\220.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_3\344\272\247\347\224\237\344\273\273\344\270\200\345\245\207\346\225\260\345\260\272\345\257\270n\347\232\204\346\213\211\346\231\256\346\213\211\346\226\257\347\256\227\345\255\220.py"
new file mode 100644
index 0000000..a37754a
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_3\344\272\247\347\224\237\344\273\273\344\270\200\345\245\207\346\225\260\345\260\272\345\257\270n\347\232\204\346\213\211\346\231\256\346\213\211\346\226\257\347\256\227\345\255\220.py"
@@ -0,0 +1,6 @@
+# 5-3
+import numpy as np
+def genlaplacian(n):
+ matrix = np.ones((n, n), dtype=np.int)
+ matrix[n//2][n//2] = 1-n*n
+ return matrix
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_4\347\232\204\346\213\211\346\231\256\346\213\211\346\226\257\347\256\227\345\255\220\345\257\271blurry_moon.tif\350\277\233\350\241\214\351\224\220\345\214\226\346\273\244\346\263\242.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_4\347\232\204\346\213\211\346\231\256\346\213\211\346\226\257\347\256\227\345\255\220\345\257\271blurry_moon.tif\350\277\233\350\241\214\351\224\220\345\214\226\346\273\244\346\263\242.py"
new file mode 100644
index 0000000..dbcd669
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/5_4\347\232\204\346\213\211\346\231\256\346\213\211\346\226\257\347\256\227\345\255\220\345\257\271blurry_moon.tif\350\277\233\350\241\214\351\224\220\345\214\226\346\273\244\346\263\242.py"
@@ -0,0 +1,47 @@
+# 5-4
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+from skimage import data, io, filters, color, exposure
+from scipy.signal import convolve2d as conv2
+
+
+def genlaplacian(n):
+ matrix = np.ones((n, n), dtype=np.int)
+ matrix[n//2][n//2] = 1-n*n
+ return matrix
+
+img1 = io.imread('../image/pic66.jpg', as_gray=True)
+img2 = conv2(img1, genlaplacian(5)/25, 'same')
+img3 = conv2(img1, genlaplacian(9)/81, 'same')
+img4 = conv2(img1, genlaplacian(15)/225, 'same')
+img5 = conv2(img1, genlaplacian(25)/625, 'same')
+
+plt.figure('show image')
+plt.subplot(2, 3, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(2, 3, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('laplace 5x5 image')
+plt.axis('off')
+
+plt.subplot(2, 3, 3)
+plt.imshow(img3, cmap='gray')
+plt.title('laplace 9x9 image')
+plt.axis('off')
+
+plt.subplot(2, 3, 4)
+plt.imshow(img4, cmap='gray')
+plt.title('laplace 15x15 image')
+plt.axis('off')
+
+plt.subplot(2, 3, 5)
+plt.imshow(img5, cmap='gray')
+plt.title('laplace 25x25 image')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_1\351\207\207\347\224\250\344\270\215\345\220\214\347\232\204\346\242\257\345\272\246\347\256\227\345\255\220\345\257\271blurry_moon.tif\350\277\233\350\241\214\351\224\220\345\214\226\346\273\244\346\263\242.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_1\351\207\207\347\224\250\344\270\215\345\220\214\347\232\204\346\242\257\345\272\246\347\256\227\345\255\220\345\257\271blurry_moon.tif\350\277\233\350\241\214\351\224\220\345\214\226\346\273\244\346\263\242.py"
new file mode 100644
index 0000000..c347361
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_1\351\207\207\347\224\250\344\270\215\345\220\214\347\232\204\346\242\257\345\272\246\347\256\227\345\255\220\345\257\271blurry_moon.tif\350\277\233\350\241\214\351\224\220\345\214\226\346\273\244\346\263\242.py"
@@ -0,0 +1,47 @@
+# 5-5
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+from skimage import data, io, filters, color, exposure
+from scipy.signal import convolve2d as conv2
+
+img1 = io.imread('../image/pic2.jpg', as_gray=True)
+img2 = filters.laplace(img1)
+img3=filters.prewitt(img1)
+img4=filters.roberts(img1)
+img5=filters.sobel(img1)
+img6=filters.scharr(img1)
+
+plt.figure('show image')
+plt.subplot(2, 3, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(2, 3, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('operator1 image')
+plt.axis('off')
+
+plt.subplot(2, 3, 3)
+plt.imshow(img3, cmap='gray')
+plt.title('operator2 image')
+plt.axis('off')
+
+plt.subplot(2, 3, 4)
+plt.imshow(img4, cmap='gray')
+plt.title('operator3 image')
+plt.axis('off')
+
+plt.subplot(2, 3, 5)
+plt.imshow(img5, cmap='gray')
+plt.title('operator4 image')
+plt.axis('off')
+
+plt.subplot(2, 3, 6)
+plt.imshow(img5, cmap='gray')
+plt.title('operator5 image')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_2\351\207\207\347\224\250\344\270\211\347\247\215\344\270\215\345\220\214\347\256\227\345\255\220\346\243\200\346\265\213\345\233\276\345\203\217\350\276\271\347\274\230.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_2\351\207\207\347\224\250\344\270\211\347\247\215\344\270\215\345\220\214\347\256\227\345\255\220\346\243\200\346\265\213\345\233\276\345\203\217\350\276\271\347\274\230.py"
new file mode 100644
index 0000000..4c61507
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_2\351\207\207\347\224\250\344\270\211\347\247\215\344\270\215\345\220\214\347\256\227\345\255\220\346\243\200\346\265\213\345\233\276\345\203\217\350\276\271\347\274\230.py"
@@ -0,0 +1,36 @@
+# 6-1
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+from skimage import data, io, filters, color, exposure,feature
+from scipy.signal import convolve2d as conv2
+
+
+img1 = io.imread('../image/pic66.jpg', as_gray=True)
+img2=filters.prewitt(img1)
+img3=filters.scharr(img1)
+img4=feature.canny(img1)
+
+plt.figure('show image')
+plt.subplot(2, 2, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(2, 2, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('prewitt image')
+plt.axis('off')
+
+plt.subplot(2, 2, 3)
+plt.imshow(img3, cmap='gray')
+plt.title('zerocross image')
+plt.axis('off')
+
+plt.subplot(2, 2, 4)
+plt.imshow(img4, cmap='gray')
+plt.title('canny image')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_3\351\200\211\347\224\250\345\217\214\345\263\260\346\263\225\345\257\271\345\233\276\345\203\217\350\277\233\350\241\214\345\210\206\345\211\262.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_3\351\200\211\347\224\250\345\217\214\345\263\260\346\263\225\345\257\271\345\233\276\345\203\217\350\277\233\350\241\214\345\210\206\345\211\262.py"
new file mode 100644
index 0000000..7a1b5d3
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/6_3\351\200\211\347\224\250\345\217\214\345\263\260\346\263\225\345\257\271\345\233\276\345\203\217\350\277\233\350\241\214\345\210\206\345\211\262.py"
@@ -0,0 +1,25 @@
+# 6-2
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+import cv2
+from skimage import data, io, filters, color, exposure, feature
+from scipy.signal import convolve2d as conv2
+
+
+img1 = io.imread('../image/pic66.jpg', as_gray=True)
+thresh = filters.threshold_otsu(img1)
+img2 = (img1 <= thresh)*1.0
+
+plt.figure('show image')
+plt.subplot(1, 2, 1)
+plt.imshow(img1, cmap='gray')
+plt.title('original image')
+plt.axis('off')
+
+plt.subplot(1, 2, 2)
+plt.imshow(img2, cmap='gray')
+plt.title('translated image')
+plt.axis('off')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/7.\345\205\266\346\225\264\344\275\223\345\217\230\346\232\227\346\230\276\347\244\272\344\270\244\345\271\205\345\233\276\345\203\217\347\232\204\347\233\264\346\226\271\345\233\276.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/7.\345\205\266\346\225\264\344\275\223\345\217\230\346\232\227\346\230\276\347\244\272\344\270\244\345\271\205\345\233\276\345\203\217\347\232\204\347\233\264\346\226\271\345\233\276.py"
new file mode 100644
index 0000000..687c932
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/7.\345\205\266\346\225\264\344\275\223\345\217\230\346\232\227\346\230\276\347\244\272\344\270\244\345\271\205\345\233\276\345\203\217\347\232\204\347\233\264\346\226\271\345\233\276.py"
@@ -0,0 +1,18 @@
+from PIL import Image, ImageChops
+import matplotlib.pyplot as plt
+import numpy as np
+# 3-2
+img = Image.open('../image/pic1.jpg')
+img1 = np.array(img.convert('L')).flatten()
+img2 = np.array(img.convert('L').point(lambda p: p * 0.5)).flatten()
+
+plt.figure('show image')
+plt.subplot(1, 2, 1)
+plt.hist(img1, bins=256, normed=1, color='blue', alpha=0.75)
+plt.title('original image')
+
+plt.subplot(1, 2, 2)
+plt.hist(img2, bins=256, normed=1, color='blue', alpha=0.75)
+plt.title('darker image')
+
+plt.show()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/imageadd.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/imageadd.py"
new file mode 100644
index 0000000..6549a1b
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/imageadd.py"
@@ -0,0 +1,34 @@
+import cv2 as cv
+import numpy as np
+from matplotlib import pyplot as plt
+
+def matplotlib_multi_pic2(img):
+ # 如果总图片个数不超过10，用快速的方法
+ for i in range(6):##将通道按照bgr的顺序组合,否则颜色失真
+ b, g, r = cv.split(img[i])
+ img[i] = cv.merge([r, g, b])
+ plt.subplot(321), plt.imshow(img[0]), plt.title("origin1")
+ plt.subplot(322), plt.imshow(img[1]), plt.title("origin2")
+ plt.subplot(323), plt.imshow(img[2]), plt.title("add")
+ plt.subplot(324), plt.imshow(img[3]), plt.title("substarct")
+ plt.subplot(325), plt.imshow(img[4]), plt.title("mutilpate")
+ plt.subplot(326), plt.imshow(img[5]), plt.title("divide")
+
+ plt.show()
+img1 = cv.imread('../image/pic66.jpg')
+img2 = cv.imread('../image/pic2.jpg')
+res1=cv.resize(img1,(320,320),interpolation=cv.INTER_CUBIC)
+res2=cv.resize(img2,(320,320),interpolation=cv.INTER_CUBIC)##立方插值
+imgadd = cv.addWeighted(res1,0.5,res2,0.5,0.5)##亮度
+imgsubtracted=cv.subtract(res1,res2)
+imgmultiply=cv.multiply(res1,res2)
+imgdivide=cv.divide(res1,res2)
+imgs=[res1,res2,imgadd,imgsubtracted,imgmultiply,imgdivide]##图片数组
+matplotlib_multi_pic2(imgs)
+# cv.imshow("origi1",res1)
+# cv.imshow("origi2",res2)
+# cv.imshow("add",imgadd)
+# cv.imshow("substract",imgsubtracted)
+# cv.imshow("multiply",imgmultiply)
+# cv.imshow("divide",imgdivide)
+# cv.waitKey(10000)
\ No newline at end of file
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test1.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test1.py"
new file mode 100644
index 0000000..7813f59
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test1.py"
@@ -0,0 +1,23 @@
+import cv2 as cv
+import numpy as np
+from matplotlib import pyplot as plt
+img=cv.imread("../image/pic.jpg",0)##读取图片的灰度图
+imgorigil=cv.imread("../image/pic.jpg",1)##原始图像
+imgorigil=cv.resize(imgorigil,(200,255))##重置大小
+img=cv.resize(img,(200,255))
+
+new = cv.resize(img, (200,255), interpolation=cv.INTER_CUBIC)
+another_new0 = cv.flip(new, 0)
+another_new1 = cv.flip(new, 1)##方向旋转
+another_new_1 = cv.flip(new, -1)
+
+ret, binary = cv.threshold(new, 200, 255, cv.THRESH_BINARY)##二值化
+print("threshold value %s"%ret)
+
+imgs = np.hstack([new ,binary ])##灰度图而二值图合并
+# 展示多个
+cv.imshow("original",imgorigil)##显示原始图片
+cv.imshow("green and binary", imgs)##显示灰度图和二值图
+cv.waitKey(10000)
+
+
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test1_3.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test1_3.py"
new file mode 100644
index 0000000..4de78a1
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test1_3.py"
@@ -0,0 +1,56 @@
+import cv2 as cv
+import numpy as np
+from matplotlib import pyplot as plt
+fn = "../image/pic2.jpg"
+print (u'显示原图')
+img = cv.imread(fn)
+imgdark=cv.resize(img,(300,300))
+imgorigil=cv.resize(img,(300,300))
+imglight=cv.resize(img,(300,300))
+imgfupian=cv.resize(img,(300,300))
+print (u'正在处理中')
+def matplotlib_multi_pic2(img):
+ # 如果总图片个数不超过10，用快速的方法
+ for i in range(4):##将通道按照bgr的顺序组合,否则颜色失真
+ b, g, r = cv.split(img[i])
+ img[i] = cv.merge([r, g, b])
+ plt.subplot(221), plt.imshow(img[0]), plt.title("origin")
+ plt.subplot(222), plt.imshow(img[1]), plt.title("dark")
+ plt.subplot(223), plt.imshow(img[2]), plt.title("light")
+ plt.subplot(224), plt.imshow(img[3]), plt.title("fupian")
+ plt.show()
+
+def fupianimg(img):
+ w = img.shape[1]
+ h = img.shape[0]
+
+ # 生成负片
+ b, g, r = cv.split(img)
+ b = 255 - b
+ g = 255 - g
+ r = 255 - r # 直接通过索引改变色彩分量
+ img[:, :, 0] = b
+ img[:, :, 1] = g
+ img[:, :, 2] = r
+
+def changeimg(img,value):##变暗
+ w = img.shape[1]
+ h = img.shape[0]
+ # 全部变暗
+ for xi in range(0,w):
+ for xj in range(0,h):
+ #将像素值整体减少，设为原像素值的(1+value)
+ img[xj,xi,0]=int(img[xj,xi,0]*value)
+ img[xj,xi,1]=int(img[xj,xi,1]*value)
+ img[xj,xi,2]=int(img[xj,xi,2]*value)
+changeimg(imgdark,0.4)##变暗
+imglight=cv.addWeighted(imglight,0.8,imglight,0.8,0.5)##变亮
+fupianimg(imgfupian)
+imgs=[imgorigil,imgdark,imglight,imgfupian]
+matplotlib_multi_pic2(imgs)
+# cv.imshow('original',imgorigil)
+# cv.imshow('dark', imgdark)
+# cv.imshow('light',imglight)
+# cv.imshow('fupian',imgfupian)
+# cv.waitKey()
+# cv.destroyAllWindows()
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test2.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test2.py"
new file mode 100644
index 0000000..32023fa
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test2.py"
@@ -0,0 +1,46 @@
+import cv2 as cv
+import numpy as np
+from matplotlib import pyplot as plt
+img = cv.imread("../image/pic1.jpg", 0)
+img = cv.resize(img, (328,328))
+imgInfo = img.shape
+height = imgInfo[0]
+width = imgInfo[1]
+#mode = imgInfo[2]
+
+imgyidong = np.zeros(imgInfo, np.uint8)
+
+for i in range( height ):
+ for j in range( width - 100 ):
+ imgyidong[i, j + 100] = img[i, j]
+# cv.imshow('original',img)
+# cv.imshow('yidong', imgyidong)
+# cv.waitKey(1000)
+
+
+##原图的傅里叶变换
+
+img = cv.imread('../image/pic1.jpg', 0)
+f = np.fft.fft2(img)
+fshift = np.fft.fftshift(f)
+magnitude_spectrum = 20 * np.log(np.abs(fshift))
+
+plt.subplot(221),plt.imshow(img, cmap = 'gray')
+plt.title('Input Image'), plt.xticks([]), plt.yticks([])
+plt.subplot(222),plt.imshow(magnitude_spectrum, cmap = 'gray')
+plt.title('original F'), plt.xticks([]), plt.yticks([])
+#plt.show()
+
+##平移的傅里叶变换
+
+f = np.fft.fft2(imgyidong)
+fshift = np.fft.fftshift(f)
+magnitude_spectrum = 20 * np.log(np.abs(fshift))
+
+plt.subplot(223),plt.imshow(imgyidong, cmap = 'gray')
+plt.title('move'), plt.xticks([]), plt.yticks([])
+plt.subplot(224),plt.imshow(magnitude_spectrum, cmap = 'gray')
+plt.title('move F'), plt.xticks([]), plt.yticks([])
+plt.show()
+
+
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test2_2.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test2_2.py"
new file mode 100644
index 0000000..f717972
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test2_2.py"
@@ -0,0 +1,39 @@
+import cv2 as cv
+import numpy as np
+from matplotlib import pyplot as plt
+img = cv.imread("../image/pic1.jpg", 0)
+img = cv.resize(img, (328,328))
+imgInfo = img.shape
+height = imgInfo[0]
+width = imgInfo[1]
+#mode = imgInfo[2]
+
+trans_img = cv.transpose( img )
+xuanzhuan = cv.flip(trans_img, -1)##方向旋转
+
+##原图的傅里叶变换
+
+img = cv.imread('../image/pic1.jpg', 0)
+f = np.fft.fft2(img)
+fshift = np.fft.fftshift(f)
+magnitude_spectrum = 20 * np.log(np.abs(fshift))
+
+plt.subplot(221),plt.imshow(img, cmap = 'gray')
+plt.title('Input Image'), plt.xticks([]), plt.yticks([])
+plt.subplot(222),plt.imshow(magnitude_spectrum, cmap = 'gray')
+plt.title('original F'), plt.xticks([]), plt.yticks([])
+#plt.show()
+
+##平移的傅里叶变换
+
+f = np.fft.fft2(xuanzhuan)
+fshift = np.fft.fftshift(f)
+magnitude_spectrum = 20 * np.log(np.abs(fshift))
+
+plt.subplot(223),plt.imshow(xuanzhuan, cmap = 'gray')
+plt.title('xuanzhuan'), plt.xticks([]), plt.yticks([])
+plt.subplot(224),plt.imshow(magnitude_spectrum, cmap = 'gray')
+plt.title('xuanzhuan F'), plt.xticks([]), plt.yticks([])
+plt.show()
+
+
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test3_2.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test3_2.py"
new file mode 100644
index 0000000..fc0f5a3
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test3_2.py"
@@ -0,0 +1,26 @@
+#encoding:utf-8
+import cv2
+import numpy as np
+import matplotlib.pyplot as plt
+
+def Contrast_and_Brightness(alpha, beta, img):##变亮
+ blank = np.zeros(img.shape, img.dtype)
+ # dst = alpha * img + beta * blank
+ dst = cv2.addWeighted(img, alpha, blank, 1-alpha, beta)
+ return dst
+
+src = cv2.imread('../image/pic.jpg',0)
+img=cv2.resize(src,(300,300))
+cv2.imshow("img", img)
+
+imgliang=Contrast_and_Brightness(0.6,5,img)
+cv2.imshow("an",imgliang)
+cv2.waitKey(4000)
+cv2.destroyAllWindows()
+plt.hist(img.ravel(), 256)
+plt.ylim((0,1000))
+plt.show()
+plt.hist(imgliang.ravel(), 256)
+plt.ylim(0,1000)
+plt.show()
+cv2.waitKey(10000)
\ No newline at end of file
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test3_3.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test3_3.py"
new file mode 100644
index 0000000..75ee701
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test3_3.py"
@@ -0,0 +1,34 @@
+import cv2 as cv
+import numpy as np
+import matplotlib.pyplot as plt
+
+def equalHist_demo(image):
+ '''全局直方图的图像增强'''
+ gray=cv.cvtColor(image,cv.COLOR_BGR2GRAY)#图像增强必须要转灰度图
+ dst=cv.equalizeHist(gray) #全局直方图，整体进行图像增强，可能会坏事，不够灵活
+ cv.imshow('equalizeHist',dst)
+
+def clahe_demo(image):
+ '''局部直方图的图像增强'''
+ # gray = cv.cvtColor(image, cv.COLOR_BGR2GRAY) # 图像增强必须要转灰度图
+ gray=image
+ clahe= cv.createCLAHE(clipLimit=4.0,tileGridSize=(5,5)) #定义CLAHE
+ dst=clahe.apply(gray)
+ cv.imshow('CLAHE', dst)
+ return dst
+
+
+src=cv.imread('../image/pic.jpg')
+src=cv.resize(src,(300,300))
+src=cv.cvtColor(src,cv.COLOR_BGR2GRAY)
+cv.imshow('src',src)
+# equalHist_demo(src)
+dst=clahe_demo(src)
+cv.waitKey(0)
+cv.destroyAllWindows()
+plt.hist(src.ravel(), 256)
+plt.ylim(0,2000)
+plt.show()
+plt.hist(dst.ravel(), 256)
+plt.ylim(0,2000)
+plt.show()
\ No newline at end of file
diff --git a/friend.txt "b/\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test3_4.py"
similarity index 100%
rename from friend.txt
rename to "\346\225\260\345\255\227\345\233\276\345\203\217/opcv/test3_4.py"
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/__init__.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/__init__.py"
new file mode 100644
index 0000000..38653f1
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/__init__.py"
@@ -0,0 +1,25 @@
+import numpy as np
+from scipy.optimize import leastsq#最小二乘法运算库
+import matplotlib.pyplot as plt
+xi=np.array([8.19,2.72,6.39,8.71,4.7,2.66,3.87])
+yi=np.array([7.01,2.78,6.47,6.71,4.1,4.23,4.26])
+def func(p,x):
+ k,b=p
+ print('K:',k,'B:',b)
+ return k*x+b
+def error(p,x,y):
+
+ return func(p,x)-y
+p0=[100,2]
+
+Para=leastsq(error,p0,args=(xi,yi))
+print(Para)
+k,b=Para[0]
+print("k=",k,"b=",b)
+plt.figure(figsize=(8,6))
+plt.scatter(xi,yi,color='red',label='sample point',linewidths=2)
+x=np.linspace(1,10,1000)#k,b已经确定，两点确定一个直线
+y=k*x+b
+plt.plot(x,y,color='orange',label='fitting line' ,linewidth=2)
+plt.legend()
+plt.show()
\ No newline at end of file
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/test2.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/test2.py"
new file mode 100644
index 0000000..4e8fbe1
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/test2.py"
@@ -0,0 +1,69 @@
+##最小二乘法
+import numpy as np ##科学计算库
+import scipy as sp ##在numpy基础上实现的部分算法库
+import matplotlib.pyplot as plt ##绘图库
+from scipy.optimize import leastsq ##引入最小二乘法算法
+
+'''
+ 设置样本数据，真实数据需要在这里处理
+'''
+##样本数据(Xi,Yi)，需要转换成数组(列表)形式
+Xi = np.array([6.19, 2.51, 7.29, 7.01, 5.7, 2.66, 3.98, 2.5, 9.1, 4.2])
+Yi = np.array([5.25, 2.83, 6.41, 6.71, 5.1, 4.23, 5.05, 1.98, 10.5, 6.3])
+
+'''
+ 设定拟合函数和偏差函数
+ 函数的形状确定过程：
+ 1.先画样本图像
+ 2.根据样本图像大致形状确定函数形式(直线、抛物线、正弦余弦等)
+'''
+
+
+##需要拟合的函数func :指定函数的形状
+def func(p, x):
+ k, b = p
+ return k * x + b
+
+
+##偏差函数：x,y都是列表:这里的x,y更上面的Xi,Yi中是一一对应的
+def error(p, x, y):
+ return func(p, x) - y
+
+
+'''
+ 主要部分：附带部分说明
+ 1.leastsq函数的返回值tuple，第一个元素是求解结果，第二个是求解的代价值(个人理解)
+ 2.官网的原话（第二个值）：Value of the cost function at the solution
+ 3.实例：Para=>(array([ 0.61349535, 1.79409255]), 3)
+ 4.返回值元组中第一个值的数量跟需要求解的参数的数量一致
+'''
+
+# k,b的初始值，可以任意设定,经过几次试验，发现p0的值会影响cost的值：Para[1]
+p0 = [1, 20]
+
+# 把error函数中除了p0以外的参数打包到args中(使用要求)
+Para = leastsq(error, p0, args=(Xi, Yi))
+
+# 读取结果
+k, b = Para[0]
+print("k=", k, "b=", b)
+print("cost：" + str(Para[1]))
+print("求解的拟合直线为:")
+print("y=" + str(round(k, 2)) + "x+" + str(round(b, 2)))
+
+'''
+ 绘图，看拟合效果.
+ matplotlib默认不支持中文，label设置中文的话需要另行设置
+ 如果报错，改成英文就可以
+'''
+
+# 画样本点
+plt.figure(figsize=(8, 6)) ##指定图像比例： 8：6
+plt.scatter(Xi, Yi, color="green", label="point", linewidth=2)
+
+# 画拟合直线
+x = np.linspace(0, 12, 100) ##在0-15直接画100个连续点
+y = k * x + b ##函数式
+plt.plot(x, y, color="red", label="string", linewidth=2)
+plt.legend(loc='lower right') # 绘制图例
+plt.show()
\ No newline at end of file
diff --git "a/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/test3.py" "b/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/test3.py"
new file mode 100644
index 0000000..e7d3030
--- /dev/null
+++ "b/\346\225\260\345\255\227\345\233\276\345\203\217/scpicytest/test3.py"
@@ -0,0 +1,65 @@
+##最小二乘法
+import numpy as np ##科学计算库
+import scipy as sp ##在numpy基础上实现的部分算法库
+import matplotlib.pyplot as plt ##绘图库
+from scipy.optimize import leastsq ##引入最小二乘法算法
+from bs4 import BeautifulSoup
+import requests
+
+#获取数据
+#print("请输入学号")
+id='10000000412'
+url="http://www.overlove.xin/ssm/pastrank?id="+id#+"&type=classrank"
+req=requests.get(url)
+dates=req.json()
+score=[]
+rank=[]
+index=[]
+i=0
+for date in dates:
+ score.append(int(date['sumscore']))
+ rank.append(int(date['rank1']))
+ index.append(i)
+ i+=1
+#样本数据(Xi,Yi)，需要转换成数组(列表)形式
+Xi = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9])
+Yi = np.array([5.25, 2.83, 6.41, 6.71, 5.1, 4.23, 5.05, 1.98, 10.5])
+Xi=np.array(index)
+Yi=np.array(rank)
+
+
+##需要拟合的函数func :指定函数的形状
+def func(p, x):
+ k, b = p
+ return k * x + b
+##偏差函数：x,y都是列表:这里的x,y更上面的Xi,Yi中是一一对应的
+def error(p, x, y):
+ return func(p, x) - y
+# k,b的初始值，可以任意设定,经过几次试验，发现p0的值会影响cost的值：Para[1]
+p0 = [100, 2]
+
+# 把error函数中除了p0以外的参数打包到args中(使用要求)
+Para = leastsq(error, p0, args=(Xi, Yi))
+
+# 读取结果
+k, b = Para[0]
+# print("k=", k, "b=", b)
+# print("cost：" + str(Para[1]))
+# print("求解的拟合直线为:")
+# print("y=" + str(round(k, 2)) + "x+" + str(round(b, 2)))
+
+# 画样本点
+plt.figure(figsize=(8, 6)) ##指定图像比例： 8：6
+plt.scatter(Xi, Yi,color="red", label='sample point', linewidths=3)
+#添加新的点
+len=len(index)
+Xnew=len
+Ynew=Xnew*k+b
+plt.scatter(Xnew,Ynew,color='green',label='forecast point',linewidths=3)
+# 画拟合直线
+x = np.linspace(0, 8, 1000) ##在0-15直接画100个连续点
+y = k * x + b ##函数式
+plt.plot(x,y, color='orange', label='fitting line', linewidth=1)
+plt.ylim(0,500)
+plt.legend() # 绘制图例
+plt.show()
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/17\347\264\240\346\235\220/__init__.py" "b/\347\210\254\350\231\253/Include/17\347\264\240\346\235\220/__init__.py"
new file mode 100644
index 0000000..dc5670c
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/17\347\264\240\346\235\220/__init__.py"
@@ -0,0 +1,7 @@
+import requests
+
+url='https://www.17sucai.com/preview/1750622/2019-09-22/growth/index.html'
+header={'user-agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36'
+ }
+req=requests.get(url,verify=False)
+print(req.text)
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/B\347\253\231/btest.py" "b/\347\210\254\350\231\253/Include/B\347\253\231/btest.py"
new file mode 100644
index 0000000..e6b51e7
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/B\347\253\231/btest.py"
@@ -0,0 +1,18 @@
+import requests
+from bs4 import BeautifulSoup
+import json
+import urllib.parse
+## 只需要更改page
+url="https://s.search.bilibili.com/cate/search?callback=jqueryCallback_bili_&main_ver=v3&search_type=video&view_type=hot_rank&order=click©_right=-1&cate_id=17&pagesize=20&jsonp=jsonp&time_from=20190716&time_to=20190723&_=1"
+data={'page':1}
+for page in range(1,10):
+ data['page']=page
+ req=requests.get(url,data=data)
+ res=req.text
+ res=res.replace("jqueryCallback_bili_","")
+ print(res)
+ res=res[1:(len(res)-1)]
+ res=json.loads(res)
+ result=res['result']
+ for val in result:
+ print(val['author'],'播放：',val['play'],'喜欢',val['favorites'],'review',val['review'])
diff --git "a/\347\210\254\350\231\253/Include/csdn/change_text_type.py" "b/\347\210\254\350\231\253/Include/csdn/change_text_type.py"
new file mode 100644
index 0000000..a99f0b5
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/csdn/change_text_type.py"
@@ -0,0 +1,149 @@
+import requests
+from bs4 import BeautifulSoup
+import json
+import threading
+from queue import Queue
+queue= Queue()
+header={'user-agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+ 'referer':'https://passport.csdn.net/login',
+ 'origin':'https://passport.csdn.net',
+ 'content-Type':'application/json;charset=UTF-8',
+ 'x-requested-with':'XMLHttpRequest',
+ 'accept':'application/json, text/plain, */*',
+ 'accept-encoding':'gzip, deflate, br',
+ 'accept-language':'zh-CN,zh;q=0.9',
+ 'connection': 'keep-alive'
+ ,'Host': 'passport.csdn.net'
+ }
+data={"loginType":"1","pwdOrVerifyCode":"",' \
+ '"userIdentification":"","uaToken":"",' \
+ '"webUmidToken":""}
+cookies=""
+type='public'
+## 登录
+def login(usename,password):
+ global cookies
+ global data
+ loginurl = 'https://passport.csdn.net/v1/register/pc/login/doLogin'
+ data['userIdentification']=usename
+ data['pwdOrVerifyCode']=password
+ data=str(data)
+ print(data)
+ req = requests.post(loginurl, data=data, headers=header)
+ cookies = requests.utils.dict_from_cookiejar(req.cookies)
+ res = req.text
+ print(req.status_code)
+ print(cookies)
+ url="https://blog.csdn.net/"+str(cookies['UN'])
+ return url
+#将url文章添加到queue
+def addurl(url):
+ req2 = requests.get(url, cookies=cookies)
+ soup = BeautifulSoup(req2.text, 'lxml')
+ ##获取页数
+ pagetotal = soup.select(".text-center")[0].get("title")
+ pagetotal = (int)(((int)(pagetotal) + 19) / 20);
+ print(pagetotal)
+ for index in range(pagetotal):
+ url2 = url+"/article/list/" + str(index + 1)
+ print(url2)
+ req = requests.get(url2, cookies=cookies)
+ soup = BeautifulSoup(req.text, 'lxml')
+ pages = soup.find(id='mainBox').find_all(attrs={'class': 'article-item-box'})
+ for page in pages:
+ try:
+ href = page.find("a").get("href")
+ id = href.split("/")
+ id = id[len(id) - 1]
+ print(href, id)
+ queue.put(id)
+ except Exception as e:
+ print(e)
+def addurl_by_type(url):
+ req2 = requests.get(url, cookies=cookies)
+ soup = BeautifulSoup(req2.text, 'lxml')
+ ##获取页数
+ pagetotal = soup.select(".text-center")[0].get("title")
+ pagetotal = (int)(((int)(pagetotal) + 19) / 20);
+ print(pagetotal)
+ for index in range(pagetotal):
+ url2 = url + "/" + str(index + 1)+"?"
+ print(url2)
+ req = requests.get(url2, cookies=cookies)
+ soup = BeautifulSoup(req.text, 'lxml')
+ pages = soup.find(id='mainBox').find_all(attrs={'class': 'article-item-box'})
+ for page in pages:
+ try:
+ href = page.find("a").get("href")
+ id = href.split("/")
+ id = id[len(id) - 1]
+ print(href, id)
+ queue.put(id)
+ except Exception as e:
+ print(e)
+
+def change(id):
+ global read_needType
+ url3 = "https://mp.csdn.net/mdeditor/" + str(id) + "#"
+ # req = requests.get(url3, cookies=cookies)
+ url = "https://mp.csdn.net/mdeditor/getArticle?id=" + str(id)
+ req = requests.get(url, cookies=cookies)
+ res = req.json()
+ data = res['data']
+ print(res)
+ data['readType'] = read_needType
+ #print(data['readType'])
+
+ url = "https://mp.csdn.net/mdeditor/saveArticle"
+ req = requests.post(url, cookies=cookies, data=data)
+ res = req.text
+ #print(res)
+
+class downspider(threading.Thread):
+ def __init__(self, threadname, que):
+ threading.Thread.__init__(self)
+ self.threadname = threadname
+ self.que = que
+ def run(self):
+ print('start thread' + self.threadname)
+ while True:
+ try:
+ print(self.name,end='')
+ id=queue.get()
+ change(id)
+ except Exception as e:
+ print(e)
+ break
+
+if __name__ == '__main__':
+ url=""
+ threads=[]
+ read_needType=['public','read_need_fans','read_need_vip']
+ name=input("name:")
+ password=input("password:")
+ print("type:\n1:全部可看 \n2关注可看 \n3vip会员可看")
+ value=input("请输入数字")
+ value=int(value)-1
+ read_needType=read_needType[value]
+ print("type:\n1:全部更改 \n2更改一个分类")
+ all_or_type=input("输入更改范围(数字)")
+ all_or_type=int(all_or_type)
+
+ if all_or_type==1:
+ url=login(name,password)
+ addurl(url)
+ else:
+ print("输入分类首页url：")
+ url=input("url:")
+ login(name,password)
+ addurl_by_type(url)
+ print(url)
+
+ threadList = ['thread-1', 'thread-2', 'thread-3', 'thread-4', 'thread-5']
+ for j in threadList:
+ thread = downspider(j, queue)
+ thread.start()
+ threads.append(thread)
+ for t in threads:
+ t.join()
+
diff --git "a/\347\210\254\350\231\253/Include/csdn/test.py" "b/\347\210\254\350\231\253/Include/csdn/getinfo.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/csdn/test.py"
rename to "\347\210\254\350\231\253/Include/csdn/getinfo.py"
diff --git "a/\347\210\254\350\231\253/Include/csdn/login.py" "b/\347\210\254\350\231\253/Include/csdn/login.py"
new file mode 100644
index 0000000..88e4099
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/csdn/login.py"
@@ -0,0 +1,37 @@
+import requests
+from bs4 import BeautifulSoup
+
+url='https://passport.csdn.net/v1/register/pc/login/doLogin'
+header={'user-agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+ 'referer':'https://passport.csdn.net/login?code=public',
+ 'origin':'https://passport.csdn.net',
+ 'content-Type':'application/json;charset=UTF-8',
+ 'x-requested-with':'XMLHttpRequest',
+ 'accept':'application/json, text/plain, */*',
+ 'accept-encoding':'gzip, deflate, br',
+ 'accept-language':'zh-CN,zh;q=0.9',
+ 'connection': 'keep-alive'
+ ,'Host': 'passport.csdn.net'
+ }
+s = requests.Session()#定义一个全局session
+url1='https://blog.csdn.net/'
+req=s.get(url1)
+
+cookies=requests.utils.dict_from_cookiejar(s.cookies)
+for va in cookies:
+ print(va)
+data='{"loginType":"1","pwdOrVerifyCode":"52cuihuini!",' \
+ '"userIdentification":"1315426911@qq.com","uaToken":"119#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",' \
+ '"webUmidToken":"T07ACF4C0E6DD05E0C2D5C01A0FA3D7D6CAA1628EBE9618A4698ACA4D53"}'
+req=s.post(url,data=data,headers=header)
+cookies = requests.utils.dict_from_cookiejar(s.cookies)
+res=req.text
+print(res)
+print(req.status_code)
+
+
+# url2='https://blog.csdn.net/nav/watchers'
+# req2=requests.get(url2,cookies=cookies)
+# soup=BeautifulSoup(req2.text,'lxml')
+#
+# print(soup.text)
diff --git "a/\347\210\254\350\231\253/Include/csdn/mobai.py" "b/\347\210\254\350\231\253/Include/csdn/mobai.py"
deleted file mode 100644
index 159e685..0000000
--- "a/\347\210\254\350\231\253/Include/csdn/mobai.py"
+++ /dev/null
@@ -1,12 +0,0 @@
-import requests
-from bs4 import BeautifulSoup
-header = {
- 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.3497.100 Safari/537.36',
- 'Cookie':'acw_tc=2760824715607559510924771ef86ea31609a042abdeb32a42b51c684bb64f; x-zp-client-id=1b9430ab-2602-4ed8-b8a2-5bdb7d6a0e78; isShowSalary=t; select_city_code=489; select_city_name=%E5%85%A8%E5%9B%BD; sajssdk_2015_cross_new_user=1; Hm_lvt_08e585d395455886ebe17d4b393b6523=1560755962; isShowDownload=f; Hm_lpvt_08e585d395455886ebe17d4b393b6523=1560756695; sts_deviceid=16b6474cb3a3b9-09c17de8e4bef4-1a29140e-2073600-16b6474cb3b71a; jobRiskWarning=true; sensorsdata2015jssdkcross=%7B%22distinct_id%22%3A%2216b644df12c433-0e9727c003282c-207a2549-341200-16b644df12d80f%22%2C%22%24device_id%22%3A%2216b644df12c433-0e9727c003282c-207a2549-341200-16b644df12d80f%22%2C%22props%22%3A%7B%22%24latest_traffic_source_type%22%3A%22%E7%9B%B4%E6%8E%A5%E6%B5%81%E9%87%8F%22%2C%22%24latest_referrer%22%3A%22%22%2C%22%24latest_referrer_host%22%3A%22%22%2C%22%24latest_search_keyword%22%3A%22%E6%9C%AA%E5%8F%96%E5%88%B0%E5%80%BC_%E7%9B%B4%E6%8E%A5%E6%89%93%E5%BC%80%22%7D%7D; ZPCITIESCLICKED=|635; LastCity=%E5%8D%97%E4%BA%AC; LastCity%5Fid=635; sts_sg=1; sts_sid=16b6474f17e8d6-068f25c51e25b7-1a29140e-2073600-16b6474f17fd1b; sts_chnlsid=Unknown; zp_src_url=https%3A%2F%2Fcompany.zhaopin.com%2FCZ219167780.htm; sou_experiment=unexperiment; ZP_OLD_FLAG=false; Hm_lvt_38ba284938d5eddca645bb5e02a02006=1560758528; Hm_lpvt_38ba284938d5eddca645bb5e02a02006=1560758528; ZL_REPORT_GLOBAL={%22company%22:{%22actionid%22:%22a40af7db-6f0c-47ba-a386-f05e858a61ca-company%22%2C%22funczone%22:%22hiring_jd%22}%2C%22//www%22:{%22seid%22:%22%22%2C%22actionid%22:%2228f00cc7-ac8d-49d4-92ed-c61c700bff80-cityPage%22}%2C%22sou%22:{%22actionid%22:%223fd31c57-25b6-4e69-9dd4-91708cd522c3-sou%22%2C%22funczone%22:%22smart_matching%22}}; sts_evtseq=9'
-}
-
-data={"pageIndex":7,"pageSize":20,"S_SOU_FULL_INDEX":"python","S_SOU_WORK_CITY":"538","at":"","rt":"","platform":7,"d":"b89414a2-9303-4681-8939-d78cf1722eed","channel":""}
-url='https://m.zhaopin.com/api/capi?capiUrl=position/search&x-zp-page-request-id=1faaa9a9e31b48408727df14500c75f9-1560756694516-139343&x-zp-client-id=1b9430ab-2602-4ed8-b8a2-5bdb7d6a0e78'
-req=requests.post(url,data=data,headers=header)
-res=req.json()
-print(res)
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/csdn/tesst.md" "b/\347\210\254\350\231\253/Include/csdn/tesst.md"
deleted file mode 100644
index c874a7d..0000000
--- "a/\347\210\254\350\231\253/Include/csdn/tesst.md"
+++ /dev/null
@@ -1,19 +0,0 @@
-
-# hello1
-* 大家号
-
-```java
-system.out.println("hello world");
-```
-|test|test|
-|-----|---|
-|gad|fsafsa|
-|gda|gda|
-[geada](http://biggsai.com)
-
-
-| 55 | 66 | |
-| ---- | ---- | ---- |
-| 你好 |text bigsai | |
-| 555 | | |
-| 666 | | |
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/csdn/test2.py" "b/\347\210\254\350\231\253/Include/csdn/test2.py"
deleted file mode 100644
index ffa8960..0000000
--- "a/\347\210\254\350\231\253/Include/csdn/test2.py"
+++ /dev/null
@@ -1,13 +0,0 @@
-import requests
-from bs4 import BeautifulSoup
-
-url='https://blog.csdn.net/qq_40693171'
-req=requests.get(url)
-res=req.text#html 源码
-soup=BeautifulSoup(res,'lxml')#转为bea--对象
-node=soup.find(id='mainBox').find_all(attrs={'class':'article-item-box'})
-#print(node[1])
-for link in node:
- value=link.h4
- print(value.text)
-
diff --git "a/\347\210\254\350\231\253/Include/csdn/yx.xls" "b/\347\210\254\350\231\253/Include/csdn/yx.xls"
deleted file mode 100644
index 6488d60..0000000
Binary files "a/\347\210\254\350\231\253/Include/csdn/yx.xls" and /dev/null differ
diff --git "a/\347\210\254\350\231\253/Include/sourceforge/test.py" "b/\347\210\254\350\231\253/Include/sourceforge/test.py"
new file mode 100644
index 0000000..cda868a
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/sourceforge/test.py"
@@ -0,0 +1,20 @@
+import requests
+from bs4 import BeautifulSoup
+import json
+import urllib.parse
+
+
+url="https://sourceforge.net/p/corefonts/feature-requests/search/?q=%21status%3Awont-fix+%26%26+%21status%3Aclosed"
+req=requests.get(url)
+res=req.text
+soup=BeautifulSoup(res,'lxml')
+
+title=soup.find(attrs={'class':'long-title','itemprop':'name'}).text
+description=soup.find(attrs={'class':'summary'}).text
+status=soup.find(attrs={'class':'status-value'}).text
+table=soup.find(attrs={"class":"ticket-list"}).tbody
+
+print(title)
+print(description)
+print(status)
+print(table)
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/sourceforge/test2.py" "b/\347\210\254\350\231\253/Include/sourceforge/test2.py"
new file mode 100644
index 0000000..13ded22
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/sourceforge/test2.py"
@@ -0,0 +1,16 @@
+import requests
+from bs4 import BeautifulSoup
+import json
+import urllib.parse
+
+
+url="https://sourceforge.net/u/yuosef1/profile/"
+req=requests.get(url)
+res=req.text
+soup=BeautifulSoup(res,'lxml')
+
+
+name=soup.find(attrs={'itemprop':'name'}).text
+
+
+print(name)
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/base/gui.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/gui.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/gui.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/gui.py"
diff --git "a/\347\210\254\350\231\253/Include/base/str.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/str.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/str.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/str.py"
diff --git "a/\347\210\254\350\231\253/Include/base/test.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/test.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test.py"
diff --git "a/\347\210\254\350\231\253/Include/base/test1.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test1.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/test1.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test1.py"
diff --git "a/\347\210\254\350\231\253/Include/base/test2.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test2.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/test2.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test2.py"
diff --git "a/\347\210\254\350\231\253/Include/base/test3.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test3.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/test3.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test3.py"
diff --git "a/\347\210\254\350\231\253/Include/base/test4.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test4.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/test4.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/test4.py"
diff --git "a/\347\210\254\350\231\253/Include/base/testjson.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/testjson.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/testjson.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/testjson.py"
diff --git "a/\347\210\254\350\231\253/Include/base/threadtest.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/threadtest.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/threadtest.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/threadtest.py"
diff --git "a/\347\210\254\350\231\253/Include/base/\345\205\203\347\273\204.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/\345\205\203\347\273\204.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/\345\205\203\347\273\204.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/\345\205\203\347\273\204.py"
diff --git "a/\347\210\254\350\231\253/Include/base/\345\207\275\346\225\260.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/\345\207\275\346\225\260.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/\345\207\275\346\225\260.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/\345\207\275\346\225\260.py"
diff --git "a/\347\210\254\350\231\253/Include/base/\346\226\207\344\273\266.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/\346\226\207\344\273\266.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/\346\226\207\344\273\266.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/\346\226\207\344\273\266.py"
diff --git "a/\347\210\254\350\231\253/Include/base/\347\210\254\350\231\253.py" "b/\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/\347\210\254\350\231\253.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/base/\347\210\254\350\231\253.py"
rename to "\347\210\254\350\231\253/Include/\345\237\272\347\241\200\347\237\245\350\257\206/\347\210\254\350\231\253.py"
diff --git "a/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/itchat.pkl" "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/itchat.pkl"
index ccb354c..d96bcbb 100644
Binary files "a/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/itchat.pkl" and "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/itchat.pkl" differ
diff --git "a/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/toFiler.py" "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/toFiler.py"
new file mode 100644
index 0000000..c9a5ec6
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/toFiler.py"
@@ -0,0 +1,21 @@
+import itchat
+itchat.auto_login(hotReload=True)
+# friends=itchat.search_friends("18796011370")
+# print(friends[0])
+# username=friends[0]['UserName']
+# itchat.send('Hello, filehelper,54bigsai', toUserName=username)
+
+# isGroupChat=True表示为群聊消息
+#@itchat.msg_register([TEXT, SHARING], isGroupChat=True)
+
+# 注册消息响应事件，消息类型为itchat.content.TEXT，即文本消息
+@itchat.msg_register(itchat.content.TEXT)
+def text_reply(msg):
+ # 返回信息调用信息
+ text=msg['Text']
+ print(text,msg)
+ itchat.send('可以', toUserName=msg['ToUserName'])
+ return msg['Text']
+
+# 绑定消息响应事件后，让itchat运行起来，监听消息
+itchat.run()
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/translate.py" "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/translate.py"
new file mode 100644
index 0000000..94670ee
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/translate.py"
@@ -0,0 +1,103 @@
+#更多请关注公众号：bigsai
+import itchat
+import requests
+import hashlib
+import time
+import urllib.parse
+
+jud=False#默认是先不开启
+isreturn=False#是否回复
+To='en'#翻译成的语言默认是英语
+
+def nmd5(str):#md5加密
+ m = hashlib.md5()
+ b = str.encode(encoding='utf-8')
+ m.update(b)
+ str_md5 = m.hexdigest()
+ return str_md5
+def formdata(transtr):
+ # 待加密信息
+ global To
+ headerstr = '5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36'
+ bv=nmd5(headerstr)
+ ts=str(round(time.time()*1000))
+ salt=ts+'90'
+ strexample='fanyideskweb'+transtr+salt+'n%A-rKaT5fb[Gy?;N5@Tj'
+ sign=nmd5(strexample)
+ i=len(transtr)
+ dict={'i':transtr,'from':'AUTO','to':To,'smartresult': 'dict',
+ 'client':'fanyideskweb',
+ 'salt':salt,
+ 'sign':sign,
+ 'ts':ts,
+ 'bv':bv,
+ 'doctype':'json',
+ 'version':'2.1',
+ 'keyfrom':'fanyi.web',
+ 'action':'FY_BY_REALTlME'
+ }
+ return dict
+url='http://fanyi.youdao.com/translate_o?smartresult=dict&smartresult=rule'
+header={'User-Agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+ 'Referer':'http://fanyi.youdao.com/',
+ 'Origin': 'http://fanyi.youdao.com',
+ 'Content-Type':'application/x-www-form-urlencoded; charset=UTF-8',
+ 'X-Requested-With':'XMLHttpRequest',
+ 'Accept':'application/json, text/javascript, */*; q=0.01',
+ 'Accept-Encoding':'gzip, deflate',
+ 'Accept-Language':'zh-CN,zh;q=0.9',
+ 'Connection': 'keep-alive',
+ 'Host': 'fanyi.youdao.com',
+ 'cookie':'_ntes_nnid=937f1c788f1e087cf91d616319dc536a,1564395185984; OUTFOX_SEARCH_USER_ID_NCOO=; OUTFOX_SEARCH_USER_ID=-10218418@11.136.67.24; JSESSIONID=; ___rl__test__cookies=1'
+ }
+itchat.auto_login(hotReload=True)#登录
+
+
+# 注册消息响应事件，消息类型为itchat.content.TEXT，文本消息
+@itchat.msg_register(itchat.content.TEXT)
+def text_reply(msg):
+ # 返回信息调用信息
+ global jud
+ global To
+ global isreturn
+ text=msg['Text']
+ dict = formdata(text)
+ if "翻译模式" in text:
+ isreturn =True
+ elif "停止翻译" in text:
+ isreturn=False
+ if "开始" in text:
+ jud=True
+ elif "停止" in text:
+ jud=False
+ elif "英语" in text:
+ To = 'en'
+ elif "日语" in text:
+ To = 'ja'
+ elif "韩语" in text:
+ To = 'ko'
+ elif "法语" in text:
+ To = 'fr'
+ if jud:#说明需要运行
+ dict['to']=To
+ dict['from']= 'AUTO'
+ dict = urllib.parse.urlencode(dict)
+ dict = str(dict)
+ req = requests.post(url, timeout=1, data=dict, headers=header)
+ val = req.json()
+ transtr = val['translateResult'][0][0]['tgt']
+ print(msg)
+ itchat.send(transtr, toUserName=msg['ToUserName'])
+ ##返回监听对面说的话
+ if isreturn:
+ dict['from']='AUTO'
+ dict['to']='zh-CHS'##翻译成中文
+ dict = urllib.parse.urlencode(dict)
+ # dict = str(dict)
+ req = requests.post(url, timeout=1, data=dict, headers=header)
+ val = req.json()
+ transtr = val['translateResult'][0][0]['tgt']
+ print(msg)
+ return 'ta说：'+str(transtr)#这个加上是如果对面发消息的监听。比如你是双向翻译可以尝试下
+# 绑定消息响应事件后，让itchat运行起来，监听消息
+itchat.run()
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/wechat.xlsx" "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/wechat.xlsx"
deleted file mode 100644
index 9a44123..0000000
Binary files "a/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/wechat.xlsx" and /dev/null differ
diff --git "a/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/weixin.py" "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/weixin.py"
index 5a9e802..262dd6b 100644
--- "a/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/weixin.py"
+++ "b/\347\210\254\350\231\253/Include/\345\276\256\344\277\241/weixin.py"
@@ -1,7 +1,7 @@
# -*- coding: utf-8 -*-
import itchat
import pandas as pd
-import openpyxl
+
itchat.auto_login(True)
friendList = itchat.get_friends(update = True)
diff --git "a/\347\210\254\350\231\253/Include/csdn/test3.py" "b/\347\210\254\350\231\253/Include/\346\213\233\350\201\230/test3.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/csdn/test3.py"
rename to "\347\210\254\350\231\253/Include/\346\213\233\350\201\230/test3.py"
diff --git "a/\347\210\254\350\231\253/Include/csdn/zhilia.py" "b/\347\210\254\350\231\253/Include/\346\213\233\350\201\230/zhilia.py"
similarity index 100%
rename from "\347\210\254\350\231\253/Include/csdn/zhilia.py"
rename to "\347\210\254\350\231\253/Include/\346\213\233\350\201\230/zhilia.py"
diff --git "a/\347\210\254\350\231\253/Include/\346\234\211\351\201\223\347\277\273\350\257\221/translate.py" "b/\347\210\254\350\231\253/Include/\346\234\211\351\201\223\347\277\273\350\257\221/translate.py"
new file mode 100644
index 0000000..43151a1
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\346\234\211\351\201\223\347\277\273\350\257\221/translate.py"
@@ -0,0 +1,66 @@
+import requests
+import hashlib
+import time
+import urllib.parse
+# 创建md5对象
+def nmd5(str):
+ m = hashlib.md5()
+ # Tips
+ # 此处必须encode
+ # 若写法为m.update(str) 报错为： Unicode-objects must be encoded before hashing
+ # 因为python3里默认的str是unicode
+ # 或者 b = bytes(str, encoding='utf-8')，作用相同，都是encode为bytes
+ b = str.encode(encoding='utf-8')
+ m.update(b)
+ str_md5 = m.hexdigest()
+ return str_md5
+def formdata(transtr):
+ # 待加密信息
+ headerstr = '5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36'
+ #print(round(time.time()*1000))
+ bv=nmd5(headerstr)
+ ts=str(round(time.time()*1000))
+ salt=ts+'90'
+ strexample='fanyideskweb'+transtr+salt+'n%A-rKaT5fb[Gy?;N5@Tj'
+ sign=nmd5(strexample)
+ #print(sign)
+ i=len(transtr)
+ #print(i)
+ # print('MD5加密前为 ：' + headerstr)
+ # print('MD5加密后为 ：' + bv)
+ dict={'i':transtr,'from':'AUTO','TO':'AUTO','smartresult': 'dict',
+ 'client':'fanyideskweb',
+ 'salt':salt,
+ 'sign':sign,
+ 'ts':ts,
+ 'bv':bv,
+ 'doctype':'json',
+ 'version':'2.1',
+ 'keyfrom':'fanyi.web',
+ 'action':'FY_BY_REALTlME'
+ }
+ return dict
+
+
+url='http://fanyi.youdao.com/translate_o?smartresult=dict&smartresult=rule'
+header={'User-Agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+ 'Referer':'http://fanyi.youdao.com/',
+ 'Origin': 'http://fanyi.youdao.com',
+ 'Content-Type':'application/x-www-form-urlencoded; charset=UTF-8',
+ 'X-Requested-With':'XMLHttpRequest',
+ 'Accept':'application/json, text/javascript, */*; q=0.01',
+ 'Accept-Encoding':'gzip, deflate',
+ 'Accept-Language':'zh-CN,zh;q=0.9',
+ 'Connection': 'keep-alive',
+ 'Host': 'fanyi.youdao.com',
+ 'cookie':'_ntes_nnid=937f1c788f1e087cf91d616319dc536a,1564395185984; OUTFOX_SEARCH_USER_ID_NCOO=; OUTFOX_SEARCH_USER_ID=-10218418@11.136.67.24; JSESSIONID=; ___rl__test__cookies=1'
+ }
+input=input("请输入翻译内容:")
+dict=formdata(input)
+dict=urllib.parse.urlencode(dict)
+dict=str(dict)
+#dict=urllib.parse.urlencode(dict).encode('utf-8')
+
+req=requests.post(url,data=dict,headers=header)
+val=req.json()
+print(val['translateResult'][0][0]['tgt'])
diff --git "a/\347\210\254\350\231\253/Include/\347\233\264\346\222\255/test.py" "b/\347\210\254\350\231\253/Include/\347\233\264\346\222\255/test.py"
new file mode 100644
index 0000000..e4f998f
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\347\233\264\346\222\255/test.py"
@@ -0,0 +1,11 @@
+import requests
+from bs4 import BeautifulSoup
+url='http://m.toubang.tv/'
+
+req=requests.get(url)
+soup=BeautifulSoup(req.text,'lxml')
+
+
+node=soup.select(".item-list")
+for li in node:
+ print(li.text)
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/aita.png" "b/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/aita.png"
deleted file mode 100644
index 7c51dda..0000000
Binary files "a/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/aita.png" and /dev/null differ
diff --git "a/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/feng.png" "b/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/feng.png"
deleted file mode 100644
index 2a0f50b..0000000
Binary files "a/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/feng.png" and /dev/null differ
diff --git "a/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/\346\210\221\345\234\250\351\202\243\347\234\213\350\277\207\344\275\240.png" "b/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/\346\210\221\345\234\250\351\202\243\347\234\213\350\277\207\344\275\240.png"
deleted file mode 100644
index 26d956a..0000000
Binary files "a/\347\210\254\350\231\253/Include/\347\275\221\346\230\223\344\272\221/image/\346\210\221\345\234\250\351\202\243\347\234\213\350\277\207\344\275\240.png" and /dev/null differ
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/ciyun.sql" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/ciyun.sql"
new file mode 100644
index 0000000..a96945f
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/ciyun.sql"
@@ -0,0 +1,26 @@
+/*
+Navicat MySQL Data Transfer
+
+Source Server : 阿里云
+Source Server Version : 50716
+Source Host : biggsai.com:3306
+Source Database : project
+
+Target Server Type : MYSQL
+Target Server Version : 50716
+File Encoding : 65001
+
+Date: 2019-07-26 04:16:23
+*/
+
+SET FOREIGN_KEY_CHECKS=0;
+
+-- ----------------------------
+-- Table structure for ciyun
+-- ----------------------------
+DROP TABLE IF EXISTS `ciyun`;
+CREATE TABLE `ciyun` (
+ `moviename` varchar(255) DEFAULT NULL,
+ `id` int(11) DEFAULT NULL,
+ `text` varchar(8000) CHARACTER SET utf8mb4 DEFAULT NULL
+) ENGINE=InnoDB DEFAULT CHARSET=utf8;
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/douban.py" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/douban.py"
index 88f09eb..310c623 100644
--- "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/douban.py"
+++ "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/douban.py"
@@ -2,13 +2,13 @@
from bs4 import BeautifulSoup
import pymysql
import time
-db = pymysql.connect(host="biggsai.com", user="root",
+db = pymysql.connect(host="localhost", user="root",
password="123456", db="project", port=3306)
-#使用cursor()方法获取操作游标
+# 使用cursor()方法获取操作游标
cur = db.cursor()
header={'User-Agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.3497.100 Safari/537.36'}
-url1="https://movie.douban.com/j/search_subjects?type=movie&tag=%E7%83%AD%E9%97%A8&sort=time&page_limit=20&page_start=100"
+url1="https://movie.douban.com/j/search_subjects?type=movie&tag=%E5%8A%A8%E4%BD%9C&sort=time&page_limit=20&page_start=0"
req=requests.get(url=url1)
res=req.json()
a=res['subjects']
@@ -21,20 +21,20 @@ def judmovie(url,name,imgurl,id):
introduction = soup.find(attrs={'property': 'v:summary'}).text
introduction = str(introduction).replace(' ', '')
print(timelong,introduction)
- sql="insert into movie(name,type,time_long,description,img)values('%s','action','%d','%s','%s')"%(name,int(timelong),introduction,imgurl)
- try:
- cur.execute(sql)
- db.commit()
- except Exception as e:
- print(e)
- db.rollback()
- sql2="insert into ciyun(moviename,id)values('%s','%s')"%(name,id)
- try:
- cur.execute(sql2)
- db.commit()
- except Exception as e:
- print(e)
- db.rollback()
+ # sql="insert into movie(name,type,time_long,description,img)values('%s','action','%d','%s','%s')"%(name,int(timelong),introduction,imgurl)
+ # try:
+ # cur.execute(sql)
+ # db.commit()
+ # except Exception as e:
+ # print(e)
+ # db.rollback()
+ # sql2="insert into ciyun(moviename,id)values('%s','%s')"%(name,id)
+ # try:
+ # cur.execute(sql2)
+ # db.commit()
+ # except Exception as e:
+ # print(e)
+ # db.rollback()
for team in a:
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/gettext.py" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/gettext.py"
index d1d49ab..402c290 100644
--- "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/gettext.py"
+++ "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/gettext.py"
@@ -4,7 +4,7 @@
import pymysql
header={'User-Agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.3497.100 Safari/537.36'}
-db = pymysql.connect(host="biggsai.com", user="root",
+db = pymysql.connect(host="localhost", user="root",
password="123456", db="project", port=3306)
# 使用cursor()方法获取操作游标
cur = db.cursor()
@@ -24,7 +24,7 @@ def gettext(url):
time.sleep(0.4)
try:
name=value[0]
- id=value[1]
+ id=value[2]
url1="https://movie.douban.com/subject/"+str(id)+"/comments?start=0&limit=20&sort=new_score&status=P"
url2 = "https://movie.douban.com/subject/" + str(id) + "/comments?start=20&limit=20&sort=new_score&status=P"
tex1=gettext(url1)
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/movie.sql" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/movie.sql"
new file mode 100644
index 0000000..c003efb
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243/movie.sql"
@@ -0,0 +1,30 @@
+/*
+Navicat MySQL Data Transfer
+
+Source Server : 阿里云
+Source Server Version : 50716
+Source Host : biggsai.com:3306
+Source Database : project
+
+Target Server Type : MYSQL
+Target Server Version : 50716
+File Encoding : 65001
+
+Date: 2019-07-26 04:16:44
+*/
+
+SET FOREIGN_KEY_CHECKS=0;
+
+-- ----------------------------
+-- Table structure for movie
+-- ----------------------------
+DROP TABLE IF EXISTS `movie`;
+CREATE TABLE `movie` (
+ `id` int(11) NOT NULL AUTO_INCREMENT,
+ `name` varchar(255) DEFAULT NULL,
+ `type` varchar(255) DEFAULT NULL,
+ `time_long` int(20) DEFAULT NULL,
+ `description` varchar(1500) DEFAULT NULL,
+ `img` varchar(255) DEFAULT NULL,
+ PRIMARY KEY (`id`)
+) ENGINE=InnoDB AUTO_INCREMENT=205 DEFAULT CHARSET=utf8mb4;
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/analyse.py" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/analyse.py"
new file mode 100644
index 0000000..98f0e6e
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/analyse.py"
@@ -0,0 +1,130 @@
+import matplotlib.pyplot as plt
+import matplotlib
+import jieba
+import jieba.analyse
+import xlwt
+import xlrd
+from wordcloud import WordCloud
+import numpy as np
+from collections import Counter
+matplotlib.rcParams['font.sans-serif'] = ['SimHei']
+matplotlib.rcParams['axes.unicode_minus'] = False
+
+def anylasescore(comment):
+ score=[0,0,0,0,0,0]
+ count=0
+ for va in comment:
+ try:
+ score[int(va[2])]+=1
+ count+=1
+ except Exception as e:
+ continue
+ print(score)
+ label='1分','2分','3分','4分','5分'
+ color = 'blue', 'orange', 'yellow', 'green', 'red' # 各类别颜色
+ size=[0,0,0,0,0]
+ explode=[0,0,0,0,0]
+ for i in range(1,5):
+ size[i]=score[i]*100/count
+ explode[i]=score[i]/count/10
+ pie = plt.pie(size, colors=color, explode=explode, labels=label, shadow=True, autopct='%1.1f%%')
+ for font in pie[1]:
+ font.set_size(8)
+ for digit in pie[2]:
+ digit.set_size(8)
+ plt.axis('equal')
+ plt.title(u'各个评分占比', fontsize=12)
+ plt.legend(loc=0, bbox_to_anchor=(0.82, 1)) # 图例
+ # 设置legend的字体大小
+ leg = plt.gca().get_legend()
+ ltext = leg.get_texts()
+ plt.setp(ltext, fontsize=6)
+ plt.savefig("score.png")
+ # 显示图
+ plt.show()
+def getzhifang(map):
+ x=[]
+ y=[]
+ for k,v in map.most_common(15):
+ x.append(k)
+ y.append(v)
+ Xi = np.array(x)
+ Yi = np.array(y)
+ x = np.arange(0, 15, 1)
+ width = 0.6
+ plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签
+ plt.figure(figsize=(8, 6)) ##指定图像比例： 8：6
+ plt.bar(Xi, Yi, width, color='blue', label='热门词频统计', alpha=0.8,)
+
+ plt.xlabel("词频")
+ plt.ylabel("次数")
+ plt.show()
+ return
+def getciyun_most(map):
+ x = []
+ y = []
+ for k, v in map.most_common(300):
+ x.append(k)
+ y.append(v)
+ xi=x[0:150]
+ xi=' '.join(xi)
+ print(xi)
+ backgroud_Image = plt.imread('nezha.jpg') # 如果需要个性化词云
+ wc = WordCloud(background_color="white",
+ width=1500, height=1200,
+ #min_font_size=40,
+ mask=backgroud_Image,
+ font_path="simhei.ttf",
+ max_font_size=150, # 设置字体最大值
+ random_state=50, # 设置有多少种随机生成状态，即有多少种配色方案
+ ) # 字体这里有个坑，一定要设这个参数。否则会显示一堆小方框wc.font_path="simhei.ttf" # 黑体
+ # wc.font_path="simhei.ttf"
+ my_wordcloud = wc.generate(xi)
+ plt.imshow(my_wordcloud)
+ my_wordcloud.to_file("img.jpg")
+ xi=' '.join(x[150:300])
+ my_wordcloud = wc.generate(xi)
+ my_wordcloud.to_file("img2.jpg")
+
+ plt.axis("off")
+
+def anylaseword(comment):
+ list=['这个','一个','不少','起来','没有','就是','不是','那个','还是','剧情','这样','那样','这种','那种','故事','人物','什么']
+ list.append("这个")
+ print(list)
+ commnetstr=''
+ c = Counter()
+ low=Counter()
+ index=0
+ for va in comment:
+ seg_list = jieba.cut(va[3],cut_all=False)
+ index+=1
+ for x in seg_list:
+ if len(x) > 1 and x != '\r\n':
+ try:
+ c[x]+=1
+ except:
+ continue
+ commnetstr+=va[3]
+ for (k, v) in c.most_common():
+ if v<5 or k in list:
+ c.pop(k)
+ continue
+ #print(k,v)
+ print(len(c),c)
+ getzhifang(c)
+ getciyun_most(c)
+ #print(commnetstr)
+def anylase():
+ data = xlrd.open_workbook('nezha.xls') # 打开xls文件
+ table = data.sheets()[0] # 打开第i张表
+ comment = []
+ for i in range(1, 500):
+ comment.append(table.row_values(i))
+ # print(comment)
+ anylasescore(comment)
+ anylaseword(comment)
+
+if __name__ == '__main__':
+ anylase()
+
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/get_comment.py" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/get_comment.py"
new file mode 100644
index 0000000..a0cb27a
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/get_comment.py"
@@ -0,0 +1,79 @@
+import requests
+from bs4 import BeautifulSoup
+import urllib.parse
+
+import xlwt
+import xlrd
+
+
+
+def login(username,password):
+ url = 'https://accounts.douban.com/j/mobile/login/basic'
+ header = {
+ 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+ 'Referer': 'https://accounts.douban.com/passport/login_popup?login_source=anony',
+ 'Origin': 'https://accounts.douban.com',
+ 'content-Type': 'application/x-www-form-urlencoded',
+ 'x-requested-with': 'XMLHttpRequest',
+ 'accept': 'application/json',
+ 'accept-encoding': 'gzip, deflate, br',
+ 'accept-language': 'zh-CN,zh;q=0.9',
+ 'connection': 'keep-alive'
+ , 'Host': 'accounts.douban.com'
+ }
+ data = {
+ 'ck': '',
+ 'name': '',
+ 'password': '',
+ 'remember': 'false',
+ 'ticket': ''
+ }
+ data['name']=username
+ data['password']=password
+ data=urllib.parse.urlencode(data)
+ print(data)
+ req=requests.post(url,headers=header,data=data,verify=False)
+ cookies = requests.utils.dict_from_cookiejar(req.cookies)
+ print(cookies)
+ return cookies
+def getcomment(cookies):
+ start=0
+ w = xlwt.Workbook(encoding='ascii')
+ ws = w.add_sheet('sheet1')
+ index=1
+ while True:
+ header = {
+ 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+ }
+ try:
+ url = 'https://movie.douban.com/subject/26794435/comments?start='+str(start)+'&limit=20&sort=new_score&status=P&comments_only=1'
+ start+=20
+ req = requests.get(url,cookies=cookies,headers=header)
+ res = req.json()
+ res=res['html']
+ soup = BeautifulSoup(res, 'lxml')
+ node = soup.select('.comment-item')
+ #print(node[0])
+ for va in node:
+ name = va.a.get('title')
+ star = va.select_one('.comment-info').select('span')[1].get('class')[0][-2]
+ comment = va.select_one('.short').text
+ print(name, star, comment)
+ ws.write(index,0,index)
+ ws.write(index, 1, name)
+ ws.write(index, 2, star)
+ ws.write(index, 3, comment)
+ index+=1
+
+ except Exception as e:
+ print(e)
+ break
+ w.save('nezha.xls')
+if __name__ == '__main__':
+
+ cookies=login('15751512041','52cuihuini')#改成自己正确密码
+ getcomment(cookies)
+
+
+
+
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/img.jpg" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/img.jpg"
new file mode 100644
index 0000000..ac9f073
Binary files /dev/null and "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/img.jpg" differ
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/img2.jpg" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/img2.jpg"
new file mode 100644
index 0000000..b4144ad
Binary files /dev/null and "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/img2.jpg" differ
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/login.py" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/login.py"
new file mode 100644
index 0000000..ce30180
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/login.py"
@@ -0,0 +1,34 @@
+import requests
+import urllib.parse
+from http import cookiejar
+
+url='https://accounts.douban.com/j/mobile/login/basic'
+header={'user-agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+'Referer': 'https://accounts.douban.com/passport/login_popup?login_source=anony',
+ 'Origin': 'https://accounts.douban.com',
+ 'content-Type':'application/x-www-form-urlencoded',
+ 'x-requested-with':'XMLHttpRequest',
+ 'accept':'application/json',
+ 'accept-encoding':'gzip, deflate, br',
+ 'accept-language':'zh-CN,zh;q=0.9',
+ 'connection': 'keep-alive'
+ ,'Host': 'accounts.douban.com'
+ }
+data={
+ 'ck':'',
+ 'name':'',
+ 'password':'',
+ 'remember':'false',
+ 'ticket':''
+}
+def login(username,password):
+ global data
+ data['name']=username
+ data['password']=password
+ data=urllib.parse.urlencode(data)
+ print(data)
+ req=requests.post(url,headers=header,data=data,verify=False)
+ cookies = requests.utils.dict_from_cookiejar(req.cookies)
+ print(cookies)
+ return cookies
+login()
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.jpg" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.jpg"
new file mode 100644
index 0000000..6f68277
Binary files /dev/null and "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.jpg" differ
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.png" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.png"
new file mode 100644
index 0000000..6f68277
Binary files /dev/null and "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.png" differ
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.xls" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.xls"
new file mode 100644
index 0000000..6641ec3
Binary files /dev/null and "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/nezha.xls" differ
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/score.png" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/score.png"
new file mode 100644
index 0000000..7c80e36
Binary files /dev/null and "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\2432/score.png" differ
diff --git "a/\347\210\254\350\231\253/Include/\350\261\206\347\223\243search/search_movie.py" "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243search/search_movie.py"
new file mode 100644
index 0000000..a3f7253
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\261\206\347\223\243search/search_movie.py"
@@ -0,0 +1,7 @@
+import requests
+from bs4 import BeautifulSoup
+url="https://movie.douban.com/subject_search?search_text=%E7%81%B5%E9%AD%82%E6%91%86%E6%B8%A1&cat=1002"
+header = {'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36'}
+req=requests.get(url,headers=header)
+soup=BeautifulSoup(req.text,'lxml')
+print(soup.text)
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/big_image_download.py" "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/big_image_download.py"
new file mode 100644
index 0000000..6e6e98d
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/big_image_download.py"
@@ -0,0 +1,81 @@
+import requests
+from urllib import parse
+from bs4 import BeautifulSoup
+import re
+import json
+header = {
+ 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+ 'Cookie': 'wluuid=66; ',
+ 'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3',
+ 'Accept-encoding': 'gzip, deflate, br',
+ 'Accept-language': 'zh-CN,zh;q=0.9',
+ 'Cache-Control': 'max-age=0',
+ 'connection': 'keep-alive'
+ , 'Host': 'stock.tuchong.com',
+ 'Upgrade-Insecure-Requests': '1'
+ }
+def mkdir(path):
+ import os# 引入模块
+ path = path.strip()# 去除首位空格
+ path = path.rstrip("\\") # 去除尾部 \ 符号
+ isExists = os.path.exists(path) # 判断路径是否存在 # 存在 True # 不存在 False
+ if not isExists: # 判断结果
+ os.makedirs(path)# 如果不存在则创建目录 # 创建目录操作函数
+ return True#print (path + ' 创建成功')
+ else:
+ # 如果目录存在则不创建，并提示目录已存在
+ #print(path + ' 目录已存在')
+ return False
+def downloadimage(imageid,imgname):##下载大图和带水印的高质量大图
+ url = 'https://weiliicimg9.pstatp.com/weili/l/'+str(imageid)+'.webp'
+ url2 = 'https://icweiliimg9.pstatp.com/weili/l/'+str(imageid)+'.webp'
+ b=False
+ r = requests.get(url)
+ print(r.status_code)
+ if(r.status_code!=200):
+ r=requests.get(url2)
+ with open(imgname+'.jpg', 'wb') as f:
+ f.write(r.content)
+ print(imgname+" 下载成功")
+def getText(text,free):
+ texturl = parse.quote(text)
+ url="https://stock.tuchong.com/"+free+"search?term="+texturl+"&use=0"
+ print(url)
+ req=requests.get(url,headers=header)
+ soup=BeautifulSoup(req.text,'lxml')
+ js=soup.select('script')
+ path=''
+ if not free.__eq__(''):
+ js=js[1]
+ path='无水印/'
+ else:
+ js=js[3]
+ path='图虫创意/'
+ print(js)
+ pattern = re.compile(r'window.hits = (\[)(.*)(\])')
+ va = pattern.search(str(js)).group(2)#解析js内容
+ print(va)
+ va = va.replace('{', '{').replace('}', '},,')
+ print(va)
+ va = va.split(',,,')
+ print(va)
+ index = 1
+ for data in va:
+ try:
+ dict = json.loads(data)
+ print(dict)
+ imgname='img2/'+path+text+'/'+dict['title']+str(index)
+ index+=1
+ mkdir('img2/'+path+text)
+ imgid=dict['imageId']
+ downloadimage(imgid,imgname)
+ except Exception as e:
+ print(e)
+if __name__ == '__main__':
+ num=input("高质量大图带水印输入1，普通不带水印输入2:")
+ num=int(num)
+ free=''
+ if num==2:
+ free='free/'
+ text = input('输入关键词:')
+ getText(text,free)
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/bizhi.jpg" "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/bizhi.jpg"
new file mode 100644
index 0000000..04c0014
Binary files /dev/null and "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/bizhi.jpg" differ
diff --git "a/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/downloadtest.py" "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/downloadtest.py"
new file mode 100644
index 0000000..40648a5
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/downloadtest.py"
@@ -0,0 +1,8 @@
+
+import requests
+url='https://weiliicimg9.pstatp.com/weili/ms/57436992794921884.webp'
+url2='https://icweiliimg9.pstatp.com/weili/ms/256690017602371867.webp'
+r=requests.get(url)
+print(r.status_code)
+with open('/img/bizhi.jpg', 'wb') as f:
+ f.write(r.content)
diff --git "a/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/imgget.py" "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/imgget.py"
new file mode 100644
index 0000000..e8d45a3
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/imgget.py"
@@ -0,0 +1,68 @@
+import requests
+from urllib import parse
+from bs4 import BeautifulSoup
+import re
+import json
+header = {
+ 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/73.0.3683.86 Safari/537.36',
+ 'Cookie': 'wluuid=66; ',
+ 'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3',
+ 'Accept-encoding': 'gzip, deflate, br',
+ 'Accept-language': 'zh-CN,zh;q=0.9',
+ 'Cache-Control': 'max-age=0',
+ 'connection': 'keep-alive'
+ , 'Host': 'stock.tuchong.com',
+ 'Upgrade-Insecure-Requests': '1'
+ }
+def mkdir(path):
+ import os# 引入模块
+ path = path.strip()# 去除首位空格
+ path = path.rstrip("\\") # 去除尾部 \ 符号
+ isExists = os.path.exists(path) # 判断路径是否存在 # 存在 True # 不存在 False
+ if not isExists: # 判断结果
+ os.makedirs(path)# 如果不存在则创建目录 # 创建目录操作函数
+ return True#print (path + ' 创建成功')
+ else:
+ # 如果目录存在则不创建，并提示目录已存在
+ #print(path + ' 目录已存在')
+ return False
+def downloadimage(imageid,imgname):
+ url = 'https://weiliicimg9.pstatp.com/weili/ms/'+str(imageid)+'.webp'
+ url2 = 'https://icweiliimg9.pstatp.com/weili/ms/'+str(imageid)+'.webp'
+ b=False
+ r = requests.get(url)
+ print(r.status_code)
+ if(r.status_code!=200):
+ r=requests.get(url2)
+ with open(imgname+'.jpg', 'wb') as f:
+ f.write(r.content)
+ print(imgname+" 下载成功")
+def getText(text):
+ texturl = parse.quote(text)
+ url="https://stock.tuchong.com/search?term="+texturl+"&use=0"
+ req=requests.get(url,headers=header)
+ soup=BeautifulSoup(req.text,'lxml')
+ js=soup.select('script')
+ js=js[3]
+ print(js)
+ pattern = re.compile(r'window.hits = (\[)(.*)(\])')
+ va = pattern.search(str(js)).group(2)#解析js内容
+ print(va)
+ va = va.replace('{', '{').replace('}', '},,')
+ print(va)
+ va = va.split(',,,')
+ print(va)
+ index = 1
+ for data in va:
+ try:
+ dict = json.loads(data)
+ print(dict)
+ imgname='img/'+text+'/'+dict['title']+str(index)
+ index+=1
+ mkdir('img/'+text)
+ imgid=dict['imageId']
+ downloadimage(imgid,imgname)
+ except Exception as e:
+ print(e)
+if __name__ == '__main__':
+ getText(text=input('输入关键词:'))
\ No newline at end of file
diff --git "a/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/love.jpg" "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/love.jpg"
new file mode 100644
index 0000000..0c92a59
Binary files /dev/null and "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/love.jpg" differ
diff --git "a/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/test.py" "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/test.py"
new file mode 100644
index 0000000..888d485
--- /dev/null
+++ "b/\347\210\254\350\231\253/Include/\350\266\243\345\221\263\345\255\246\344\271\240\345\233\276\347\211\207\344\270\213\350\275\275/test.py"
@@ -0,0 +1,14 @@
+from PIL import Image
+from PIL import ImageGrab
+from PIL import Image
+infile = 'bizhi.jpg'
+outfile = '../img/bigimage/1.jpg'
+img = Image.open(infile)
+
+
+
+width = img.size[0] # 获取宽度
+height = img.size[1] # 获取高度
+img = img.resize((int(width*3), int(height*3)), Image.AFFINE)
+img.save("love.jpg")
+
diff --git "a/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\235/getjson.py" "b/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\235/getjson.py"
index 80fd3a2..5104068 100644
--- "a/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\235/getjson.py"
+++ "b/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\235/getjson.py"
@@ -1,6 +1,6 @@
import requests
from bs4 import BeautifulSoup
-url='https://www.mafengwo.cn/mdd/base/list/pagedata_citylist'
+url='https://www.mafengwo.cn/mdd/基础知识/list/pagedata_citylist'
header={'User-Agent':'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/69.0.3497.100 Safari/537.36'}
data={
'mddid':'14387',
diff --git "a/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\2352/getallcity.py" "b/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\2352/getallcity.py"
index 97d3f5f..94a4ada 100644
--- "a/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\2352/getallcity.py"
+++ "b/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\2352/getallcity.py"
@@ -24,7 +24,7 @@ def getcitylist(shengid,shengname):
for i in range(1,count):
getajax(shengid,i,shengname)
def getajax(shengid,index,shengname):
- url='http://www.mafengwo.cn/mdd/base/list/pagedata_citylist'
+ url='http://www.mafengwo.cn/mdd/基础知识/list/pagedata_citylist'
date={'mddid':shengid,'page':index}
req=requests.post(url,headers=header,data=date)
#req.encoding='unicode_escape'
diff --git "a/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\2352/getcitydetail.py" "b/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\2352/getcitydetail.py"
index 6831fc8..e965913 100644
--- "a/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\2352/getcitydetail.py"
+++ "b/\347\210\254\350\231\253/Include/\351\251\254\350\234\202\347\252\2352/getcitydetail.py"
@@ -39,8 +39,6 @@ def getproxies():
proxies['http'] = d
global msg
msg = b
-
-
# 获取详细信息
def getdetail(url, cityid):
global stadus