In [ ]:
import tushare as ts
In [52]:
cons = ts.get_apis()
1、获取股票行情
In [ ]:
#股票日线行情
df = ts.bar('600000', conn=cons, freq='D', start_date='2016-01-01', end_date='')
df.head(5)
2、股票因子数据
In [ ]:
#带因子的行情
df = ts.bar('600000', conn=cons, start_date='2016-01-01', end_date='', ma=[5, 10, 20], factors=['vr', 'tor'])
df.head(5)
3、复权数据
In [ ]:
#复权行情, adj=qfq(前复权)， hfq（后复权），默认None不复权
df = ts.bar('600000', conn=cons, adj='qfq', start_date='2016-01-01', end_date='')
df.head(5)
4、分钟和其它频度数据
In [ ]:
#分钟数据, 设置freq参数，分别为1min/5min/15min/30min/60min，D(日)/W(周)/M(月)/Q(季)/Y(年)
df = ts.bar('600000', conn=cons, freq='1min', start_date='2016-01-01', end_date='')
df.head(15)
指数行情
In [ ]:
#指数日行情, 设置asset='INDEX'
df = ts.bar('000300', conn=cons, asset='INDEX', start_date='2016-01-01', end_date='')
df.head(5)
5、港股数据
In [ ]:
#港股数据, 设置asset='X'
df = ts.bar('00981', conn=cons, asset='X', start_date='2016-01-01', end_date='')
df.head(5)
6、期货数据
In [ ]:
#期货数据, 设置asset='X'
df = ts.bar('CU1801', conn=cons, asset='X', start_date='2016-01-01', end_date='')
df.head(5)
7、美股数据
In [21]:
import time
import sys
from datetime import datetime, timedelta,date
In [23]:
def n_days_ago(n):
#now=datetime.now()
today=date.today()
#print("Now:\n"+str(today))
ndays_ago=today-timedelta(n)
#print(str(n)+" days ago:\n"+str(ndays_ago))
return str(ndays_ago)
In [42]:
n=180
while n>0:
ndate=n_days_ago(n)
df = ts.tick('300676', conn=cons, date=ndate)
if df is None:
print(ndate + ": NULL")
else:
print(ndate + ": Valid")
print(len(df.datetime))
n=n-1
object of type 'NoneType' has no len()
object of type 'NoneType' has no len()
'time'
2017-09-11: NULL
'time'
'time'
'time'
2017-09-12: NULL
'time'
'time'
'time'
2017-09-13: NULL
'time'
'time'
'time'
2017-09-14: NULL
'time'
'time'
'time'
2017-09-15: NULL
'time'
'time'
'time'
2017-09-16: NULL
'time'
'time'
'time'
2017-09-17: NULL
'time'
'time'
2017-09-18: Valid
4837
'time'
'time'
2017-09-19: Valid
4659
'time'
'time'
2017-09-20: Valid
4522
'time'
'time'
2017-09-21: Valid
4449
'time'
'time'
2017-09-22: Valid
4526
'time'
'time'
'time'
2017-09-23: NULL
'time'
'time'
'time'
2017-09-24: NULL
'time'
'time'
2017-09-25: Valid
4592
'time'
'time'
2017-09-26: Valid
4553
'time'
'time'
2017-09-27: Valid
4222
'time'
'time'
2017-09-28: Valid
4086
'time'
'time'
2017-09-29: Valid
3998
'time'
'time'
'time'
2017-09-30: NULL
'time'
'time'
'time'
2017-10-01: NULL
'time'
'time'
'time'
2017-10-02: NULL
'time'
'time'
'time'
2017-10-03: NULL
'time'
'time'
'time'
2017-10-04: NULL
'time'
'time'
'time'
2017-10-05: NULL
'time'
'time'
'time'
2017-10-06: NULL
'time'
'time'
'time'
2017-10-07: NULL
'time'
'time'
'time'
2017-10-08: NULL
'time'
'time'
2017-10-09: Valid
3623
'time'
'time'
2017-10-10: Valid
4590
'time'
'time'
2017-10-11: Valid
4229
'time'
'time'
2017-10-12: Valid
4254
'time'
'time'
2017-10-13: Valid
3774
'time'
'time'
'time'
2017-10-14: NULL
'time'
'time'
'time'
2017-10-15: NULL
'time'
'time'
2017-10-16: Valid
4188
'time'
'time'
2017-10-17: Valid
3800
'time'
'time'
2017-10-18: Valid
3676
'time'
'time'
2017-10-19: Valid
3620
'time'
'time'
2017-10-20: Valid
3300
'time'
'time'
'time'
2017-10-21: NULL
'time'
'time'
'time'
2017-10-22: NULL
'time'
'time'
2017-10-23: Valid
3281
'time'
'time'
2017-10-24: Valid
3760
'time'
'time'
2017-10-25: Valid
3567
'time'
'time'
2017-10-26: Valid
3387
'time'
'time'
2017-10-27: Valid
4247
'time'
'time'
'time'
2017-10-28: NULL
'time'
'time'
'time'
2017-10-29: NULL
'time'
'time'
2017-10-30: Valid
4785
'time'
'time'
2017-10-31: Valid
4797
'time'
'time'
2017-11-01: Valid
4539
'time'
'time'
2017-11-02: Valid
4753
'time'
'time'
2017-11-03: Valid
4601
'time'
'time'
'time'
2017-11-04: NULL
'time'
'time'
'time'
2017-11-05: NULL
'time'
'time'
2017-11-06: Valid
4315
'time'
'time'
2017-11-07: Valid
4676
'time'
'time'
2017-11-08: Valid
4306
'time'
'time'
2017-11-09: Valid
4706
'time'
'time'
2017-11-10: Valid
4429
'time'
'time'
'time'
2017-11-11: NULL
'time'
'time'
'time'
2017-11-12: NULL
'time'
'time'
2017-11-13: Valid
4681
'time'
'time'
2017-11-14: Valid
4950
'time'
'time'
2017-11-15: Valid
4853
'time'
'time'
'time'
2017-11-16: NULL
'time'
'time'
'time'
2017-11-17: NULL
'time'
'time'
'time'
2017-11-18: NULL
'time'
'time'
'time'
2017-11-19: NULL
'time'
'time'
'time'
2017-11-20: NULL
'time'
'time'
'time'
2017-11-21: NULL
'time'
'time'
'time'
2017-11-22: NULL
'time'
'time'
2017-11-23: Valid
4551
'time'
'time'
2017-11-24: Valid
4621
'time'
'time'
'time'
2017-11-25: NULL
'time'
'time'
'time'
2017-11-26: NULL
'time'
'time'
2017-11-27: Valid
4596
'time'
'time'
2017-11-28: Valid
4562
'time'
'time'
2017-11-29: Valid
4709
'time'
'time'
2017-11-30: Valid
4374
'time'
'time'
2017-12-01: Valid
4451
'time'
'time'
'time'
2017-12-02: NULL
'time'
'time'
'time'
2017-12-03: NULL
'time'
'time'
2017-12-04: Valid
3860
'time'
'time'
2017-12-05: Valid
4154
'time'
'time'
2017-12-06: Valid
1
2017-12-07: Valid
1
2017-12-08: Valid
1
2017-12-09: Valid
600
'time'
'time'
'time'
2017-12-10: NULL
'time'
'time'
2017-12-11: Valid
4642
'time'
'time'
2017-12-12: Valid
4130
'time'
'time'
2017-12-13: Valid
4384
'time'
'time'
2017-12-14: Valid
4542
'time'
'time'
2017-12-15: Valid
4004
'time'
'time'
'time'
2017-12-16: NULL
'time'
'time'
'time'
2017-12-17: NULL
'time'
'time'
2017-12-18: Valid
4372
'time'
'time'
2017-12-19: Valid
3924
'time'
'time'
2017-12-20: Valid
4230
'time'
'time'
2017-12-21: Valid
4253
'time'
'time'
2017-12-22: Valid
3830
'time'
'time'
'time'
2017-12-23: NULL
'time'
'time'
'time'
2017-12-24: NULL
'time'
'time'
2017-12-25: Valid
3665
'time'
'time'
2017-12-26: Valid
4037
'time'
'time'
2017-12-27: Valid
4196
'time'
'time'
2017-12-28: Valid
3742
'time'
'time'
2017-12-29: Valid
3475
'time'
'time'
'time'
2017-12-30: NULL
'time'
'time'
'time'
2017-12-31: NULL
'time'
'time'
'time'
2018-01-01: NULL
'time'
'time'
2018-01-02: Valid
3202
'time'
'time'
2018-01-03: Valid
3493
'time'
'time'
2018-01-04: Valid
4063
'time'
'time'
2018-01-05: Valid
3751
'time'
'time'
'time'
2018-01-06: NULL
'time'
'time'
'time'
2018-01-07: NULL
'time'
'time'
2018-01-08: Valid
3799
'time'
'time'
2018-01-09: Valid
3367
'time'
'time'
2018-01-10: Valid
4338
'time'
'time'
2018-01-11: Valid
3725
'time'
'time'
2018-01-12: Valid
3953
'time'
'time'
'time'
2018-01-13: NULL
'time'
'time'
'time'
2018-01-14: NULL
'time'
'time'
2018-01-15: Valid
3747
'time'
'time'
2018-01-16: Valid
3267
'time'
'time'
2018-01-17: Valid
3563
'time'
'time'
2018-01-18: Valid
3404
'time'
'time'
2018-01-19: Valid
3124
'time'
'time'
'time'
2018-01-20: NULL
'time'
'time'
'time'
2018-01-21: NULL
'time'
'time'
2018-01-22: Valid
3738
'time'
'time'
2018-01-23: Valid
4054
'time'
'time'
2018-01-24: Valid
3785
'time'
'time'
2018-01-25: Valid
3757
'time'
'time'
2018-01-26: Valid
3287
'time'
'time'
'time'
2018-01-27: NULL
'time'
'time'
'time'
2018-01-28: NULL
'time'
'time'
2018-01-29: Valid
3771
'time'
'time'
2018-01-30: Valid
3054
'time'
'time'
2018-01-31: Valid
3781
'time'
'time'
2018-02-01: Valid
3411
'time'
'time'
2018-02-02: Valid
3643
'time'
'time'
'time'
2018-02-03: NULL
'time'
'time'
'time'
2018-02-04: NULL
'time'
'time'
2018-02-05: Valid
3347
'time'
'time'
2018-02-06: Valid
3676
'time'
'time'
2018-02-07: Valid
3532
'time'
'time'
2018-02-08: Valid
3697
'time'
'time'
2018-02-09: Valid
3902
'time'
'time'
'time'
2018-02-10: NULL
'time'
'time'
'time'
2018-02-11: NULL
'time'
'time'
2018-02-12: Valid
3600
'time'
'time'
2018-02-13: Valid
3100
'time'
'time'
2018-02-14: Valid
3026
'time'
'time'
'time'
2018-02-15: NULL
'time'
'time'
'time'
2018-02-16: NULL
'time'
'time'
'time'
2018-02-17: NULL
'time'
'time'
'time'
2018-02-18: NULL
'time'
'time'
'time'
2018-02-19: NULL
'time'
'time'
'time'
2018-02-20: NULL
'time'
'time'
'time'
2018-02-21: NULL
'time'
'time'
2018-02-22: Valid
3250
'time'
'time'
2018-02-23: Valid
3084
'time'
'time'
'time'
2018-02-24: NULL
'time'
'time'
'time'
2018-02-25: NULL
'time'
'time'
2018-02-26: Valid
4124
'time'
'time'
2018-02-27: Valid
3834
'time'
'time'
2018-02-28: Valid
3461
'time'
'time'
2018-03-01: Valid
4000
'time'
'time'
2018-03-02: Valid
3592
'time'
'time'
'time'
2018-03-03: NULL
'time'
'time'
'time'
2018-03-04: NULL
'time'
'time'
2018-03-05: Valid
4243
'time'
'time'
2018-03-06: Valid
4103
'time'
'time'
2018-03-07: Valid
3506
'time'
'time'
2018-03-08: Valid
3364
'time'
'time'
2018-03-09: Valid
3834
In [41]:
df=ts.get_tick_data('000050',date="2017-09-16")
print(df)
time price change volume amount type
0 alert("当天没有数据"); NaN NaN NaN NaN NaN
1 window.close(); NaN NaN NaN NaN NaN
2 </script> NaN NaN NaN NaN NaN
In [29]:
n=180
while n>0:
ndate=n_days_ago(n)
df = ts.get_tick_data('000050',date=ndate)
if df is None:
print(ndate + ": NULL")
else:
print(ndate + ": Valid")
n=n-1
2017-09-11: Valid
2017-09-12: Valid
2017-09-13: Valid
2017-09-14: Valid
2017-09-15: Valid
timed out
2017-09-16: Valid
2017-09-17: Valid
2017-09-18: Valid
timed out
2017-09-19: Valid
2017-09-20: Valid
2017-09-21: Valid
2017-09-22: Valid
2017-09-23: Valid
2017-09-24: Valid
2017-09-25: Valid
2017-09-26: Valid
2017-09-27: Valid
2017-09-28: Valid
2017-09-29: Valid
2017-09-30: Valid
2017-10-01: Valid
timed out
2017-10-02: Valid
2017-10-03: Valid
2017-10-04: Valid
2017-10-05: Valid
2017-10-06: Valid
2017-10-07: Valid
2017-10-08: Valid
2017-10-09: Valid
2017-10-10: Valid
2017-10-11: Valid
2017-10-12: Valid
2017-10-13: Valid
2017-10-14: Valid
2017-10-15: Valid
2017-10-16: Valid
2017-10-17: Valid
2017-10-18: Valid
2017-10-19: Valid
2017-10-20: Valid
timed out
HTTP Error 456:
HTTP Error 456:
---------------------------------------------------------------------------
OSError Traceback (most recent call last)
<ipython-input-29-f7e50d237f35> in <module>()
2 while n>0:
3 ndate=n_days_ago(n)
----> 4 df = ts.get_tick_data('000050',date=ndate)
5 if df is None:
6 print(ndate + ": NULL")
c:\anaconda3\envs\rqalpha\lib\site-packages\tushare\stock\trading.py in get_tick_data(code, date, retry_count, pause, src)
185 else:
186 return df
--> 187 raise IOError(ct.NETWORK_URL_ERROR_MSG)
188
189
OSError: 获取失败，请检查网络.
In [ ]:
#美股数据, 设置asset='X'
df = ts.bar('BABA', conn=cons, asset='X', start_date='2016-01-01', end_date='')
df.head(5)
8,股票tick
In [85]:
#股票tick,type:买卖方向，0-买入 1-卖出 2-集合竞价成交
_df = ts.tick('000050', conn=cons, date='2018-02-26')
if _df is None:
idx=0
else:
idx=len(_df.datetime)
i=0
while(i<idx):
print(i)
if(_df.type[i] == '0'):
print("Buy")
else:
print("Sell")
i=i+1
object of type 'NoneType' has no len()
object of type 'NoneType' has no len()
0
Sell
1
Sell
2
Sell
3
Sell
4
Sell
5
Sell
6
Sell
7
Sell
8
Sell
9
Sell
10
Sell
11
Sell
12
Sell
13
Sell
14
Sell
15
Sell
16
Sell
17
Sell
18
Sell
19
Sell
20
Sell
21
Sell
22
Sell
23
Sell
24
Sell
25
Sell
26
Sell
27
Sell
28
Sell
29
Sell
30
Sell
31
Sell
32
Sell
33
Sell
34
Sell
35
Sell
36
Sell
37
Sell
38
Sell
39
Sell
40
Sell
41
Sell
42
Sell
43
Sell
44
Sell
45
Sell
46
Sell
47
Sell
48
Sell
49
Sell
50
Sell
51
Sell
52
Sell
53
Sell
54
Sell
55
Sell
56
Sell
57
Sell
58
Sell
59
Sell
60
Sell
61
Sell
62
Sell
63
Sell
64
Sell
65
Sell
66
Sell
67
Sell
68
Sell
69
Sell
70
Sell
71
Sell
72
Sell
73
Sell
74
Sell
75
Sell
76
Sell
77
Sell
78
Sell
79
Sell
80
Sell
81
Sell
82
Sell
83
Sell
84
Sell
85
Sell
86
Sell
87
Sell
88
Sell
89
Sell
90
Sell
91
Sell
92
Sell
93
Sell
94
Sell
95
Sell
96
Sell
97
Sell
98
Sell
99
Sell
100
Sell
101
Sell
102
Sell
103
Sell
104
Sell
105
Sell
106
Sell
107
Sell
108
Sell
109
Sell
110
Sell
111
Sell
112
Sell
113
Sell
114
Sell
115
Sell
116
Sell
117
Sell
118
Sell
119
Sell
120
Sell
121
Sell
122
Sell
123
Sell
124
Sell
125
Sell
126
Sell
127
Sell
128
Sell
129
Sell
130
Sell
131
Sell
132
Sell
133
Sell
134
Sell
135
Sell
136
Sell
137
Sell
138
Sell
139
Sell
140
Sell
141
Sell
142
Sell
143
Sell
144
Sell
145
Sell
146
Sell
147
Sell
148
Sell
149
Sell
150
Sell
151
Sell
152
Sell
153
Sell
154
Sell
155
Sell
156
Sell
157
Sell
158
Sell
159
Sell
160
Sell
161
Sell
162
Sell
163
Sell
164
Sell
165
Sell
166
Sell
167
Sell
168
Sell
169
Sell
170
Sell
171
Sell
172
Sell
173
Sell
174
Sell
175
Sell
176
Sell
177
Sell
178
Sell
179
Sell
180
Sell
181
Sell
182
Sell
183
Sell
184
Sell
185
Sell
186
Sell
187
Sell
188
Sell
189
Sell
190
Sell
191
Sell
192
Sell
193
Sell
194
Sell
195
Sell
196
Sell
197
Sell
198
Sell
199
Sell
200
Sell
201
Sell
202
Sell
203
Sell
204
Sell
205
Sell
206
Sell
207
Sell
208
Sell
209
Sell
210
Sell
211
Sell
212
Sell
213
Sell
214
Sell
215
Sell
216
Sell
217
Sell
218
Sell
219
Sell
220
Sell
221
Sell
222
Sell
223
Sell
224
Sell
225
Sell
226
Sell
227
Sell
228
Sell
229
Sell
230
Sell
231
Sell
232
Sell
233
Sell
234
Sell
235
Sell
236
Sell
237
Sell
238
Sell
239
Sell
240
Sell
241
Sell
242
Sell
243
Sell
244
Sell
245
Sell
246
Sell
247
Sell
248
Sell
249
Sell
250
Sell
251
Sell
252
Sell
253
Sell
254
Sell
255
Sell
256
Sell
257
Sell
258
Sell
259
Sell
260
Sell
261
Sell
262
Sell
263
Sell
264
Sell
265
Sell
266
Sell
267
Sell
268
Sell
269
Sell
270
Sell
271
Sell
272
Sell
273
Sell
274
Sell
275
Sell
276
Sell
277
Sell
278
Sell
279
Sell
280
Sell
281
Sell
282
Sell
283
Sell
284
Sell
285
Sell
286
Sell
287
Sell
288
Sell
289
Sell
290
Sell
291
Sell
292
Sell
293
Sell
294
Sell
295
Sell
296
Sell
297
Sell
298
Sell
299
Sell
300
Sell
301
Sell
302
Sell
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731
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1016
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1021
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1022
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1024
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1025
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1027
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1028
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1029
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1030
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1031
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1032
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1033
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1034
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1036
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1037
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1038
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1039
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1040
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1041
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1042
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1043
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1044
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1073
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1074
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1075
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1078
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1079
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1080
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1081
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1085
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1086
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1087
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1088
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1089
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1090
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1092
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1093
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1094
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1095
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1096
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1097
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1098
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1099
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1100
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1101
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1102
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1103
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1104
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1105
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1106
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1107
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1110
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1111
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1112
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1115
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1116
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1117
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1118
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1119
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1120
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1121
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1122
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1123
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1124
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1125
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1126
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1127
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1128
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1129
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1130
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1131
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1132
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1133
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1134
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1135
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1136
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1137
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1138
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1148
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1150
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1151
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1152
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1153
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1154
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1155
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1156
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1157
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1158
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1159
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1160
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1161
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1162
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1163
Sell
1164
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1165
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1166
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1167
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1168
Sell
1169
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1170
Sell
1171
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1172
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1173
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1174
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1175
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1176
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1177
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1178
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1180
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1182
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1183
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1184
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1190
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1199
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1200
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1234
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2436
Sell
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Sell
2438
Sell
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Sell
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Sell
2441
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2442
Sell
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2460
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2461
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2462
Sell
2463
Sell
2464
Sell
2465
Sell
2466
Sell
2467
Sell
2468
Sell
2469
Sell
2470
Sell
2471
Sell
2472
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2473
Sell
2474
Sell
2475
Sell
2476
Sell
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2478
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2480
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2484
Sell
2485
Sell
2486
Sell
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Sell
2488
Sell
2489
Sell
2490
Sell
2491
Sell
2492
Sell
2493
Sell
2494
Sell
2495
Sell
2496
Sell
2497
Sell
2498
Sell
2499
Sell
2500
Sell
2501
Sell
2502
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2503
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2504
Sell
2505
Sell
2506
Sell
2507
Sell
2508
Sell
2509
Sell
2510
Sell
2511
Sell
2512
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2513
Sell
2514
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2515
Sell
2516
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2517
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2518
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2519
Sell
2520
Sell
2521
Sell
2522
Sell
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2524
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2525
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2526
Sell
2527
Sell
2528
Sell
2529
Sell
2530
Sell
2531
Sell
2532
Sell
2533
Sell
2534
Sell
2535
Sell
2536
Sell
2537
Sell
2538
Sell
2539
Sell
2540
Sell
2541
Sell
2542
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2543
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Sell
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2551
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2552
Sell
2553
Sell
2554
Sell
2555
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2556
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2559
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2560
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2563
Sell
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Sell
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Sell
2568
Sell
2569
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2570
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2571
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2572
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2580
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2586
Sell
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Sell
2588
Sell
2589
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2590
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2591
Sell
2592
Sell
2593
Sell
2594
Sell
2595
Sell
2596
Sell
2597
Sell
2598
Sell
2599
Sell
2600
Sell
2601
Sell
2602
Sell
2603
Sell
2604
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2605
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2606
Sell
2607
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2608
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2609
Sell
2610
Sell
2611
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2612
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2613
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2614
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2615
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2617
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2618
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2620
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2621
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2622
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2623
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2625
Sell
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Sell
2627
Sell
2628
Sell
2629
Sell
2630
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2631
Sell
2632
Sell
2633
Sell
2634
Sell
2635
Sell
2636
Sell
2637
Sell
2638
Sell
2639
Sell
2640
Sell
2641
Sell
2642
Sell
2643
Sell
2644
Sell
2645
Sell
2646
Sell
2647
Sell
2648
Sell
2649
Sell
2650
Sell
2651
Sell
2652
Sell
2653
Sell
2654
Sell
2655
Sell
2656
Sell
2657
Sell
2658
Sell
2659
Sell
2660
Sell
2661
Sell
2662
Sell
2663
Sell
2664
Sell
2665
Sell
2666
Sell
2667
Sell
2668
Sell
2669
Sell
2670
Sell
2671
Sell
2672
Sell
2673
Sell
2674
Sell
2675
Sell
2676
Sell
2677
Sell
2678
Sell
2679
Sell
2680
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2681
Sell
2682
Sell
2683
Sell
2684
Sell
2685
Sell
2686
Sell
2687
Sell
2688
Sell
2689
Sell
2690
Sell
2691
Sell
2692
Sell
2693
Sell
2694
Sell
2695
Sell
2696
Sell
2697
Sell
2698
Sell
2699
Sell
2700
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2701
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2702
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2703
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2704
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2705
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2706
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2707
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2708
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2709
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2710
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2711
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2712
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2713
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2714
Sell
2715
Sell
2716
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2717
Sell
2718
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2719
Sell
2720
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2721
Sell
2722
Sell
2723
Sell
2724
Sell
2725
Sell
2726
Sell
2727
Sell
2728
Sell
2729
Sell
2730
Sell
2731
Sell
2732
Sell
2733
Sell
2734
Sell
2735
Sell
2736
Sell
2737
Sell
2738
Sell
2739
Sell
2740
Sell
2741
Sell
2742
Sell
2743
Sell
2744
Sell
2745
Sell
2746
Sell
2747
Sell
2748
Sell
2749
Sell
2750
Sell
2751
Sell
2752
Sell
2753
Sell
2754
Sell
2755
Sell
2756
Sell
2757
Sell
2758
Sell
2759
Sell
2760
Sell
2761
Sell
2762
Sell
2763
Sell
2764
Sell
2765
Sell
2766
Sell
2767
Sell
2768
Sell
2769
Sell
2770
Sell
2771
Sell
2772
Sell
2773
Sell
2774
Sell
2775
Sell
2776
Sell
2777
Sell
2778
Sell
2779
Sell
2780
Sell
2781
Sell
2782
Sell
2783
Sell
2784
Sell
2785
Sell
2786
Sell
2787
Sell
2788
Sell
2789
Sell
2790
Sell
2791
Sell
2792
Sell
2793
Sell
2794
Sell
2795
Sell
2796
Sell
2797
Sell
2798
Sell
2799
Sell
2800
Sell
2801
Sell
2802
Sell
2803
Sell
2804
Sell
2805
Sell
2806
Sell
2807
Sell
2808
Sell
2809
Sell
2810
Sell
2811
Sell
2812
Sell
2813
Sell
2814
Sell
2815
Sell
2816
Sell
2817
Sell
2818
Sell
2819
Sell
2820
Sell
2821
Sell
2822
Sell
2823
Sell
2824
Sell
2825
Sell
2826
Sell
2827
Sell
2828
Sell
2829
Sell
2830
Sell
2831
Sell
2832
Sell
2833
Sell
2834
Sell
2835
Sell
2836
Sell
2837
Sell
2838
Sell
2839
Sell
2840
Sell
2841
Sell
2842
Sell
2843
Sell
2844
Sell
2845
Sell
2846
Sell
2847
Sell
2848
Sell
2849
Sell
2850
Sell
2851
Sell
2852
Sell
2853
Sell
2854
Sell
2855
Sell
2856
Sell
2857
Sell
2858
Sell
2859
Sell
2860
Sell
2861
Sell
2862
Sell
2863
Sell
2864
Sell
2865
Sell
2866
Sell
2867
Sell
2868
Sell
2869
Sell
2870
Sell
2871
Sell
2872
Sell
2873
Sell
2874
Sell
2875
Sell
2876
Sell
2877
Sell
2878
Sell
2879
Sell
2880
Sell
2881
Sell
2882
Sell
2883
Sell
2884
Sell
2885
Sell
2886
Sell
2887
Sell
2888
Sell
2889
Sell
2890
Sell
2891
Sell
2892
Sell
2893
Sell
2894
Sell
2895
Sell
2896
Sell
2897
Sell
2898
Sell
2899
Sell
2900
Sell
2901
Sell
2902
Sell
2903
Sell
2904
Sell
2905
Sell
2906
Sell
2907
Sell
2908
Sell
2909
Sell
2910
Sell
2911
Sell
2912
Sell
2913
Sell
2914
Sell
2915
Sell
2916
Sell
2917
Sell
2918
Sell
2919
Sell
2920
Sell
2921
Sell
2922
Sell
2923
Sell
2924
Sell
2925
Sell
2926
Sell
2927
Sell
2928
Sell
2929
Sell
2930
Sell
2931
Sell
2932
Sell
2933
Sell
2934
Sell
2935
Sell
2936
Sell
2937
Sell
2938
Sell
2939
Sell
2940
Sell
2941
Sell
2942
Sell
2943
Sell
2944
Sell
2945
Sell
2946
Sell
2947
Sell
2948
Sell
2949
Sell
2950
Sell
2951
Sell
2952
Sell
2953
Sell
2954
Sell
2955
Sell
2956
Sell
2957
Sell
2958
Sell
2959
Sell
2960
Sell
2961
Sell
2962
Sell
2963
Sell
2964
Sell
2965
Sell
2966
Sell
2967
Sell
2968
Sell
2969
Sell
2970
Sell
2971
Sell
2972
Sell
2973
Sell
2974
Sell
2975
Sell
2976
Sell
2977
Sell
2978
Sell
2979
Sell
2980
Sell
2981
Sell
2982
Sell
2983
Sell
2984
Sell
2985
Sell
2986
Sell
2987
Sell
2988
Sell
2989
Sell
2990
Sell
2991
Sell
2992
Sell
2993
Sell
2994
Sell
2995
Sell
2996
Sell
2997
Sell
2998
Sell
2999
Sell
3000
Sell
3001
Sell
3002
Sell
3003
Sell
3004
Sell
3005
Sell
3006
Sell
3007
Sell
3008
Sell
3009
Sell
3010
Sell
3011
Sell
3012
Sell
3013
Sell
3014
Sell
3015
Sell
3016
Sell
3017
Sell
3018
Sell
3019
Sell
3020
Sell
3021
Sell
3022
Sell
3023
Sell
3024
Sell
3025
Sell
3026
Sell
3027
Sell
3028
Sell
3029
Sell
3030
Sell
3031
Sell
3032
Sell
3033
Sell
3034
Sell
3035
Sell
3036
Sell
3037
Sell
3038
Sell
3039
Sell
3040
Sell
3041
Sell
3042
Sell
3043
Sell
3044
Sell
3045
Sell
3046
Sell
3047
Sell
3048
Sell
3049
Sell
3050
Sell
3051
Sell
3052
Sell
3053
Sell
3054
Sell
3055
Sell
3056
Sell
3057
Sell
3058
Sell
3059
Sell
3060
Sell
3061
Sell
3062
Sell
3063
Sell
3064
Sell
3065
Sell
3066
Sell
3067
Sell
3068
Sell
3069
Sell
3070
Sell
3071
Sell
3072
Sell
3073
Sell
3074
Sell
3075
Sell
3076
Sell
3077
Sell
3078
Sell
3079
Sell
3080
Sell
3081
Sell
3082
Sell
3083
Sell
3084
Sell
3085
Sell
3086
Sell
3087
Sell
3088
Sell
3089
Sell
3090
Sell
3091
Sell
3092
Sell
3093
Sell
3094
Sell
3095
Sell
3096
Sell
3097
Sell
3098
Sell
3099
Sell
3100
Sell
3101
Sell
3102
Sell
3103
Sell
3104
Sell
3105
Sell
3106
Sell
3107
Sell
3108
Sell
3109
Sell
3110
Sell
3111
Sell
3112
Sell
3113
Sell
3114
Sell
3115
Sell
3116
Sell
3117
Sell
3118
Sell
3119
Sell
3120
Sell
3121
Sell
3122
Sell
3123
Sell
3124
Sell
3125
Sell
3126
Sell
3127
Sell
3128
Sell
3129
Sell
3130
Sell
3131
Sell
3132
Sell
3133
Sell
3134
Sell
3135
Sell
3136
Sell
3137
Sell
3138
Sell
3139
Sell
3140
Sell
3141
Sell
3142
Sell
3143
Sell
3144
Sell
3145
Sell
3146
Sell
3147
Sell
3148
Sell
3149
Sell
3150
Sell
3151
Sell
3152
Sell
3153
Sell
3154
Sell
3155
Sell
3156
Sell
3157
Sell
3158
Sell
3159
Sell
3160
Sell
3161
Sell
3162
Sell
3163
Sell
3164
Sell
3165
Sell
3166
Sell
3167
Sell
3168
Sell
3169
Sell
3170
Sell
3171
Sell
3172
Sell
3173
Sell
3174
Sell
3175
Sell
3176
Sell
3177
Sell
3178
Sell
3179
Sell
3180
Sell
3181
Sell
3182
Sell
3183
Sell
3184
Sell
3185
Sell
3186
Sell
3187
Sell
3188
Sell
3189
Sell
3190
Sell
3191
Sell
3192
Sell
3193
Sell
3194
Sell
3195
Sell
3196
Sell
3197
Sell
3198
Sell
3199
Sell
3200
Sell
3201
Sell
3202
Sell
3203
Sell
3204
Sell
3205
Sell
3206
Sell
3207
Sell
3208
Sell
3209
Sell
3210
Sell
3211
Sell
3212
Sell
3213
Sell
3214
Sell
3215
Sell
3216
Sell
3217
Sell
3218
Sell
3219
Sell
3220
Sell
3221
Sell
3222
Sell
3223
Sell
3224
Sell
3225
Sell
3226
Sell
3227
Sell
3228
Sell
3229
Sell
3230
Sell
3231
Sell
3232
Sell
3233
Sell
3234
Sell
3235
Sell
3236
Sell
3237
Sell
3238
Sell
3239
Sell
3240
Sell
3241
Sell
3242
Sell
3243
Sell
3244
Sell
3245
Sell
3246
Sell
3247
Sell
3248
Sell
3249
Sell
3250
Sell
3251
Sell
3252
Sell
3253
Sell
3254
Sell
3255
Sell
3256
Sell
3257
Sell
3258
Sell
3259
Sell
3260
Sell
3261
Sell
3262
Sell
3263
Sell
3264
Sell
3265
Sell
3266
Sell
3267
Sell
3268
Sell
3269
Sell
3270
Sell
3271
Sell
3272
Sell
3273
Sell
3274
Sell
3275
Sell
3276
Sell
3277
Sell
3278
Sell
3279
Sell
3280
Sell
3281
Sell
3282
Sell
3283
Sell
3284
Sell
3285
Sell
3286
Sell
3287
Sell
3288
Sell
3289
Sell
3290
Sell
3291
Sell
3292
Sell
3293
Sell
3294
Sell
3295
Sell
3296
Sell
3297
Sell
3298
Sell
3299
Sell
3300
Sell
3301
Sell
3302
Sell
3303
Sell
3304
Sell
3305
Sell
3306
Sell
3307
Sell
3308
Sell
3309
Sell
3310
Sell
3311
Sell
3312
Sell
3313
Sell
3314
Sell
3315
Sell
3316
Sell
3317
Sell
3318
Sell
3319
Sell
3320
Sell
3321
Sell
3322
Sell
3323
Sell
3324
Sell
3325
Sell
3326
Sell
3327
Sell
3328
Sell
3329
Sell
3330
Sell
3331
Sell
3332
Sell
3333
Sell
3334
Sell
3335
Sell
3336
Sell
3337
Sell
3338
Sell
3339
Sell
3340
Sell
3341
Sell
3342
Sell
3343
Sell
3344
Sell
3345
Sell
3346
Sell
3347
Sell
3348
Sell
3349
Sell
3350
Sell
3351
Sell
3352
Sell
3353
Sell
3354
Sell
3355
Sell
3356
Sell
3357
Sell
3358
Sell
3359
Sell
3360
Sell
3361
Sell
3362
Sell
3363
Sell
3364
Sell
3365
Sell
3366
Sell
3367
Sell
3368
Sell
3369
Sell
3370
Sell
3371
Sell
3372
Sell
3373
Sell
3374
Sell
3375
Sell
3376
Sell
3377
Sell
3378
Sell
3379
Sell
3380
Sell
3381
Sell
3382
Sell
3383
Sell
3384
Sell
3385
Sell
3386
Sell
3387
Sell
3388
Sell
3389
Sell
3390
Sell
3391
Sell
3392
Sell
3393
Sell
3394
Sell
3395
Sell
3396
Sell
3397
Sell
3398
Sell
3399
Sell
3400
Sell
3401
Sell
3402
Sell
3403
Sell
3404
Sell
3405
Sell
3406
Sell
3407
Sell
3408
Sell
3409
Sell
3410
Sell
3411
Sell
3412
Sell
3413
Sell
3414
Sell
3415
Sell
3416
Sell
3417
Sell
3418
Sell
3419
Sell
3420
Sell
3421
Sell
3422
Sell
3423
Sell
3424
Sell
3425
Sell
3426
Sell
3427
Sell
3428
Sell
3429
Sell
3430
Sell
3431
Sell
3432
Sell
3433
Sell
3434
Sell
3435
Sell
3436
Sell
3437
Sell
3438
Sell
3439
Sell
3440
Sell
3441
Sell
3442
Sell
3443
Sell
3444
Sell
3445
Sell
3446
Sell
3447
Sell
3448
Sell
3449
Sell
3450
Sell
3451
Sell
3452
Sell
3453
Sell
3454
Sell
3455
Sell
3456
Sell
3457
Sell
3458
Sell
3459
Sell
3460
Sell
3461
Sell
3462
Sell
3463
Sell
3464
Sell
3465
Sell
3466
Sell
3467
Sell
3468
Sell
3469
Sell
3470
Sell
3471
Sell
3472
Sell
3473
Sell
3474
Sell
3475
Sell
3476
Sell
3477
Sell
3478
Sell
3479
Sell
3480
Sell
3481
Sell
3482
Sell
3483
Sell
3484
Sell
3485
Sell
3486
Sell
3487
Sell
3488
Sell
3489
Sell
3490
Sell
3491
Sell
3492
Sell
3493
Sell
3494
Sell
3495
Sell
3496
Sell
3497
Sell
3498
Sell
3499
Sell
3500
Sell
3501
Sell
3502
Sell
3503
Sell
3504
Sell
3505
Sell
3506
Sell
3507
Sell
3508
Sell
3509
Sell
3510
Sell
3511
Sell
3512
Sell
3513
Sell
3514
Sell
3515
Sell
3516
Sell
3517
Sell
3518
Sell
3519
Sell
3520
Sell
3521
Sell
3522
Sell
3523
Sell
3524
Sell
3525
Sell
3526
Sell
3527
Sell
3528
Sell
3529
Sell
3530
Sell
3531
Sell
3532
Sell
3533
Sell
3534
Sell
3535
Sell
3536
Sell
3537
Sell
3538
Sell
3539
Sell
3540
Sell
3541
Sell
3542
Sell
3543
Sell
3544
Sell
3545
Sell
3546
Sell
3547
Sell
3548
Sell
3549
Sell
3550
Sell
3551
Sell
3552
Sell
3553
Sell
3554
Sell
3555
Sell
3556
Sell
3557
Sell
3558
Sell
3559
Sell
3560
Sell
3561
Sell
3562
Sell
3563
Sell
3564
Sell
3565
Sell
3566
Sell
3567
Sell
3568
Sell
3569
Sell
3570
Sell
3571
Sell
3572
Sell
3573
Sell
3574
Sell
3575
Sell
3576
Sell
3577
Sell
3578
Sell
3579
Sell
3580
Sell
3581
Sell
3582
Sell
3583
Sell
3584
Sell
3585
Sell
3586
Sell
3587
Sell
3588
Sell
3589
Sell
3590
Sell
3591
Sell
3592
Sell
3593
Sell
3594
Sell
3595
Sell
3596
Sell
3597
Sell
3598
Sell
3599
Sell
3600
Sell
3601
Sell
3602
Sell
3603
Sell
3604
Sell
3605
Sell
3606
Sell
3607
Sell
3608
Sell
3609
Sell
3610
Sell
3611
Sell
3612
Sell
3613
Sell
3614
Sell
3615
Sell
3616
Sell
3617
Sell
3618
Sell
3619
Sell
3620
Sell
3621
Sell
3622
Sell
3623
Sell
3624
Sell
3625
Sell
3626
Sell
3627
Sell
3628
Sell
3629
Sell
3630
Sell
3631
Sell
3632
Sell
3633
Sell
3634
Sell
3635
Sell
3636
Sell
3637
Sell
3638
Sell
3639
Sell
3640
Sell
3641
Sell
3642
Sell
3643
Sell
3644
Sell
3645
Sell
3646
Sell
3647
Sell
3648
Sell
3649
Sell
3650
Sell
3651
Sell
3652
Sell
3653
Sell
3654
Sell
3655
Sell
3656
Sell
3657
Sell
3658
Sell
3659
Sell
3660
Sell
3661
Sell
3662
Sell
3663
Sell
3664
Sell
3665
Sell
3666
Sell
3667
Sell
3668
Sell
3669
Sell
3670
Sell
3671
Sell
3672
Sell
3673
Sell
3674
Sell
3675
Sell
3676
Sell
3677
Sell
3678
Sell
3679
Sell
3680
Sell
3681
Sell
3682
Sell
3683
Sell
3684
Sell
3685
Sell
3686
Sell
3687
Sell
3688
Sell
3689
Sell
3690
Sell
3691
Sell
3692
Sell
3693
Sell
3694
Sell
3695
Sell
3696
Sell
3697
Sell
3698
Sell
3699
Sell
3700
Sell
3701
Sell
3702
Sell
3703
Sell
3704
Sell
3705
Sell
3706
Sell
3707
Sell
3708
Sell
3709
Sell
3710
Sell
3711
Sell
3712
Sell
3713
Sell
3714
Sell
3715
Sell
3716
Sell
3717
Sell
3718
Sell
3719
Sell
3720
Sell
3721
Sell
3722
Sell
3723
Sell
3724
Sell
3725
Sell
3726
Sell
3727
Sell
3728
Sell
3729
Sell
3730
Sell
3731
Sell
3732
Sell
3733
Sell
3734
Sell
3735
Sell
3736
Sell
3737
Sell
3738
Sell
3739
Sell
3740
Sell
3741
Sell
3742
Sell
3743
Sell
3744
Sell
3745
Sell
3746
Sell
3747
Sell
3748
Sell
3749
Sell
3750
Sell
3751
Sell
3752
Sell
3753
Sell
3754
Sell
3755
Sell
3756
Sell
3757
Sell
3758
Sell
3759
Sell
3760
Sell
3761
Sell
3762
Sell
3763
Sell
3764
Sell
3765
Sell
3766
Sell
3767
Sell
3768
Sell
3769
Sell
3770
Sell
3771
Sell
3772
Sell
3773
Sell
3774
Sell
3775
Sell
3776
Sell
3777
Sell
3778
Sell
3779
Sell
3780
Sell
3781
Sell
3782
Sell
3783
Sell
3784
Sell
3785
Sell
3786
Sell
3787
Sell
3788
Sell
3789
Sell
3790
Sell
3791
Sell
3792
Sell
3793
Sell
3794
Sell
3795
Sell
3796
Sell
3797
Sell
3798
Sell
3799
Sell
3800
Sell
3801
Sell
3802
Sell
3803
Sell
3804
Sell
3805
Sell
3806
Sell
3807
Sell
3808
Sell
3809
Sell
3810
Sell
3811
Sell
3812
Sell
3813
Sell
3814
Sell
3815
Sell
3816
Sell
3817
Sell
3818
Sell
3819
Sell
3820
Sell
3821
Sell
3822
Sell
3823
Sell
3824
Sell
3825
Sell
3826
Sell
3827
Sell
3828
Sell
3829
Sell
3830
Sell
3831
Sell
3832
Sell
3833
Sell
3834
Sell
3835
Sell
3836
Sell
3837
Sell
3838
Sell
3839
Sell
3840
Sell
3841
Sell
3842
Sell
3843
Sell
3844
Sell
3845
Sell
3846
Sell
3847
Sell
3848
Sell
3849
Sell
3850
Sell
3851
Sell
3852
Sell
3853
Sell
3854
Sell
3855
Sell
3856
Sell
3857
Sell
3858
Sell
3859
Sell
3860
Sell
3861
Sell
3862
Sell
3863
Sell
3864
Sell
3865
Sell
3866
Sell
3867
Sell
3868
Sell
3869
Sell
3870
Sell
3871
Sell
3872
Sell
3873
Sell
3874
Sell
3875
Sell
3876
Sell
3877
Sell
3878
Sell
3879
Sell
3880
Sell
3881
Sell
3882
Sell
3883
Sell
3884
Sell
3885
Sell
3886
Sell
3887
Sell
3888
Sell
3889
Sell
3890
Sell
3891
Sell
3892
Sell
3893
Sell
3894
Sell
3895
Sell
3896
Sell
3897
Sell
3898
Sell
3899
Sell
3900
Sell
3901
Sell
3902
Sell
3903
Sell
3904
Sell
3905
Sell
3906
Sell
3907
Sell
3908
Sell
3909
Sell
3910
Sell
3911
Sell
3912
Sell
3913
Sell
3914
Sell
3915
Sell
3916
Sell
3917
Sell
3918
Sell
3919
Sell
3920
Sell
3921
Sell
3922
Sell
3923
Sell
3924
Sell
3925
Sell
3926
Sell
3927
Sell
3928
Sell
3929
Sell
3930
Sell
3931
Sell
3932
Sell
3933
Sell
3934
Sell
3935
Sell
3936
Sell
3937
Sell
3938
Sell
3939
Sell
3940
Sell
3941
Sell
3942
Sell
3943
Sell
3944
Sell
3945
Sell
3946
Sell
3947
Sell
3948
Sell
3949
Sell
3950
Sell
3951
Sell
3952
Sell
3953
Sell
3954
Sell
3955
Sell
3956
Sell
3957
Sell
3958
Sell
3959
Sell
3960
Sell
3961
Sell
3962
Sell
3963
Sell
3964
Sell
3965
Sell
3966
Sell
3967
Sell
3968
Sell
3969
Sell
3970
Sell
3971
Sell
3972
Sell
3973
Sell
3974
Sell
3975
Sell
3976
Sell
3977
Sell
3978
Sell
3979
Sell
3980
Sell
3981
Sell
3982
Sell
3983
Sell
3984
Sell
3985
Sell
3986
Sell
3987
Sell
3988
Sell
3989
Sell
3990
Sell
3991
Sell
3992
Sell
3993
Sell
3994
Sell
3995
Sell
3996
Sell
3997
Sell
3998
Sell
3999
Sell
4000
Sell
4001
Sell
4002
Sell
4003
Sell
4004
Sell
4005
Sell
4006
Sell
4007
Sell
4008
Sell
4009
Sell
4010
Sell
4011
Sell
4012
Sell
4013
Sell
4014
Sell
4015
Sell
4016
Sell
4017
Sell
4018
Sell
4019
Sell
4020
Sell
4021
Sell
4022
Sell
4023
Sell
4024
Sell
4025
Sell
4026
Sell
4027
Sell
4028
Sell
4029
Sell
4030
Sell
4031
Sell
4032
Sell
4033
Sell
4034
Sell
4035
Sell
4036
Sell
4037
Sell
4038
Sell
4039
Sell
4040
Sell
4041
Sell
4042
Sell
4043
Sell
4044
Sell
4045
Sell
4046
Sell
4047
Sell
4048
Sell
4049
Sell
4050
Sell
4051
Sell
4052
Sell
4053
Sell
4054
Sell
4055
Sell
4056
Sell
4057
Sell
4058
Sell
4059
Sell
4060
Sell
4061
Sell
4062
Sell
4063
Sell
4064
Sell
4065
Sell
4066
Sell
4067
Sell
4068
Sell
4069
Sell
4070
Sell
4071
Sell
4072
Sell
4073
Sell
4074
Sell
4075
Sell
4076
Sell
4077
Sell
4078
Sell
4079
Sell
4080
Sell
4081
Sell
4082
Sell
4083
Sell
4084
Sell
4085
Sell
4086
Sell
4087
Sell
4088
Sell
4089
Sell
4090
Sell
4091
Sell
4092
Sell
4093
Sell
4094
Sell
4095
Sell
4096
Sell
4097
Sell
4098
Sell
4099
Sell
4100
Sell
4101
Sell
4102
Sell
4103
Sell
4104
Sell
4105
Sell
4106
Sell
4107
Sell
4108
Sell
4109
Sell
4110
Sell
4111
Sell
4112
Sell
4113
Sell
4114
Sell
4115
Sell
4116
Sell
4117
Sell
4118
Sell
4119
Sell
4120
Sell
4121
Sell
4122
Sell
4123
Sell
4124
Sell
4125
Sell
4126
Sell
4127
Sell
4128
Sell
4129
Sell
4130
Sell
4131
Sell
4132
Sell
4133
Sell
4134
Sell
4135
Sell
4136
Sell
4137
Sell
4138
Sell
4139
Sell
4140
Sell
4141
Sell
4142
Sell
4143
Sell
4144
Sell
4145
Sell
4146
Sell
4147
Sell
4148
Sell
4149
Sell
4150
Sell
4151
Sell
4152
Sell
4153
Sell
4154
Sell
4155
Sell
4156
Sell
4157
Sell
4158
Sell
4159
Sell
4160
Sell
4161
Sell
4162
Sell
4163
Sell
4164
Sell
4165
Sell
4166
Sell
4167
Sell
4168
Sell
4169
Sell
4170
Sell
4171
Sell
4172
Sell
4173
Sell
4174
Sell
4175
Sell
4176
Sell
4177
Sell
4178
Sell
4179
Sell
4180
Sell
4181
Sell
4182
Sell
4183
Sell
4184
Sell
4185
Sell
4186
Sell
4187
Sell
4188
Sell
4189
Sell
4190
Sell
4191
Sell
4192
Sell
4193
Sell
4194
Sell
4195
Sell
4196
Sell
4197
Sell
4198
Sell
4199
Sell
4200
Sell
4201
Sell
4202
Sell
4203
Sell
4204
Sell
4205
Sell
4206
Sell
4207
Sell
4208
Sell
4209
Sell
4210
Sell
4211
Sell
4212
Sell
4213
Sell
4214
Sell
4215
Sell
4216
Sell
4217
Sell
4218
Sell
4219
Sell
4220
Sell
4221
Sell
4222
Sell
4223
Sell
4224
Sell
4225
Sell
4226
Sell
4227
Sell
4228
Sell
4229
Sell
4230
Sell
4231
Sell
4232
Sell
4233
Sell
4234
Sell
4235
Sell
4236
Sell
4237
Sell
4238
Sell
4239
Sell
4240
Sell
4241
Sell
4242
Sell
4243
Sell
4244
Sell
4245
Sell
4246
Sell
4247
Sell
4248
Sell
4249
Sell
4250
Sell
4251
Sell
4252
Sell
4253
Sell
4254
Sell
4255
Sell
4256
Sell
4257
Sell
4258
Sell
4259
Sell
4260
Sell
4261
Sell
4262
Sell
4263
Sell
4264
Sell
4265
Sell
4266
Sell
4267
Sell
4268
Sell
4269
Sell
4270
Sell
4271
Sell
4272
Sell
4273
Sell
4274
Sell
4275
Sell
4276
Sell
4277
Sell
4278
Sell
4279
Sell
4280
Sell
4281
Sell
4282
Sell
4283
Sell
4284
Sell
4285
Sell
4286
Sell
4287
Sell
4288
Sell
4289
Sell
4290
Sell
4291
Sell
4292
Sell
4293
Sell
4294
Sell
4295
Sell
4296
Sell
4297
Sell
4298
Sell
4299
Sell
4300
Sell
4301
Sell
4302
Sell
4303
Sell
4304
Sell
4305
Sell
4306
Sell
4307
Sell
4308
Sell
4309
Sell
4310
Sell
4311
Sell
4312
Sell
4313
Sell
4314
Sell
4315
Sell
4316
Sell
4317
Sell
4318
Sell
4319
Sell
4320
Sell
4321
Sell
4322
Sell
4323
Sell
4324
Sell
4325
Sell
4326
Sell
4327
Sell
4328
Sell
4329
Sell
4330
Sell
4331
Sell
4332
Sell
4333
Sell
4334
Sell
4335
Sell
4336
Sell
4337
Sell
4338
Sell
4339
Sell
4340
Sell
4341
Sell
4342
Sell
4343
Sell
4344
Sell
4345
Sell
4346
Sell
4347
Sell
4348
Sell
4349
Sell
4350
Sell
4351
Sell
4352
Sell
4353
Sell
4354
Sell
4355
Sell
4356
Sell
4357
Sell
4358
Sell
4359
Sell
4360
Sell
4361
Sell
4362
Sell
4363
Sell
4364
Sell
4365
Sell
4366
Sell
4367
Sell
4368
Sell
4369
Sell
4370
Sell
4371
Sell
4372
Sell
4373
Sell
4374
Sell
4375
Sell
4376
Sell
4377
Sell
4378
Sell
4379
Sell
4380
Sell
4381
Sell
4382
Sell
4383
Sell
4384
Sell
4385
Sell
4386
Sell
4387
Sell
4388
Sell
4389
Sell
4390
Sell
4391
Sell
4392
Sell
4393
Sell
4394
Sell
4395
Sell
4396
Sell
4397
Sell
4398
Sell
4399
Sell
4400
Sell
4401
Sell
4402
Sell
4403
Sell
4404
Sell
4405
Sell
4406
Sell
4407
Sell
4408
Sell
4409
Sell
4410
Sell
4411
Sell
4412
Sell
4413
Sell
4414
Sell
4415
Sell
4416
Sell
4417
Sell
4418
Sell
4419
Sell
4420
Sell
4421
Sell
4422
Sell
4423
Sell
4424
Sell
4425
Sell
4426
Sell
4427
Sell
4428
Sell
4429
Sell
4430
Sell
4431
Sell
4432
Sell
4433
Sell
4434
Sell
4435
Sell
4436
Sell
4437
Sell
4438
Sell
4439
Sell
4440
Sell
4441
Sell
4442
Sell
4443
Sell
4444
Sell
4445
Sell
4446
Sell
4447
Sell
4448
Sell
4449
Sell
4450
Sell
4451
Sell
4452
Sell
4453
Sell
4454
Sell
4455
Sell
4456
Sell
4457
Sell
4458
Sell
4459
Sell
4460
Sell
4461
Sell
4462
Sell
4463
Sell
4464
Sell
4465
Sell
4466
Sell
4467
Sell
4468
Sell
4469
Sell
4470
Sell
4471
Sell
4472
Sell
4473
Sell
4474
Sell
4475
Sell
4476
Sell
4477
Sell
4478
Sell
4479
Sell
4480
Sell
4481
Sell
4482
Sell
4483
Sell
4484
Sell
4485
Sell
4486
Sell
4487
Sell
4488
Sell
4489
Sell
4490
Sell
4491
Sell
4492
Sell
4493
Sell
4494
Sell
4495
Sell
4496
Sell
4497
Sell
4498
Sell
4499
Sell
4500
Sell
4501
Sell
4502
Sell
4503
Sell
4504
Sell
4505
Sell
4506
Sell
4507
Sell
4508
Sell
4509
Sell
4510
Sell
9,期货tick
In [ ]:
#期货tick,type:买卖方向，0:开仓 1:多开 -1:空开
df = ts.tick('CU1712', conn=cons, asset='X', date='2017-10-28')
df.head(20)
In [ ]:
#沪/深港通每日资金流向(南向/北向资金)
df = ts.moneyflow_hsgt()
df.sort_values('date', ascending=False)
In [ ]: