In [28]:
%matplotlib nbagg
%pylab


Using matplotlib backend: nbAgg
Populating the interactive namespace from numpy and matplotlib

In [4]:
import ravaonline
df = ravaonline.get_dataframe('AA17')
figure()
df.close.plot()
df.volume.plot(secondary_y=True)


Out[4]:
<matplotlib.axes._subplots.AxesSubplot at 0x10bfcfc10>

In [106]:
import ravaonline
reload(ravaonline)
r = ravaonline.get_raw_data('AAPL').execute()


Out[106]:
close high low open volume
date
2014-09-24 102.64 102.94 100.54 100.65 62422424
2014-09-25 101.75 102.85 101.20 102.10 59706368
2014-09-26 97.87 100.71 97.72 100.48 99554800
2014-09-27 100.75 100.75 98.40 98.55 61964080
2014-09-30 100.11 100.44 98.63 98.70 49070048
2014-10-01 100.75 101.54 100.53 100.77 55053780
2014-10-02 99.18 100.69 98.70 100.58 50962112
2014-10-03 99.90 100.22 98.04 99.36 46878468
2014-10-04 99.62 100.21 99.04 99.42 43280120
2014-10-07 99.62 100.65 99.42 99.94 36674088
2014-10-08 98.75 100.12 98.73 99.41 41749480
2014-10-09 100.80 101.11 98.31 98.78 57109136
2014-10-10 101.02 102.38 100.61 101.50 76939728
2014-10-11 100.73 102.03 100.30 100.73 65938436
2014-10-14 99.81 101.78 99.81 101.31 53500256
2014-10-15 98.75 100.52 98.57 100.34 63198552
2014-10-16 97.54 99.15 95.18 98.00 99938072
2014-10-17 96.26 97.72 95.41 95.52 72002368
2014-10-18 97.67 99.00 96.81 97.50 67712720
2014-10-21 99.76 99.96 98.22 98.37 77091136
2014-10-22 102.47 103.02 101.27 103.00 93716320
2014-10-23 102.99 104.11 102.60 102.89 68160880
2014-10-24 104.83 105.05 103.63 103.95 71007584
2014-10-25 105.22 105.49 104.53 105.12 46931440
2014-10-28 105.11 105.48 104.70 104.90 34079812
2014-10-29 106.74 106.74 105.35 105.39 44443976
2014-10-30 107.34 107.37 106.36 106.73 52307568
2014-10-31 106.98 107.35 105.90 106.89 40477272
2014-11-01 108.00 108.04 107.21 108.04 44124352
2014-11-04 109.40 110.30 108.01 108.16 50570816
... ... ... ... ... ...
2016-12-31 115.82 117.20 115.43 116.65 30452200
2017-01-04 116.06 116.33 114.76 115.80 28234116
2017-01-05 116.02 116.51 115.75 115.85 20706686
2017-01-06 116.63 116.86 115.81 115.92 21931876
2017-01-07 117.91 118.16 116.47 116.78 31085194
2017-01-10 118.98 119.43 117.94 117.95 33304074
2017-01-11 119.11 119.38 118.30 118.77 24404484
2017-01-12 119.73 119.93 118.60 118.74 27318890
2017-01-13 119.25 119.30 118.21 118.89 26856322
2017-01-14 119.02 119.62 118.81 119.11 25553156
2017-01-18 119.98 120.24 118.22 118.34 33776444
2017-01-19 119.99 120.50 119.71 120.00 23424126
2017-01-20 119.78 120.09 119.37 119.40 25193264
2017-01-21 120.00 120.45 119.73 120.45 29083186
2017-01-24 120.08 120.81 119.77 120.00 20968202
2017-01-25 119.97 120.10 119.50 119.55 22840118
2017-01-26 121.85 122.10 120.28 120.42 32081576
2017-01-27 121.94 122.44 121.60 121.67 11653482
2017-01-28 121.72 122.35 121.60 122.14 4620022
2017-01-31 121.63 121.63 120.66 120.93 3828372480
2017-02-01 121.29 121.39 120.62 121.15 24733588
2017-02-02 128.79 130.49 127.01 127.10 11434745
2017-02-03 128.52 129.39 127.78 127.99 8758962
2017-02-04 129.05 129.19 128.16 128.31 10790232
2017-02-07 130.29 130.50 128.90 128.95 3178042
2017-02-08 131.53 132.09 130.45 130.50 901697472
2017-02-09 132.04 132.22 131.22 131.30 4403410
2017-02-10 132.41 132.45 131.12 131.67 1486695424
2017-02-11 132.12 132.94 132.05 132.42 5320084
2017-02-12 132.12 132.94 132.05 132.42 20050615

601 rows × 5 columns


In [181]:
from fito.data_store import FileDataStore
ds = FileDataStore('pdr_cache')

@as_operation(cache_on=ds)
def get_data(symbol, data_source):
    return pdr.DataReader(symbol, data_source)

In [13]:
import quandl_wrapper
quandl_key = 'y-dkkLN2V8woB2ytE_Hx'
quandl_wrapper.QuandlClient(quandl_key).get('NSE/OIL')


Out[13]:
Open High Low Last Close Total Trade Quantity Turnover (Lacs)
Date
2009-09-30 1096.00 1156.70 1090.00 1135.00 1141.20 19748012.0 223877.07
2009-10-01 1102.00 1173.70 1102.00 1167.00 1166.35 3074254.0 35463.78
2009-10-05 1152.00 1165.90 1136.60 1143.00 1140.55 919832.0 10581.13
2009-10-06 1149.80 1157.20 1132.10 1143.30 1144.90 627957.0 7185.90
2009-10-07 1153.80 1160.70 1140.00 1141.45 1141.60 698216.0 8032.98
2009-10-08 1145.00 1179.80 1142.00 1178.10 1170.20 788173.0 9138.99
2009-10-09 1176.00 1210.00 1165.00 1183.00 1195.65 1047417.0 12449.44
2009-10-12 1184.00 1210.00 1176.00 1193.00 1195.70 464697.0 5551.35
2009-10-14 1198.00 1227.75 1185.00 1192.50 1190.45 581221.0 7015.84
2009-10-15 1198.00 1204.90 1180.05 1184.90 1184.55 301790.0 3593.52
2009-10-16 1188.65 1203.00 1182.00 1191.10 1191.00 313011.0 3735.12
2009-10-17 1240.00 1240.00 1180.00 1189.10 1189.80 35143.0 418.95
2009-10-20 1196.00 1203.50 1172.00 1174.00 1177.85 156941.0 1861.75
2009-10-21 1184.00 1194.00 1157.00 1166.00 1166.10 309098.0 3657.14
2009-10-22 1165.00 1184.40 1158.00 1168.00 1164.95 338413.0 3973.97
2009-10-23 1174.90 1179.45 1161.20 1165.00 1164.70 216929.0 2538.68
2009-10-26 1151.30 1175.00 1145.00 1158.00 1156.40 209553.0 2423.58
2009-10-27 1150.05 1150.05 1114.20 1140.00 1140.35 407594.0 4635.23
2009-10-28 1141.00 1141.00 1111.00 1130.20 1130.20 243141.0 2745.53
2009-10-29 1125.25 1137.90 1115.10 1132.00 1132.25 65246.0 736.80
2009-10-30 1145.00 1145.00 1110.00 1111.90 1120.60 117100.0 1325.22
2009-11-03 1102.00 1127.50 1102.00 1120.95 1120.00 179969.0 2013.91
2009-11-04 1124.90 1159.00 1120.00 1150.50 1150.85 284546.0 3248.87
2009-11-05 1127.00 1154.00 1127.00 1153.00 1148.90 49813.0 568.75
2009-11-06 1155.00 1168.55 1146.25 1160.00 1156.50 295089.0 3421.96
2009-11-09 1150.05 1167.00 1150.05 1160.05 1165.05 93970.0 1090.62
2009-11-10 1157.00 1169.90 1142.00 1149.00 1147.75 286131.0 3301.75
2009-11-11 1147.00 1191.00 1145.40 1173.05 1181.35 325326.0 3788.43
2009-11-12 1190.00 1193.00 1170.00 1185.00 1182.60 143567.0 1698.72
2009-11-13 1175.00 1223.70 1168.00 1189.00 1194.45 440047.0 5277.68
... ... ... ... ... ... ... ...
2016-12-30 443.75 453.50 442.35 452.10 452.10 218310.0 981.19
2017-01-02 452.70 461.80 452.65 454.00 455.25 411356.0 1882.48
2017-01-03 455.85 462.75 454.80 457.50 458.45 578051.0 2659.03
2017-01-04 462.05 465.00 454.60 454.60 456.50 761158.0 3510.17
2017-01-05 456.95 471.50 456.95 465.50 467.15 589496.0 2748.43
2017-01-06 471.90 480.75 468.00 478.15 475.10 1124895.0 5346.48
2017-01-09 480.00 483.45 475.00 478.50 478.25 953582.0 4560.21
2017-01-10 480.00 485.00 479.35 483.50 482.40 866684.0 4183.28
2017-01-11 484.00 495.00 469.30 492.00 485.00 2229277.0 10631.06
2017-01-12 346.15 356.00 340.00 347.00 346.90 1516083.0 5248.74
2017-01-13 350.00 350.90 345.00 345.05 345.60 505364.0 1750.54
2017-01-16 345.70 346.35 340.05 343.25 343.15 358668.0 1230.32
2017-01-17 343.60 346.00 341.00 341.25 341.75 258901.0 886.52
2017-01-18 341.00 342.50 335.30 336.90 336.30 522306.0 1766.89
2017-01-19 337.70 337.70 330.65 333.20 333.45 699626.0 2329.97
2017-01-20 334.90 334.90 327.50 329.00 328.15 457768.0 1510.74
2017-01-23 329.05 339.95 328.50 339.90 336.60 483284.0 1610.63
2017-01-24 339.95 341.50 335.60 336.10 337.35 1134745.0 3836.53
2017-01-25 337.80 343.45 337.00 337.15 337.70 1051831.0 3571.76
2017-01-27 338.35 344.80 337.55 339.00 338.75 712864.0 2431.93
2017-01-30 339.00 341.00 335.00 336.15 336.30 393599.0 1326.72
2017-01-31 337.10 341.15 326.00 328.80 329.65 4205557.0 13891.82
2017-02-01 332.00 332.40 326.75 330.80 331.15 795589.0 2623.47
2017-02-02 332.25 342.80 332.25 339.70 340.30 898294.0 3047.75
2017-02-03 343.90 346.00 341.35 345.70 344.75 748063.0 2576.39
2017-02-06 348.00 350.70 346.15 347.75 347.70 799142.0 2787.34
2017-02-07 349.80 351.50 332.15 336.00 335.20 924440.0 3145.50
2017-02-08 334.35 339.10 333.40 336.30 336.90 380999.0 1283.65
2017-02-09 338.00 345.90 335.00 344.55 344.25 1007262.0 3416.00
2017-02-10 347.20 347.95 343.50 345.30 345.55 503167.0 1739.05

1830 rows × 7 columns


In [28]:
import urllib2 
a = urllib2.urlopen(' https://www.quandl.com/api/v3/datatables/WIKI/PRICES?qopts.export=true&api_key=y-dkkLN2V8woB2ytE_Hx').read()

In [5]:
import quandl_dump
from datetime import datetime
with open('/Users/pablo/Downloads/WIKI_PRICES_212b326a081eacca455e13140d7bb9db.csv') as f:
    quandl_dump.cache[quandl_dump.export_data.operation_class(datetime.now())] = f.read()

In [1]:
debug

In [35]:
from lxml.html import document_fromstring
dom = document_fromstring(a)
dom.cssselect('.download-button')[0].attrib['href']


Out[35]:
'https://duf9k3nptkna3.cloudfront.net/WIKI/PRICES/WIKI_PRICES_212b326a081eacca455e13140d7bb9db.zip?api_key=y-dkkLN2V8woB2ytE_Hx&snapshot_time=2017-02-11+01%3A35%3A08+UTC&Expires=1486921613&Signature=hwunv~B2QLy9OZOOhu4Y1gCgiNDvEhkSrAa1sM3ocGr4PL9P5OdQZmJFPj03XmIfzUymcKocch1d01dkP1cInUn0lifRVkUJGnYIqq~lUmot03FYy3W3ZNIdgbg~z93HPC2BNtW6bLCdfKmqbsI~hyJZIvlj-XTK0-M7Azhu~c2mtEBpkYoSrMGjCEhwMfD5q7g1eerQqSOhzhDH7g~fhQ5cUMhHF45qY~tSS7qBVr8cOnkRp05Z0jGDhdKK9Zwf9zGF74eiXGbYj0wlkmOKPA6WhATyDE1T-~TcizRbu785pRtaJrsB-6lVBb9BcV2d8T0-duUejFOXK33avpFj9A__&Key-Pair-Id=APKAJ22GRK7AQ76GWFJQ'

In [26]:
import json
a = json.loads(a)

In [27]:
a


Out[27]:
{u'datatable': {u'columns': [{u'name': u'ticker', u'type': u'String'},
   {u'name': u'date', u'type': u'Date'},
   {u'name': u'open', u'type': u'BigDecimal(34,12)'},
   {u'name': u'high', u'type': u'BigDecimal(34,12)'},
   {u'name': u'low', u'type': u'BigDecimal(34,12)'},
   {u'name': u'close', u'type': u'BigDecimal(34,12)'},
   {u'name': u'volume', u'type': u'BigDecimal(37,15)'},
   {u'name': u'ex-dividend', u'type': u'BigDecimal(42,20)'},
   {u'name': u'split_ratio', u'type': u'BigDecimal(40,18)'},
   {u'name': u'adj_open', u'type': u'BigDecimal(50,28)'},
   {u'name': u'adj_high', u'type': u'BigDecimal(50,28)'},
   {u'name': u'adj_low', u'type': u'BigDecimal(50,28)'},
   {u'name': u'adj_close', u'type': u'BigDecimal(50,28)'},
   {u'name': u'adj_volume', u'type': u'double'}],
  u'data': [[u'A',
    u'1999-11-18',
    45.5,
    50.0,
    40.0,
    44.0,
    44739900.0,
    0.0,
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    38.013928029755,
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    44739900.0],
   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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   [u'A',
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    40.864972631987,
    1665900.0],
   [u'A',
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    40.209232373474,
    38.964276230499,
    39.620016489012,
    2087100.0],
   [u'A',
    u'1999-12-16',
    42.0,
    48.0,
    42.0,
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    1848300.0,
    0.0,
    1.0,
    39.914624431243,
    45.616713635706,
    39.914624431243,
    44.903952485148,
    1848300.0],
   [u'A',
    u'1999-12-17',
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    43.658996342174,
    2652400.0],
   [u'A',
    u'1999-12-20',
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    43.953604284404,
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    43.839562500315,
    44.552323650873,
    856100.0],
   [u'A',
    u'1999-12-21',
    46.69,
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    0.0,
    1.0,
    44.371757492732,
    44.371757492732,
    43.716017234218,
    44.314736600687,
    1616200.0],
   [u'A',
    u'1999-12-22',
    46.63,
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    0.0,
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    44.314736600687,
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    44.010625176449,
    45.198560427379,
    1363200.0],
   [u'A',
    u'1999-12-23',
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    1544700.0],
   [u'A',
    u'1999-12-27',
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   [u'A',
    u'1999-12-28',
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   [u'A',
    u'1999-12-29',
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   ...]},
 u'meta': {u'next_cursor_id': u'djFfMTAwMDFfMTQ4NjkyMTQxOQ=='}}

In [18]:
import quandl
# https://www.quandl.com/api/v3/datatables/WIKI/PRICES?qopts.export=true&api_key=y-dkkLN2V8woB2ytE_Hx
quandl.get('WIKI/PRICES')


---------------------------------------------------------------------------
NotFoundError                             Traceback (most recent call last)
<ipython-input-18-b21efccf0912> in <module>()
      1 import quandl
      2 # https://www.quandl.com/api/v3/datatables/WIKI/PRICES?qopts.export=true&api_key=y-dkkLN2V8woB2ytE_Hx
----> 3 quandl.get('WIKI/PRICES')

/usr/local/lib/python2.7/site-packages/quandl/get.pyc in get(dataset, **kwargs)
     46         if dataset_args['column_index'] is not None:
     47             kwargs.update({'column_index': dataset_args['column_index']})
---> 48         data = Dataset(dataset_args['code']).data(params=kwargs, handle_column_not_found=True)
     49     # Array
     50     elif isinstance(dataset, list):

/usr/local/lib/python2.7/site-packages/quandl/model/dataset.pyc in data(self, **options)
     45         updated_options = Util.merge_options('params', params, **options)
     46         try:
---> 47             return Data.all(**updated_options)
     48         except NotFoundError:
     49             if handle_not_found_error:

/usr/local/lib/python2.7/site-packages/quandl/operations/list.pyc in all(cls, **options)
     12             options['params'] = {}
     13         path = Util.constructed_path(cls.list_path(), options['params'])
---> 14         r = Connection.request('get', path, **options)
     15         response_data = r.json()
     16         Util.convert_to_dates(response_data)

/usr/local/lib/python2.7/site-packages/quandl/connection.pyc in request(cls, http_verb, url, **options)
     34         abs_url = '%s/%s' % (ApiConfig.api_base, url)
     35 
---> 36         return cls.execute_request(http_verb, abs_url, **options)
     37 
     38     @classmethod

/usr/local/lib/python2.7/site-packages/quandl/connection.pyc in execute_request(cls, http_verb, url, **options)
     42             response = func(url, **options)
     43             if response.status_code < 200 or response.status_code >= 300:
---> 44                 cls.handle_api_error(response)
     45             else:
     46                 return response

/usr/local/lib/python2.7/site-packages/quandl/connection.pyc in handle_api_error(cls, resp)
     83         klass = d_klass.get(code_letter, QuandlError)
     84 
---> 85         raise klass(message, resp.status_code, resp.text, resp.headers, code)

NotFoundError: (Status 404) (Quandl Error QECx02) You have submitted an incorrect Quandl code. Please check your Quandl codes and try again.

In [12]:
a = quandl.get('WIKI/AAPL')


---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-12-4cf27270a590> in <module>()
----> 1 a = quandl.get('WIKI/AAPL')

NameError: name 'quandl' is not defined

In [27]:
figure()
a.Close.plot()


---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-27-ce80e41c5b5a> in <module>()
----> 1 figure()
      2 a.Close.plot()

NameError: name 'figure' is not defined

In [18]:
import quandl
data = quandl.get_table('ZACKS/FC')

In [21]:
data.ticker.unique()


Out[21]:
array([u'AAPL', u'AXP', u'BA', u'CAT', u'CSCO', u'CVX', u'DD', u'DIS',
       u'GE', u'GS', u'HD', u'IBM', u'INTC', u'JNJ', u'JPM', u'KO', u'MCD',
       u'MMM', u'MRK', u'MSFT', u'NKE', u'PFE', u'PG', u'TRV', u'UNH',
       u'UTX', u'V', u'VZ', u'WMT', u'XOM'], dtype=object)

In [2]:
import

In [234]:
from urllib import urlopen
a = urlopen(
    'https://www.quandl.com/api/v3/datasets/WIKI/AAPL.csv?api_key={}'
    .format(quandl_key)
)

In [235]:
content = a.read()

In [239]:
import csv, StringIO
docs = list(csv.DictReader(StringIO.StringIO(content)))

In [270]:
df.Date[:'2015-01-01']


Out[270]:
Date
2017-02-10   2017-02-10
2017-02-09   2017-02-09
2017-02-08   2017-02-08
2017-02-07   2017-02-07
2017-02-06   2017-02-06
2017-02-03   2017-02-03
2017-02-02   2017-02-02
2017-02-01   2017-02-01
2017-01-31   2017-01-31
2017-01-30   2017-01-30
2017-01-27   2017-01-27
2017-01-26   2017-01-26
2017-01-25   2017-01-25
2017-01-24   2017-01-24
2017-01-23   2017-01-23
2017-01-20   2017-01-20
2017-01-19   2017-01-19
2017-01-18   2017-01-18
2017-01-17   2017-01-17
2017-01-13   2017-01-13
2017-01-12   2017-01-12
2017-01-11   2017-01-11
2017-01-10   2017-01-10
2017-01-09   2017-01-09
2017-01-06   2017-01-06
2017-01-05   2017-01-05
2017-01-04   2017-01-04
2017-01-03   2017-01-03
2016-12-30   2016-12-30
2016-12-29   2016-12-29
                ...    
2015-02-13   2015-02-13
2015-02-12   2015-02-12
2015-02-11   2015-02-11
2015-02-10   2015-02-10
2015-02-09   2015-02-09
2015-02-06   2015-02-06
2015-02-05   2015-02-05
2015-02-04   2015-02-04
2015-02-03   2015-02-03
2015-02-02   2015-02-02
2015-01-30   2015-01-30
2015-01-29   2015-01-29
2015-01-28   2015-01-28
2015-01-27   2015-01-27
2015-01-26   2015-01-26
2015-01-23   2015-01-23
2015-01-22   2015-01-22
2015-01-21   2015-01-21
2015-01-20   2015-01-20
2015-01-16   2015-01-16
2015-01-15   2015-01-15
2015-01-14   2015-01-14
2015-01-13   2015-01-13
2015-01-12   2015-01-12
2015-01-09   2015-01-09
2015-01-08   2015-01-08
2015-01-07   2015-01-07
2015-01-06   2015-01-06
2015-01-05   2015-01-05
2015-01-02   2015-01-02
Name: Date, dtype: datetime64[ns]

In [1]:
from tqdm import tqdm
import pymongo
c = pymongo.MongoClient()

import csv
with open('/Users/pablo/Downloads/WIKI_PRICES_212b326a081eacca455e13140d7bb9db.csv') as f:
    reader = csv.DictReader(f)
    for doc in tqdm(reader):
        c.stocks.quandl.insert_one(doc)


0it [00:00, ?it/s]/Library/Python/2.7/site-packages/ipykernel/__main__.py:9: DeprecationWarning: insert is deprecated. Use insert_one or insert_many instead.
14621488it [1:31:40, 2658.38it/s]

In [1]:
import quandl_dump
from datetime import datetime
now = datetime.now()
raw_data = quandl_dump.RawData(now)

# with open('/Users/pablo/Downloads/WIKI_PRICES_212b326a081eacca455e13140d7bb9db.csv') as f:
#     quandl_dump.dumps_store[raw_data] = f

quandl_dump.get_last_dump_timestamp()


Out[1]:
datetime.datetime(2017, 2, 12, 15, 35, 47, 632000)

In [2]:
quandl_dump.MongoData(quandl_dump.RawData(quandl_dump.get_last_dump_timestamp())).execute()


---------------------------------------------------------------------------
MultipleInstanceError                     Traceback (most recent call last)
<ipython-input-2-029360b0f6fa> in <module>()
----> 1 quandl_dump.MongoData(quandl_dump.RawData(quandl_dump.get_last_dump_timestamp())).execute()

/Users/pablo/prog/fito/fito/operations/operation.pyc in execute(self, runner)
     15 
     16         if out_data_store is not None:
---> 17             return out_data_store.get_or_execute(self, runner)
     18         else:
     19             return (runner or OperationRunner()).execute(self)

/Users/pablo/prog/fito/fito/data_store/base.pyc in get_or_execute(self, operation, operation_runner)
    108         """
    109         if operation not in self:
--> 110             res = (operation_runner or self.operation_runner).execute(operation)
    111             self[operation] = res
    112         else:

/Users/pablo/prog/fito/fito/operation_runner.pyc in execute(self, operation)
     24         in_cache = False
     25         if self.cache is None:
---> 26             res = operation.apply(self)
     27         else:
     28             res = self.cache.get(operation)

/Users/pablo/prog/fondos/quandl_dump.py in apply(self, runner)
     67         stream = runner.execute(self.raw_data)
     68 
---> 69         import ipdb;ipdb.set_trace()
     70         reader = csv.DictReader(stream)
     71         for doc in reader:

/Library/Python/2.7/site-packages/ipdb/__init__.py in <module>()
      5 # https://opensource.org/licenses/BSD-3-Clause
      6 
----> 7 from ipdb.__main__ import set_trace, post_mortem, pm, run             # noqa
      8 from ipdb.__main__ import runcall, runeval, launch_ipdb_on_exception  # noqa
      9 

/Library/Python/2.7/site-packages/ipdb/__main__.py in <module>()
     56     # the instance method will create a new one without loading the config.
     57     # i.e: if we are in an embed instance we do not want to load the config.
---> 58     ipapp = TerminalIPythonApp.instance()
     59     shell = get_ipython()
     60     def_colors = shell.colors

/usr/local/lib/python2.7/site-packages/traitlets/config/configurable.pyc in instance(cls, *args, **kwargs)
    421             raise MultipleInstanceError(
    422                 'Multiple incompatible subclass instances of '
--> 423                 '%s are being created.' % cls.__name__
    424             )
    425 

MultipleInstanceError: Multiple incompatible subclass instances of TerminalIPythonApp are being created.

In [3]:
debug


> /usr/local/lib/python2.7/site-packages/traitlets/config/configurable.py(423)instance()
    421             raise MultipleInstanceError(
    422                 'Multiple incompatible subclass instances of '
--> 423                 '%s are being created.' % cls.__name__
    424             )
    425 

ipdb> up
> /Library/Python/2.7/site-packages/ipdb/__main__.py(58)<module>()
     56     # the instance method will create a new one without loading the config.
     57     # i.e: if we are in an embed instance we do not want to load the config.
---> 58     ipapp = TerminalIPythonApp.instance()
     59     shell = get_ipython()
     60     def_colors = shell.colors

ipdb> 
> /Library/Python/2.7/site-packages/ipdb/__init__.py(7)<module>()
      5 # https://opensource.org/licenses/BSD-3-Clause
      6 
----> 7 from ipdb.__main__ import set_trace, post_mortem, pm, run             # noqa
      8 from ipdb.__main__ import runcall, runeval, launch_ipdb_on_exception  # noqa
      9 

ipdb> 
> /Users/pablo/prog/fondos/quandl_dump.py(69)apply()
     67         stream = runner.execute(self.raw_data)
     68 
---> 69         import ipdb;ipdb.set_trace()
     70         reader = csv.DictReader(stream)
     71         for doc in reader:

ipdb> stream
<addinfourl at 4431194952 whose fp = <socket._fileobject object at 0x107e93750>>
ipdb> stream.read()
*** KeyboardInterrupt: 
ipdb> stream.read(100)
'@\xa2\xd1c\x9cV\xe8\x9fr\x1b\xb5\xf1J,\x15R\x18O\x03?o>\x02\xcf\x01\xfc\xd4 Y\xfd\xc7J\x86\x80\xde\x9c\xdd\x02\x8cSNW1\xb3\xc0\xee\xfb\xc7\xd5*\x149\x02:\xdc\x8d\xc59\xc3[\xe0\xcf\x00\xf2r\xbe\xf2S~\xf5\xcf\xbc!Y\xd0c\xdc\xdd\xf0.\xb7q:;\xb4\xa2\x02:$s0\xcc\xf7\xe6p\xd2d1\xb8l'
ipdb> csv.reader(stream).next()
*** Error: line contains NULL byte
ipdb> stream
<addinfourl at 4431194952 whose fp = <socket._fileobject object at 0x107e93750>>
ipdb> type(stream)
<type 'instance'>
ipdb> c

In [8]:
import pymongo
c = pymongo.MongoClient()

In [9]:
l = list(c.stocks.quandl.find({'ticker': 'AAPL'}))

In [11]:
with open('a', 'w') as f:
    f.write('\n'.join(map(str, range(10))))

In [12]:
f = open('a')

In [34]:
f.read(1)


Out[34]:
''

In [10]:
l[0]


Out[10]:
{u'_id': ObjectId('589f6bbc57f2fc7e1b7f507c'),
 u'adj_close': u'0.42836426179446',
 u'adj_high': u'0.43015221697412',
 u'adj_low': u'0.42836426179446',
 u'adj_open': u'0.42836426179446',
 u'adj_volume': u'117258400.0',
 u'close': u'28.75',
 u'date': u'1980-12-12',
 u'ex-dividend': u'0.0',
 u'high': u'28.87',
 u'low': u'28.75',
 u'open': u'28.75',
 u'split_ratio': u'1.0',
 u'ticker': u'AAPL',
 u'volume': u'2093900.0'}

In [10]:
from datetime import datetime
sorted([datetime.strptime(e['date'], '%Y-%m-%d') for e in l])[-10:]


Out[10]:
[datetime.datetime(2017, 1, 30, 0, 0),
 datetime.datetime(2017, 1, 31, 0, 0),
 datetime.datetime(2017, 2, 1, 0, 0),
 datetime.datetime(2017, 2, 2, 0, 0),
 datetime.datetime(2017, 2, 3, 0, 0),
 datetime.datetime(2017, 2, 6, 0, 0),
 datetime.datetime(2017, 2, 7, 0, 0),
 datetime.datetime(2017, 2, 8, 0, 0),
 datetime.datetime(2017, 2, 9, 0, 0),
 datetime.datetime(2017, 2, 10, 0, 0)]

In [273]:
df = pd.DataFrame(docs)
df['Ex-Dividend'] = df['Ex-Dividend'].apply(float) 
df.Date = pd.to_datetime(df.Date, format='%Y-%m-%d')
df = df.set_index('Date', drop=False)
figure()
a = df[:'2010-01-01']['Ex-Dividend']
a[a>0].plot()


Out[273]:
<matplotlib.axes._subplots.AxesSubplot at 0x1158990d0>

In [6]:
l[0]


---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-6-44e56f8a6e9f> in <module>()
----> 1 l[0]

NameError: name 'l' is not defined

In [196]:
from pandas_datareader.nasdaq_trader import get_nasdaq_symbols
symbols = get_nasdaq_symbols()
symbols = symbols[~symbols.ETF]

In [230]:
a = get_data('AAPL', 'yahoo').execute()

a.sort_index()['2012-08-07':'2012-08-10']


Out[230]:
Open High Low Close Volume Adj Close
Date
2012-08-07 622.769981 624.999992 618.039993 620.910019 72611700 80.444823
2012-08-08 619.389984 623.880020 617.099998 619.860008 61176500 80.308784
2012-08-09 617.849976 621.730011 617.799988 620.729988 55410600 80.766789
2012-08-10 618.710022 621.760025 618.699982 621.699997 48734700 80.893002

In [231]:
a = get_data('AAPL', 'yahoo-actions').execute()

a.sort_index()


Out[231]:
action value
2012-08-09 DIVIDEND 0.378570
2012-11-07 DIVIDEND 0.378570
2013-02-07 DIVIDEND 0.378570
2013-05-09 DIVIDEND 0.435710
2013-08-08 DIVIDEND 0.435710
2013-11-06 DIVIDEND 0.435710
2014-02-06 DIVIDEND 0.435710
2014-05-08 DIVIDEND 0.470000
2014-06-09 SPLIT 0.142857
2014-08-07 DIVIDEND 0.470000
2014-11-06 DIVIDEND 0.470000
2015-02-05 DIVIDEND 0.470000
2015-05-07 DIVIDEND 0.520000
2015-08-06 DIVIDEND 0.520000
2015-11-05 DIVIDEND 0.520000
2016-02-04 DIVIDEND 0.520000
2016-05-05 DIVIDEND 0.570000
2016-08-04 DIVIDEND 0.570000
2016-11-03 DIVIDEND 0.570000
2017-02-09 DIVIDEND 0.570000

In [186]:
def compute_return(symbol):

In [184]:
pdr.google.quotes.GoogleQuotesReader

In [179]:
pdr.DataReader('PAMP', 'yahoo-dividends')


---------------------------------------------------------------------------
RemoteDataError                           Traceback (most recent call last)
<ipython-input-179-6ee5a38cc472> in <module>()
----> 1 pdr.DataReader('PAMP', 'yahoo-dividends')

/usr/local/lib/python2.7/site-packages/pandas_datareader/data.pyc in DataReader(name, data_source, start, end, retry_count, pause, session, access_key)
    124                                 adjust_price=False, chunksize=25,
    125                                 retry_count=retry_count, pause=pause,
--> 126                                 session=session, interval='v').read()
    127 
    128     elif data_source == "google":

/usr/local/lib/python2.7/site-packages/pandas_datareader/yahoo/daily.pyc in read(self)
     74     def read(self):
     75         """ read one data from specified URL """
---> 76         df = super(YahooDailyReader, self).read()
     77         if self.ret_index:
     78             df['Ret_Index'] = _calc_return_index(df['Adj Close'])

/usr/local/lib/python2.7/site-packages/pandas_datareader/base.pyc in read(self)
    153         # If a single symbol, (e.g., 'GOOG')
    154         if isinstance(self.symbols, (compat.string_types, int)):
--> 155             df = self._read_one_data(self.url, params=self._get_params(self.symbols))
    156         # Or multiple symbols, (e.g., ['GOOG', 'AAPL', 'MSFT'])
    157         elif isinstance(self.symbols, DataFrame):

/usr/local/lib/python2.7/site-packages/pandas_datareader/base.pyc in _read_one_data(self, url, params)
     72         """ read one data from specified URL """
     73         if self._format == 'string':
---> 74             out = self._read_url_as_StringIO(url, params=params)
     75         elif self._format == 'json':
     76             out = self._get_response(url, params=params).json()

/usr/local/lib/python2.7/site-packages/pandas_datareader/base.pyc in _read_url_as_StringIO(self, url, params)
     83         Open url (and retry)
     84         """
---> 85         response = self._get_response(url, params=params)
     86         text = self._sanitize_response(response)
     87         out = StringIO()

/usr/local/lib/python2.7/site-packages/pandas_datareader/base.pyc in _get_response(self, url, params)
    118         if params is not None and len(params) > 0:
    119             url = url + "?" + urlencode(params)
--> 120         raise RemoteDataError('Unable to read URL: {0}'.format(url))
    121 
    122     def _read_lines(self, out):

RemoteDataError: Unable to read URL: http://ichart.finance.yahoo.com/table.csv?a=0&ignore=.csv&s=PAMP&b=1&e=11&d=1&g=v&f=2017&c=2010

In [174]:
figure()
pdr.DataReader('BCBA:PAMP', 'google').Close.plot(secondary_y=True)


Out[174]:
<matplotlib.axes._subplots.AxesSubplot at 0x10f2e7550>

In [180]:
figure()
# df.value[df.index >= datetime.date(2015, 1, 1)].plot(style='-o')
ravaonline.get_dividends('PAMP').value.plot(style='-o')
# ravaonline.get_prices('AAPL').close.plot(secondary_y=True)
aapl = pdr.DataReader('BCBA:PAMP', 'google').Close.plot(secondary_y=True)


---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-180-fd8badb7af21> in <module>()
      1 figure()
      2 # df.value[df.index >= datetime.date(2015, 1, 1)].plot(style='-o')
----> 3 ravaonline.get_dividends('PAMP').value.plot(style='-o')
      4 # ravaonline.get_prices('AAPL').close.plot(secondary_y=True)
      5 aapl = pdr.DataReader('BCBA:PAMP', 'google').Close.plot(secondary_y=True)

AttributeError: 'NoneType' object has no attribute 'value'

In [160]:
import re
import json
import os
import re
from datetime import date, datetime
from urllib2 import urlopen

import pandas as pd
from fito.data_store.file import FileDataStore
from fito.operations.decorate import as_operation
from lxml.html import document_fromstring
symbol ='AAPL'
dom = document_fromstring(ravaonline.get_raw_data(symbol).execute())

tab = dom.cssselect('.cabecerapanel')[1].getparent()

In [163]:
[e.text_content() for e in dom.cssselect('.cabecerapanel')]


Out[163]:
['EPS AnualEPSA Fut.% Var.PEPE nPE Fut.', u'A\xf1o Mar Jun Sep DicTot.% Var.']

In [157]:
debug


> /Users/pablo/prog/fondos/ravaonline.py(49)get_dividends()
     47     dom = document_fromstring(get_raw_data(symbol).execute())
     48 
---> 49     tab = dom.cssselect('.cabecerapanel')[1].getparent()
     50     rows = tab.cssselect('tr')
     51     header = [

ipdb> dom.cssselect('.cabecerapanel')
[<Element tr at 0x1111104c8>]
ipdb> [e.text_content() for e in dom.cssselect('.cabecerapanel')]
[u'A\xf1o Mar Jun Sep DicTot.% Var.']
ipdb> c

In [56]:
from lxml.html import document_fromstring, tostring
dom = document_fromstring(r)
e = dom.cssselect('.titulomodulo')[0]

# e = e.getparent()
# e.getparent().getparent().getparent().cssselect('.tablapanel')
tab = e.getparent().getparent().cssselect('table')[0]
print tostring(tab.cssselect('tr')[1])


<tr><td>


<table width="100%" style="font-size:11px;font-family: LatoWeb, Arial; border: solid 1px #ccc">
    <td>
      <table width="100%" style="padding: 0px 10px">
        <tr>
          <td width="40%" valign="top">
            <table cellpadding="1" cellspacing="0" width="100%">
              <tr><td>Precio:</td><td colspan="2" align="right"><b>132,12</b></td></tr>
              <tr><td>% D&#237;a:</td><td colspan="2" align="right"><b><span style="color:red">-0,23%</span></b></td></tr>
              <tr><td>% Mes:</td><td colspan="2" align="right"><b><span style="color:green">8,93%</span></b></td></tr>
              <tr><td>% A&#241;o:</td><td colspan="2" align="right"><b><span style="color:green">14,07%</span></b></td></tr>
              <tr><td></td><td align="right"></td><td></td></tr>
              <tr><td>P/E:</td><td></td><td align="right"><b>15,82</b></td></tr>
              <tr><td>Beta:</td><td></td><td align="right"><b>0,38</b></td></tr>
              <tr><td>Media m&#243;vil 21:</td><td align="right"><b><span style="color:green">4,7%</span></b></td><td align="right"><b>126,19</b></td></tr>
              <tr><td>Media m&#243;vil 42:</td><td align="right"><b><span style="color:green">8,11%</span></b></td><td align="right"><b>122,21</b></td></tr>
              <tr><td>Media m&#243;vil 200:</td><td align="right"><b><span style="color:green">17,23%</span></b></td><td align="right"><b>112,7</b></td></tr>
              <tr><td>Estoc&#225;stico:</td><td></td><td align="right"><b>84</b></td></tr>
            </table>
          </td>
          <td></td>
          <td width="27%" valign="top">
            <table cellpadding="1" cellspacing="0" width="100%">
              <tr><td colspan="2"><b>Medias 21/42</b> <a href="/v2/pantalla.php?id=ema"><img style="vertical-align:bottom;" src="/v2/imagenes/icono_pregunta.png"></a></td></tr>
              <tr><td>Estado:</td><td align="right"><b><span style="color:green">Compra</span></b></td></tr>
              <tr><td>D&#237;as desde corte:</td><td align="right"><b>60</b></td></tr>
              <tr><td>Precio &#250;ltimo corte:</td><td align="right"><b>115,2</b></td></tr>
              <tr><td>Var. desde corte:</td><td align="right"><b><span style="color:green">14,69%</span></b></td></tr>
              <tr><td>&#160;</td><td align="right"></td></tr>
              <tr><td><b>Pr&#243;ximo corte</b></td><td align="right"></td></tr>
              <tr><td>Proyecci&#243;n:</td><td align="right"><b>-</b></td></tr>
              <tr><td>Valor:</td><td align="right"><b>-</b></td></tr>
              <tr><td>Variaci&#243;n:</td><td align="right"><b>-</b></td></tr>
            </table>
          </td>
          <td></td>
          <td width="27%" valign="top">
            <table cellpadding="1" cellspacing="0" width="100%">
              <tr><td colspan="2"><b>MACD</b> <a href="/v2/pantalla.php?id=macd"><img style="vertical-align:bottom;" src="/v2/imagenes/icono_pregunta.png"></a></td></tr>
              <tr><td>Estado:</td><td align="right"><b><span style="color:green">Compra</span></b></td></tr>
              <tr><td>D&#237;as desde corte:</td><td align="right"><b>17</b></td></tr>
              <tr><td>Precio &#250;ltimo corte:</td><td align="right"><b>121,85</b></td></tr>
              <tr><td>Var. desde corte:</td><td align="right"><b><span style="color:green">8,43%</span></b></td></tr>
              <tr><td>&#160;</td><td align="right"></td></tr>
              <tr><td><b>Pr&#243;ximo corte</b></td><td align="right"></td></tr>
              <tr><td>Proyecci&#243;n:</td><td align="right"><b><span style="color:red; white-space: nowrap">V  5 d&#237;a(s)</span></b></td></tr>
              <tr><td>Valor:</td><td align="right"><b>-</b></td></tr>
              <tr><td>Variaci&#243;n:</td><td align="right"><b>-</b></td></tr>
            </table>          
          </td>
        </tr>

      </table>
    </td>
  
</table>
      	
	<p align="center">
	</p><table cellpadding="5" cellspacing="0" width="100%" bgcolor="#eeeeee" style="font-family: Arial; font-size:14px; border:solid 1px #ccc; ">	
		<tr bgcolor="#dddddd" style="font-size:14px;font-family: 'Calibri',Arial;border-bottom:solid 1px #ccc;">
			
			 
			
			<td valign="bottom" style="border-left:solid 0px #bbb;border-bottom:solid 1px #ccc;cursor:help" colspan="1" align="center" title="Cruce del precio de cotizaci&#243;n con la media m&#243;vil de 200 ruedas"><b>MM&#160;200</b></td> 
			<!--td style="border-left:solid 2px #bbb;border-bottom:solid 1px #ccc;" colspan=1 align=center><b>T</b></td--> 
			<td style="border-left:solid 1px #bbb;border-bottom:solid 1px #ccc;cursor:help" colspan="5" align="center" title="Cruce de medias m&#243;viles de 21 y 42 ruedas"><b>Medias m&#243;viles 21/42</b> <a href="/v2/pantalla.php?id=ema"><img src="/v2/imagenes/icono_pregunta.png"></a></td> 
			<td style="border-left:solid 1px #bbb;border-bottom:solid 1px #ccc;" colspan="5" align="center"><b>MACD</b> <a href="/v2/pantalla.php?id=macd"><img src="/v2/imagenes/icono_pregunta.png"></a></td> 
			<td style="border-left:solid 1px #bbb;border-right:solid 0px #bbb;border-bottom:solid 1px #ccc;cursor:help" colspan="1" align="center" title="Oscilador estoc&#225;stico"><b>SST</b> <a href="/v2/pantalla.php?id=estocastico"><img src="/v2/imagenes/icono_pregunta.png"></a></td>
		</tr>
	
		<tr bgcolor="#dddddd" style="font-size:11px;font-family: 'Calibri',Arial;">
			
			
			
			<td style="border-left:solid 0px #bbb;border-right:solid 0px #bbb;" colspan="1" align="center"></td> 
			<td style="border-left:solid 1px #bbb;border-right:solid 1px #ccc;" colspan="4" align="center"><b>&#218;ltimo corte</b></td> 
			<td colspan="1" align="center"><b>Futuro</b></td>
			<td style="border-left:solid 1px #bbb;border-right:solid 1px #ccc;" colspan="4" align="center"><b>&#218;ltimo corte</b></td> 
			<td colspan="1" align="center"><b>Futuro</b></td>
			<td style="border-left:solid 1px #bbb;border-right:solid 0px #bbb" colspan="1" align="center"></td>
		</tr>
	
		<tr bgcolor="#dddddd" style="font-size:11px;font-family: 'Calibri',Arial;">
			
			
			
			<td style="border-bottom:solid 1px #ccc;border-left:solid 0px #bbb;cursor:help" align="right" title="Variaci&#243;n porcentual desde el &#250;ltimo corte"><b>% Var.</b></td>
			<!--td style="border-left:solid 2px #bbb;" align=left><b>Tend.</b></td-->
			<td style="border-bottom:solid 1px #ccc;border-left:solid 1px #bbb;cursor:help" align="right" title="Estado de la alerta"><b>Est.</b></td>
			<!--td style="" align=right><b>Fecha</b></td--> 
			<td style="border-bottom:solid 1px #ccc;cursor:help" align="right" title="D&#237;as transcurridos desde el &#250;ltimo corte"><b>D&#237;as</b></td>
			<td style="border-bottom:solid 1px #ccc;cursor:help" align="right" title="Precio del &#250;ltimo corte"><b>Precio</b></td>
			<td style="border-bottom:solid 1px #ccc;border-right:solid 1px #ccc;cursor:help" title="Variaci&#243;n porcentual desde el &#250;ltimo corte" align="right"><b>% Var.</b></td>
			
			<td style="border-bottom:solid 1px #ccc;cursor:help" align="center" title="Proyecci&#243;n: pr&#243;ximo corte"><b>Proy.</b></td>
			
			<td style="border-bottom:solid 1px #ccc;border-left:solid 1px #bbb;cursor:help" align="right" title="Estado de la alerta"><b>Est.</b></td>
			<!--td style="" align=right><b>Fecha</b></td--> 
			<td style="border-bottom:solid 1px #ccc;cursor:help" align="right" title="D&#237;as transcurridos desde el &#250;ltimo corte"><b>D&#237;as</b></td>
			<td style="border-bottom:solid 1px #ccc;cursor:help" align="right" title="Precio del &#250;ltimo corte"><b>Precio</b></td>
			<td style="border-bottom:solid 1px #ccc;border-right:solid 1px #ccc;cursor:help" align="right" title="Variaci&#243;n porcentual desde el &#250;ltimo corte"><b>% Var.</b></td>
			
			<td style="border-bottom:solid 1px #ccc;cursor:help" align="center" title="Proyecci&#243;n: pr&#243;ximo corte"><b>Proy.</b></td>
			
	
			<td style="border-bottom:solid 1px #ccc;border-left:solid 1px #bbb;" align="left"><b></b></td>
	
		</tr><tr style="font-size:13px;">	
	<script type="text/javascript">
	function cambiarcontenido(id,especie,tendencia) {
		var x=document.getElementById(id);
		x.innerHTML = '<form action=\"/v2/empresas/perfil.php\"><input type=\"hidden\" name=\"t_especie\" value=\"'+especie+'\"><input type=\"hidden\" name=\"p\" value=\"\"><input style=\"font-size:18px;text-align:center\" name=\"t_valor\" type=\"text\" size=\"1\" value=\"'+tendencia+'\"></form>';
		x.onclick = null;
		
	}
	</script>
	
	
	

	
	<!-- ema -->
	<td width="7%" style="border-bottom:solid 1px #ddd;border-left:solid 0px #bbb" align="right"><span style=""><span style="color:darkgreen">17</span></span></td> 
	<td width="4%" style="border-bottom:solid 1px #ddd;background-color:#e5e5e5;border-left:solid 1px #bbb;color:green" align="right"><b>C</b><br></td>
	<!--td style="border-bottom:solid 1px #ddd;background-color:#e5e5e5;" align=right>13/12</td-->
	<td width="5%" style="border-bottom:solid 1px #ddd;background-color:#e5e5e5;" align="right">60</td>
	<td width="7%" style="border-bottom:solid 1px #ddd;background-color:#e5e5e5;" align="right">115,2</td>
	<td width="7%" style="border-bottom:solid 1px #ddd;background-color:#e5e5e5;white-space:nowrap;border-right:solid 1px #ccc;color:green" align="right">15</td>

	<td width="9%" style="border-bottom:solid 1px #ddd;background-color:#e5e5e5;white-space:nowrap;color:red" align="center"><b></b></td>

	<!-- macd -->
	<td width="4%" style="border-bottom:solid 1px #ddd;border-left:solid 1px #bbb;color:green" align="right"><b>C</b><br></td>
	<!--td style="border-bottom:solid 1px #ddd;" align=right>25/01</td-->
	<td width="5%" style="border-bottom:solid 1px #ddd;" align="right">17</td>
	<td width="7%" style="border-bottom:solid 1px #ddd;" align="right">121,85</td>
	<td width="7%" style="border-bottom:solid 1px #ddd;border-right:solid 1px #ccc;white-space:nowrap;color:green" align="right">8</td>

	<td width="9%" style="border-bottom:solid 1px #ddd;white-space:nowrap;color:red;white-space:nowrap;" align="center"><b>V 5</b></td>
	<!--
	<td style="border-bottom:solid 1px #ddd" align=right >0.00</td>
	<td style="border-bottom:solid 1px #ddd;color:red" align=center>0.00%</td>
	-->
	
	<!-- estocastico -->
	<td width="7%" style="border-bottom:solid 1px #ddd;background-color:#e5e5e5;border-left:solid 1px #bbb;white-space:nowrap;" align="center"><b>84</b><br></td>

</tr></table>

<br>
</td></tr>

In [5]:
import ravaonline
from tqdm import tqdm

for symbol in tqdm(ravaonline.get_symbols()):
    ravaonline.get_data(symbol)


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