FundamentalList() - Eoddata.com web service blog series

Sun 02 April 2017 by Adrian Torrie

This post is part 6 of the "Using Python with Eoddata.com web service" series:

  1. Master post - Eoddata.com web service blog series
  2. Login() - Eoddata.com web service blog series
  3. ExchangeList() - Eoddata.com web service blog series
  4. CountryList() - Eoddata.com web service blog series
  5. SymbolList() - Eoddata.com web service blog series
  6. FundamentalList() - Eoddata.com web service blog series

Summary

Part of the blog series related to making web service calls to Eoddata.com. Overview of the web service can be found here.

Version Control

In [1]:
%run ../../code/version_check.py
Python: 3.5.3 |Continuum Analytics, Inc.| (default, Feb 22 2017, 21:13:27) 
[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)]

matplotlib:	2.0.0
numpy:		1.12.0
pandas:		0.19.2
quandl:		3.0.1
sklearn:	0.18.1
scipy:		0.18.1
statsmodels:	0.8.0
tensorflow:	1.0.1

Change Log

Date Created: 2017-04-02

Date of Change    Change Notes
--------------    ----------------------------------------------------------------
2017-04-02        Initial draft

Setup

In [2]:
%run ../../code/eoddata.py

import pandas as pd
import requests as r

ws = 'http://ws.eoddata.com/data.asmx'
ns='http://ws.eoddata.com/Data'

with (Client()) as eoddata:
    token = eoddata.get_token()
In [3]:
exchange_code = 'NASDAQ'

FundamentalList()

Web service call

In [4]:
session = r.Session()

call = 'FundamentalList'
kwargs = {'Token': token, 'Exchange': exchange_code}
pattern = './/{%s}FUNDAMENTAL'

url = '/'.join((ws, call))
response = session.get(url, params=kwargs, stream=True)

if response.status_code == 200:
    root = etree.parse(response.raw).getroot()
    
session.close()

Gather elements

In [5]:
elements = root.findall(pattern %(ns))

Get data

In [6]:
fundamentals = sorted((element.get('Symbol'), element.get('Name')) for element in elements)
fundamentals[:10]
Out[6]:
[('AAAP', 'Advanced Accele. Ads'),
 ('AAL', 'American Airlines Gp'),
 ('AAME', 'Atlantic Amer Cp'),
 ('AAOI', 'Applied Optoelect Cmn'),
 ('AAON', 'Aaon Inc'),
 ('AAPC', 'Atlantic Alliance Or'),
 ('AAPL', 'Apple Inc'),
 ('AAWW', 'Atlas Air Ww'),
 ('AAXJ', 'Ishares MSCI Aca X-Japan'),
 ('ABAC', 'Aoxin Tianli Grp')]

Save to file

In [7]:
with open('../../data/nasdaq_fundamentals.csv', 'w') as f:
    for element in elements:
        f.write('"%s"\n' % '","'.join(element.attrib.values()))

Data inspection

In [8]:
for item in root.items():
    print (item)
('Source', 'Data.FundamentalList')
('Message', 'Success')
('Date', '2017-04-02T07:42:54.018-05:00')
In [9]:
for element in root.iter():
    print(element.attrib)
{'Source': 'Data.FundamentalList', 'Message': 'Success', 'Date': '2017-04-02T07:42:54.018-05:00'}
{}
{'NTA': '0', 'Yield': '14.8', 'EBITDA': '-8080000', 'Industry': '', 'PtS': '15.39', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-0.67', 'Dividend': '0', 'Name': 'Advanced Accele. Ads', 'Description': 'Advanced Accele. Ads', 'DivYield': '0', 'MarketCap': '1810000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '5.62', 'PE': '0', 'PEG': '0', 'Shares': '45408930', 'ImputationCredits': '0', 'Symbol': 'AAAP', 'DPS': '0'}
{'NTA': '0', 'Yield': '21.94', 'EBITDA': '7830000000', 'Industry': '', 'PtS': '0.53', 'DateTime': '2017-03-31T00:00:00', 'EPS': '4.81', 'Dividend': '0', 'Name': 'American Airlines Gp', 'Description': 'American Airlines Gp', 'DivYield': '0.94', 'MarketCap': '21330000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '5.7', 'PE': '8.79', 'PEG': '4.22', 'Shares': '504255300', 'ImputationCredits': '0', 'Symbol': 'AAL', 'DPS': '0.4'}
{'NTA': '0', 'Yield': '-4.31', 'EBITDA': '6290000', 'Industry': 'Life Insurance', 'PtS': '0.49', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.11', 'Dividend': '0', 'Name': 'Atlantic Amer Cp', 'Description': 'Atlantic Amer Cp', 'DivYield': '0.54', 'MarketCap': '81690000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Finance', 'PtB': '0.78', 'PE': '36.7', 'PEG': '0', 'Shares': '20422500', 'ImputationCredits': '0', 'Symbol': 'AAME', 'DPS': '0.02'}
{'NTA': '0', 'Yield': '401.34', 'EBITDA': '37210000', 'Industry': '', 'PtS': '3.69', 'DateTime': '2017-03-31T00:00:00', 'EPS': '1.76', 'Dividend': '0', 'Name': 'Applied Optoelect Cmn', 'Description': 'Applied Optoelect Cmn', 'DivYield': '0', 'MarketCap': '1030000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '4.17', 'PE': '31.26', 'PEG': '0.81', 'Shares': '18720470', 'ImputationCredits': '0', 'Symbol': 'AAOI', 'DPS': '0'}
{'NTA': '0', 'Yield': '33.3', 'EBITDA': '92980000', 'Industry': 'Industrial Machinery/Components', 'PtS': '4.83', 'DateTime': '2017-03-31T00:00:00', 'EPS': '1', 'Dividend': '0', 'Name': 'Aaon Inc', 'Description': 'Aaon Inc', 'DivYield': '0.75', 'MarketCap': '1860000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Capital Goods', 'PtB': '9.01', 'PE': '35.35', 'PEG': '2.67', 'Shares': '52616690', 'ImputationCredits': '0', 'Symbol': 'AAON', 'DPS': '0.26'}
{'NTA': '0', 'Yield': '-3.01', 'EBITDA': '0', 'Industry': '', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.06', 'Dividend': '0', 'Name': 'Atlantic Alliance Or', 'Description': 'Atlantic Alliance Or', 'DivYield': '0', 'MarketCap': '34000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '6.98', 'PE': '169.49', 'PEG': '0', 'Shares': '3400000', 'ImputationCredits': '0', 'Symbol': 'AAPC', 'DPS': '0'}
{'NTA': '0', 'Yield': '53.25', 'EBITDA': '69750000000', 'Industry': 'Computer Manufacturing', 'PtS': '3.46', 'DateTime': '2017-03-31T00:00:00', 'EPS': '8.33', 'Dividend': '0', 'Name': 'Apple Inc', 'Description': 'Apple Inc', 'DivYield': '1.59', 'MarketCap': '753720000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Technology', 'PtB': '5.71', 'PE': '17.25', 'PEG': '1.74', 'Shares': '5246554000', 'ImputationCredits': '0', 'Symbol': 'AAPL', 'DPS': '2.28'}
{'NTA': '0', 'Yield': '38.83', 'EBITDA': '369230000', 'Industry': 'Transportation Services', 'PtS': '0.71', 'DateTime': '2017-03-31T00:00:00', 'EPS': '1.66', 'Dividend': '0', 'Name': 'Atlas Air Ww', 'Description': 'Atlas Air Ww', 'DivYield': '0', 'MarketCap': '1290000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Transportation', 'PtB': '0.85', 'PE': '31.07', 'PEG': '1.12', 'Shares': '25072890', 'ImputationCredits': '0', 'Symbol': 'AAWW', 'DPS': '0'}
{'NTA': '0', 'Yield': '16.53', 'EBITDA': '0', 'Industry': '', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0', 'Dividend': '0', 'Name': 'Ishares MSCI Aca X-Japan', 'Description': 'Ishares MSCI Aca X-Japan', 'DivYield': '0', 'MarketCap': '0', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '0', 'PE': '0', 'PEG': '0', 'Shares': '0', 'ImputationCredits': '0', 'Symbol': 'AAXJ', 'DPS': '0'}
{'NTA': '0', 'Yield': '-12.88', 'EBITDA': '0', 'Industry': '', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.53', 'Dividend': '0', 'Name': 'Aoxin Tianli Grp', 'Description': 'Aoxin Tianli Grp', 'DivYield': '0', 'MarketCap': '0', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '0', 'PE': '0', 'PEG': '0', 'Shares': '0', 'ImputationCredits': '0', 'Symbol': 'ABAC', 'DPS': '0'}
{'NTA': '0', 'Yield': '7.02', 'EBITDA': '52470000', 'Industry': 'Industrial Machinery/Components', 'PtS': '4.8', 'DateTime': '2017-03-31T00:00:00', 'EPS': '1.49', 'Dividend': '0', 'Name': 'Abaxis Inc', 'Description': 'Abaxis Inc', 'DivYield': '1.17', 'MarketCap': '1080000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Capital Goods', 'PtB': '4.18', 'PE': '32.25', 'PEG': '3.84', 'Shares': '22462560', 'ImputationCredits': '0', 'Symbol': 'ABAX', 'DPS': '0.56'}
{'NTA': '0', 'Yield': '46.82', 'EBITDA': '0', 'Industry': 'Major Banks', 'PtS': '5.01', 'DateTime': '2017-03-31T00:00:00', 'EPS': '2.08', 'Dividend': '0', 'Name': 'Ameris Bancorp', 'Description': 'Ameris Bancorp', 'DivYield': '0.89', 'MarketCap': '1600000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Finance', 'PtB': '2.49', 'PE': '22.16', 'PEG': '2.24', 'Shares': '34707160', 'ImputationCredits': '0', 'Symbol': 'ABCB', 'DPS': '0.4'}
{'NTA': '0', 'Yield': '7.69', 'EBITDA': '25500000', 'Industry': 'Publishing', 'PtS': '1.5', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.22', 'Dividend': '0', 'Name': 'Cambium Learning Grp', 'Description': 'Cambium Learning Grp', 'DivYield': '0', 'MarketCap': '226380000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Consumer Services', 'PtB': '0', 'PE': '22.27', 'PEG': '0', 'Shares': '46200000', 'ImputationCredits': '0', 'Symbol': 'ABCD', 'DPS': '0'}
{'NTA': '0', 'Yield': '47.91', 'EBITDA': '124000000', 'Industry': 'Other Consumer Services', 'PtS': '2.34', 'DateTime': '2017-03-31T00:00:00', 'EPS': '2.23', 'Dividend': '0', 'Name': 'Advisory Board Co', 'Description': 'Advisory Board Co', 'DivYield': '0', 'MarketCap': '1880000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Consumer Services', 'PtB': '3.63', 'PE': '20.99', 'PEG': '1.68', 'Shares': '40170940', 'ImputationCredits': '0', 'Symbol': 'ABCO', 'DPS': '0'}
{'NTA': '0', 'Yield': '16.74', 'EBITDA': '0', 'Industry': '', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.65', 'Dividend': '0', 'Name': 'Alcentra Capital Com', 'Description': 'Alcentra Capital Com', 'DivYield': '9.97', 'MarketCap': '0', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '0', 'PE': '0', 'PEG': '0', 'Shares': '0', 'ImputationCredits': '0', 'Symbol': 'ABDC', 'DPS': '1.36'}
{'NTA': '0', 'Yield': '83.82', 'EBITDA': '-23060000', 'Industry': '', 'PtS': '226.41', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-0.52', 'Dividend': '0', 'Name': 'Abeona Therapeutics', 'Description': 'Abeona Therapeutics', 'DivYield': '0', 'MarketCap': '201280000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '2.03', 'PE': '0', 'PEG': '0', 'Shares': '40256000', 'ImputationCredits': '0', 'Symbol': 'ABEO', 'DPS': '0'}
{'NTA': '0', 'Yield': '290.67', 'EBITDA': '0', 'Industry': '', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0', 'Dividend': '0', 'Name': 'Abeona Thera Wts', 'Description': 'Abeona Thera Wts', 'DivYield': '0', 'MarketCap': '0', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '0', 'PE': '0', 'PEG': '0', 'Shares': '0', 'ImputationCredits': '0', 'Symbol': 'ABEOW', 'DPS': '0'}
{'NTA': '0', 'Yield': '-72.95', 'EBITDA': '-3630000', 'Industry': '', 'PtS': '3.7112', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-0.187', 'Dividend': '0', 'Name': 'Ability Inc', 'Description': 'Ability Inc', 'DivYield': '0', 'MarketCap': '58770000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '4.3738', 'PE': '0', 'PEG': '0', 'Shares': '25274160', 'ImputationCredits': '0', 'Symbol': 'ABIL', 'DPS': '0'}
{'NTA': '0', 'Yield': '-39.43', 'EBITDA': '-15270000', 'Industry': 'Biotechnology: In Vitro & In Vivo Diagnostic Substances', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-1.7', 'Dividend': '0', 'Name': 'Arca Biopharma Inc', 'Description': 'Arca Biopharma Inc', 'DivYield': '0', 'MarketCap': '24070000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Health Care', 'PtB': '0.86', 'PE': '0', 'PEG': '0', 'Shares': '9083019', 'ImputationCredits': '0', 'Symbol': 'ABIO', 'DPS': '0'}
{'NTA': '0', 'Yield': '28.89', 'EBITDA': '89590000', 'Industry': 'Medical/Dental Instruments', 'PtS': '13.09', 'DateTime': '2017-03-31T00:00:00', 'EPS': '1.07', 'Dividend': '0', 'Name': 'Abiomed Inc', 'Description': 'Abiomed Inc', 'DivYield': '0', 'MarketCap': '5440000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Health Care', 'PtB': '13.01', 'PE': '117.12', 'PEG': '4.19', 'Shares': '43450480', 'ImputationCredits': '0', 'Symbol': 'ABMD', 'DPS': '0'}
{'NTA': '0', 'Yield': '-24.52', 'EBITDA': '14080000', 'Industry': 'Computer Software: Programming, Data Processing', 'PtS': '0.89', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.29', 'Dividend': '0', 'Name': 'Autobytel Inc', 'Description': 'Autobytel Inc', 'DivYield': '0', 'MarketCap': '138090000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Technology', 'PtB': '1.17', 'PE': '43.21', 'PEG': '0.4', 'Shares': '11020750', 'ImputationCredits': '0', 'Symbol': 'ABTL', 'DPS': '0'}
{'NTA': '0', 'Yield': '76.72', 'EBITDA': '0', 'Industry': '', 'PtS': '5.26', 'DateTime': '2017-03-31T00:00:00', 'EPS': '1.75', 'Dividend': '0', 'Name': 'Allegiance Banc CS', 'Description': 'Allegiance Banc CS', 'DivYield': '0', 'MarketCap': '486320000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '1.71', 'PE': '21.26', 'PEG': '0', 'Shares': '13073120', 'ImputationCredits': '0', 'Symbol': 'ABTX', 'DPS': '0'}
{'NTA': '0', 'Yield': '-34.34', 'EBITDA': '-67200000', 'Industry': '', 'PtS': '123.63', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-7.24', 'Dividend': '0', 'Name': 'Arbutus Biopharma Cp', 'Description': 'Arbutus Biopharma Cp', 'DivYield': '0', 'MarketCap': '178820000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '0.9', 'PE': '0', 'PEG': '0', 'Shares': '55021540', 'ImputationCredits': '0', 'Symbol': 'ABUS', 'DPS': '0'}
{'NTA': '0', 'Yield': '16.25', 'EBITDA': '676280000', 'Industry': '', 'PtS': '2.15', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-0.05', 'Dividend': '0', 'Name': 'Atlantica Yield Plc', 'Description': 'Atlantica Yield Plc', 'DivYield': '4.7', 'MarketCap': '2100000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '1.15', 'PE': '0', 'PEG': '0.09', 'Shares': '100190800', 'ImputationCredits': '0', 'Symbol': 'ABY', 'DPS': '1'}
{'NTA': '0', 'Yield': '6.44', 'EBITDA': '-270990000', 'Industry': 'Major Pharmaceuticals', 'PtS': '241.33', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-2.34', 'Dividend': '0', 'Name': 'Acadia Pharmaceutica', 'Description': 'Acadia Pharmaceutica', 'DivYield': '0', 'MarketCap': '4230000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Consumer Durables', 'PtB': '8.07', 'PE': '0', 'PEG': '-0.88', 'Shares': '121447000', 'ImputationCredits': '0', 'Symbol': 'ACAD', 'DPS': '0'}
{'NTA': '0', 'Yield': '12.94', 'EBITDA': '0', 'Industry': 'Industrial Specialties', 'PtS': '0', 'DateTime': '2017-03-06T00:00:00', 'EPS': '-5.94', 'Dividend': '0', 'Name': 'Arctic Cat Inc', 'Description': 'Arctic Cat Inc', 'DivYield': '0', 'MarketCap': '0', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Capital Goods', 'PtB': '0', 'PE': '0', 'PEG': '-0.8', 'Shares': '0', 'ImputationCredits': '0', 'Symbol': 'ACAT', 'DPS': '0'}
{'NTA': '0', 'Yield': '33.54', 'EBITDA': '0', 'Industry': '', 'PtS': '5.15', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.53', 'Dividend': '0', 'Name': 'Atlantic Capital Cmn', 'Description': 'Atlantic Capital Cmn', 'DivYield': '0', 'MarketCap': '483890000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '1.58', 'PE': '35.75', 'PEG': '0', 'Shares': '25535090', 'ImputationCredits': '0', 'Symbol': 'ACBI', 'DPS': '0'}
{'NTA': '0', 'Yield': '-29.51', 'EBITDA': '61400000', 'Industry': 'Specialty Chemicals', 'PtS': '0.88', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.71', 'Dividend': '0', 'Name': 'Aceto Cp', 'Description': 'Aceto Cp', 'DivYield': '1.63', 'MarketCap': '476090000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Consumer Durables', 'PtB': '1.21', 'PE': '22.39', 'PEG': '1.06', 'Shares': '30113220', 'ImputationCredits': '0', 'Symbol': 'ACET', 'DPS': '0.26'}
{'NTA': '0', 'Yield': '18.69', 'EBITDA': '0', 'Industry': 'Savings Institutions', 'PtS': '3.4', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.42', 'Dividend': '0', 'Name': 'Atlantic Coast Finl', 'Description': 'Atlantic Coast Finl', 'DivYield': '0', 'MarketCap': '117660000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Finance', 'PtB': '1.37', 'PE': '18.32', 'PEG': '0', 'Shares': '15440950', 'ImputationCredits': '0', 'Symbol': 'ACFC', 'DPS': '0'}
{'NTA': '0', 'Yield': '34.44', 'EBITDA': '904490000', 'Industry': 'Property-Casualty Insurers', 'PtS': '2.59', 'DateTime': '2017-03-31T00:00:00', 'EPS': '5.33', 'Dividend': '0', 'Name': 'Arch Capital Grp Ltd', 'Description': 'Arch Capital Grp Ltd', 'DivYield': '0', 'MarketCap': '11480000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Finance', 'PtB': '1.81', 'PE': '17.78', 'PEG': '1.4', 'Shares': '121135400', 'ImputationCredits': '0', 'Symbol': 'ACGL', 'DPS': '0'}
{'NTA': '0', 'Yield': '0', 'EBITDA': '633620000', 'Industry': '', 'PtS': '98.57', 'DateTime': '2017-03-31T00:00:00', 'EPS': '3.87', 'Dividend': '0', 'Name': 'Arch Capital Group Ltd', 'Description': 'Arch Capital Group Ltd', 'DivYield': '0', 'MarketCap': '407520000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '0.43', 'PE': '5.85', 'PEG': '0', 'Shares': '18000000000', 'ImputationCredits': '0', 'Symbol': 'ACGLP', 'DPS': '0'}
{'NTA': '0', 'Yield': '-31', 'EBITDA': '580250000', 'Industry': 'Specialized Health Services', 'PtS': '1.36', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.07', 'Dividend': '0', 'Name': 'Acadia Healthcr Co', 'Description': 'Acadia Healthcr Co', 'DivYield': '0', 'MarketCap': '3820000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Healthcare', 'PtB': '1.75', 'PE': '622.86', 'PEG': '1.17', 'Shares': '87614680', 'ImputationCredits': '0', 'Symbol': 'ACHC', 'DPS': '0'}
{'NTA': '0', 'Yield': '-50.76', 'EBITDA': '-63910000', 'Industry': 'Major Pharmaceuticals', 'PtS': '34.54', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-0.45', 'Dividend': '0', 'Name': 'Achillion Pharmaceut', 'Description': 'Achillion Pharmaceut', 'DivYield': '0', 'MarketCap': '514070000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Consumer Durables', 'PtB': '1.3', 'PE': '0', 'PEG': '-0.38', 'Shares': '136720800', 'ImputationCredits': '0', 'Symbol': 'ACHN', 'DPS': '0'}
{'NTA': '0', 'Yield': '0', 'EBITDA': '126780000', 'Industry': '', 'PtS': '4.65', 'DateTime': '2017-03-31T00:00:00', 'EPS': '3.22', 'Dividend': '0', 'Name': 'Acacia Communica Cmn', 'Description': 'Acacia Communica Cmn', 'DivYield': '0', 'MarketCap': '2250000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '5.06', 'PE': '18.2', 'PEG': '0.32', 'Shares': '38382800', 'ImputationCredits': '0', 'Symbol': 'ACIA', 'DPS': '0'}
{'NTA': '0', 'Yield': '0', 'EBITDA': '-10250000', 'Industry': '', 'PtS': '28.18', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-0.14', 'Dividend': '0', 'Name': 'AC Immune Sa', 'Description': 'AC Immune Sa', 'DivYield': '0', 'MarketCap': '589710000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '4.58', 'PE': '0', 'PEG': '0', 'Shares': '56921820', 'ImputationCredits': '0', 'Symbol': 'ACIU', 'DPS': '0'}
{'NTA': '0', 'Yield': '7', 'EBITDA': '118560000', 'Industry': 'Computer Software: Prepackaged Software', 'PtS': '2.5', 'DateTime': '2017-03-31T00:00:00', 'EPS': '1.09', 'Dividend': '0', 'Name': 'Aci Worldwide Inc', 'Description': 'Aci Worldwide Inc', 'DivYield': '0', 'MarketCap': '2510000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Technology', 'PtB': '3.33', 'PE': '19.62', 'PEG': '-3.42', 'Shares': '117344600', 'ImputationCredits': '0', 'Symbol': 'ACIW', 'DPS': '0'}
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