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:

Table of Contents¶

1 Summary

5.1.1 Gather elements

5.1.2 Get data

5.1.3 Save to file

5.1.4 Data inspection

5.2 Helper function

5.2.1 Usage

5.3 Client function

Summary¶

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

View the master post of this series to build a secure credentials file. It is used in all posts related to this series.
Download this blog post as a jupyter notebook
Download the class definition file for an easy to use client, which is demonstrated below
This post covers the FundamentalList call: http://ws.eoddata.com/data.asmx?op=FundamentalList

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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{'NTA': '0', 'Yield': '57.5', 'EBITDA': '0', 'Industry': '', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0', 'Dividend': '0', 'Name': 'VS Inverse VIX Mterm', 'Description': 'VS Inverse VIX Mterm', 'DivYield': '0', 'MarketCap': '0', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '0', 'PE': '0', 'PEG': '0', 'Shares': '0', 'ImputationCredits': '0', 'Symbol': 'ZIV', 'DPS': '0'}
{'NTA': '0', 'Yield': '28.95', 'EBITDA': '11900000', 'Industry': 'EDP Services', 'PtS': '4.17', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.11', 'Dividend': '0', 'Name': 'Zix Corp', 'Description': 'Zix Corp', 'DivYield': '0', 'MarketCap': '254700000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Technology', 'PtB': '5.11', 'PE': '44.54', 'PEG': '0.88', 'Shares': '52952180', 'ImputationCredits': '0', 'Symbol': 'ZIXI', 'DPS': '0'}
{'NTA': '0', 'Yield': '85.99', 'EBITDA': '16850000', 'Industry': '', 'PtS': '6.35', 'DateTime': '2017-03-31T00:00:00', 'EPS': '0.02', 'Dividend': '0', 'Name': 'Zeltiq Aesthetics', 'Description': 'Zeltiq Aesthetics', 'DivYield': '0', 'MarketCap': '2240000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '16.26', 'PE': '3089.44', 'PEG': '7.44', 'Shares': '40280520', 'ImputationCredits': '0', 'Symbol': 'ZLTQ', 'DPS': '0'}
{'NTA': '0', 'Yield': '-32.2', 'EBITDA': '-8840000', 'Industry': 'Oil & Gas Production', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-0.21', 'Dividend': '0', 'Name': 'Zion Oil & Gas Inc', 'Description': 'Zion Oil & Gas Inc', 'DivYield': '0', 'MarketCap': '54560000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Energy', 'PtB': '6.78', 'PE': '0', 'PEG': '0', 'Shares': '45466670', 'ImputationCredits': '0', 'Symbol': 'ZN', 'DPS': '0'}
{'NTA': '0', 'Yield': '19.75', 'EBITDA': '-92500000', 'Industry': '', 'PtS': '3.41', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-0.12', 'Dividend': '0', 'Name': 'Zynga Inc Cl A Cmn', 'Description': 'Zynga Inc Cl A Cmn', 'DivYield': '0', 'MarketCap': '2500000000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '1.62', 'PE': '0', 'PEG': '1.37', 'Shares': '877193000', 'ImputationCredits': '0', 'Symbol': 'ZNGA', 'DPS': '0'}
{'NTA': '0', 'Yield': '-12.44', 'EBITDA': '-25690000', 'Industry': '', 'PtS': '0', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-2.17', 'Dividend': '0', 'Name': 'Zosano Pharma Cmn', 'Description': 'Zosano Pharma Cmn', 'DivYield': '0', 'MarketCap': '33650000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '6.63', 'PE': '0', 'PEG': '0', 'Shares': '19450870', 'ImputationCredits': '0', 'Symbol': 'ZSAN', 'DPS': '0'}
{'NTA': '0', 'Yield': '9.06', 'EBITDA': '69560000', 'Industry': 'Clothing/Shoe/Accessory Stores', 'PtS': '0.55', 'DateTime': '2017-03-31T00:00:00', 'EPS': '1.04', 'Dividend': '0', 'Name': 'Zumiez Inc', 'Description': 'Zumiez Inc', 'DivYield': '0', 'MarketCap': '456460000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': 'Consumer Services', 'PtB': '1.49', 'PE': '17.6', 'PEG': '0.89', 'Shares': '24943170', 'ImputationCredits': '0', 'Symbol': 'ZUMZ', 'DPS': '0'}
{'NTA': '0', 'Yield': '146.63', 'EBITDA': '-23130000', 'Industry': '', 'PtS': '36379.51', 'DateTime': '2017-03-31T00:00:00', 'EPS': '-2.48', 'Dividend': '0', 'Name': 'Zynerba Pharma CS', 'Description': 'Zynerba Pharma CS', 'DivYield': '0', 'MarketCap': '265600000', 'DividendDate': '0001-01-01T00:00:00', 'Sector': '', 'PtB': '6.74', 'PE': '0', 'PEG': '0', 'Shares': '13213930', 'ImputationCredits': '0', 'Symbol': 'ZYNE', 'DPS': '0'}

Helper function¶

In [10]:

def FundamentalList(session, token, exchange_code):
    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()
        
    return sorted((element.get('Symbol'), element.get('Name')) for element in elements)

Usage¶

In [11]:

session = r.session()
fundamentals = FundamentalList(session, token, exchange_code)
session.close()

fundamentals[:10]

Out[11]:

[('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')]

Client function¶

In [12]:

# pandas dataframe is returned
df = eoddata.fundamental_list(exchange_code)

df.head()

Out[12]:

	Symbol	Name	Description	DateTime	Industry	Sector	Shares	MarketCap	PE	EPS	...	DivYield	DividendDate	DPS	EBITDA	PEG	PtS	PtB	Yield
0	AAAP	Advanced Accele. Ads	Advanced Accele. Ads	2017-03-31T00:00:00			45408930	1810000000	0	-0.67	...	0	0001-01-01T00:00:00	0	-8080000	0	15.39	5.62	14.8
1	AAL	American Airlines Gp	American Airlines Gp	2017-03-31T00:00:00			504255300	21330000000	8.79	4.81	...	0.94	0001-01-01T00:00:00	0.4	7830000000	4.22	0.53	5.7	21.94
2	AAME	Atlantic Amer Cp	Atlantic Amer Cp	2017-03-31T00:00:00	Life Insurance	Finance	20422500	81690000	36.7	0.11	...	0.54	0001-01-01T00:00:00	0.02	6290000	0	0.49	0.78	-4.31
3	AAOI	Applied Optoelect Cmn	Applied Optoelect Cmn	2017-03-31T00:00:00			18720470	1030000000	31.26	1.76	...	0	0001-01-01T00:00:00	0	37210000	0.81	3.69	4.17	401.34
4	AAON	Aaon Inc	Aaon Inc	2017-03-31T00:00:00	Industrial Machinery/Components	Capital Goods	52616690	1860000000	35.35	1	...	0.75	0001-01-01T00:00:00	0.26	92980000	2.67	4.83	9.01	33.3

5 rows × 21 columns