This example uses US Stocks Fundamentals dataset available on Kaggle.
You can download it from https://www.kaggle.com/usfundamentals/us-stocks-fundamentals
You need to install Cassandra driver to run this example.
pip install cassandra-driver
In [1]:
from cassandra.cluster import Cluster
In [2]:
cluster = Cluster(['localhost'])
In [3]:
session = cluster.connect()
In [11]:
##creating a keyspace
session.execute("CREATE KEYSPACE stocks \
WITH replication = {'class': 'SimpleStrategy', \
'replication_factor': '1'}")
Out[11]:
<cassandra.cluster.ResultSet at 0x1bca0228048>
In [4]:
##telling session to work on keyspace
session.set_keyspace('stocks')
In [13]:
## create a table company to load data
session.execute("""
CREATE TABLE company (
company_id text,
name_latest text,
name_previous text,
PRIMARY KEY (company_id)
)
""")
Out[13]:
<cassandra.cluster.ResultSet at 0x1bca79305f8>
In [14]:
session.execute("""
CREATE TABLE indicator_by_company (
company_id text,
indicator_id text,
yr_2010 bigint,
yr_2011 bigint,
yr_2012 bigint,
yr_2013 bigint,
yr_2014 bigint,
yr_2015 bigint,
yr_2016 bigint,
PRIMARY KEY (company_id, indicator_id)
)
""")
Out[14]:
<cassandra.cluster.ResultSet at 0x1bca79ae080>
In [5]:
import json
In [6]:
## importing json data to be loaded
with open('companies.json') as f_in:
companies = json.load(f_in)
In [17]:
type(companies)
Out[17]:
list
In [18]:
companies[:5]
Out[18]:
[{'company_id': '1000045',
'name_latest': 'Nicholas Financial Inc',
'names_previous': None},
{'company_id': '1000180',
'name_latest': 'Sandisk Corp',
'names_previous': None},
{'company_id': '1000209',
'name_latest': 'Medallion Financial Corp',
'names_previous': None},
{'company_id': '1000228',
'name_latest': 'Henry Schein Inc',
'names_previous': None},
{'company_id': '1000229',
'name_latest': 'Core Laboratories N V',
'names_previous': None}]
In [22]:
for company in companies:
try:
session.execute("""
INSERT INTO company(company_id, name_latest, name_previous)
VALUES(%s, %s, %s)
""", (company['company_id'], company['name_latest'], company['names_previous']))
except:
pass
In [7]:
result_set = session.execute("SELECT * FROM company")
In [8]:
result_set.current_rows
Out[8]:
[Row(company_id='1445229', name_latest='Fuer International Inc.', name_previous=None),
Row(company_id='1376866', name_latest='8888 Acquisition Corp', name_previous=None),
Row(company_id='76267', name_latest='Park Electrochemical Corp', name_previous=None),
Row(company_id='1360334', name_latest='Alamo Energy Corp.', name_previous=None),
Row(company_id='832101', name_latest='Idex Corp /DE/', name_previous=None),
Row(company_id='1645113', name_latest='Novocure LTD', name_previous=None),
Row(company_id='1043219', name_latest='Annaly Capital Management Inc', name_previous=None),
Row(company_id='78003', name_latest='Pfizer Inc', name_previous=None),
Row(company_id='1396033', name_latest='Lumber Liquidators Holdings, Inc.', name_previous=None),
Row(company_id='1438945', name_latest='Strike Axe, Inc', name_previous=None),
Row(company_id='828750', name_latest='GSI Commerce Inc', name_previous=None),
Row(company_id='1140028', name_latest='Talon Therapeutics, Inc.', name_previous=None),
Row(company_id='1398488', name_latest='World Mortgage Exchange Group, Inc.', name_previous=None),
Row(company_id='772406', name_latest='Cirrus Logic Inc', name_previous=None),
Row(company_id='1088005', name_latest='Nextmart Inc.', name_previous=None),
Row(company_id='943034', name_latest='Image Sensing Systems Inc', name_previous=None),
Row(company_id='1620702', name_latest='Terraform Global, Inc.', name_previous=None),
Row(company_id='96223', name_latest='Leucadia National Corp', name_previous=None),
Row(company_id='1644406', name_latest='Gores Holdings, Inc.', name_previous=None),
Row(company_id='1650505', name_latest='ECO Energy Tech Asia, LTD', name_previous=None),
Row(company_id='98677', name_latest='Tootsie Roll Industries Inc', name_previous=None),
Row(company_id='708821', name_latest='PAR Technology Corp', name_previous=None),
Row(company_id='808461', name_latest='General Communication Inc', name_previous=None),
Row(company_id='1329799', name_latest='Square 1 Financial Inc', name_previous=None),
Row(company_id='874444', name_latest='Retail Ventures Inc', name_previous=None),
Row(company_id='1430975', name_latest='Continental Resources Group, Inc.', name_previous=None),
Row(company_id='728447', name_latest='Minn Shares Inc', name_previous=None),
Row(company_id='1002047', name_latest='Netapp, Inc.', name_previous=None),
Row(company_id='787253', name_latest='Natural Alternatives International Inc', name_previous=None),
Row(company_id='884614', name_latest='UGI Corp /PA/', name_previous=None),
Row(company_id='65358', name_latest='United Capital Corp /DE/', name_previous=None),
Row(company_id='1171078', name_latest='Silver Legacy Capital Corp', name_previous=None),
Row(company_id='1441769', name_latest='Directview Holdings Inc', name_previous=None),
Row(company_id='1035675', name_latest='Nstar/Ma', name_previous=None),
Row(company_id='201779', name_latest='Excalibur Industries', name_previous=None),
Row(company_id='1487623', name_latest='Choice Bancorp, Inc.', name_previous=None),
Row(company_id='894627', name_latest='Vaalco Energy Inc /DE/', name_previous=None),
Row(company_id='1463913', name_latest='US Alliance Corp', name_previous=None),
Row(company_id='1114485', name_latest='Campbell Alternative Asset Trust', name_previous=None),
Row(company_id='1271245', name_latest='Fremont Michigan Insuracorp Inc', name_previous=None),
Row(company_id='900017', name_latest='Thomas Group Inc', name_previous=None),
Row(company_id='1609671', name_latest='Wfrbs Commercial Mortgage Trust 2014-C21', name_previous=None),
Row(company_id='798081', name_latest='Lakeland Industries Inc', name_previous=None),
Row(company_id='1301081', name_latest='Pharmasset Inc', name_previous=None),
Row(company_id='1383084', name_latest='Powershares DB Base Metals Fund', name_previous=None),
Row(company_id='1476963', name_latest='Heat Biologics, Inc.', name_previous=None),
Row(company_id='874396', name_latest='Lifetime Brands, Inc', name_previous=None),
Row(company_id='1546853', name_latest='Skkynet Cloud Systems, Inc.', name_previous=None),
Row(company_id='1014041', name_latest='SRI Surgical Express Inc', name_previous=None),
Row(company_id='944130', name_latest='Ministry Partners Investment Company, LLC', name_previous=None),
Row(company_id='48287', name_latest='HNI Corp', name_previous=None),
Row(company_id='1417663', name_latest='Sanuwave Health, Inc.', name_previous=None),
Row(company_id='1390804', name_latest='YCC Holdings LLC', name_previous=None),
Row(company_id='1273636', name_latest='Applied Genetic Technologies Corp', name_previous=None),
Row(company_id='1609183', name_latest='CNH Equipment Trust 2014-B', name_previous=None),
Row(company_id='1076682', name_latest='Majesco Entertainment CO', name_previous=None),
Row(company_id='728249', name_latest='Interphase Corp', name_previous=None),
Row(company_id='1405350', name_latest='Xsovt Brands, Inc.', name_previous=None),
Row(company_id='1161706', name_latest='Competitive Companies Inc', name_previous=None),
Row(company_id='714530', name_latest='Newbridge Bancorp', name_previous=None),
Row(company_id='1223112', name_latest='Ada-Es Inc', name_previous=None),
Row(company_id='1571329', name_latest='Capitala Finance Corp.', name_previous=None),
Row(company_id='1573279', name_latest='TE Funding LLC', name_previous=None),
Row(company_id='1374584', name_latest='Geopulse Exploration Inc.', name_previous=None),
Row(company_id='1484949', name_latest='Jacksonville Bancorp, Inc.', name_previous=None),
Row(company_id='1488613', name_latest='Foundation Medicine, Inc.', name_previous=None),
Row(company_id='838875', name_latest='Willamette Valley Vineyards Inc', name_previous=None),
Row(company_id='56873', name_latest='Kroger CO', name_previous=None),
Row(company_id='1511079', name_latest='Trident Acquisitions, Inc.', name_previous=None),
Row(company_id='1455206', name_latest='Rvue Holdings, Inc.', name_previous=None),
Row(company_id='1080709', name_latest='Arena Pharmaceuticals Inc', name_previous=None),
Row(company_id='795212', name_latest='Trans World Entertainment Corp', name_previous=None),
Row(company_id='1516973', name_latest='American Capital Mortgage Investment Corp.', name_previous=None),
Row(company_id='1017480', name_latest='Hibbett Sports Inc', name_previous=None),
Row(company_id='1195933', name_latest='Infinity Property & Casualty Corp', name_previous=None),
Row(company_id='1489039', name_latest='Specialty Contractors, Inc.', name_previous=None),
Row(company_id='1289636', name_latest='Profire Energy Inc', name_previous=None),
Row(company_id='1610680', name_latest='Dinoco Oil, Inc', name_previous=None),
Row(company_id='1471089', name_latest='Manthey Redmond Corp', name_previous=None),
Row(company_id='1165336', name_latest='NX Global, Inc', name_previous=None),
Row(company_id='1561894', name_latest='Hannon Armstrong Sustainable Infrastructure Capital, Inc.', name_previous=None),
Row(company_id='1411342', name_latest='Ellington Financial LLC', name_previous=None),
Row(company_id='1022225', name_latest='Oplink Communications Inc', name_previous=None),
Row(company_id='1356576', name_latest='Supernus Pharmaceuticals Inc', name_previous=None),
Row(company_id='1350073', name_latest='Iconic Brands, Inc.', name_previous=None),
Row(company_id='1364896', name_latest='Medpro Safety Products, Inc.', name_previous=None),
Row(company_id='1305294', name_latest='Qlik Technologies Inc', name_previous=None),
Row(company_id='1493976', name_latest='Kilroy Realty, L.P.', name_previous=None),
Row(company_id='1081091', name_latest='Studio II Brands Inc', name_previous=None),
Row(company_id='1504615', name_latest='Santander Drive Auto Receivables Trust 2010-3', name_previous=None),
Row(company_id='1311824', name_latest='American Express Receivables Financing Corp V LLC', name_previous=None),
Row(company_id='1229195', name_latest='Horne International, Inc.', name_previous=None),
Row(company_id='1474042', name_latest='Baltic Trading LTD', name_previous=None),
Row(company_id='1431938', name_latest='Chocolate Candy Creations, Inc.', name_previous=None),
Row(company_id='1530217', name_latest='Toyota Auto Receivables 2011-B Owner Trust', name_previous=None),
Row(company_id='1057083', name_latest='PC TEL Inc', name_previous=None),
Row(company_id='1261204', name_latest='OBN Holdings Inc', name_previous=None),
Row(company_id='1415917', name_latest='American Nano Silicon Technologies, Inc.', name_previous=None),
Row(company_id='801337', name_latest='Webster Financial Corp', name_previous=None),
Row(company_id='1472635', name_latest='China DU Kang CO. Ltd.', name_previous=None),
Row(company_id='906780', name_latest='Empire Resorts Inc', name_previous=None),
Row(company_id='1474098', name_latest='Pebblebrook Hotel Trust', name_previous=None),
Row(company_id='1432269', name_latest='Mayquest Ventures, Inc.', name_previous=None),
Row(company_id='3153', name_latest='Alabama Power CO', name_previous=None),
Row(company_id='1568669', name_latest='Pennymac Financial Services, Inc.', name_previous=None),
Row(company_id='1100412', name_latest='Array Biopharma Inc', name_previous=None),
Row(company_id='794170', name_latest='Toll Brothers Inc', name_previous=None),
Row(company_id='1360474', name_latest='CRC Health Corp', name_previous=None),
Row(company_id='1523733', name_latest='Petrologistics LP', name_previous=None),
Row(company_id='1013606', name_latest='Endologix Inc /DE/', name_previous=None),
Row(company_id='1586468', name_latest='Baristas Coffee Company, Inc.', name_previous=None),
Row(company_id='1220754', name_latest='Providence Service Corp', name_previous=None),
Row(company_id='739421', name_latest='Citizens Financial Services Inc', name_previous=None),
Row(company_id='1662640', name_latest='Franklin Hill Acquisition Corp', name_previous=None),
Row(company_id='1087456', name_latest='United Bancshares Inc/Oh', name_previous=None),
Row(company_id='50292', name_latest='IEH Corporation', name_previous=None),
Row(company_id='1438897', name_latest='Inland Diversified Real Estate Trust, Inc.', name_previous=None),
Row(company_id='1145197', name_latest='Insulet Corp', name_previous=None),
Row(company_id='1424768', name_latest='Vycor Medical Inc', name_previous=None),
Row(company_id='895419', name_latest='Cree Inc', name_previous=None),
Row(company_id='880417', name_latest='CSB Bancorp Inc /OH', name_previous=None),
Row(company_id='1163389', name_latest='NEW Peoples Bankshares Inc', name_previous=None),
Row(company_id='1490017', name_latest='Ford Credit Auto Owner Trust 2010-A', name_previous=None),
Row(company_id='759458', name_latest='Canandaigua National Corp', name_previous=None),
Row(company_id='784539', name_latest='Eaco Corp', name_previous=None),
Row(company_id='1052284', name_latest='Tongli Pharmaceuticals (Usa), Inc.', name_previous=None),
Row(company_id='828944', name_latest='Wsfs Financial Corp', name_previous=None),
Row(company_id='1353613', name_latest='Currencyshares Japanese YEN Trust', name_previous=None),
Row(company_id='1569391', name_latest='KCG Holdings, Inc.', name_previous=None),
Row(company_id='15511', name_latest='Bnsf Railway CO', name_previous=None),
Row(company_id='1574969', name_latest='Microphase Corp', name_previous=None),
Row(company_id='1004702', name_latest='Oceanfirst Financial Corp', name_previous=None),
Row(company_id='1373690', name_latest='American Paramount Gold Corp.', name_previous=None),
Row(company_id='1318196', name_latest='Sono Resources, Inc.', name_previous=None),
Row(company_id='1626971', name_latest='Corvus Pharmaceuticals, Inc.', name_previous=None),
Row(company_id='1525040', name_latest='American Renal Associates Holdings, Inc.', name_previous=None),
Row(company_id='1409446', name_latest="Nate'S Food CO.", name_previous=None),
Row(company_id='772572', name_latest='Edac Technologies Corp', name_previous=None),
Row(company_id='913885', name_latest='Triquint Semiconductor Inc', name_previous=None),
Row(company_id='1544670', name_latest='Mercedes-Benz Auto Lease Trust 2012-A', name_previous=None),
Row(company_id='1504999', name_latest='CNH Equipment Trust 2010-C', name_previous=None),
Row(company_id='1567852', name_latest='Hedgebrook', name_previous=None),
Row(company_id='1016504', name_latest='Integrated Biopharma Inc', name_previous=None),
Row(company_id='884940', name_latest='Stein Mart Inc', name_previous=None),
Row(company_id='1587732', name_latest='ONE Gas, Inc.', name_previous=None),
Row(company_id='1543679', name_latest='First State Capital Investments, Inc', name_previous=None),
Row(company_id='1482876', name_latest='Factorshares 2X: Tbond Bull/S&P500 Bear', name_previous=None),
Row(company_id='1409431', name_latest='Theron Resource Group', name_previous=None),
Row(company_id='1058057', name_latest='Marvell Technology Group LTD', name_previous=None),
Row(company_id='1604119', name_latest='Jpmbb Commercial Mortgage Securities Trust 2014-C19', name_previous=None),
Row(company_id='1363254', name_latest='Pegasi Energy Resources Corporation.', name_previous=None),
Row(company_id='1017907', name_latest='First Acceptance Corp /DE/', name_previous=None),
Row(company_id='1648439', name_latest='Citigroup Commercial Mortgage Trust 2015-P1', name_previous=None),
Row(company_id='3545', name_latest='Alico Inc', name_previous=None),
Row(company_id='1090727', name_latest='United Parcel Service Inc', name_previous=None),
Row(company_id='726728', name_latest='Realty Income Corp', name_previous=None),
Row(company_id='1567683', name_latest='NRG Yield, Inc.', name_previous=None),
Row(company_id='1325740', name_latest='Advanced Bioenergy, LLC', name_previous=None),
Row(company_id='922612', name_latest='Schmitt Industries Inc', name_previous=None),
Row(company_id='1012771', name_latest='FBL Financial Group Inc', name_previous=None),
Row(company_id='724445', name_latest='Burzynski Research Institute Inc', name_previous=None),
Row(company_id='1443824', name_latest='Mondo Acquisition VI, Inc.', name_previous=None),
Row(company_id='1121716', name_latest='Icon Income Fund Eight B LP', name_previous=None),
Row(company_id='1144519', name_latest='Bunge LTD', name_previous=None),
Row(company_id='1061288', name_latest='Australian Canadian OIL Royalties LTD', name_previous=None),
Row(company_id='1365784', name_latest='Bioshaft Water Technology, Inc.', name_previous=None),
Row(company_id='1004989', name_latest='Spar Group Inc', name_previous=None),
Row(company_id='277135', name_latest='Grainger W W Inc', name_previous=None),
Row(company_id='1580670', name_latest='LGI Homes, Inc.', name_previous=None),
Row(company_id='1000232', name_latest='Kentucky Bancshares Inc /KY/', name_previous=None),
Row(company_id='1608298', name_latest='Terrapin 3 Acquisition Corp', name_previous=None),
Row(company_id='1017793', name_latest='SUN Bancorp Inc /NJ/', name_previous=None),
Row(company_id='949699', name_latest='Pharmacyclics Inc', name_previous=None),
Row(company_id='1030484', name_latest='Renaissance Learning Inc', name_previous=None),
Row(company_id='1592143', name_latest="Cabela'S Master Credit Card Trust", name_previous=None),
Row(company_id='885725', name_latest='Boston Scientific Corp', name_previous=None),
Row(company_id='1021422', name_latest='Eastern Light Capital, Inc.', name_previous=None),
Row(company_id='1001082', name_latest='Dish Network Corp', name_previous=None),
Row(company_id='1547635', name_latest='Madison County Financial, Inc.', name_previous=None),
Row(company_id='1360564', name_latest='Focus Gold Corp', name_previous=None),
Row(company_id='1005177', name_latest='ML Trend-Following Futures Fund L.P.', name_previous=None),
Row(company_id='70858', name_latest='Bank OF America Corp /DE/', name_previous=None),
Row(company_id='1478682', name_latest='Empire Post Media, Inc.', name_previous=None),
Row(company_id='75488', name_latest='Pacific GAS & Electric CO', name_previous=None),
Row(company_id='1035983', name_latest='Comfort Systems USA Inc', name_previous=None),
Row(company_id='1585101', name_latest='Hines Global Reit II, Inc.', name_previous=None),
Row(company_id='1411906', name_latest='Ampio Pharmaceuticals, Inc.', name_previous=None),
Row(company_id='1087432', name_latest='Intermune Inc', name_previous=None),
Row(company_id='1495491', name_latest='Healthcare Trust OF America Holdings, LP', name_previous=None),
Row(company_id='1180079', name_latest='Silver Spring Networks Inc', name_previous=None),
Row(company_id='1174922', name_latest='Wynn Resorts LTD', name_previous=None),
Row(company_id='891462', name_latest='Octus Inc', name_previous=None),
Row(company_id='318833', name_latest='Team Inc', name_previous=None),
Row(company_id='1647353', name_latest='Ally Auto Receivables Trust 2015-1', name_previous=None),
Row(company_id='1664127', name_latest='Titan Computer Services Inc.', name_previous=None),
Row(company_id='1612630', name_latest='Joint Corp', name_previous=None),
Row(company_id='1337009', name_latest='UAN Cultural & Creative Co., Ltd.', name_previous=None),
Row(company_id='764630', name_latest='United States Basketball League Inc', name_previous=None),
Row(company_id='1387467', name_latest='Alpha & Omega Semiconductor LTD', name_previous=None),
Row(company_id='1333614', name_latest='Razor Resources Inc', name_previous=None),
Row(company_id='1554947', name_latest='Interups Inc', name_previous=None),
Row(company_id='1434028', name_latest='Crater Mountain Resources, Inc.', name_previous=None),
Row(company_id='919013', name_latest='Wave Systems Corp', name_previous=None),
Row(company_id='64279', name_latest='Mcmoran Exploration CO /DE/', name_previous=None),
Row(company_id='887247', name_latest='Adamis Pharmaceuticals Corp', name_previous=None),
Row(company_id='93384', name_latest='Standard Microsystems Corp', name_previous=None),
Row(company_id='914156', name_latest='UFP Technologies Inc', name_previous=None),
Row(company_id='1500198', name_latest='Original Source Entertainment, Inc.', name_previous=None),
Row(company_id='1278680', name_latest='Ishares Gold Trust', name_previous=None),
Row(company_id='822746', name_latest='Infinity Energy Resources, Inc', name_previous=None),
Row(company_id='15357', name_latest='Chase General Corp', name_previous=None),
Row(company_id='66004', name_latest='Middlesex Water CO', name_previous=None),
Row(company_id='823277', name_latest='CHS Inc', name_previous=None),
Row(company_id='1377318', name_latest='Hunt Global Resources, Inc.', name_previous=None),
Row(company_id='731245', name_latest='Presidential Realty Corp/De/', name_previous=None),
Row(company_id='1221749', name_latest='Regenocell Therapeutics, Inc.', name_previous=None),
Row(company_id='1089565', name_latest='Legacy Wine & Spirits International Ltd.', name_previous=None),
Row(company_id='1611547', name_latest='Urban Edge Properties', name_previous=None),
Row(company_id='1064015', name_latest='Ameritrans Capital Corp', name_previous=None),
Row(company_id='318300', name_latest='Peoples Bancorp Inc', name_previous=None),
Row(company_id='1293818', name_latest='Opgen Inc', name_previous=None),
Row(company_id='1051473', name_latest='Western Reserve Bancorp Inc', name_previous=None),
Row(company_id='1430124', name_latest='Alto Group Holdings Inc.', name_previous=None),
Row(company_id='1034592', name_latest='Omnicomm Systems Inc', name_previous=None),
Row(company_id='1324189', name_latest='Orchids Paper Products CO /DE', name_previous=None),
Row(company_id='1594420', name_latest='Pentair PLC', name_previous=None),
Row(company_id='36047', name_latest='Corelogic, Inc.', name_previous=None),
Row(company_id='1354174', name_latest='SBT Bancorp, Inc.', name_previous=None),
Row(company_id='1653716', name_latest='World Omni Auto Receivables Trust 2015-B', name_previous=None),
Row(company_id='1592329', name_latest='Clifton Bancorp Inc.', name_previous=None),
Row(company_id='743367', name_latest='BAR Harbor Bankshares', name_previous=None),
Row(company_id='809248', name_latest='Carrols Restaurant Group, Inc.', name_previous=None),
Row(company_id='942126', name_latest='Taitron Components Inc', name_previous=None),
Row(company_id='1533040', name_latest='RXI Pharmaceuticals Corp', name_previous=None),
Row(company_id='860543', name_latest='China Grand Resorts, Inc.', name_previous=None),
Row(company_id='1401521', name_latest='United Insurance Holdings Corp.', name_previous=None),
Row(company_id='1391253', name_latest='Chancery Resources, Inc.', name_previous=None),
Row(company_id='1497033', name_latest='Europa Acquisition I, Inc.', name_previous=None),
Row(company_id='1497916', name_latest='Virolab, Inc.', name_previous=None),
Row(company_id='1102112', name_latest='Pacwest Bancorp', name_previous=None),
Row(company_id='1540237', name_latest='Ultimate Rack, Inc.', name_previous=None),
Row(company_id='1430057', name_latest='Precision Petroleum Corp', name_previous=None),
Row(company_id='1662645', name_latest='Lepora Holdings, Inc.', name_previous=None),
Row(company_id='1644828', name_latest='Southern Ridge Acquisition Corp', name_previous=None),
Row(company_id='1392121', name_latest='Coyote Resources, Inc.', name_previous=None),
Row(company_id='1035201', name_latest='California Water Service Group', name_previous=None),
Row(company_id='1561951', name_latest='US Foods, Inc.', name_previous=None),
Row(company_id='1580149', name_latest='Nanoantibiotics, Inc.', name_previous=None),
Row(company_id='1415624', name_latest='Yume Inc', name_previous=None),
Row(company_id='1602774', name_latest='Ford Credit Auto Lease Trust 2014-A', name_previous=None),
Row(company_id='1212458', name_latest='Proofpoint Inc', name_previous=None),
Row(company_id='913144', name_latest='Renaissancere Holdings LTD', name_previous=None),
Row(company_id='1359425', name_latest='Intcomex, Inc.', name_previous=None),
Row(company_id='1588656', name_latest='Nissan Auto Lease Trust 2013-B', name_previous=None),
Row(company_id='1312910', name_latest='Icon Leasing Fund Eleven, LLC', name_previous=None),
Row(company_id='1474903', name_latest='BG Staffing, Inc.', name_previous=None),
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Row(company_id='1413837', name_latest='First Foundation Inc.', name_previous=None),
Row(company_id='1426945', name_latest='Echo Global Logistics, Inc.', name_previous=None),
Row(company_id='1369868', name_latest='China Biologic Products, Inc.', name_previous=None),
Row(company_id='1448301', name_latest='Anchor Bancorp', name_previous=None),
Row(company_id='811830', name_latest='Santander Holdings Usa, Inc.', name_previous=None),
Row(company_id='1038286', name_latest='Golden State Petroleum Transport Corp', name_previous=None),
Row(company_id='872821', name_latest='Wilmington Trust Corp', name_previous=None),
Row(company_id='836429', name_latest='Synergetics USA Inc', name_previous=None),
Row(company_id='44545', name_latest='Gulf Power CO', name_previous=None),
Row(company_id='855683', name_latest='Milestone Scientific Inc.', name_previous=None),
Row(company_id='792966', name_latest='Farmers & Merchants Bancorp Inc', name_previous=None),
Row(company_id='1618561', name_latest='Nexvet Biopharma PLC', name_previous=None),
Row(company_id='1043222', name_latest='Chinawe COM Inc', name_previous=None),
Row(company_id='1600065', name_latest='MW Bancorp, Inc.', name_previous=None),
Row(company_id='1493611', name_latest='SLC Student Loan Trust 2010-1', name_previous=None),
Row(company_id='1337675', name_latest='Jazz Technologies, Inc.', name_previous=None),
Row(company_id='885550', name_latest='Credit Acceptance Corp', name_previous=None),
Row(company_id='1003986', name_latest='Taylor Calvin B Bankshares Inc', name_previous=None),
Row(company_id='764241', name_latest='Integra Bank Corp', name_previous=None),
Row(company_id='1258602', name_latest='Nelnet Inc', name_previous=None),
Row(company_id='1076966', name_latest='Sierra Resource Group Inc', name_previous=None),
Row(company_id='802724', name_latest='Insite Vision Inc', name_previous=None),
Row(company_id='1443242', name_latest='Bohai Pharmaceuticals Group, Inc.', name_previous=None),
Row(company_id='1328208', name_latest='Golden Gate Homes, Inc.', name_previous=None),
Row(company_id='1458962', name_latest='Mindbody, Inc.', name_previous=None),
Row(company_id='1587981', name_latest='Comm 2013-Ccre12 Mortgage Trust', name_previous=None),
Row(company_id='1617351', name_latest='Lepota Inc', name_previous=None),
Row(company_id='1515173', name_latest='NEW Mountain Finance AIV Holdings Corp', name_previous=None),
Row(company_id='1603286', name_latest='Dominion Midstream Partners, LP', name_previous=None),
Row(company_id='1136463', name_latest='First Corp /CN/', name_previous=None),
Row(company_id='1083663', name_latest='I/Omagic Corp', name_previous=None),
Row(company_id='1354866', name_latest='Security Devices International Inc.', name_previous=None),
Row(company_id='216539', name_latest='Media General Inc', name_previous=None),
Row(company_id='1466056', name_latest='Bhakti Capital Corp.', name_previous=None),
Row(company_id='743238', name_latest='Spartan Motors Inc', name_previous=None),
Row(company_id='1092807', name_latest='Alpine AIR Express Inc/De', name_previous=None),
Row(company_id='1502152', name_latest='First Titan Corp.', name_previous=None),
Row(company_id='896778', name_latest='Conceptus Inc', name_previous=None),
Row(company_id='1367832', name_latest='Aurora Diagnostics Holdings LLC', name_previous=None),
Row(company_id='1169561', name_latest='Commvault Systems Inc', name_previous=None),
Row(company_id='1610074', name_latest='GLP Financing II, Inc.', name_previous=None),
Row(company_id='1176325', name_latest='Skinny Nutritional Corp.', name_previous=None),
Row(company_id='1434109', name_latest='DRC Ventures ,Inc.', name_previous=None),
Row(company_id='105744', name_latest='NEW Concept Energy, Inc.', name_previous=None),
Row(company_id='879526', name_latest='Wabash National Corp /DE', name_previous=None),
Row(company_id='930553', name_latest='Ista Pharmaceuticals Inc', name_previous=None),
Row(company_id='1487997', name_latest='Green Endeavors, Inc.', name_previous=None),
Row(company_id='1276187', name_latest='Energy Transfer Equity, L.P.', name_previous=None),
Row(company_id='351789', name_latest='Electro Sensors Inc', name_previous=None),
Row(company_id='1289441', name_latest='Rotoblock Corp', name_previous=None),
Row(company_id='1608429', name_latest='GEN Serv, Inc.', name_previous=None),
Row(company_id='1608104', name_latest='Sand International Inc', name_previous=None),
Row(company_id='1045541', name_latest='Kwik Fill Corp', name_previous=None),
Row(company_id='1346222', name_latest='First United Ethanol LLC', name_previous=None),
Row(company_id='1336047', name_latest='Boardwalk Pipeline Partners, LP', name_previous=None),
Row(company_id='1542574', name_latest='Prosper Funding LLC', name_previous=None),
Row(company_id='1362988', name_latest='Aircastle LTD', name_previous=None),
Row(company_id='1518222', name_latest='Bankrate, Inc.', name_previous=None),
Row(company_id='1029831', name_latest='Hillman Companies Inc', name_previous=None),
Row(company_id='1332052', name_latest='Raven Gold Corp', name_previous=None),
Row(company_id='1438133', name_latest='Tandem Diabetes Care Inc', name_previous=None),
Row(company_id='1248124', name_latest='Cheviot Financial Corp', name_previous=None),
Row(company_id='1594617', name_latest='LA Quinta Holdings Inc.', name_previous=None),
Row(company_id='850141', name_latest='Horace Mann Educators Corp /DE/', name_previous=None),
Row(company_id='1646829', name_latest='Usaa Auto Owner Trust 2015-1', name_previous=None),
Row(company_id='1500497', name_latest='GIA Investments Corp.', name_previous=None),
Row(company_id='943580', name_latest='Lecroy Corp', name_previous=None),
Row(company_id='1490028', name_latest='Sequoia Mortgage Trust 2010-H1', name_previous=None),
Row(company_id='1100592', name_latest='Assured Pharmacy, Inc.', name_previous=None),
Row(company_id='1093207', name_latest='Crossroads Systems Inc', name_previous=None),
Row(company_id='1573766', name_latest='Ebullion, Inc.', name_previous=None),
Row(company_id='55604', name_latest='Keystone Consolidated Industries Inc', name_previous=None),
Row(company_id='1597339', name_latest='Jpmbb Commercial Mortgage Securities Trust 2014-C18', name_previous=None),
Row(company_id='1583993', name_latest='BMO Covered Bond Guarantor Limited Partnership', name_previous=None),
Row(company_id='1135152', name_latest='FMC Technologies Inc', name_previous=None),
Row(company_id='1234307', name_latest='Directv Financing CO Inc', name_previous=None),
Row(company_id='1374845', name_latest='Tamm OIL & GAS Corp.', name_previous=None),
Row(company_id='1040896', name_latest='Intellicheck Mobilisa, Inc.', name_previous=None),
Row(company_id='830656', name_latest='Pressure Biosciences Inc', name_previous=None),
Row(company_id='1411846', name_latest='Here Enterprises, Inc.', name_previous=None),
Row(company_id='1450335', name_latest='Commonwealth Income & Growth Fund Vii, LP', name_previous=None),
Row(company_id='1365997', name_latest='Bank OF THE Carolinas Corp', name_previous=None),
Row(company_id='1141240', name_latest='Liquidmetal Technologies Inc', name_previous=None),
Row(company_id='906553', name_latest='Boyd Gaming Corp', name_previous=None),
Row(company_id='1392562', name_latest='Louisiana Bancorp Inc', name_previous=None),
Row(company_id='934543', name_latest='American Church Mortgage CO', name_previous=None),
Row(company_id='1428469', name_latest='Voice Assist, Inc.', name_previous=None),
Row(company_id='928375', name_latest='Dutch Gold Resources Inc', name_previous=None),
Row(company_id='1465872', name_latest='Vantage Drilling International', name_previous=None),
Row(company_id='1084869', name_latest='1 800 Flowers COM Inc', name_previous=None),
Row(company_id='46619', name_latest='Heico Corp', name_previous=None),
Row(company_id='1074871', name_latest='Bear Lake Recreation Inc', name_previous=None),
Row(company_id='85535', name_latest='Royal Gold Inc', name_previous=None),
Row(company_id='1445883', name_latest='Firefish, Inc', name_previous=None),
Row(company_id='1089907', name_latest='SWK Holdings Corp', name_previous=None),
Row(company_id='1377963', name_latest='Westmont Resources Inc.', name_previous=None),
Row(company_id='885508', name_latest='Stratus Properties Inc', name_previous=None),
Row(company_id='798287', name_latest='PAM Transportation Services Inc', name_previous=None),
Row(company_id='1340909', name_latest='Strats SM Trust FOR Wal-Mart Stores, Inc. Securities, Series 2005-4', name_previous=None),
Row(company_id='1597483', name_latest='Visual Acumen, Inc.', name_previous=None),
Row(company_id='1011308', name_latest='Footstar Inc', name_previous=None),
Row(company_id='1509333', name_latest='Hyundai Auto Receivables Trust 2011-A', name_previous=None),
Row(company_id='1501845', name_latest='Solo International, Inc', name_previous=None),
Row(company_id='1020859', name_latest='United Natural Foods Inc', name_previous=None),
Row(company_id='864749', name_latest='Trimble Navigation LTD /CA/', name_previous=None),
Row(company_id='1496264', name_latest='Hudson Pacific Properties, L.P.', name_previous=None),
Row(company_id='1084755', name_latest='Ariba Inc', name_previous=None),
Row(company_id='893949', name_latest='Mednax, Inc.', name_previous=None),
Row(company_id='1097430', name_latest='International Monetary Systems LTD /WI/', name_previous=None),
Row(company_id='1411658', name_latest='Digitiliti Inc', name_previous=None),
Row(company_id='1036030', name_latest='Wayne Savings Bancshares Inc /DE/', name_previous=None),
Row(company_id='1480797', name_latest='Wilder Filing, Inc.', name_previous=None),
Row(company_id='1419985', name_latest='Stalar 1, Inc.', name_previous=None),
Row(company_id='1579010', name_latest='Hispanica International Delights OF America, Inc.', name_previous=None),
Row(company_id='1487798', name_latest='ECA Marcellus Trust I', name_previous=None),
Row(company_id='1297203', name_latest='HS3 Technologies Inc.', name_previous=None),
Row(company_id='1326252', name_latest='FOX Petroleum Inc.', name_previous=None),
Row(company_id='1042773', name_latest='Centerpoint Energy Resources Corp', name_previous=None),
Row(company_id='1550377', name_latest='Bakercorp International, Inc.', name_previous=None),
Row(company_id='1340652', name_latest='Chemocentryx, Inc.', name_previous=None),
Row(company_id='1093691', name_latest='Plug Power Inc', name_previous=None),
Row(company_id='875729', name_latest='Bion Environmental Technologies Inc', name_previous=None),
Row(company_id='854560', name_latest='Great Southern Bancorp Inc', name_previous=None),
Row(company_id='1598428', name_latest='Timkensteel Corp', name_previous=None),
Row(company_id='1533037', name_latest='Nissan Auto Receivables 2011-B Owner Trust', name_previous=None),
Row(company_id='1282977', name_latest='Greenhill & CO Inc', name_previous=None),
Row(company_id='1105705', name_latest='Time Warner Inc.', name_previous=None),
Row(company_id='1529727', name_latest='GE Equipment Midticket Llc, Series 2011-1', name_previous=None),
Row(company_id='1138978', name_latest='Turbine Truck Engines Inc', name_previous=None),
Row(company_id='763907', name_latest='First United Corp/Md/', name_previous=None),
Row(company_id='36840', name_latest='First Real Estate Investment Trust OF NEW Jersey', name_previous=None),
Row(company_id='1337298', name_latest='Futurefuel Corp.', name_previous=None),
Row(company_id='1424454', name_latest='Rovi Corp', name_previous=None),
Row(company_id='921825', name_latest='First Industrial Realty Trust Inc', name_previous=None),
Row(company_id='68270', name_latest='Ruby Tuesday Inc', name_previous=None),
Row(company_id='878927', name_latest='OLD Dominion Freight Line Inc/Va', name_previous=None),
Row(company_id='1402478', name_latest='Vangent, Inc.', name_previous=None),
Row(company_id='1585023', name_latest='Coastway Bancorp, Inc.', name_previous=None),
Row(company_id='1636023', name_latest='Westrock CO', name_previous=None),
Row(company_id='907649', name_latest='FX Energy Inc', name_previous=None),
Row(company_id='1439724', name_latest='Oakridge International Corp', name_previous=None),
Row(company_id='1013880', name_latest='Teletech Holdings Inc', name_previous=None),
Row(company_id='1626853', name_latest='Majesco', name_previous=None),
Row(company_id='1024478', name_latest='Rockwell Automation Inc', name_previous=None),
Row(company_id='1405073', name_latest='Approach Resources Inc', name_previous=None),
Row(company_id='18172', name_latest='Castle A M & CO', name_previous=None),
Row(company_id='1334741', name_latest='Majestic OIL & GAS', name_previous=None),
Row(company_id='1490470', name_latest='Hyundai Auto Receivables Trust 2010-A', name_previous=None),
Row(company_id='1566011', name_latest='PBF Holding CO LLC', name_previous=None),
Row(company_id='1576778', name_latest='UBL Interactive,Inc.', name_previous=None),
Row(company_id='1415404', name_latest='Echostar Corp', name_previous=None),
Row(company_id='1160084', name_latest='Locateplus Holdings Corp', name_previous=None),
Row(company_id='1100394', name_latest='Redfin Network, Inc.', name_previous=None),
Row(company_id='1200375', name_latest='Codexis Inc', name_previous=None),
Row(company_id='792987', name_latest='Astec Industries Inc', name_previous=None),
Row(company_id='1130128', name_latest='China IVY School, Inc.', name_previous=None),
Row(company_id='1594485', name_latest='Royal Bakery Holdings, Inc.', name_previous=None),
Row(company_id='912030', name_latest='Torch Energy Royalty Trust', name_previous=None),
Row(company_id='1587650', name_latest='Appalachian Consumer Rate Relief Funding LLC', name_previous=None),
Row(company_id='1382805', name_latest='Game Trading Technologies, Inc.', name_previous=None),
Row(company_id='74145', name_latest='Oklahoma GAS & Electric CO', name_previous=None),
Row(company_id='1402453', name_latest='Ezjr, Inc.', name_previous=None),
Row(company_id='1085280', name_latest='Tibco Software Inc', name_previous=None),
Row(company_id='1519061', name_latest='Trinseo S.A.', name_previous=None),
Row(company_id='314690', name_latest='Century Properties Fund XV', name_previous=None),
Row(company_id='315374', name_latest='Hurco Companies Inc', name_previous=None),
Row(company_id='1414964', name_latest='Resource Real Estate Investors 6 LP', name_previous=None),
Row(company_id='1408356', name_latest='Solarcity Corp', name_previous=None),
Row(company_id='1088413', name_latest='Greystone Logistics, Inc.', name_previous=None),
Row(company_id='1601602', name_latest='DS Services Holdings, Inc.', name_previous=None),
Row(company_id='104169', name_latest='WAL Mart Stores Inc', name_previous=None),
Row(company_id='1522121', name_latest='Neptune Acquisition Corp.', name_previous=None),
Row(company_id='1583771', name_latest='Contravir Pharmaceuticals, Inc.', name_previous=None),
Row(company_id='1401257', name_latest='Forum Energy Technologies, Inc.', name_previous=None),
Row(company_id='1277406', name_latest='Spirit Realty Capital, Inc.', name_previous=None),
Row(company_id='920371', name_latest='Simpson Manufacturing CO Inc /CA/', name_previous=None),
Row(company_id='1566978', name_latest='Alphabet Holding Company, Inc.', name_previous=None),
Row(company_id='1640384', name_latest='LM Funding America, Inc.', name_previous=None),
...]
In [9]:
import csv
In [15]:
def safe_int(str_val: str):
try:
if str_val == '':
return(0)
else:
return(int(str_val))
except:
return(0)
In [19]:
with open('indicators_by_company.csv') as f_in:
indicators = csv.DictReader(f_in)
for indicator in indicators:
session.execute(
"""
INSERT INTO indicator_by_company (company_id, indicator_id, yr_2010, yr_2011, yr_2012, yr_2013, yr_2014, yr_2015, yr_2016)
VALUES (%s, %s, %s, %s, %s, %s, %s, %s, %s)
""",
(indicator['company_id'], indicator['indicator_id'], safe_int(indicator['2010']), safe_int(indicator['2011']), safe_int(indicator['2012']), safe_int(indicator['2013']), safe_int(indicator['2014']), safe_int(indicator['2015']), safe_int(indicator['2016'])))
---------------------------------------------------------------------------
PermissionError Traceback (most recent call last)
<ipython-input-19-7023c84d7b26> in <module>()
2 indicators = csv.DictReader(f_in)
3 count = 0;
----> 4 for indicator in indicators:
5 session.execute(
6 """
c:\users\gaurav rai\appdata\local\programs\python\python36\lib\csv.py in __next__(self)
110 # Used only for its side effect.
111 self.fieldnames
--> 112 row = next(self.reader)
113 self.line_num = self.reader.line_num
114
PermissionError: [Errno 13] Permission denied
In [20]:
result_set = session.execute("SELECT * FROM indicator_by_company")
result_set.current_rows
Out[20]:
[Row(company_id='101199', indicator_id='AccretionAmortizationOfDiscountsAndPremiumsInvestments', yr_2010=0, yr_2011=-11638000, yr_2012=-15183000, yr_2013=-15291000, yr_2014=-14434000, yr_2015=-13745000, yr_2016=0),
Row(company_id='101199', indicator_id='AccruedIncomeTaxes', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=5012000, yr_2015=4917000, yr_2016=0),
Row(company_id='101199', indicator_id='AccruedInvestmentIncomeReceivable', yr_2010=0, yr_2011=32219000, yr_2012=30375000, yr_2013=27923000, yr_2014=25989000, yr_2015=25136000, yr_2016=0),
Row(company_id='101199', indicator_id='AccumulatedDepreciationDepletionAndAmortizationPropertyPlantAndEquipment', yr_2010=0, yr_2011=35248000, yr_2012=34982000, yr_2013=36972000, yr_2014=41492000, yr_2015=46590000, yr_2016=0),
Row(company_id='101199', indicator_id='AccumulatedOtherComprehensiveIncomeLossNetOfTax', yr_2010=0, yr_2011=82586000, yr_2012=95188000, yr_2013=87150000, yr_2014=91173000, yr_2015=80437000, yr_2016=0),
Row(company_id='101199', indicator_id='AdditionalPaidInCapitalCommonStock', yr_2010=0, yr_2011=213045000, yr_2012=208536000, yr_2013=211574000, yr_2014=202676000, yr_2015=207426000, yr_2016=0),
Row(company_id='101199', indicator_id='AdjustmentsToReconcileNetIncomeLossToCashProvidedByUsedInOperatingActivities', yr_2010=0, yr_2011=74420000, yr_2012=131864000, yr_2013=85351000, yr_2014=92154000, yr_2015=100872000, yr_2016=0),
Row(company_id='101199', indicator_id='AmortizationOfValueOfBusinessAcquiredVOBA', yr_2010=0, yr_2011=0, yr_2012=1673000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='101199', indicator_id='AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount', yr_2010=0, yr_2011=0, yr_2012=901008, yr_2013=638478, yr_2014=835610, yr_2015=343390, yr_2016=0),
Row(company_id='101199', indicator_id='Assets', yr_2010=0, yr_2011=3618924000, yr_2012=3694653000, yr_2013=3720672000, yr_2014=3856689000, yr_2015=3890376000, yr_2016=0),
Row(company_id='101199', indicator_id='AssumedPremiumsLifeInsuranceInForce', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=4000, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleDebtSecuritiesAmortizedCostBasis', yr_2010=0, yr_2011=2562786000, yr_2012=2657800000, yr_2013=2733557000, yr_2014=2773566000, yr_2015=2793069000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleEquitySecuritiesAmortizedCostBasis', yr_2010=0, yr_2011=68559000, yr_2012=66892000, yr_2013=70957000, yr_2014=71651000, yr_2015=68514000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecurities', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=2980624000, yr_2014=3088922000, yr_2015=3061208000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesAccumulatedGrossUnrealizedGainBeforeTax', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=257633000, yr_2015=227716000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesAccumulatedGrossUnrealizedLossBeforeTax', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=13928000, yr_2015=28091000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesAmortizedCost', yr_2010=0, yr_2011=0, yr_2012=2724692000, yr_2013=2804514000, yr_2014=2845217000, yr_2015=2861583000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesContinuousUnrealizedLossPosition12MonthsOrLongerAccumulatedLoss', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=11268000, yr_2015=10677000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesContinuousUnrealizedLossPositionAccumulatedLoss', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=13928000, yr_2015=28091000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesContinuousUnrealizedLossPositionFairValue', yr_2010=0, yr_2011=0, yr_2012=220069000, yr_2013=1033042000, yr_2014=557621000, yr_2015=887641000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesContinuousUnrealizedLossPositionLessThan12MonthsAccumulatedLoss', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=2660000, yr_2015=17414000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesContinuousUnrealizedLossPositionLessThanTwelveMonthsFairValue', yr_2010=0, yr_2011=0, yr_2012=182504000, yr_2013=922128000, yr_2014=221670000, yr_2015=747083000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesContinuousUnrealizedLossPositionTwelveMonthsOrLongerFairValue', yr_2010=0, yr_2011=0, yr_2012=37565000, yr_2013=110914000, yr_2014=335951000, yr_2015=140558000, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesDebtMaturitiesAfterFiveThroughTenYearsAmortizedCost', yr_2010=0, yr_2011=0, yr_2012=937236000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesDebtMaturitiesAfterFiveThroughTenYearsFairValue', yr_2010=0, yr_2011=0, yr_2012=1007689000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesDebtMaturitiesAfterOneThroughFiveYearsAmortizedCost', yr_2010=0, yr_2011=0, yr_2012=1023990000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesDebtMaturitiesAfterOneThroughFiveYearsFairValue', yr_2010=0, yr_2011=0, yr_2012=1084961000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesDebtMaturitiesAfterTenYearsAmortizedCost', yr_2010=0, yr_2011=0, yr_2012=192749000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesDebtMaturitiesAfterTenYearsFairValue', yr_2010=0, yr_2011=0, yr_2012=198435000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='101199', indicator_id='AvailableForSaleSecuritiesDebtMaturitiesWithinOneYearAmortizedCost', yr_2010=0, yr_2011=0, yr_2012=263363000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
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Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue', yr_2010=0, yr_2011=116900000, yr_2012=46100000, yr_2013=90700000, yr_2014=69900000, yr_2015=16000000, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsForfeituresAndExpirationsInPeriod', yr_2010=0, yr_2011=900000, yr_2012=800000, yr_2013=1300000, yr_2014=600000, yr_2015=3000000, yr_2016=0),
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Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriod', yr_2010=0, yr_2011=2200000, yr_2012=2400000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=2900000, yr_2014=2200000, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsOutstandingIntrinsicValue', yr_2010=0, yr_2011=234200000, yr_2012=131600000, yr_2013=71900000, yr_2014=29800000, yr_2015=29000000, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsOutstandingNumber', yr_2010=0, yr_2011=20600000, yr_2012=19200000, yr_2013=14500000, yr_2014=11500000, yr_2015=9000000, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsOutstandingWeightedAverageExercisePrice', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsVestedAndExpectedToVestOutstandingAggregateIntrinsicValue', yr_2010=0, yr_2011=231900000, yr_2012=130300000, yr_2013=71400000, yr_2014=29500000, yr_2015=26000000, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsVestedAndExpectedToVestOutstandingNumber', yr_2010=0, yr_2011=20000000, yr_2012=18800000, yr_2013=14100000, yr_2014=11100000, yr_2015=9000000, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsVestedAndExpectedToVestOutstandingWeightedAverageExercisePrice', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsVestedInPeriodFairValue', yr_2010=0, yr_2011=0, yr_2012=55900000, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardPerShareWeightedAveragePriceOfSharesPurchased', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementByShareBasedPaymentAwardSharesIssuedInPeriod', yr_2010=4000000, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementsByShareBasedPaymentAwardOptionsExercisesInPeriodWeightedAverageExercisePrice', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShareBasedCompensationArrangementsByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageExercisePrice', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='SharebasedCompensationArrangementBySharebasedPaymentAwardOptionsExercisableIntrinsicValue1', yr_2010=0, yr_2011=189700000, yr_2012=118800000, yr_2013=66200000, yr_2014=26100000, yr_2015=3000000, yr_2016=0),
Row(company_id='1002047', indicator_id='SharebasedCompensationArrangementBySharebasedPaymentAwardOptionsVestedInPeriodFairValue1', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=45300000, yr_2014=33400000, yr_2015=15000000, yr_2016=0),
Row(company_id='1002047', indicator_id='SharebasedCompensationArrangementBySharebasedPaymentAwardPurchasePriceOfCommonStockPercent', yr_2010=0, yr_2011=1, yr_2012=1, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShortTermBorrowings', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=849000000, yr_2016=0),
Row(company_id='1002047', indicator_id='ShortTermDebtWeightedAverageInterestRate', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=0, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='ShortTermInvestments', yr_2010=2417400000, yr_2011=3848700000, yr_2012=3675500000, yr_2013=2712300000, yr_2014=3404700000, yr_2015=2435000000, yr_2016=0),
Row(company_id='1002047', indicator_id='SignificantChangeInUnrecognizedTaxBenefitsIsReasonablyPossibleEstimatedRangeOfChangeLowerBound', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=-23500000, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='SignificantChangeInUnrecognizedTaxBenefitsIsReasonablyPossibleEstimatedRangeOfChangeUpperBound', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=-45900000, yr_2014=0, yr_2015=0, yr_2016=0),
Row(company_id='1002047', indicator_id='StandardProductWarrantyAccrual', yr_2010=40500000, yr_2011=83100000, yr_2012=117200000, yr_2013=110000000, yr_2014=85700000, yr_2015=70000000, yr_2016=0),
Row(company_id='1002047', indicator_id='StandardProductWarrantyAccrualCurrent', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=73000000, yr_2014=57800000, yr_2015=48000000, yr_2016=0),
Row(company_id='1002047', indicator_id='StandardProductWarrantyAccrualNoncurrent', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=37000000, yr_2014=27900000, yr_2015=22000000, yr_2016=0),
Row(company_id='1002047', indicator_id='StandardProductWarrantyAccrualPayments', yr_2010=23200000, yr_2011=42800000, yr_2012=60700000, yr_2013=77400000, yr_2014=59500000, yr_2015=51000000, yr_2016=0),
Row(company_id='1002047', indicator_id='StandardProductWarrantyAccrualWarrantiesIssued', yr_2010=0, yr_2011=0, yr_2012=0, yr_2013=70200000, yr_2014=35200000, yr_2015=35000000, yr_2016=0),
...]
Content source: gauravrmazra/gauravbytes
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