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Author SHA1 Message Date
Wojciech Jarmosz
dda1e06133 Add kleister NDA solution 2021-04-27 19:30:22 +02:00
12 changed files with 1253 additions and 0 deletions

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.gitignore vendored
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*~ *~
*.pyc *.pyc
/env
geval

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effective_date=2014-05-20 jurisdiction=New_York party=
effective_date=2012-06-21 jurisdiction=New_York party=
effective_date= jurisdiction=Delaware party=JDA_Software_Group_Inc.
effective_date=2009-02-23 jurisdiction=Massachusetts party=
effective_date= jurisdiction=Delaware party=
effective_date=2012-01-1 jurisdiction=Washington party=
effective_date= jurisdiction=Delaware party=
effective_date= jurisdiction=New_Jersey party=
effective_date=2008-03-21 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc.
effective_date=2015-12-11 jurisdiction= party=Anadigics_Inc.
effective_date= jurisdiction=Delaware party=
effective_date=2018-11-5 jurisdiction=Delaware party=
effective_date=2012-12-17 jurisdiction=Delaware party=
effective_date=2000-05-23 jurisdiction=Delaware party=uDate.com_Inc.
effective_date= jurisdiction=New_York party=Virgin_Mobile_USA_LLC
effective_date=2012-01-25 jurisdiction=Massachusetts party=
effective_date=2008-07-31 jurisdiction=Minnesota party=
effective_date= jurisdiction=California party=Penumbra_Inc.
effective_date=2020-11-25 jurisdiction=New_York party=AOL_Inc.
effective_date=2017-07-11 jurisdiction=Delaware party=
effective_date=2018-12-28 jurisdiction=Iowa party=Flexsteel_Industries_Inc.
effective_date=2012-03-31 jurisdiction=California party=
jurisdiction=Virginia party=
effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc.
jurisdiction=Arizona party=
jurisdiction=Indiana party=
jurisdiction=New_Jersey
effective_date=2004-02-27 jurisdiction=California party=
effective_date=2018-03-30 jurisdiction=Delaware party=Jamba_Inc.
effective_date= jurisdiction=Georgia party=Citi_Trends_Inc.
effective_date= jurisdiction=New_York party=
effective_date=2015-06-23 jurisdiction=New_York party=
effective_date= jurisdiction=California party=BioLargo_Inc.
jurisdiction=Minnesota
effective_date= jurisdiction=California party=
effective_date= jurisdiction=Kentucky party=CafePress_Inc.
effective_date=2017-01-13 jurisdiction=Minnesota party=
jurisdiction=Ohio
effective_date= jurisdiction=Massachusetts party=
effective_date= jurisdiction=California party=GigPeak_Inc.
effective_date=2000-02-10 jurisdiction=Minnesota party=New_England_Business_Service_Inc.
effective_date= jurisdiction=California party=BioLargo._Inc.
effective_date= jurisdiction=Delaware party=Opsware_Inc.
effective_date= jurisdiction=Illinois party=
effective_date= jurisdiction=Minnesota party=Flexsteel_Industries_Inc.
effective_date=2010-06-23 jurisdiction=Texas party=
effective_date= jurisdiction=New_Jersey party=AlgoRx_Pharmaceuticals_Inc.
effective_date= jurisdiction=Delaware party=
effective_date=2001-01-26 jurisdiction=Washington party=Corus_Pharma_Inc.
effective_date=2005-02-16 jurisdiction=Georgia party=
effective_date=2014-11-26 jurisdiction=Delaware party=
effective_date= jurisdiction=Oregon party=
effective_date= jurisdiction=Delaware party=
effective_date=2012-06-11 jurisdiction=Delaware party=Lightwave_Logic_Inc.
effective_date= jurisdiction=Delaware party=Webex_Communications_Inc.
effective_date=2007-04-30 jurisdiction=Massachusetts party=
effective_date=2011-10-25 jurisdiction=California party=
effective_date=2012-10-15 jurisdiction=Delaware party=
effective_date=2016-03-15 jurisdiction=Delaware party=
effective_date=2005-09-15 jurisdiction=Illinois party=
effective_date= jurisdiction=Idaho party=
effective_date= jurisdiction=Washington party=
effective_date=2016-07-15 jurisdiction=New_York party=Wizard_World_Inc.
effective_date= jurisdiction=New_York party=
effective_date=2005-12-31 jurisdiction=California party=
effective_date=2015-03-16 jurisdiction=Utah party=
effective_date= jurisdiction=Delaware party=
effective_date= jurisdiction=Washington party=
effective_date=2004-02-29 jurisdiction=Virginia party=
effective_date=2006-12-19 jurisdiction=New_York party=
effective_date=2010-07-13 jurisdiction=New_York party=
effective_date=2000-12-11 jurisdiction=Delaware party=Motorola_Inc.
effective_date=2011-12-31 jurisdiction=California party=GigOptix_LLC
effective_date= jurisdiction=Delaware party=
effective_date= jurisdiction= party=
effective_date=2011-03-29 jurisdiction=Texas party=the_undersigned_and_Newgistics_Inc.
effective_date=2011-05-26 jurisdiction=California party=Skyworks_Solutions_Inc.
effective_date= jurisdiction=Delaware party=
effective_date= jurisdiction=Delaware party=
effective_date= jurisdiction=Washington party=
effective_date=2011-01-18 jurisdiction=Delaware party=
effective_date= jurisdiction=Washington party=
effective_date= jurisdiction=Illinois party=
1 effective_date=2014-05-20 jurisdiction=New_York party=
2 effective_date=2012-06-21 jurisdiction=New_York party=
3 effective_date= jurisdiction=Delaware party=JDA_Software_Group_Inc.
4 effective_date=2009-02-23 jurisdiction=Massachusetts party=
5 effective_date= jurisdiction=Delaware party=
6 effective_date=2012-01-1 jurisdiction=Washington party=
7 effective_date= jurisdiction=Delaware party=
8 effective_date= jurisdiction=New_Jersey party=
9 effective_date=2008-03-21 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc.
10 effective_date=2015-12-11 jurisdiction= party=Anadigics_Inc.
11 effective_date= jurisdiction=Delaware party=
12 effective_date=2018-11-5 jurisdiction=Delaware party=
13 effective_date=2012-12-17 jurisdiction=Delaware party=
14 effective_date=2000-05-23 jurisdiction=Delaware party=uDate.com_Inc.
15 effective_date= jurisdiction=New_York party=Virgin_Mobile_USA_LLC
16 effective_date=2012-01-25 jurisdiction=Massachusetts party=
17 effective_date=2008-07-31 jurisdiction=Minnesota party=
18 effective_date= jurisdiction=California party=Penumbra_Inc.
19 effective_date=2020-11-25 jurisdiction=New_York party=AOL_Inc.
20 effective_date=2017-07-11 jurisdiction=Delaware party=
21 effective_date=2018-12-28 jurisdiction=Iowa party=Flexsteel_Industries_Inc.
22 effective_date=2012-03-31 jurisdiction=California party=
23 jurisdiction=Virginia party=
24 effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc.
25 jurisdiction=Arizona party=
26 jurisdiction=Indiana party=
27 jurisdiction=New_Jersey
28 effective_date=2004-02-27 jurisdiction=California party=
29 effective_date=2018-03-30 jurisdiction=Delaware party=Jamba_Inc.
30 effective_date= jurisdiction=Georgia party=Citi_Trends_Inc.
31 effective_date= jurisdiction=New_York party=
32 effective_date=2015-06-23 jurisdiction=New_York party=
33 effective_date= jurisdiction=California party=BioLargo_Inc.
34 jurisdiction=Minnesota
35 effective_date= jurisdiction=California party=
36 effective_date= jurisdiction=Kentucky party=CafePress_Inc.
37 effective_date=2017-01-13 jurisdiction=Minnesota party=
38 jurisdiction=Ohio
39 effective_date= jurisdiction=Massachusetts party=
40 effective_date= jurisdiction=California party=GigPeak_Inc.
41 effective_date=2000-02-10 jurisdiction=Minnesota party=New_England_Business_Service_Inc.
42 effective_date= jurisdiction=California party=BioLargo._Inc.
43 effective_date= jurisdiction=Delaware party=Opsware_Inc.
44 effective_date= jurisdiction=Illinois party=
45 effective_date= jurisdiction=Minnesota party=Flexsteel_Industries_Inc.
46 effective_date=2010-06-23 jurisdiction=Texas party=
47 effective_date= jurisdiction=New_Jersey party=AlgoRx_Pharmaceuticals_Inc.
48 effective_date= jurisdiction=Delaware party=
49 effective_date=2001-01-26 jurisdiction=Washington party=Corus_Pharma_Inc.
50 effective_date=2005-02-16 jurisdiction=Georgia party=
51 effective_date=2014-11-26 jurisdiction=Delaware party=
52 effective_date= jurisdiction=Oregon party=
53 effective_date= jurisdiction=Delaware party=
54 effective_date=2012-06-11 jurisdiction=Delaware party=Lightwave_Logic_Inc.
55 effective_date= jurisdiction=Delaware party=Webex_Communications_Inc.
56 effective_date=2007-04-30 jurisdiction=Massachusetts party=
57 effective_date=2011-10-25 jurisdiction=California party=
58 effective_date=2012-10-15 jurisdiction=Delaware party=
59 effective_date=2016-03-15 jurisdiction=Delaware party=
60 effective_date=2005-09-15 jurisdiction=Illinois party=
61 effective_date= jurisdiction=Idaho party=
62 effective_date= jurisdiction=Washington party=
63 effective_date=2016-07-15 jurisdiction=New_York party=Wizard_World_Inc.
64 effective_date= jurisdiction=New_York party=
65 effective_date=2005-12-31 jurisdiction=California party=
66 effective_date=2015-03-16 jurisdiction=Utah party=
67 effective_date= jurisdiction=Delaware party=
68 effective_date= jurisdiction=Washington party=
69 effective_date=2004-02-29 jurisdiction=Virginia party=
70 effective_date=2006-12-19 jurisdiction=New_York party=
71 effective_date=2010-07-13 jurisdiction=New_York party=
72 effective_date=2000-12-11 jurisdiction=Delaware party=Motorola_Inc.
73 effective_date=2011-12-31 jurisdiction=California party=GigOptix_LLC
74 effective_date= jurisdiction=Delaware party=
75 effective_date= jurisdiction= party=
76 effective_date=2011-03-29 jurisdiction=Texas party=the_undersigned_and_Newgistics_Inc.
77 effective_date=2011-05-26 jurisdiction=California party=Skyworks_Solutions_Inc.
78 effective_date= jurisdiction=Delaware party=
79 effective_date= jurisdiction=Delaware party=
80 effective_date= jurisdiction=Washington party=
81 effective_date=2011-01-18 jurisdiction=Delaware party=
82 effective_date= jurisdiction=Washington party=
83 effective_date= jurisdiction=Illinois party=

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requirements.txt Normal file
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blis==0.7.4
catalogue==2.0.3
certifi==2020.12.5
chardet==4.0.0
click==7.1.2
cymem==2.0.5
idna==2.10
jellyfish==0.6.1
Jinja2==2.11.3
MarkupSafe==1.1.1
murmurhash==1.0.5
numpy==1.20.2
packaging==20.9
pandas==1.2.4
pathy==0.5.2
preshed==3.0.5
pydantic==1.7.3
pyparsing==2.4.7
python-dateutil==2.8.1
pytz==2021.1
regex==2021.4.4
requests==2.25.1
six==1.15.0
smart-open==3.0.0
spacy-legacy==3.0.5
srsly==2.4.1
thinc==8.0.3
tqdm==4.60.0
typer==0.3.2
urllib3==1.26.4
us==2.0.2
wasabi==0.8.2

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import regex as re
import pandas as pd
import us
from collections import Counter
columns_names = ['filename', 'params', 'text1', 'text2', 'text3', 'text4']
data_train = pd.read_csv('./train/in.tsv', sep='\t', names=columns_names)
data_dev = pd.read_csv('./dev-0/in.tsv', sep='\t', names=columns_names)
data_test = pd.read_csv('./test-A/in.tsv', sep='\t', names=columns_names)
months = {
'January': '01',
'February': '02',
'March': '03',
'April': '04',
'May': '05',
'June': '06',
'July': '07',
'August': '08',
'September': '09',
'October': '10',
'November': '11',
'December': '12'
}
def transform_date_format(date):
if date != None:
if len(date) == 4:
# Check if month is string
try:
month = months[date[1]]
except(KeyError):
month = None
# If year has 4-digit
if len(date[3]) == 2:
if int(date[3][0]) < 5:
if month != None:
return "20"+str(date[3])+"-"+str(month)+"-" + str(date[2])
else:
return "20"+str(date[3])+"-"+str(date[1])+"-" + str(date[2])
else:
if int(date[3][0]) < 5:
if month != None:
return "19"+str(date[3])+"-"+str(month)+"-" + str(date[2])
else:
return "19"+str(date[3])+"-"+str(date[1])+"-" + str(date[2])
elif len(date[3]) == 4:
if month != None:
return str(date[3])+"-"+str(month)+"-" + str(date[2])
else:
return str(date[3])+"-"+str(date[1])+"-" + str(date[2])
elif len(date) == 5:
return str(date[4])+"-"+str(months[date[3]])+"-"+re.findall(r'.*(\d+).*', date[1])[0]
return ""
def get_effective_date(text):
# Date format "04/18/01"
first_format = re.findall(r'((1[0-2]|0[1-9])/(0[1-9]|[1|2][0-9]|3[0-1])/(0[1-9]|[1-9][0-9]))', text)
# Date format "01/21/2016"
sec_format = re.findall(r'((0[1-9]|1[1-2])/(0[1-9]|1[1-9]|2[1-9]|3[0-1])/(19[0-9][0-9]|20[0-9][0-9]))', text)
# Date format "January, 13 2021", "February 28, 2011"
third_format = re.findall(r'(([j|J]anuary|[f|F]ebruary|[m|M]arch|[A|a]pril|[M|m]ay|[J|j]une|[J|j]uly|[A|a]ugust|[S|s]eptember|[O|o]ctober|[n|N]ovember|[d|D]ecember)[,\s|\s]+(0[1-9]|[1-2][0-9]|3[0-1])[,\s|\s|,]+(19[0-9][0-9]|20[0-9][0-9]))', text)
# Date format "6th day of January, 2012"
fourth_format = re.findall(r'(([1-9]+(th\sday\sof\s|rd\sday\sof\s|nd\sday\sof\s))([j|J]anuary|[f|F]ebruary|[m|M]arch|[A|a]pril|[M|m]ay|[J|j]une|[J|j]uly|[A|a]ugust|[S|s]eptember|[O|o]ctober|[n|N]ovember|[d|D]ecember),\s(19[0-9][0-9]|20[0-9][0-9]))', text)
dates = []
for format in [first_format, sec_format, third_format, fourth_format]:
if len(format) > 0:
dates = format
return dates[0]
return None
def get_terms(text):
years = re.findall(r'(?<=\s)[0-9.\s.,\(\)]+(?=years)', text)
months = re.findall(r'(?<=\s)[0-9.\s.,\(\)]+(?=months)', text)
if len(years) > 0:
return years
if len(months) > 0:
return months
def get_parties(text):
first_party = re.findall(r'(?<=between)[\p{Latin}\s.,]+(?=Inc.|INC.|LLC|llc|,|.)', text)
if len(first_party) > 0:
if "Inc." in first_party[0]:
prepare = first_party[0].replace(",", "").strip().replace(" ", "_")
return prepare[:prepare.index("Inc.") + len("Inc.")]
if "inc." in first_party[0]:
prepare = first_party[0].replace(",", "").strip().replace(" ", "_")
return prepare[:prepare.index("inc.") + len("inc.")]
if "LLC" in first_party[0]:
prepare = first_party[0].replace(",", "").strip().replace(" ", "_")
return prepare[:prepare.index("LLC") + len("LLC")]
if "llc" in first_party[0]:
prepare = first_party[0].replace(",", "").strip().replace(" ", "_")
return prepare[:prepare.index("llc") + len("llc")]
return ""
def get_jurisdiction(text):
for state in us.states.STATES:
if re.search(rf"(?<=laws\sof\sthe)[\w\s]*{str(state)}\s*(?=,|.)", text):
return str(state).replace(" ", "_")
for state in us.states.STATES:
if re.search(rf"(.*{str(state).lower()}.*)", text.lower()):
return str(state).replace(" ", "_")
return ""
def process_parameters(params, text):
params_result = ""
for param in params.split(" "):
if param == "effective_date":
params_result += " " + "effective_date=" + str(transform_date_format(get_effective_date(text)))
elif param == "jurisdiction":
params_result += " " + "jurisdiction=" + str(get_jurisdiction(text))
elif param == "party":
params_result += " " + "party=" + str(get_parties(text))
return params_result
with open('train/out.tsv', 'w') as writer:
for idx, row in data_train.iterrows():
params_result = process_parameters(row['params'], row['text1'])
writer.write(params_result+"\n")
with open('dev-0/out.tsv', 'w') as writer:
for idx, row in data_dev.iterrows():
params_result = process_parameters(row['params'], row['text1'])
writer.write(params_result+"\n")
with open('test-A/out.tsv', 'w') as writer:
for idx, row in data_test.iterrows():
params_result = process_parameters(row['params'], row['text1'])
writer.write(params_result+"\n")

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effective_date=2014-10-22 jurisdiction=Ohio party=
effective_date= jurisdiction=Delaware party=
effective_date= jurisdiction=Indiana party=Zimmer_Inc.
effective_date=2007-03-28 jurisdiction=New_York party=Motive_Inc.
effective_date=2015-05-21 jurisdiction=Nevada party=
effective_date=2010-07-16 jurisdiction=Colorado party=
effective_date= jurisdiction=Colorado party=Array_BioPharma_Inc.
effective_date= jurisdiction=California party=
effective_date=2013-12-31 jurisdiction=Delaware party=
effective_date=2008-06-25 jurisdiction=New_York party=Superior_Essex_Inc.
effective_date=2016-04-19 jurisdiction=California party=
effective_date=2011-02-28 jurisdiction=Delaware party=
effective_date= jurisdiction=New_York party=
effective_date=2017-07-20 jurisdiction=New_York party=
effective_date=2015-08-10 jurisdiction=Delaware party=
effective_date=2008-03-17 jurisdiction=California party=
effective_date=2012-12-19 jurisdiction=Washington party=
effective_date= jurisdiction= party=
effective_date=2009-03-30 jurisdiction=Florida party=
effective_date=2008-07-16 jurisdiction=Delaware party=
effective_date= jurisdiction=Florida party=Flow_Capital_Advisors_Inc.
effective_date=2009-12-31 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc.
effective_date= jurisdiction=California party=Aerohive_Networks_Inc.
effective_date=2007-10-1 jurisdiction=Florida party=
effective_date=2009-11-19 jurisdiction=New_York party=
effective_date=2005-06-17 jurisdiction=Washington party=
effective_date= jurisdiction=Texas party=Santander_Consumer_USA_Inc.
effective_date=2012-10-18 jurisdiction=Delaware party=
effective_date= jurisdiction=Georgia party=
effective_date=2020-05-19 jurisdiction=Washington party=
effective_date=2012-01-11 jurisdiction=Delaware party=OPNET_Technologies_Inc.
effective_date=2007-10-5 jurisdiction=Nevada party=KKS_Venture_Management_Inc.
effective_date= jurisdiction=California party=
effective_date= jurisdiction=California party=
effective_date= jurisdiction=New_York party=Oramed_Pharmaceuticals_Inc.
effective_date= jurisdiction=New_York party=
effective_date= jurisdiction=Virginia party=Information_Spectrum_Inc.
effective_date=2014-01-28 jurisdiction=Delaware party=Vapotherm_Inc.
effective_date=2006-06-29 jurisdiction=Florida party=Sun_Energy_Solar_Inc.
effective_date= jurisdiction=California party=
effective_date= jurisdiction=Virginia party=
effective_date=2010-07-23 jurisdiction=Pennsylvania party=
effective_date=2010-01-25 jurisdiction=Delaware party=Protection_One_Inc.
effective_date= jurisdiction=Washington party=
effective_date=2012-02-24 jurisdiction=Virginia party=
effective_date= jurisdiction=California party=
effective_date= jurisdiction=Delaware party=
effective_date=2000-03-28 jurisdiction=Pennsylvania party=Piercing_Pagoda_Inc.
effective_date=2012-05-11 jurisdiction=New_Jersey party=
effective_date= jurisdiction=California party=the_Adept_Technology_Inc.
effective_date= jurisdiction=Texas party=
effective_date= jurisdiction=Delaware party=resTORbio_Inc.
effective_date=2010-06-5 jurisdiction=Washington party=
effective_date=2011-02-23 jurisdiction=New_York party=
effective_date= jurisdiction=Delaware party=
effective_date= jurisdiction=New_York party=Maxwell_Shoe_Company_Inc.
effective_date=2006-04-19 jurisdiction=Pennsylvania party=
effective_date= jurisdiction=California party=Autodesk_Inc.
effective_date=2001-09-17 jurisdiction=Delaware party=EarthLink_Inc.
effective_date= jurisdiction=Delaware party=Arch_Coal_Inc.
effective_date=2018-04-10 jurisdiction=Delaware party=
effective_date=2017-10-31 jurisdiction=Massachusetts party=Sonus_Networks_Inc.
effective_date= jurisdiction=Connecticut party=
effective_date=2006-05-11 jurisdiction=California party=
effective_date=2007-11-26 jurisdiction=Texas party=
effective_date= jurisdiction=Delaware party=
effective_date=2006-03-17 jurisdiction=Virginia party=
effective_date=2013-11-18 jurisdiction=Delaware party=
effective_date= jurisdiction=Washington party=
effective_date=2011-10-18 jurisdiction=Minnesota party=Electromed_Inc.
effective_date=2020-08-27 jurisdiction=Delaware party=
effective_date=2002-06-21 jurisdiction=Texas party=Mannatech_Inc.
effective_date= jurisdiction=Colorado party=
effective_date=2007-10-31 jurisdiction=Colorado party=
effective_date=2017-05-24 jurisdiction=Nevada party=
effective_date=2017-12-18 jurisdiction=New_York party=
effective_date= jurisdiction=Delaware party=
jurisdiction=Illinois party=
effective_date=2014-12-22 jurisdiction=New_York party=
effective_date=2012-01-27 jurisdiction=Delaware party=
effective_date=2006-07-10 jurisdiction=Florida party=Sun_Energy_Solar_Inc.
effective_date= jurisdiction=Virginia party=CACI_International_Inc.
effective_date= jurisdiction=California party=
effective_date=2005-09-19 jurisdiction=Nevada party=
effective_date=2016-11-17 jurisdiction=Delaware party=
jurisdiction=New_Jersey party=
effective_date=2001-12-12 jurisdiction=North_Carolina party=
effective_date= jurisdiction=Georgia party=Apogee_Enterprises_Inc.
effective_date= jurisdiction=Connecticut party=
jurisdiction=California
effective_date= jurisdiction=Delaware party=BATS_Exchange_Inc.
effective_date=2016-07-25 jurisdiction=Florida party=Carolco_Pictures_Inc.
effective_date=2015-08-26 jurisdiction=Washington party=
effective_date=2001-03-21 jurisdiction=Oregon party=
effective_date=2004-03-17 jurisdiction=New_York party=
jurisdiction=Georgia party=Creative_Insurance_Managers_Inc.
effective_date= jurisdiction=Delaware party=Orbitz_LLC
effective_date=2015-10-26 jurisdiction=New_York party=
jurisdiction=Colorado party=
effective_date=2016-07-26 jurisdiction=California party=
effective_date=2004-09-29 jurisdiction=Delaware party=Telco_Solutions_III_LLC
effective_date= jurisdiction=Ohio party=Myers_Industries_Inc.
effective_date= jurisdiction=Minnesota party=
effective_date=2003-08-21 jurisdiction=Delaware party=
jurisdiction=California party=
effective_date= jurisdiction=Connecticut party=
effective_date=2019-02-14 jurisdiction=Maryland party=
effective_date=2016-11-17 jurisdiction=Delaware party=
effective_date=2019-01-16 jurisdiction=Utah party=
effective_date=2010-10-19 jurisdiction=California party=
effective_date=2012-02-12 jurisdiction=Utah party=
effective_date= jurisdiction=Colorado party=
effective_date=2009-12-8 jurisdiction=New_York party=
effective_date= jurisdiction=Delaware party=
effective_date=2002-02-28 jurisdiction=California party=Openwave_Systems_Inc.
effective_date=2013-07-29 jurisdiction=New_York party=
effective_date=2006-04-21 jurisdiction=Virginia party=
effective_date= jurisdiction=Delaware party=
effective_date=2007-01-31 jurisdiction=Texas party=
effective_date= jurisdiction=Massachusetts party=
effective_date=2007-04-23 jurisdiction=Colorado party=
effective_date=2018-04-26 jurisdiction=New_York party=Giant_Beverage_Inc.
jurisdiction=Michigan party=Flagstar_Bancorp_Inc.
effective_date=2013-01-31 jurisdiction=Pennsylvania party=
effective_date=2006-09-22 jurisdiction=New_York party=
effective_date=2012-07-3 jurisdiction=Delaware party=
effective_date=2011-05-27 jurisdiction=New_York party=
jurisdiction=Minnesota party=
effective_date= jurisdiction=Ohio party=
effective_date= jurisdiction=Oregon party=
effective_date=2014-07-15 jurisdiction=New_Jersey party=Realogy_Group_LLC
effective_date=1999-04-29 jurisdiction=Florida party=HTE_Inc.
effective_date= jurisdiction=Oregon party=
effective_date= jurisdiction=Massachusetts party=
effective_date= jurisdiction=Ohio party=
effective_date=2008-02-19 jurisdiction=Minnesota party=
effective_date= jurisdiction=Maryland party=
effective_date=1999-11-5 jurisdiction=Illinois party=
effective_date=2015-10-19 jurisdiction=California party=Social_Reality_Inc.
effective_date=2012-05-21 jurisdiction=Virginia party=
effective_date=2017-12-31 jurisdiction=Tennessee party=
effective_date=2009-02-16 jurisdiction=Delaware party=
effective_date=2007-09-10 jurisdiction=Maryland party=Welocalize_Inc.
effective_date=2013-03-1 jurisdiction=Minnesota party=
effective_date=2015-12-7 jurisdiction=Ohio party=Myers_Industries_Inc.
effective_date=1994-07-11 jurisdiction=California party=
effective_date=2006-10-31 jurisdiction=New_Jersey party=
jurisdiction=Colorado party=
jurisdiction=Indiana party=
jurisdiction=Virginia party=
jurisdiction=Minnesota party=
effective_date= jurisdiction=New_York party=
effective_date= jurisdiction=Delaware party=Spark_Therapeutics_Inc.
effective_date=2006-02-28 jurisdiction=New_York party=
effective_date= jurisdiction=California party=GigPeak_Inc.
effective_date=2008-03-28 jurisdiction=Delaware party=Hologic_Inc.
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effective_date=2011-03-17 jurisdiction=New_York party=Momentive_Specialty_Chemicals_Inc.
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effective_date= jurisdiction=Connecticut party=
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1 effective_date=2001-04-18 jurisdiction=Oregon party=
2 effective_date=2017-02-10 jurisdiction=California party=
3 effective_date=2012-01-6 jurisdiction=California party=
4 effective_date= jurisdiction=Pennsylvania party=
5 effective_date=2011-07-13 jurisdiction=California party=
6 effective_date=2004-11-19 jurisdiction=California party=
7 effective_date=2009-09-23 jurisdiction=New_York party=
8 effective_date=2011-02-28 jurisdiction=Delaware party=
9 effective_date= jurisdiction=Illinois party=
10 effective_date=2006-12-28 jurisdiction=New_York party=
11 effective_date=2014-12-11 jurisdiction=Delaware party=
12 effective_date= jurisdiction=Iowa party=
13 effective_date=2009-01-15 jurisdiction=Delaware party=
14 jurisdiction=Indiana party=
15 effective_date=2013-02-18 jurisdiction=New_York party=
16 effective_date= jurisdiction=Delaware party=
17 effective_date= jurisdiction=New_York party=
18 effective_date=2006-01-30 jurisdiction=Michigan party=
19 effective_date=2004-10-28 jurisdiction=Connecticut party=
20 effective_date= jurisdiction=Colorado party=Company_and_myself_Clovis_Oncology_Inc.
21 jurisdiction=Georgia party=
22 effective_date= jurisdiction=New_York party=
23 effective_date=2019-10-17 jurisdiction=Oregon party=
24 effective_date=2016-02-12 jurisdiction=Pennsylvania party=
25 effective_date= jurisdiction=Delaware party=
26 effective_date=2008-09-10 jurisdiction=Florida party=
27 effective_date= jurisdiction=Delaware party=
28 effective_date= jurisdiction=Illinois party=
29 effective_date=2011-05-6 jurisdiction=Illinois party=
30 effective_date= jurisdiction=Delaware party=
31 effective_date= jurisdiction=California party=Cisco_Systems_Inc.
32 effective_date=2014-03-21 jurisdiction=Delaware party=
33 effective_date=2013-11-10 jurisdiction=Missouri party=
34 effective_date= jurisdiction=Oregon party=
35 effective_date=2013-01-30 jurisdiction=Delaware party=
36 effective_date=2013-12-20 jurisdiction=Delaware party=Vocus_Inc.
37 effective_date=2014-11-14 jurisdiction=Connecticut party=
38 effective_date=2015-11-28 jurisdiction=Nevada party=
39 effective_date=2007-03-24 jurisdiction=New_York party=Lone_Star_U.S_._Acquisitions_LLC
40 jurisdiction=Illinois party=
41 effective_date= jurisdiction=Idaho party=
42 effective_date= jurisdiction=Florida party=
43 effective_date=2008-07-22 jurisdiction=Delaware party=
44 effective_date= jurisdiction=Delaware party=
45 effective_date=2007-03-15 jurisdiction=Minnesota party=
46 effective_date= jurisdiction=Virginia party=
47 effective_date=2009-11-19 jurisdiction=California party=Diedrich_Coffee_Inc.
48 effective_date= jurisdiction=California party=
49 effective_date=2018-04-20 jurisdiction=Nevada party=
50 effective_date=2015-06-23 jurisdiction=New_York party=
51 effective_date= jurisdiction=Washington party=
52 effective_date= jurisdiction=New_York party=Maxwell_Shoe_Company_Inc.
53 effective_date=2008-09-29 jurisdiction=Ohio party=
54 jurisdiction=Montana party=
55 jurisdiction=Georgia party=
56 effective_date=2014-04-15 jurisdiction=Massachusetts party=World_Energy_Solutions_Inc.
57 effective_date=2011-01-18 jurisdiction=Texas party=
58 effective_date= jurisdiction=New_York party=
59 effective_date=2012-04-11 jurisdiction=New_York party=
60 effective_date=2004-12-23 jurisdiction=Virginia party=Shire_US_Inc.
61 effective_date= jurisdiction=Wisconsin party=
62 effective_date=2010-05-17 jurisdiction=Colorado party=Victoria_Industries_Inc.
63 effective_date= jurisdiction=Oregon party=
64 effective_date=2015-11-16 jurisdiction=Delaware party=
65 effective_date= jurisdiction=Ohio party=AEP_Energy_Services_Inc.
66 effective_date=2009-01-26 jurisdiction=Missouri party=
67 jurisdiction=South_Dakota party=
68 effective_date= jurisdiction=New_York party=
69 effective_date= jurisdiction=Indiana party=TechniScan_Medical_Systems_Inc.
70 effective_date= jurisdiction=Minnesota party=
71 jurisdiction=Maine party=
72 jurisdiction=Kansas party=
73 effective_date= jurisdiction=Delaware party=
74 effective_date= jurisdiction=Illinois party=
75 effective_date=1999-08-4 jurisdiction=Illinois party=
76 effective_date= jurisdiction=Delaware party=
77 effective_date=2007-02-14 jurisdiction=Illinois party=
78 effective_date= jurisdiction=New_Jersey party=
79 effective_date= jurisdiction=California party=CV_Therapeutics_Inc.
80 effective_date=2009-03-25 jurisdiction=California party=
81 effective_date=2007-12-31 jurisdiction=Maine party=
82 jurisdiction=North_Carolina party=POZEN_Inc.
83 effective_date= jurisdiction=Delaware party=
84 jurisdiction=Georgia
85 effective_date=2018-01-15 jurisdiction=Missouri party=
86 effective_date=2010-03-17 jurisdiction=New_York party=
87 effective_date= jurisdiction=Georgia party=Citi_Trends_Inc.
88 effective_date=2008-04-22 jurisdiction=New_York party=
89 effective_date=2010-03-31 jurisdiction=Delaware party=
90 effective_date=2007-05-17 jurisdiction=California party=
91 effective_date= jurisdiction=Oregon party=
92 effective_date=2012-10-15 jurisdiction=Delaware party=JLL_Partners_Inc.
93 effective_date=2007-02-12 jurisdiction=Delaware party=
94 jurisdiction=Connecticut
95 effective_date=2003-03-27 jurisdiction=Utah party=
96 effective_date= jurisdiction=Delaware party=
97 effective_date=2020-02-02 jurisdiction=Delaware party=
98 effective_date= jurisdiction=Ohio party=
99 effective_date=2008-06-24 jurisdiction=California party=
100 jurisdiction=California
101 effective_date=2020-11-16 jurisdiction=New_York party=
102 effective_date=2000-12-31 jurisdiction=South_Carolina party=
103 effective_date=2011-03-22 jurisdiction=Texas party=
104 effective_date=2011-07-14 jurisdiction=New_York party=
105 effective_date=2017-10-5 jurisdiction=Nevada party=
106 effective_date=2007-02-28 jurisdiction=Georgia party=
107 effective_date=2010-03-16 jurisdiction=Massachusetts party=
108 effective_date=2011-01-12 jurisdiction=Texas party=
109 effective_date= jurisdiction=Delaware party=
110 effective_date= jurisdiction=New_York party=Delcath_Systems_Inc.
111 effective_date= jurisdiction=Pennsylvania party=you_and_Neuromed_Pharmaceuticals_Inc.
112 effective_date=2016-04-25 jurisdiction=Pennsylvania party=
113 effective_date= jurisdiction=Delaware party=
114 effective_date= jurisdiction=Delaware party=
115 effective_date=2014-09-18 jurisdiction=Florida party=
116 effective_date= jurisdiction=California party=
117 effective_date=2011-10-20 jurisdiction=New_York party=
118 effective_date=2012-10-30 jurisdiction=Delaware party=
119 effective_date= jurisdiction=Oregon party=
120 effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc.
121 effective_date= jurisdiction=Delaware party=
122 effective_date=2014-12-16 jurisdiction=New_York party=
123 effective_date= jurisdiction=Delaware party=Verso_Paper_Holdings_LLC
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125 effective_date= jurisdiction=New_York party=
126 effective_date= jurisdiction=Delaware party=resTORbio_Inc.
127 effective_date=2003-01-21 jurisdiction=Massachusetts party=
128 effective_date=2007-10-12 jurisdiction=New_York party=
129 effective_date=2005-01-25 jurisdiction=Missouri party=
130 effective_date= jurisdiction=Virginia party=
131 effective_date= jurisdiction=California party=
132 effective_date=2020-11-30 jurisdiction=New_York party=Shire_Pharmaceuticals_Inc.
133 effective_date=2006-11-22 jurisdiction=California party=
134 effective_date= jurisdiction= party=
135 effective_date= jurisdiction=Wisconsin party=
136 effective_date= jurisdiction=Washington party=
137 effective_date=2006-04-13 jurisdiction=Delaware party=Burlington_Coat_Factory_Holdings_Inc.
138 effective_date=2015-05-31 jurisdiction=California party=
139 effective_date= jurisdiction=Illinois party=
140 effective_date=2013-12-20 jurisdiction=Delaware party=Vocus_Inc.
141 effective_date= jurisdiction=Massachusetts party=
142 effective_date=2007-05-17 jurisdiction=California party=
143 effective_date=2014-06-10 jurisdiction=Ohio party=
144 effective_date= jurisdiction=Delaware party=
145 effective_date=2013-02-18 jurisdiction=New_York party=
146 effective_date=2004-08-24 jurisdiction=New_Jersey party=
147 effective_date=2011-04-15 jurisdiction=Delaware party=Lincare_Holdings_Inc.
148 effective_date= jurisdiction=Massachusetts party=
149 effective_date= jurisdiction=Delaware party=
150 effective_date= jurisdiction=Utah party=
151 effective_date= jurisdiction=California party=
152 effective_date= jurisdiction=Delaware party=
153 effective_date=2007-10-20 jurisdiction=California party=
154 effective_date= jurisdiction=California party=
155 effective_date=2007-02-06 jurisdiction=Colorado party=
156 effective_date=2005-10-12 jurisdiction=Delaware party=
157 effective_date=2008-12-31 jurisdiction=Ohio party=Red_Mountain_Capital_Partners_LLC
158 effective_date= jurisdiction=Pennsylvania party=
159 effective_date= jurisdiction=New_Jersey party=
160 effective_date= jurisdiction=Virginia party=
161 effective_date=2005-06-16 jurisdiction=New_York party=
162 effective_date= jurisdiction=Delaware party=
163 effective_date= jurisdiction=Nevada party=AGS_LLC
164 effective_date=2006-04-13 jurisdiction=Delaware party=Burlington_Coat_Factory_Holdings_Inc.
165 effective_date=2007-10-29 jurisdiction=Texas party=
166 effective_date=2008-09-10 jurisdiction=California party=Hifn_Inc.
167 effective_date=2006-02-28 jurisdiction=New_York party=
168 effective_date=2009-03-19 jurisdiction=New_York party=
169 effective_date= jurisdiction=California party=nStor_Corporation_Inc.
170 effective_date=2012-07-9 jurisdiction=Delaware party=
171 effective_date= jurisdiction=Missouri party=
172 effective_date=2004-02-24 jurisdiction=Delaware party=
173 effective_date=2011-07-22 jurisdiction=Texas party=
174 effective_date= jurisdiction=New_Jersey party=
175 effective_date=2009-05-21 jurisdiction=New_York party=Evercore_Partners_Inc.
176 effective_date=2014-02-19 jurisdiction=Delaware party=
177 effective_date= jurisdiction=Missouri party=
178 effective_date=2007-05-22 jurisdiction=Delaware party=
179 effective_date=2010-06-4 jurisdiction=Nevada party=AGS_LLC
180 effective_date= jurisdiction=Florida party=
181 effective_date=2009-11-24 jurisdiction=Delaware party=
182 effective_date= jurisdiction=Oregon party=
183 effective_date= jurisdiction=Delaware party=
184 effective_date=2018-03-26 jurisdiction=New_York party=
185 effective_date=2007-04-19 jurisdiction=New_York party=
186 effective_date= jurisdiction=Texas party=
187 effective_date=2006-07-24 jurisdiction=New_Jersey party=
188 effective_date= jurisdiction=Florida party=FARO_Technologies_Inc.
189 effective_date=2016-07-14 jurisdiction=New_York party=Wizard_World_Inc.
190 effective_date=2007-07-23 jurisdiction=Alabama party=
191 effective_date=2009-02-3 jurisdiction=Delaware party=
192 effective_date=2018-03-19 jurisdiction=Delaware party=ARMO_Biosciences_Inc.
193 effective_date= jurisdiction=Oregon party=
194 effective_date= jurisdiction=Minnesota party=The_Travelers_Companies_Inc.
195 effective_date= jurisdiction=Texas party=American_Campus_Communities_Inc.
196 effective_date=2002-05-16 jurisdiction=California party=
197 effective_date=2011-08-11 jurisdiction=Delaware party=Micromet_Inc.
198 effective_date= jurisdiction=California party=
199 effective_date= jurisdiction=New_York party=
200 effective_date= jurisdiction=Delaware party=
201 effective_date= jurisdiction=Colorado party=Lightwave_Logic_Inc.
202 effective_date= jurisdiction=Pennsylvania party=Endo_Pharmaceuticals_Inc.
203 effective_date=2015-05-18 jurisdiction=New_York party=
204 effective_date= jurisdiction=Indiana party=
205 effective_date=2009-01-17 jurisdiction=Delaware party=
206 effective_date=1999-04-15 jurisdiction=Pennsylvania party=
207 effective_date= jurisdiction=Massachusetts party=
208 effective_date= jurisdiction=Delaware party=
209 effective_date=2015-01-16 jurisdiction=New_York party=
210 effective_date=2007-06-30 jurisdiction=Ohio party=
211 effective_date=2018-01-15 jurisdiction=Illinois party=
212 effective_date= jurisdiction=California party=
213 effective_date=2014-07-31 jurisdiction=California party=
214 effective_date= jurisdiction=California party=Palm_Inc.
215 effective_date=2008-07-24 jurisdiction=Oregon party=
216 effective_date=2012-10-19 jurisdiction=Texas party=
217 effective_date=2009-06-30 jurisdiction=Delaware party=
218 effective_date=2016-08-9 jurisdiction=Michigan party=
219 effective_date= jurisdiction=Delaware party=
220 effective_date=2001-09-17 jurisdiction=California party=
221 effective_date=2013-04-2 jurisdiction=Florida party=
222 effective_date=2002-07-08 jurisdiction=California party=
223 effective_date= jurisdiction=Ohio party=
224 effective_date= jurisdiction=Delaware party=
225 effective_date=2020-10-26 jurisdiction=Massachusetts party=Comverse_Inc.
226 effective_date= jurisdiction=Delaware party=PAETEC_Communications_Inc.
227 effective_date=2007-11-30 jurisdiction=Georgia party=Acuity_Brands_Inc.
228 effective_date=2015-01-12 jurisdiction=Delaware party=Pitney_Bowes_Inc.
229 effective_date= jurisdiction=Massachusetts party=
230 effective_date= jurisdiction=Texas party=
231 effective_date=2013-01-25 jurisdiction=New_York party=
232 effective_date= jurisdiction=Pennsylvania party=Globus_Medical_Inc.
233 effective_date=2003-05-13 jurisdiction=Michigan party=
234 effective_date=2009-06-3 jurisdiction=Washington party=
235 effective_date=2011-03-17 jurisdiction=New_York party=Momentive_Specialty_Chemicals_Inc.
236 effective_date=2007-12-10 jurisdiction=Delaware party=
237 effective_date=2011-07-2 jurisdiction=California party=
238 effective_date= jurisdiction=California party=Social_Reality_Inc.
239 effective_date=2006-05-11 jurisdiction=California party=
240 effective_date= jurisdiction=Delaware party=
241 effective_date=2006-07-10 jurisdiction=Delaware party=
242 effective_date= jurisdiction=Ohio party=
243 effective_date=2011-03-21 jurisdiction=Delaware party=
244 effective_date= jurisdiction=New_York party=
245 effective_date=2010-04-19 jurisdiction=New_York party=Sybase_Inc.
246 effective_date=2007-06-15 jurisdiction=Pennsylvania party=Orthovita_Inc.
247 effective_date= jurisdiction=New_York party=
248 effective_date= jurisdiction=Connecticut party=
249 effective_date=2006-05-19 jurisdiction=California party=
250 effective_date= jurisdiction=Florida party=
251 effective_date=2006-04-13 jurisdiction=Delaware party=Burlington_Coat_Factory_Holdings_Inc.
252 effective_date=2010-03-19 jurisdiction=Delaware party=
253 effective_date=2011-01-27 jurisdiction=California party=
254 effective_date=2007-01-10 jurisdiction=Delaware party=Lydall_Inc.