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Zosia
2cb5613cfe add script and outputs 2021-04-27 21:26:23 +02:00
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effective_date=2014-05-20 jurisdiction=New_York party=Liquidmetal_Technology_Inc. term=3_years
effective_date=2008-04-08 jurisdiction=Georgia party=Nuclear_Operating_Company_Inc.
effective_date=2012-09-04 jurisdiction=Delaware party=Jda_Software_Group_Inc.
effective_date=2006-03-23 jurisdiction=Massachusetts party=Among_Nitromed_Inc.
effective_date=2015-03-01 jurisdiction=Delaware
effective_date=2012-01-11 jurisdiction=Washington party=First_Financial_Northwest_Inc.
effective_date=2009-04-30 jurisdiction=Delaware term=3_years
effective_date=2016-06-22 jurisdiction=New_Jersey party=Interpace_Diagnostics_Group_Inc. term=2_years
effective_date=2008-03-21 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc.
effective_date=2015-12-11 party=Anadigics_Inc.
jurisdiction=Delaware
effective_date=2018-11-15 jurisdiction=Delaware party=Among_Tesaro_Inc. term=5_years
effective_date=2012-12-17 jurisdiction=Delaware party=2012_Allergan_Inc. term=2_years
effective_date=2000-05-23 jurisdiction=Delaware
jurisdiction=New_Jersey term=2_years
effective_date=2012-01-25 jurisdiction=Massachusetts term=2_years
effective_date=2008-07-31 jurisdiction=Delaware party=Cogent_Inc.
jurisdiction=California party=Penumbra_Inc. term=2_years
effective_date=2020-11-25 jurisdiction=New_York term=3_years
effective_date=2017-07-11 jurisdiction=California
effective_date=2018-12-28 jurisdiction=Iowa party=Flexsteel_Industries_Inc. term=12_months
effective_date=2012-03-31 jurisdiction=Delaware party=Integrated_Device_Technology_Inc. term=12_months
effective_date=2004-10-01 jurisdiction=Virginia party=Maximus_Inc. term=3_years
effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc.
jurisdiction=Arizona party=Jda_Software_Inc.
jurisdiction=Indiana
jurisdiction=New_Jersey term=12_months
effective_date=2005-05-31 jurisdiction=California
effective_date=2018-03-30 jurisdiction=Delaware party=Jamba_Inc.
effective_date=2013-05-01 jurisdiction=Georgia party=Citi_Trends_Inc. term=2_years
jurisdiction=New_York party=Synova_Healthcare_Inc. term=5_years
effective_date=2015-06-23 jurisdiction=New_York party=By_Wynnefield_Capital_Inc.
effective_date=2008-01-01 jurisdiction=California party=Biolargo_Inc.
jurisdiction=Minnesota party=Paul_Travelers_Companies_Inc.
jurisdiction=Delaware party=Investment_Trust_Iii_Inc. term=2_years
effective_date=2018-08-16 jurisdiction=Kentucky party=District_Photo_Inc. term=3_years
effective_date=2017-01-13 jurisdiction=Minnesota party=Target_Enterprise_Inc. term=3_years
jurisdiction=Ohio term=18_months
jurisdiction=Massachusetts
effective_date=2017-01-11 jurisdiction=California party=Gigpeak_Inc.
effective_date=2000-02-10 jurisdiction=Minnesota party=England_Business_Service_Inc.
effective_date=2008-11-06 jurisdiction=California
effective_date=2007-05-09 jurisdiction=Delaware term=12_months
jurisdiction=Illinois term=12_months
effective_date=2003-05-14 jurisdiction=Minnesota party=Flexsteel_Industries_Inc. term=2_years
effective_date=2010-06-23 jurisdiction=Texas party=American_Well_Control_Inc. term=2_years
jurisdiction=New_Jersey party=Algorx_Pharmaceuticals_Inc.
effective_date=2009-11-06 jurisdiction=Delaware term=2_years
effective_date=2001-01-26 jurisdiction=Washington party=Corus_Pharma_Inc. term=12_months
effective_date=2005-02-16 jurisdiction=Georgia term=2_years
effective_date=2014-11-26 jurisdiction=Delaware party=E2Open_Inc.
effective_date=1999-03-15 jurisdiction=Oregon party=1999_By_Acumed_Inc.
effective_date=2008-07-02 jurisdiction=California
effective_date=2012-06-11 jurisdiction=Delaware party=Lightwave_Logic_Inc.
effective_date=2007-03-04 jurisdiction=Delaware party=Webex_Communications_Inc. term=12_months
effective_date=2007-04-30 jurisdiction=Massachusetts term=5_years
effective_date=2011-10-25 jurisdiction=California party=Applied_Biosystems_Inc. term=2_months
effective_date=2012-10-15 jurisdiction=Delaware
effective_date=2016-03-15 jurisdiction=Delaware
effective_date=2005-09-15 jurisdiction=Illinois
effective_date=2005-05-04 jurisdiction=Idaho party=Kimberly_Gold_Mines_Inc.
effective_date=2020-08-14 jurisdiction=Ohio
effective_date=2016-07-15 jurisdiction=California party=Wizard_World_Inc.
effective_date=2008-08-01 jurisdiction=New_York party=Omrix_Biopharmaceuticals_Inc. term=12_months
effective_date=2006-01-01 jurisdiction=California party=Beverly_Hills_Bancorp_Inc. term=12_months
effective_date=2015-03-16 jurisdiction=Utah party=Galil_Medical_Inc.
effective_date=2012-07-05 jurisdiction=Delaware party=Confidential_Williams_Controls_Inc. term=3_years
effective_date=2015-12-08 jurisdiction=Washington
effective_date=2004-02-29 jurisdiction=Virginia
effective_date=2006-12-19 jurisdiction=Connecticut term=18_months
effective_date=2010-07-13 jurisdiction=New_York
effective_date=2000-12-11 jurisdiction=Illinois party=Motorola_Inc. term=10_years
effective_date=2008-03-26 jurisdiction=California term=5_years
effective_date=2017-10-02 jurisdiction=Delaware term=2_years
party=Ideal_Restaurant_Group_Inc.
effective_date=2011-03-29 jurisdiction=Texas party=Newgistics_Inc.
effective_date=2011-05-26 jurisdiction=California party=Skyworks_Solutions_Inc.
effective_date=2006-09-01 jurisdiction=Washington party=Digital_River_Inc. term=5_years
effective_date=2015-04-02 jurisdiction=Delaware party=Involving_Magnetek_Inc. term=2_years
effective_date=2017-07-21 jurisdiction=Washington
effective_date=2011-01-18 jurisdiction=New_York party=Information_Regarding_Orthovita_Inc.
jurisdiction=Washington party=Alder_Biopharmaceuticals_Inc. term=5_years
effective_date=2020-07-21 jurisdiction=Illinois party=Agreement_Us_Foods_Inc. term=2_years
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Extract key information from Edgar NDA documents"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pathlib\n",
"from collections import Counter\n",
"from sklearn.metrics import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"KLEISTER_PATH = pathlib.Path('C:/Users/Fijka/Documents/kleister-nda-clone')\n",
"file_name = 'train'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read expected train data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def get_expected_data(filepath, data_key):\n",
" dataset_expected_key = []\n",
" with open(filepath,'r') as train_expected_file:\n",
" for line in train_expected_file:\n",
" key_values = line.rstrip('\\n').split(' ')\n",
" data_value = None\n",
" for key_value in key_values:\n",
" key, value = key_value.split('=')\n",
" if key == data_key:\n",
" data_value = value\n",
" if data_value is None:\n",
" data_value = 'NONE'\n",
" dataset_expected_key.append(data_value)\n",
" return dataset_expected_key"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"KEYS = ['effective_date', 'jurisdiction', 'party', 'term']"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def read_expected_data(filepath):\n",
" data = []\n",
" for key in KEYS:\n",
" data.append(get_expected_data(filepath, key))\n",
" return data\n",
"\n",
"if file_name != 'test-A':\n",
" train_expected_data = read_expected_data(KLEISTER_PATH/file_name/'expected.tsv')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"if file_name != 'test-A':\n",
" [i[:1] for i in train_expected_data]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read train dataset"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import lzma\n",
"import csv\n",
"\n",
"def read_data(filename):\n",
" all_data = lzma.open(filename).read().decode('UTF-8').split('\\n')\n",
" return [line.split('\\t') for line in all_data][:-1]\n",
"\n",
"train_data = read_data(KLEISTER_PATH/file_name/'in.tsv.xz')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## JURISDICTION"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"STATES = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware','Florida',\n",
" 'Georgia', 'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine',\n",
" 'Maryland', 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada',\n",
" 'New Hampshire', 'New Jersey', 'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma',\n",
" 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', 'South Dakota', 'Tennessee', 'Texas', 'Utah',\n",
" 'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"false jurisdiction: 22\n"
]
}
],
"source": [
"import spacy\n",
"nlp = spacy.load(\"en_core_web_sm\")\n",
"from operator import itemgetter\n",
"\n",
"jurisdiction = []\n",
"\n",
"def normalize(text):\n",
" return text.replace('\\\\n', ' ').lower()\n",
" # nlp(text) -> tokenizacja\n",
"\n",
"def check_jurisdiction(document):\n",
" states = {}\n",
" for text in document[2:]:\n",
" text = normalize(text)\n",
" for state in STATES:\n",
" if state.lower() in text:\n",
" if state in states:\n",
" states[state][0] += text.count(state.lower())\n",
" else:\n",
" states[state] = [text.count(state.lower()), text.index(state.lower())]\n",
" if states != {}:\n",
" states = sorted(states.items(), key=itemgetter(1), reverse=True)\n",
" jurisdiction.append(states[0][0].replace(' ', '_'))\n",
" return states[0][0], states\n",
" else:\n",
" jurisdiction.append(None)\n",
" return None\n",
" \n",
"tmp = 0\n",
"for i in range(len(train_data)):\n",
" tt = check_jurisdiction(train_data[i])\n",
" if file_name != 'test-A':\n",
" if tt == None:\n",
" if train_expected_data[1][i] != None:\n",
" # print(i, train_expected_data[1][i], tt)\n",
" tmp += 1\n",
" else:\n",
" if tt[0] != train_expected_data[1][i].replace('_', ' '):\n",
" # print(i, train_expected_data[1][i], tt[0])\n",
" tmp += 1\n",
"print('false jurisdiction:', tmp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## EFFECTIVE DATE"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"false effective date 42\n"
]
}
],
"source": [
"import re\n",
"import datetime\n",
"from datetime import date\n",
"\n",
"effective_date = []\n",
"\n",
"def parse_date(date):\n",
" month = str(date.month)\n",
" if len(month) == 1:\n",
" month = '0' + str(date.month)\n",
" day = str(date.day)\n",
" if len(day) == 1:\n",
" day = '0' + str(date.day)\n",
" return str(date.year) + '-' + month + '-' + day\n",
"\n",
"def find_dates(text):\n",
" \n",
" MONTHS = {'January' : 1, 'February' : 2, 'March' : 3, 'April' : 4, 'May' : 5, 'June' : 6,\n",
" 'July' : 7, 'August' : 8, 'September' : 9, 'October' : 10, 'November' : 11, 'December' : 12}\n",
" \n",
" all_dates = []\n",
" \n",
" text = text.replace('\\\\n', ' ')\n",
" \n",
" dic = {'\\d{1,2}\\/\\d{1,2}\\/\\d{2}' : '%m/%d/%y',\n",
" '[01]*[0-9]\\/[01]*[0-9]\\/\\d{4}' : '%m/%d/%Y',\n",
" '\\w{3,9}?\\s\\d{1,2}?,\\s\\d{4}?' : '%B %d, %Y',\n",
" '\\w{3,9}?\\s\\d{1,2}?,\\d{4}?' : '%B %d,%Y',\n",
" '\\d{1,2}?th\\sday\\sof\\s\\w{3,9}?\\s\\d{4}?' : '%dth day of %B %Y',\n",
" '\\d{1,2}?th\\sday\\sof\\s\\w{3,9}?,\\s\\d{4}?' : '%dth day of %B, %Y',\n",
" '\\d{1,2}?ND\\sday\\sof\\s\\w{3,9}?\\s\\d{4}?' : '%dND day of %B %Y',\n",
" '\\w{3,9}?\\s\\d{1,2}?th\\s,\\s\\d{4}?' : '%B %dth , %Y',\n",
" '\\w{3,9}?\\s\\d{1,2}?th,\\s\\d{4}?' : '%B %dth, %Y',\n",
" '\\d{1,2}?\\sday\\sof\\s\\w{3,9}?,\\s\\d{4}?' : '%d day of %B, %Y',\n",
" '\\w{3,9}?\\.\\s\\d{1,2}?,\\s\\d{4}?' : '%b. %d, %Y',\n",
" '\\d{1,2}?\\s\\w{3,9}?,\\s\\d{4}?' : '%d %B, %Y',\n",
" '\\d{1,2}?st\\sday\\sof\\s\\w{3,9}?\\s,\\s\\d{4}?' : '%dst day of %B , %Y',\n",
" '\\d{1,2}?st\\sday\\sof\\s\\w{3,9}?,\\s\\d{4}?' : '%dst day of %B, %Y',\n",
" '\\d{1,2}?nd\\sday\\sof\\s\\w{3,9}?,\\s\\d{4}?' : '%dnd day of %B, %Y',\n",
" '\\d{1,2}\\.\\d{1,2}\\.\\d{2,4}' : '%m.%d.%y'\n",
" }\n",
" \n",
" for d in dic:\n",
" match = re.search(r'' + d, text)\n",
" if match != None:\n",
" try:\n",
" date = datetime.datetime.strptime(match.group(), dic[d]).date()\n",
" all_dates.append(parse_date(date))\n",
" except:\n",
" pass\n",
" \n",
" return all_dates\n",
"\n",
"def check_effective_date(text):\n",
" dates = []\n",
" x = find_dates(text)\n",
" if x != []:\n",
" dates.append(x)\n",
" return(dates)\n",
"\n",
"test = 0\n",
"for i in range(len(train_data)):\n",
" xx = check_effective_date(train_data[i][2])\n",
" if file_name != 'test-A':\n",
" if train_expected_data[0][i] == 'NONE':\n",
" if xx != []:\n",
" # print(i, train_expected_data[0][i], xx[-1][0])\n",
" test += 1\n",
" else:\n",
" if xx != []:\n",
" if xx[0][-1] != train_expected_data[0][i]:\n",
" # print(i, train_expected_data[0][i], xx[-1][0])\n",
" test +=1\n",
" else:\n",
" # print(i, train_expected_data[0][i], xx)\n",
" test += 1\n",
" if xx != []:\n",
" effective_date.append(xx[-1][0])\n",
" else:\n",
" effective_date.append(None)\n",
"print('false effective date', test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## PARTY"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"false party: 202\n"
]
}
],
"source": [
"party = []\n",
"\n",
"def check_party(document):\n",
" dic = {'And_' : 4,\n",
" 'From_' : 5,\n",
" 'For' : 4,\n",
" 'Between' : 8,\n",
" 'With' : 5,\n",
" 'Ceo' : 4,\n",
" 'To' : 3,\n",
" }\n",
" \n",
" for text in document[2:]:\n",
" text = text.replace('\\\\n', ' ')\n",
" \n",
" result = None\n",
" match = re.search(r'\\w*\\s\\w*\\s\\w*,\\sInc\\.', text)\n",
" if match == None:\n",
" match = re.search(r'\\w*\\s\\w*\\s\\w*,\\sINC\\.', text)\n",
" if match != None:\n",
" result = match.group().title()\n",
" result = result.replace(',', '').replace(' ', '_')\n",
" for d in dic:\n",
" if d in result:\n",
" result = result[result.index(d) + dic[d]:]\n",
" if result.startswith('_'):\n",
" result = result[1:]\n",
" return result\n",
" \n",
"tmp = 0\n",
"for i in range(len(train_data)):\n",
" tt = check_party(train_data[i])\n",
" party.append(tt)\n",
" if file_name != 'test-A':\n",
" if train_expected_data[2][i] != tt:\n",
" tmp += 1\n",
" # print(i, train_expected_data[2][i], tt)\n",
"print('false party:', tmp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TERM"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"false term: 144\n"
]
}
],
"source": [
"term = []\n",
"\n",
"def check_term(document):\n",
" \n",
" result = None\n",
" for text in document[2:]:\n",
" text = text.replace('\\\\n', ' ')\n",
" \n",
" \n",
" match = re.search(r'\\(\\d*\\)\\syears', text)\n",
" if match == None:\n",
" match = re.search(r'\\(\\d*\\)\\smonths', text)\n",
" if match != None:\n",
" result = match.group().replace('(', '').replace(')', '').replace(' ', '_')\n",
" return result\n",
" return result\n",
" \n",
"tmp = 0\n",
"for i in range(len(train_data)):\n",
" tt = check_term(train_data[i])\n",
" term.append(tt)\n",
" if file_name != 'test-A':\n",
" if train_expected_data[3][i] != tt:\n",
" if train_expected_data[3][i] == 'NONE' and tt == None:\n",
" pass\n",
" else:\n",
" # print(i, train_expected_data[3][i], tt)\n",
" tmp += 1\n",
"print('false term:', tmp)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"def write_output(effective_date, jurisdiction, party, term):\n",
" if os.path.exists(KLEISTER_PATH/file_name/'out.tsv'):\n",
" os.remove(KLEISTER_PATH/file_name/'out.tsv')\n",
" file = open(KLEISTER_PATH/file_name/'out.tsv', 'w')\n",
" for doc in range(len(effective_date)):\n",
" result = ''\n",
" if effective_date[doc] != None:\n",
" result += 'effective_date=' + effective_date[doc] + '\\t'\n",
" if jurisdiction[doc] != None:\n",
" result += 'jurisdiction=' + jurisdiction[doc] + '\\t'\n",
" if party[doc] != None:\n",
" result += 'party=' + party[doc] + '\\t'\n",
" if term[doc] != None:\n",
" result += 'term=' + term[doc] + '\\t'\n",
" if len(result) > 1:\n",
" result = result[:-1]\n",
" result += '\\n'\n",
" file.write(result)\n",
" file.close()\n",
" \n",
"write_output(effective_date, jurisdiction, party, term)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}

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#!/usr/bin/env python
# coding: utf-8
# # Extract key information from Edgar NDA documents
# In[1]:
import pathlib
from collections import Counter
from sklearn.metrics import *
# In[2]:
KLEISTER_PATH = pathlib.Path('C:/Users/Fijka/Documents/kleister-nda-clone')
file_name = 'train'
# ## Read expected train data
# In[3]:
def get_expected_data(filepath, data_key):
dataset_expected_key = []
with open(filepath,'r') as train_expected_file:
for line in train_expected_file:
key_values = line.rstrip('\n').split(' ')
data_value = None
for key_value in key_values:
key, value = key_value.split('=')
if key == data_key:
data_value = value
if data_value is None:
data_value = 'NONE'
dataset_expected_key.append(data_value)
return dataset_expected_key
# In[4]:
KEYS = ['effective_date', 'jurisdiction', 'party', 'term']
# In[5]:
def read_expected_data(filepath):
data = []
for key in KEYS:
data.append(get_expected_data(filepath, key))
return data
if file_name != 'test-A':
train_expected_data = read_expected_data(KLEISTER_PATH/file_name/'expected.tsv')
# In[6]:
if file_name != 'test-A':
[i[:1] for i in train_expected_data]
# ## Read train dataset
# In[7]:
import lzma
import csv
def read_data(filename):
all_data = lzma.open(filename).read().decode('UTF-8').split('\n')
return [line.split('\t') for line in all_data][:-1]
train_data = read_data(KLEISTER_PATH/file_name/'in.tsv.xz')
# ## JURISDICTION
# In[8]:
STATES = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware','Florida',
'Georgia', 'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine',
'Maryland', 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada',
'New Hampshire', 'New Jersey', 'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma',
'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', 'South Dakota', 'Tennessee', 'Texas', 'Utah',
'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']
# In[9]:
import spacy
nlp = spacy.load("en_core_web_sm")
from operator import itemgetter
jurisdiction = []
def normalize(text):
return text.replace('\\n', ' ').lower()
# nlp(text) -> tokenizacja
def check_jurisdiction(document):
states = {}
for text in document[2:]:
text = normalize(text)
for state in STATES:
if state.lower() in text:
if state in states:
states[state][0] += text.count(state.lower())
else:
states[state] = [text.count(state.lower()), text.index(state.lower())]
if states != {}:
states = sorted(states.items(), key=itemgetter(1), reverse=True)
jurisdiction.append(states[0][0].replace(' ', '_'))
return states[0][0], states
else:
jurisdiction.append(None)
return None
tmp = 0
for i in range(len(train_data)):
tt = check_jurisdiction(train_data[i])
if file_name != 'test-A':
if tt == None:
if train_expected_data[1][i] != None:
# print(i, train_expected_data[1][i], tt)
tmp += 1
else:
if tt[0] != train_expected_data[1][i].replace('_', ' '):
# print(i, train_expected_data[1][i], tt[0])
tmp += 1
print('false jurisdiction:', tmp)
# ## EFFECTIVE DATE
# In[10]:
import re
import datetime
from datetime import date
effective_date = []
def parse_date(date):
month = str(date.month)
if len(month) == 1:
month = '0' + str(date.month)
day = str(date.day)
if len(day) == 1:
day = '0' + str(date.day)
return str(date.year) + '-' + month + '-' + day
def find_dates(text):
MONTHS = {'January' : 1, 'February' : 2, 'March' : 3, 'April' : 4, 'May' : 5, 'June' : 6,
'July' : 7, 'August' : 8, 'September' : 9, 'October' : 10, 'November' : 11, 'December' : 12}
all_dates = []
text = text.replace('\\n', ' ')
dic = {'\d{1,2}\/\d{1,2}\/\d{2}' : '%m/%d/%y',
'[01]*[0-9]\/[01]*[0-9]\/\d{4}' : '%m/%d/%Y',
'\w{3,9}?\s\d{1,2}?,\s\d{4}?' : '%B %d, %Y',
'\w{3,9}?\s\d{1,2}?,\d{4}?' : '%B %d,%Y',
'\d{1,2}?th\sday\sof\s\w{3,9}?\s\d{4}?' : '%dth day of %B %Y',
'\d{1,2}?th\sday\sof\s\w{3,9}?,\s\d{4}?' : '%dth day of %B, %Y',
'\d{1,2}?ND\sday\sof\s\w{3,9}?\s\d{4}?' : '%dND day of %B %Y',
'\w{3,9}?\s\d{1,2}?th\s,\s\d{4}?' : '%B %dth , %Y',
'\w{3,9}?\s\d{1,2}?th,\s\d{4}?' : '%B %dth, %Y',
'\d{1,2}?\sday\sof\s\w{3,9}?,\s\d{4}?' : '%d day of %B, %Y',
'\w{3,9}?\.\s\d{1,2}?,\s\d{4}?' : '%b. %d, %Y',
'\d{1,2}?\s\w{3,9}?,\s\d{4}?' : '%d %B, %Y',
'\d{1,2}?st\sday\sof\s\w{3,9}?\s,\s\d{4}?' : '%dst day of %B , %Y',
'\d{1,2}?st\sday\sof\s\w{3,9}?,\s\d{4}?' : '%dst day of %B, %Y',
'\d{1,2}?nd\sday\sof\s\w{3,9}?,\s\d{4}?' : '%dnd day of %B, %Y',
'\d{1,2}\.\d{1,2}\.\d{2,4}' : '%m.%d.%y'
}
for d in dic:
match = re.search(r'' + d, text)
if match != None:
try:
date = datetime.datetime.strptime(match.group(), dic[d]).date()
all_dates.append(parse_date(date))
except:
pass
return all_dates
def check_effective_date(text):
dates = []
x = find_dates(text)
if x != []:
dates.append(x)
return(dates)
test = 0
for i in range(len(train_data)):
xx = check_effective_date(train_data[i][2])
if file_name != 'test-A':
if train_expected_data[0][i] == 'NONE':
if xx != []:
# print(i, train_expected_data[0][i], xx[-1][0])
test += 1
else:
if xx != []:
if xx[0][-1] != train_expected_data[0][i]:
# print(i, train_expected_data[0][i], xx[-1][0])
test +=1
else:
# print(i, train_expected_data[0][i], xx)
test += 1
if xx != []:
effective_date.append(xx[-1][0])
else:
effective_date.append(None)
print('false effective date', test)
# ## PARTY
# In[11]:
party = []
def check_party(document):
dic = {'And_' : 4,
'From_' : 5,
'For' : 4,
'Between' : 8,
'With' : 5,
'Ceo' : 4,
'To' : 3,
}
for text in document[2:]:
text = text.replace('\\n', ' ')
result = None
match = re.search(r'\w*\s\w*\s\w*,\sInc\.', text)
if match == None:
match = re.search(r'\w*\s\w*\s\w*,\sINC\.', text)
if match != None:
result = match.group().title()
result = result.replace(',', '').replace(' ', '_')
for d in dic:
if d in result:
result = result[result.index(d) + dic[d]:]
if result.startswith('_'):
result = result[1:]
return result
tmp = 0
for i in range(len(train_data)):
tt = check_party(train_data[i])
party.append(tt)
if file_name != 'test-A':
if train_expected_data[2][i] != tt:
tmp += 1
# print(i, train_expected_data[2][i], tt)
print('false party:', tmp)
# ## TERM
# In[12]:
term = []
def check_term(document):
result = None
for text in document[2:]:
text = text.replace('\\n', ' ')
match = re.search(r'\(\d*\)\syears', text)
if match == None:
match = re.search(r'\(\d*\)\smonths', text)
if match != None:
result = match.group().replace('(', '').replace(')', '').replace(' ', '_')
return result
return result
tmp = 0
for i in range(len(train_data)):
tt = check_term(train_data[i])
term.append(tt)
if file_name != 'test-A':
if train_expected_data[3][i] != tt:
if train_expected_data[3][i] == 'NONE' and tt == None:
pass
else:
# print(i, train_expected_data[3][i], tt)
tmp += 1
print('false term:', tmp)
# In[13]:
import os
def write_output(effective_date, jurisdiction, party, term):
if os.path.exists(KLEISTER_PATH/file_name/'out.tsv'):
os.remove(KLEISTER_PATH/file_name/'out.tsv')
file = open(KLEISTER_PATH/file_name/'out.tsv', 'w')
for doc in range(len(effective_date)):
result = ''
if effective_date[doc] != None:
result += 'effective_date=' + effective_date[doc] + '\t'
if jurisdiction[doc] != None:
result += 'jurisdiction=' + jurisdiction[doc] + '\t'
if party[doc] != None:
result += 'party=' + party[doc] + '\t'
if term[doc] != None:
result += 'term=' + term[doc] + '\t'
if len(result) > 1:
result = result[:-1]
result += '\n'
file.write(result)
file.close()
write_output(effective_date, jurisdiction, party, term)

203
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@ -0,0 +1,203 @@
effective_date=2017-02-24 jurisdiction=Ohio term=12_months
effective_date=2013-05-08 jurisdiction=California party=Veramark_Technologies_Inc. term=2_years
jurisdiction=Indiana party=Zimmer_Inc. term=2_years
effective_date=2007-03-28 jurisdiction=New_York party=Motive_Inc. term=2_years
effective_date=2015-05-21 jurisdiction=Nevada party=Lumicon_Exhibition_Services_Inc.
effective_date=2010-07-16 jurisdiction=Colorado term=20_years
jurisdiction=Colorado party=Array_Biopharma_Inc.
jurisdiction=California party=Sunstone_Hotel_Investors_Inc.
effective_date=2012-01-01 jurisdiction=Delaware
effective_date=2008-06-25 jurisdiction=New_York
effective_date=2016-04-19 jurisdiction=California party=2016_Cavium_Inc.
effective_date=2011-02-28 jurisdiction=Delaware party=Of_Lacrosse_Footwear_Inc.
effective_date=2011-10-07 jurisdiction=New_York
effective_date=2017-07-20 jurisdiction=Georgia party=Global_Project_Services_Inc.
effective_date=2015-08-10 jurisdiction=Texas party=Daegis_Inc. term=2_years
effective_date=2008-03-17 jurisdiction=California
effective_date=2012-12-19 jurisdiction=Washington party=First_Financial_Northwest_Inc.
term=10_years
effective_date=2009-03-30 jurisdiction=Florida term=18_months
effective_date=2008-07-16 jurisdiction=Delaware party=American_Land_Lease_Inc.
jurisdiction=Florida party=Flow_Capital_Advisors_Inc.
effective_date=2009-12-31 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc.
effective_date=2019-04-08 jurisdiction=California party=Aerohive_Networks_Inc. term=2_years
effective_date=2007-10-11 jurisdiction=Florida party=By_Suncoast_Holdings_Inc. term=12_months
effective_date=2009-11-19 jurisdiction=New_York party=Comsys_It_Partners_Inc. term=18_months
effective_date=2005-07-15 jurisdiction=Washington term=5_years
effective_date=2020-07-23 jurisdiction=Texas
effective_date=2012-10-18 jurisdiction=Delaware term=12_months
effective_date=2004-01-01 jurisdiction=Delaware party=er_International_Inc.
effective_date=2020-05-19 jurisdiction=Washington
effective_date=2012-01-11 jurisdiction=Delaware party=Opnet_Technologies_Inc. term=3_years
effective_date=2007-10-25 jurisdiction=Pennsylvania party=Kks_Venture_Management_Inc. term=12_months
effective_date=2010-11-02 jurisdiction=California
jurisdiction=Utah
effective_date=2018-11-08 jurisdiction=New_York
effective_date=2008-07-08 jurisdiction=New_York
effective_date=2003-08-05 jurisdiction=New_York party=Information_Spectrum_Inc. term=5_years
effective_date=2014-01-28 jurisdiction=Delaware party=Vapotherm_Inc. term=5_years
effective_date=2006-06-29 jurisdiction=Florida party=Sun_Energy_Solar_Inc. term=5_years
effective_date=2007-01-25 jurisdiction=California
jurisdiction=Virginia party=Circuit_City_Stores_Inc. term=10_years
effective_date=2010-07-23 jurisdiction=Pennsylvania term=5_years
effective_date=2010-01-25 jurisdiction=Delaware party=Protection_One_Inc.
effective_date=2008-04-03 jurisdiction=Washington party=Performing_Arts_Center_Inc. term=3_years
effective_date=2012-02-24 jurisdiction=Virginia party=Unicom_Systems_Inc. term=2_years
jurisdiction=California party=Supermicro_Computer_Inc. term=7_years
effective_date=2012-07-30 jurisdiction=Delaware
effective_date=2000-03-28 jurisdiction=Pennsylvania party=Piercing_Pagoda_Inc.
effective_date=2012-05-11 jurisdiction=New_Jersey party=Sun_Pharmaceutical_Industries_Inc. term=2_years
effective_date=2014-11-07 jurisdiction=Illinois party=The_Adept_Technology_Inc. term=5_years
effective_date=2018-03-01 jurisdiction=Texas party=Mountain_High_Brands_Inc.
jurisdiction=Massachusetts party=Restorbio_Inc.
effective_date=2010-07-27 jurisdiction=Washington term=3_years
effective_date=2011-02-23 jurisdiction=Delaware party=Regarding_Inspire_Pharmaceuticals_Inc.
effective_date=2017-10-09 jurisdiction=Delaware term=12_months
effective_date=2004-06-08 jurisdiction=New_York party=Jones_Apparel_Group_Inc.
effective_date=2020-04-20 jurisdiction=Pennsylvania term=12_months
effective_date=2020-01-01 jurisdiction=California party=Autodesk_Inc. term=2_years
effective_date=2001-09-17 jurisdiction=Georgia party=Earthlink_Inc.
effective_date=2011-02-25 jurisdiction=Delaware party=Arch_Coal_Inc.
effective_date=2018-04-10 jurisdiction=Delaware party=Among_Hopfed_Bancorp_Inc.
effective_date=2017-10-31 jurisdiction=Massachusetts party=Sonus_Networks_Inc.
jurisdiction=Connecticut
effective_date=2006-05-11 jurisdiction=California party=2006_Beckman_Coulter_Inc.
effective_date=2006-08-08 jurisdiction=Texas party=Genesis_Energy_Inc.
effective_date=2009-05-06 jurisdiction=Delaware party=Etrials_Worldwide_Inc.
effective_date=2006-03-01 jurisdiction=Virginia term=12_months
effective_date=2013-11-18 jurisdiction=Delaware term=2_years
effective_date=2010-06-08 jurisdiction=Washington term=2_years
effective_date=2011-10-18 jurisdiction=Minnesota party=Electromed_Inc. term=12_months
effective_date=2020-08-27 jurisdiction=Oregon party=Quest_Solution_Inc. term=2_years
effective_date=2002-06-21 jurisdiction=Texas party=Mannatech_Inc. term=5_years
effective_date=2016-01-01 jurisdiction=Colorado party=Evolving_Systems_Inc. term=3_years
effective_date=2007-10-31 jurisdiction=Colorado term=12_months
effective_date=2017-05-24 jurisdiction=Nevada term=3_years
effective_date=2017-12-18 jurisdiction=New_York
effective_date=2005-07-05 jurisdiction=Delaware
jurisdiction=Illinois party=Walgreens_Boots_Alliance_Inc. term=2_years
effective_date=2014-12-22 jurisdiction=New_York party=Celator_Pharmaceuticals_Inc.
effective_date=2012-01-27 jurisdiction=New_York party=The_Talbots_Inc.
effective_date=2006-07-10 jurisdiction=Florida party=Sun_Energy_Solar_Inc. term=5_years
effective_date=2004-01-07 jurisdiction=Virginia party=Waechter_Caci_International_Inc.
effective_date=2017-01-20 jurisdiction=Delaware party=Ocera_Therapeutics_Inc. term=5_years
effective_date=2005-09-19 jurisdiction=Nevada term=2_years
effective_date=2016-11-17 jurisdiction=Delaware party=Nimble_Storage_Inc. term=18_months
jurisdiction=New_Jersey party=Amber_Road_Inc.
effective_date=2001-12-12 jurisdiction=North_Carolina term=3_years
effective_date=2019-08-05 jurisdiction=Minnesota party=Apogee_Enterprises_Inc. term=18_months
jurisdiction=Connecticut
jurisdiction=North_Carolina term=12_months
effective_date=2009-03-09 jurisdiction=Kansas party=Bats_Exchange_Inc. term=2_years
effective_date=2016-07-25 jurisdiction=Florida party=Carolco_Pictures_Inc. term=3_years
effective_date=2015-08-26 jurisdiction=Washington party=Among_Riverview_Bancorp_Inc. term=2_years
effective_date=2001-03-21 jurisdiction=Oregon
effective_date=2004-03-17 jurisdiction=New_York party=The_Nymex_Holdings_Inc.
jurisdiction=Georgia party=Creative_Insurance_Managers_Inc.
effective_date=2003-09-04 jurisdiction=Delaware
effective_date=2015-12-08 jurisdiction=New_York
jurisdiction=Colorado party=Integrated_Wellness_Systems_Inc. term=5_years
effective_date=2016-07-26 jurisdiction=California term=3_years
effective_date=2020-09-28 jurisdiction=Tennessee party=Comverge_Inc.
effective_date=2012-09-01 jurisdiction=Ohio party=Myers_Industries_Inc. term=3_years
effective_date=2019-02-08 jurisdiction=Minnesota party=1_Apogee_Enterprises_Inc.
effective_date=2003-12-02 jurisdiction=Delaware party=Compass_Group_Usa_Inc. term=2_years
effective_date=2006-02-28 jurisdiction=California party=American_Way_Importing_Inc.
effective_date=2003-07-02 jurisdiction=Connecticut party=13_Lydall_Inc. term=2_years
effective_date=2019-02-14 jurisdiction=Maryland term=2_years
effective_date=2016-11-17 jurisdiction=Delaware party=Nimble_Storage_Inc. term=18_months
effective_date=2019-01-16 jurisdiction=Utah party=Among_Glacier_Bancorp_Inc. term=2_years
effective_date=2010-10-19 jurisdiction=California party=Applied_Signal_Technology_Inc. term=18_months
effective_date=2012-02-12 jurisdiction=Utah term=5_years
effective_date=2017-10-01 jurisdiction=Colorado party=Evolving_Systems_Inc. term=3_years
effective_date=2009-12-08 jurisdiction=New_York term=2_years
effective_date=2017-12-15 jurisdiction=New_York party=Delta_Air_Lines_Inc.
effective_date=2002-02-28 jurisdiction=California term=3_years
effective_date=2013-07-29 jurisdiction=New_York party=Among_Cytori_Therapeutics_Inc. term=7_years
effective_date=2018-04-01 jurisdiction=Virginia party=Maximus_Inc. term=12_months
effective_date=2002-05-08 jurisdiction=Massachusetts party=Opta_Food_Ingredients_Inc.
effective_date=2007-01-31 jurisdiction=Texas party=Texas_United_Bancshares_Inc. term=24_months
effective_date=2001-10-05 jurisdiction=Oregon party=Innoveda_Inc.
effective_date=2007-04-23 jurisdiction=Colorado party=Industrial_Furnace_Company_Inc. term=2_years
effective_date=2018-04-26 jurisdiction=New_York party=Giant_Beverage_Inc.
jurisdiction=Michigan party=Flagstar_Bancorp_Inc. term=6_months
effective_date=2013-01-31 jurisdiction=Pennsylvania
effective_date=2006-09-22 jurisdiction=New_York term=5_years
effective_date=2012-07-13 jurisdiction=New_Jersey party=Heartland_Payment_Systems_Inc. term=12_months
effective_date=2011-05-27 jurisdiction=New_York party=Immucor_Inc. term=18_months
jurisdiction=Minnesota party=Choicetel_Communications_Inc.
effective_date=2018-11-01 jurisdiction=Ohio term=12_months
effective_date=1997-04-28 jurisdiction=Oregon party=1996_By_Acumed_Inc.
effective_date=2014-07-15 jurisdiction=New_Jersey party=Among_Ziprealty_Inc.
effective_date=2002-09-05 jurisdiction=Florida party=Hte_Inc. term=18_months
jurisdiction=Oregon party=Nike_Inc. term=2_years
jurisdiction=Massachusetts
effective_date=1998-04-01 jurisdiction=Ohio party=Athersys_Inc. term=18_months
effective_date=2008-02-19 jurisdiction=Minnesota party=Behalf_Of_Buca_Inc.
jurisdiction=Maryland party=Among_Sunshine_Financial_Inc.
effective_date=1999-11-15 jurisdiction=Indiana party=Of_Evergreen_Holdings_Inc. term=2_years
effective_date=2015-10-19 jurisdiction=California party=Social_Reality_Inc.
effective_date=2012-05-21 jurisdiction=Virginia term=24_months
effective_date=2017-12-31 jurisdiction=Tennessee party=Lappin_Corecivic_Inc.
effective_date=2009-02-16 jurisdiction=Delaware party=Chordiant_Software_Inc.
effective_date=2007-09-10 jurisdiction=Maryland party=Welocalize_Inc. term=3_years
effective_date=2013-03-11 jurisdiction=Minnesota
effective_date=2015-12-02 jurisdiction=Ohio party=Myers_Industries_Inc. term=2_years
effective_date=2000-08-02 jurisdiction=California party=Nomac_Energy_Systems_Inc. term=10_years
effective_date=2006-10-31 jurisdiction=New_Jersey party=Agreement_Doubletake_Software_Inc. term=2_years
jurisdiction=Colorado party=Aerogrow_International_Inc. term=3_years
jurisdiction=Indiana
effective_date=2006-10-01 jurisdiction=Virginia party=Maximus_Inc. term=4_years
jurisdiction=Minnesota party=Sps_Commerce_Inc. term=2_years
jurisdiction=New_York term=2_years
effective_date=2018-10-09 jurisdiction=Delaware party=Spark_Therapeutics_Inc. term=5_years
effective_date=2005-08-01 jurisdiction=New_York
jurisdiction=California party=Gigpeak_Inc. term=2_years
effective_date=2008-03-28 jurisdiction=Delaware party=Strictly_Confidential_Hologic_Inc. term=12_months
effective_date=2011-05-01 jurisdiction=Louisiana
effective_date=2007-11-30 jurisdiction=Georgia party=al_System_Services_Inc. term=5_years
effective_date=1998-09-22 jurisdiction=New_York
effective_date=2012-01-27 jurisdiction=New_York party=The_Talbots_Inc.
effective_date=1994-08-31 jurisdiction=Oregon party=Employee_Nike__Inc.
jurisdiction=Nevada party=Resorts_International_Marketing_Inc. term=2_years
jurisdiction=California party=Of_Violin_Memory_Inc.
effective_date=2008-06-16 jurisdiction=North_Carolina
effective_date=2008-03-12 jurisdiction=California party=Allergy_Research_Group_Inc. term=3_years
effective_date=2008-07-09 jurisdiction=Georgia party=Dynamic_Response_Group_Inc. term=2_years
effective_date=2010-01-07 jurisdiction=California party=Techwell_Inc.
effective_date=2012-06-22 jurisdiction=New_York party=Ksw_Inc.
effective_date=2010-06-06 jurisdiction=New_York party=Clarient_Inc.
effective_date=2017-04-24 jurisdiction=Indiana party=Redhawk_Supreme_Industries_Inc.
jurisdiction=Georgia party=Nuclear_Operating_Company_Inc.
jurisdiction=New_Jersey party=Aegerion_Pharmaceuticals_Inc.
effective_date=2016-10-06 jurisdiction=Minnesota
effective_date=2007-04-18 jurisdiction=North_Carolina
effective_date=2011-11-15 jurisdiction=Georgia party=Comverge_Inc. term=2_years
effective_date=1996-03-04 jurisdiction=Kentucky term=2_years
effective_date=2019-07-19 jurisdiction=Nevada party=Cosmos_Group_Holdings_Inc. term=2_years
effective_date=2007-11-30 jurisdiction=Missouri
effective_date=2007-06-14 jurisdiction=Colorado party=By_Global_Casinos_Inc. term=5_years
effective_date=2010-04-27 jurisdiction=Connecticut party=Praxair_Inc. term=2_years
jurisdiction=Delaware party=Of_Leapfrog_Enterprises_Inc. term=2_years
effective_date=2020-11-24 jurisdiction=North_Carolina party=Red_Hat_Inc. term=12_months
effective_date=2017-02-10 jurisdiction=Delaware party=Kite_Pharma_Inc. term=5_years
effective_date=2018-12-17 jurisdiction=Georgia party=Colony_Bankcorp_Inc. term=2_years
jurisdiction=Delaware party=Strategic_Opportunity_Reit_Inc. term=2_years
effective_date=2013-05-29 jurisdiction=New_York
effective_date=2020-05-18 jurisdiction=Pennsylvania party=26_Neubase_Therapeutics_Inc. term=6_months
effective_date=2005-02-25 jurisdiction=California party=Specialized_Marketing_Services_Inc. term=2_years
jurisdiction=Maryland party=Vapotherm_Inc.
effective_date=2014-06-03 jurisdiction=California party=Ziprealty_Inc.
effective_date=2015-02-09 jurisdiction=Delaware party=Root9B_Technologies_Inc.
effective_date=2015-04-06 jurisdiction=Pennsylvania term=12_months
effective_date=2003-07-30 jurisdiction=New_York party=Alloy_Inc.
effective_date=2003-03-31 jurisdiction=Virginia party=Usa_Deck_Inc. term=2_years
effective_date=2001-03-02 jurisdiction=Virginia term=12_months
effective_date=2018-03-19 jurisdiction=Delaware party=Armo_Biosciences_Inc.
effective_date=2010-11-01 jurisdiction=Nevada
effective_date=2019-06-04 jurisdiction=Nevada party=Renovacare_Inc. term=48_months
effective_date=2006-11-01 jurisdiction=Delaware
effective_date=2008-09-10 jurisdiction=California party=Apollo_Medical_Holdings_Inc.
effective_date=2002-07-29 jurisdiction=Colorado term=6_months
effective_date=2014-07-15 party=The_World_Air_Inc. term=2_years
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effective_date=2001-04-18 jurisdiction=Oregon party=Nike_Inc. term=2_years
effective_date=2017-02-10 jurisdiction=Delaware party=Kite_Pharma_Inc. term=5_years
effective_date=2020-01-06 jurisdiction=Florida party=Neogenomics_Laboratories_Inc.
effective_date=1999-02-09 jurisdiction=Pennsylvania term=2_years
effective_date=2011-07-13 jurisdiction=California party=Lgp_Management_Inc.
effective_date=2004-11-19 jurisdiction=California party=Dolby_Laboratories_Inc.
effective_date=2009-09-23 jurisdiction=New_York term=2_years
effective_date=2011-02-28 jurisdiction=Delaware party=Of_Lacrosse_Footwear_Inc.
jurisdiction=Illinois term=2_years
effective_date=2006-12-28 jurisdiction=New_York
effective_date=2014-12-11 jurisdiction=Delaware party=Norcraft_Companies_Inc. term=2_years
jurisdiction=Iowa party=Renewable_Energy_Group_Inc. term=24_months
effective_date=2009-08-03 jurisdiction=Delaware party=Aspect_Medical_Systems_Inc.
jurisdiction=Indiana
effective_date=2013-02-18 jurisdiction=New_York
effective_date=2005-05-04 jurisdiction=Massachusetts party=Neon_Systems_Inc. term=2_years
effective_date=2008-08-11 jurisdiction=Maine party=Of_Ann_Taylor_Inc.
effective_date=2006-01-30 jurisdiction=Michigan
effective_date=2004-10-28 jurisdiction=Indiana party=Carolina_Industries_Inc. term=7_years
effective_date=2009-05-12 jurisdiction=Colorado party=Clovis_Oncology_Inc. term=3_years
effective_date=2013-05-01 jurisdiction=Florida term=2_years
jurisdiction=New_York term=2_years
effective_date=2019-10-17 jurisdiction=Oregon party=Donahoe_Ii_Nike_Inc. term=2_years
effective_date=2016-02-12 jurisdiction=Pennsylvania term=2_years
effective_date=2008-01-01 jurisdiction=Delaware term=12_months
effective_date=2008-09-10 jurisdiction=Florida party=A_Discover_Screens_Inc.
jurisdiction=Delaware
effective_date=2005-04-06 jurisdiction=Illinois party=By_Rubicon_Technology_Inc. term=36_months
effective_date=2011-05-16 jurisdiction=Illinois term=5_years
effective_date=2010-09-07 jurisdiction=Delaware party=Biodelivery_Sciences_International_Inc.
jurisdiction=California party=Cisco_Systems_Inc. term=5_years
effective_date=2014-03-21 jurisdiction=Delaware party=Cloudera_Inc.
effective_date=2013-11-10 jurisdiction=Missouri
effective_date=2001-03-26 jurisdiction=Oregon party=Nike_Inc. term=2_years
effective_date=2013-01-30 jurisdiction=Delaware
effective_date=2013-12-20 jurisdiction=Delaware party=Vocus_Inc. term=18_months
effective_date=2014-11-14 jurisdiction=Connecticut
effective_date=2015-11-28 jurisdiction=Nevada term=12_months
effective_date=2007-03-24 jurisdiction=New_York term=18_months
jurisdiction=Illinois party=Oak_Brook_Bancshares_Inc.
effective_date=2005-05-04 jurisdiction=Idaho party=Kimberly_Gold_Mines_Inc.
effective_date=2012-08-01 jurisdiction=Florida term=10_years
effective_date=2008-07-22 jurisdiction=Delaware term=2_years
effective_date=2011-05-05 jurisdiction=Delaware
effective_date=2007-03-15 jurisdiction=Minnesota party=Greatbatch_Inc.
jurisdiction=Virginia term=3_years
effective_date=2009-11-19 jurisdiction=California party=Diedrich_Coffee_Inc.
effective_date=2014-12-09 jurisdiction=California party=Digipath_Inc.
effective_date=2018-04-20 jurisdiction=Nevada
effective_date=2015-06-23 jurisdiction=New_York party=Higher_One_Holdings_Inc.
effective_date=2020-05-05 jurisdiction=Washington
effective_date=2004-06-08 jurisdiction=New_York party=Jones_Apparel_Group_Inc.
effective_date=2008-09-29 jurisdiction=Ohio party=Cardinal_Health_Inc.
effective_date=2019-04-03 jurisdiction=Nevada party=Among_Glacier_Bancorp_Inc.
effective_date=2011-06-13 jurisdiction=Florida party=Tz_Inc.
effective_date=2014-04-15 jurisdiction=Delaware party=World_Energy_Solutions_Inc. term=2_years
effective_date=2015-02-10 jurisdiction=Texas party=Pier_1_Imports_Inc.
jurisdiction=New_York
effective_date=2012-04-11 jurisdiction=New_York party=As_Medquist_Holdings_Inc.
effective_date=2005-01-11 jurisdiction=Virginia party=Clinical_Development_Consultants_Inc. term=5_years
jurisdiction=Wisconsin party=Schneider_National_Inc. term=18_months
effective_date=2010-05-17 jurisdiction=Colorado party=Victoria_Industries_Inc.
effective_date=2002-12-09 jurisdiction=Oregon term=5_years
effective_date=2015-11-16 jurisdiction=Delaware party=Anadigics_Inc. term=2_years
effective_date=2001-05-22 jurisdiction=Ohio party=Aep_Energy_Services_Inc.
effective_date=2009-01-09 jurisdiction=Missouri party=Under_The_Savvis_Inc. term=2_years
effective_date=2020-01-09 jurisdiction=South_Dakota term=2_years
effective_date=2008-06-09 jurisdiction=Maine party=Of_Ann_Taylor_Inc.
effective_date=2006-01-05 jurisdiction=Indiana party=Techniscan_Medical_Systems_Inc. term=3_years
effective_date=2012-12-07 jurisdiction=Minnesota party=Caribou_Coffee_Company_Inc.
jurisdiction=Maine
jurisdiction=Kansas party=Among_Epiq_Systems_Inc. term=2_years
effective_date=2011-02-08 jurisdiction=Delaware party=Coleman_Cable_Inc.
effective_date=2005-05-31 jurisdiction=Illinois party=Promark_Technology_Inc. term=5_years
effective_date=1999-08-24 jurisdiction=Indiana party=Of_Clean_Harbors_Inc.
jurisdiction=Massachusetts
effective_date=2007-02-14 jurisdiction=Illinois party=Option_Care_Inc. term=2_years
effective_date=2005-01-01 jurisdiction=New_Jersey term=22_months
effective_date=2008-03-05 jurisdiction=California party=Cv_Therapeutics_Inc. term=5_years
effective_date=2009-03-25 jurisdiction=California term=3_years
effective_date=2007-12-31 jurisdiction=Maine
jurisdiction=North_Carolina
effective_date=2007-01-10 jurisdiction=Missouri term=12_months
jurisdiction=Georgia party=Gentiva_Health_Services_Inc. term=2_years
effective_date=2018-01-01 jurisdiction=Missouri term=3_years
effective_date=2010-03-17 jurisdiction=New_York party=2010_Flir_Systems_Inc.
effective_date=2020-03-15 jurisdiction=Georgia party=Citi_Trends_Inc. term=2_years
effective_date=2008-04-22 jurisdiction=New_York
effective_date=2010-01-02 jurisdiction=Kansas
effective_date=2007-05-17 jurisdiction=California party=Inca_Acquisition_Inc. term=2_years
jurisdiction=Oregon party=Nike_Inc. term=2_years
effective_date=2012-10-15 jurisdiction=Delaware party=Jll_Partners_Inc.
effective_date=2007-02-15 jurisdiction=Delaware party=Global_Imaging_Systems_Inc. term=2_years
jurisdiction=Connecticut party=Fsc_Ct_Inc. term=3_months
effective_date=2003-03-27 jurisdiction=Utah term=12_months
jurisdiction=Texas party=Mavenir_Systems_Inc. term=3_years
effective_date=2020-02-02 jurisdiction=Delaware party=Caddystats_Inc.
effective_date=2011-02-01 jurisdiction=Ohio
effective_date=2009-01-07 jurisdiction=California party=Logo_Cost_Plus_Inc.
jurisdiction=California party=Boingo_Wireless_Inc. term=12_months
effective_date=2020-11-16 jurisdiction=New_York party=Crew_Group_Inc. term=3_years
effective_date=2000-12-31 jurisdiction=North_Carolina term=2_years
effective_date=2011-03-22 jurisdiction=Texas party=Amerisourcebergen_Specialty_Group_Inc.
effective_date=2011-07-14 jurisdiction=New_York party=S_Restaurant_Group_Inc.
effective_date=2017-10-25 jurisdiction=New_Jersey term=2_years
effective_date=2007-02-28 jurisdiction=Georgia
effective_date=2010-03-16 jurisdiction=Massachusetts term=2_years
effective_date=2011-01-12 jurisdiction=Texas party=Confidential_Exco_Resources_Inc. term=15_months
effective_date=2004-08-03 jurisdiction=Delaware party=Md_21017_Datakey_Inc. term=3_years
jurisdiction=New_York party=2_Delcath_Systems_Inc. term=12_months
effective_date=2007-10-05 jurisdiction=Pennsylvania term=10_years
effective_date=2016-05-05 jurisdiction=Pennsylvania party=Among_Endo_Pharmaceuticals_Inc.
effective_date=2010-11-04 jurisdiction=Massachusetts
effective_date=2012-03-02 jurisdiction=Delaware party=S_China_Bistro_Inc.
effective_date=2014-09-18 jurisdiction=Florida party=Neogenomics_Inc. term=2_years
effective_date=2013-05-13 jurisdiction=California party=Avanir_Pharmaceuticals_Inc. term=2_years
effective_date=2011-10-20 jurisdiction=New_York party=Successfactors_Inc. term=12_months
effective_date=2012-10-30 jurisdiction=Delaware party=Version_Westway_Group_Inc.
effective_date=1994-10-06 jurisdiction=Oregon party=Employee_Nike_Inc.
effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc.
effective_date=2007-09-03 jurisdiction=Delaware party=Tektronix_Inc.
effective_date=2014-12-16 jurisdiction=New_York party=Realty_Capital_Properties_Inc.
effective_date=2007-03-19 jurisdiction=Delaware term=12_months
effective_date=2008-02-07 jurisdiction=Delaware party=Kintera_Inc. term=3_years
jurisdiction=Maine party=Of_Ann_Taylor_Inc.
jurisdiction=Massachusetts party=Restorbio_Inc.
effective_date=2003-02-07 jurisdiction=Massachusetts term=12_months
effective_date=2007-10-12 jurisdiction=New_York party=Adams_Respiratory_Therapeutics_Inc.
effective_date=2005-01-25 jurisdiction=Missouri party=Include_Energizer_Holdings_Inc. term=5_years
effective_date=2017-03-02 jurisdiction=Virginia term=12_months
effective_date=2008-09-01 jurisdiction=California party=Thomas_Properties_Group_Inc.
effective_date=2020-11-30 jurisdiction=Virginia party=Shire_Pharmaceuticals_Inc. term=5_years
effective_date=2006-11-22 jurisdiction=California
jurisdiction=Wisconsin party=Petsmart_Inc.
jurisdiction=Washington
effective_date=2006-04-13 jurisdiction=New_York party=Coat_Factory_Holdings_Inc. term=3_years
effective_date=2014-07-24 jurisdiction=California
jurisdiction=Illinois party=Federated_Department_Stores_Inc.
effective_date=2014-04-06 jurisdiction=Delaware party=Confidential_Vocus_Inc.
effective_date=2005-03-01 jurisdiction=Massachusetts party=Private_Financial_Holdings_Inc. term=6_months
effective_date=2007-05-17 jurisdiction=California party=Inca_Acquisition_Inc. term=2_years
effective_date=2014-06-10 jurisdiction=Ohio party=Cardinal_Health_Inc.
jurisdiction=Illinois
effective_date=2013-01-22 jurisdiction=New_York party=Crew_Group_Inc. term=3_years
effective_date=1993-08-03 jurisdiction=New_Jersey party=Biodelivery_Sciences_International_Inc. term=2_years
effective_date=2011-04-15 jurisdiction=Delaware
jurisdiction=Massachusetts party=Vistaprint_Usa_Inc.
jurisdiction=Massachusetts
jurisdiction=Utah party=Usana_Health_Sciences_Inc.
effective_date=2020-11-06 jurisdiction=Washington term=5_years
jurisdiction=Texas
effective_date=2007-10-28 jurisdiction=California party=Blue_Coat_Systems_Inc. term=3_years
jurisdiction=California party=Alcis_Health_Inc. term=3_years
effective_date=2007-02-06 jurisdiction=Colorado party=Precision_Metal_Manufacturing_Inc. term=5_years
effective_date=2005-10-12 jurisdiction=Georgia party=2005_Koch_Industries_Inc. term=2_years
effective_date=2009-02-02 jurisdiction=Delaware party=Transport_Services_Group_Inc.
jurisdiction=Pennsylvania term=12_months
effective_date=2005-01-01 jurisdiction=New_Jersey term=12_months
jurisdiction=Virginia party=Comstock_Homebuilding_Companies_Inc. term=2_years
effective_date=2005-07-01 jurisdiction=New_York party=2005_Omnicare_Inc.
jurisdiction=Michigan term=12_months
jurisdiction=Nevada term=6_months
effective_date=2006-04-13 jurisdiction=New_York party=Coat_Factory_Holdings_Inc. term=3_years
effective_date=2008-10-01 jurisdiction=Virginia term=5_years
effective_date=2008-09-10 jurisdiction=California party=Hifn_Inc.
effective_date=2006-02-28 jurisdiction=New_York party=Gentiva_Health_Services_Inc.
effective_date=2009-05-04 jurisdiction=New_York party=Api_Electronics_Inc.
effective_date=2004-09-03 jurisdiction=California party=Nstor_Corporation_Inc. term=3_years
effective_date=2012-07-09 jurisdiction=New_Jersey party=Heartland_Payment_Systems_Inc. term=6_months
jurisdiction=Missouri party=Savvis_Inc. term=12_months
effective_date=2004-02-24 jurisdiction=Illinois term=2_years
effective_date=2011-07-22 jurisdiction=Texas
jurisdiction=New_Jersey term=2_years
effective_date=2009-05-21 jurisdiction=New_York
effective_date=2014-02-19 jurisdiction=New_York
effective_date=2018-10-01 jurisdiction=Missouri term=5_years
effective_date=2007-05-22 jurisdiction=Delaware
effective_date=2010-06-24 jurisdiction=Nevada term=6_months
effective_date=2011-10-10 jurisdiction=Florida
effective_date=2010-07-01 jurisdiction=Kansas party=Yrc_Worldwide_Inc.
effective_date=2009-03-04 jurisdiction=Oregon party=Nike_Inc. term=2_years
jurisdiction=Delaware term=18_months
effective_date=2018-03-26 jurisdiction=New_York party=Agreement_Avon_Products_Inc.
effective_date=2007-04-19 jurisdiction=New_York party=2007_Cardinal_Health_Inc.
effective_date=2016-08-08 jurisdiction=Texas party=Team_Industrial_Services_Inc. term=12_months
effective_date=2004-03-09 jurisdiction=New_Jersey party=Defendant_Allendale_Pharmaceuticals_Inc.
jurisdiction=Florida party=Faro_Technologies_Inc. term=5_years
effective_date=2016-11-08 jurisdiction=New_York party=Wizard_World_Inc.
effective_date=2007-07-23 jurisdiction=Virginia term=3_years
effective_date=2009-02-03 jurisdiction=Delaware party=Vnus_Medical_Technologies_Inc.
effective_date=2018-03-19 jurisdiction=Delaware party=Armo_Biosciences_Inc.
jurisdiction=Oregon party=Avi_Biopharma_Inc.
effective_date=2015-01-01 jurisdiction=Washington party=The_Travelers_Companies_Inc. term=12_months
jurisdiction=Texas party=American_Campus_Communities_Inc.
effective_date=2002-05-16 jurisdiction=California term=3_years
effective_date=2011-08-11 jurisdiction=Delaware party=Micromet_Inc.
effective_date=1991-08-01 jurisdiction=California term=5_years
effective_date=2006-08-08 jurisdiction=New_York party=Crew_Group_Inc. term=3_years
jurisdiction=Delaware
jurisdiction=Colorado party=Lightwave_Logic_Inc.
effective_date=2010-03-02 jurisdiction=Pennsylvania party=Healthtronics_Inc. term=5_years
effective_date=2015-05-18 jurisdiction=New_York party=Information_Regarding_Blyth_Inc.
jurisdiction=Indiana party=Zimmer_Inc. term=2_years
effective_date=2009-01-17 jurisdiction=Delaware
effective_date=2007-07-03 jurisdiction=Pennsylvania
effective_date=2011-12-14 jurisdiction=Massachusetts term=18_months
jurisdiction=Massachusetts
effective_date=2015-01-20 jurisdiction=New_York term=2_years
effective_date=2006-11-09 jurisdiction=Ohio party=Cardinal_Health_Inc. term=7_months
effective_date=2018-01-15 jurisdiction=Illinois term=12_months
jurisdiction=California party=Acologix_Inc. term=12_months
effective_date=2014-07-31 jurisdiction=California term=5_years
effective_date=2001-12-03 jurisdiction=California party=Palm_Inc. term=5_years
effective_date=2008-07-24 jurisdiction=Oregon party=Parker_Nike_Inc. term=2_years
effective_date=2014-04-07 jurisdiction=Texas
effective_date=2009-06-30 jurisdiction=New_York
effective_date=2016-08-09 jurisdiction=Michigan party=Harbert_Fund_Advisors_Inc.
jurisdiction=Delaware
effective_date=2001-09-17 jurisdiction=California term=3_years
effective_date=2013-04-19 jurisdiction=Florida party=Neogenomics_Inc. term=2_years
effective_date=2002-07-08 jurisdiction=California term=3_years
jurisdiction=Ohio
effective_date=2008-02-04 jurisdiction=New_York party=2008_Kinetic_Concepts_Inc. term=3_years
effective_date=2020-10-26 jurisdiction=Massachusetts party=Comverse_Inc. term=6_months
jurisdiction=New_York party=Paetec_Communications_Inc. term=12_months
effective_date=2005-08-01 jurisdiction=Georgia party=Acuity_Brands_Inc. term=24_months
effective_date=2015-01-12 jurisdiction=New_York party=Borderfree_Inc. term=3_years
effective_date=2008-12-01 jurisdiction=Massachusetts term=12_months
jurisdiction=Texas term=3_years
effective_date=2013-01-25 jurisdiction=New_York party=Tech_Environmental_Services_Inc.
jurisdiction=Pennsylvania party=Globus_Medical_Inc.
effective_date=2003-04-09 jurisdiction=Michigan party=Genesis_Bioventures_Inc. term=5_years
effective_date=2009-06-23 jurisdiction=Washington party=By_Infrastrux_Group_Inc. term=2_years
effective_date=2010-10-01 jurisdiction=New_York term=20_years
effective_date=2007-12-10 jurisdiction=Missouri
effective_date=2011-07-02 jurisdiction=California
jurisdiction=California party=Social_Reality_Inc.
effective_date=2006-05-11 jurisdiction=California party=Of_Beckman_Coulter_Inc.
effective_date=2012-07-13 jurisdiction=Texas party=Union_Drilling_Inc.
effective_date=2006-07-10 jurisdiction=Florida party=Sun_Energy_Solar_Inc. term=5_years
effective_date=2003-04-01 jurisdiction=Ohio party=Arc_Communications_Inc. term=5_years
effective_date=2011-03-21 jurisdiction=Delaware party=Lgp_Management_Inc.
effective_date=2017-02-01 jurisdiction=New_York
effective_date=2010-04-02 jurisdiction=New_York party=Sybase_Inc.
effective_date=2007-06-15 jurisdiction=Pennsylvania party=Scanlan_Orthovita_Inc.
effective_date=2003-09-10 jurisdiction=New_York term=5_years
jurisdiction=Minnesota party=27_Cvs_Pharmacy_Inc. term=3_years
effective_date=2006-05-19 jurisdiction=California party=Gilead_Sciences_Inc. term=5_years
effective_date=2005-03-28 jurisdiction=Florida
effective_date=2006-04-13 jurisdiction=New_York party=Coat_Factory_Holdings_Inc. term=3_years
effective_date=2010-03-19 jurisdiction=Connecticut term=2_years
effective_date=2011-01-27 jurisdiction=California party=Lgp_Management_Inc.
effective_date=2003-07-02 jurisdiction=Delaware party=Lydall_Inc. term=2_years
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