forked from kubapok/kleister-nda-clone
add script and outputs
This commit is contained in:
Zosia
parent
204154a45c
commit
2cb5613cfe
83
dev-0/out.tsv
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83
dev-0/out.tsv
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effective_date=2014-05-20 jurisdiction=New_York party=Liquidmetal_Technology_Inc. term=3_years
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effective_date=2008-04-08 jurisdiction=Georgia party=Nuclear_Operating_Company_Inc.
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effective_date=2012-09-04 jurisdiction=Delaware party=Jda_Software_Group_Inc.
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effective_date=2006-03-23 jurisdiction=Massachusetts party=Among_Nitromed_Inc.
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effective_date=2015-03-01 jurisdiction=Delaware
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effective_date=2012-01-11 jurisdiction=Washington party=First_Financial_Northwest_Inc.
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effective_date=2009-04-30 jurisdiction=Delaware term=3_years
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effective_date=2016-06-22 jurisdiction=New_Jersey party=Interpace_Diagnostics_Group_Inc. term=2_years
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effective_date=2008-03-21 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc.
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effective_date=2015-12-11 party=Anadigics_Inc.
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jurisdiction=Delaware
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effective_date=2018-11-15 jurisdiction=Delaware party=Among_Tesaro_Inc. term=5_years
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effective_date=2012-12-17 jurisdiction=Delaware party=2012_Allergan_Inc. term=2_years
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effective_date=2000-05-23 jurisdiction=Delaware
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jurisdiction=New_Jersey term=2_years
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effective_date=2012-01-25 jurisdiction=Massachusetts term=2_years
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effective_date=2008-07-31 jurisdiction=Delaware party=Cogent_Inc.
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jurisdiction=California party=Penumbra_Inc. term=2_years
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effective_date=2020-11-25 jurisdiction=New_York term=3_years
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effective_date=2017-07-11 jurisdiction=California
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effective_date=2018-12-28 jurisdiction=Iowa party=Flexsteel_Industries_Inc. term=12_months
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effective_date=2012-03-31 jurisdiction=Delaware party=Integrated_Device_Technology_Inc. term=12_months
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effective_date=2004-10-01 jurisdiction=Virginia party=Maximus_Inc. term=3_years
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effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc.
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jurisdiction=Arizona party=Jda_Software_Inc.
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jurisdiction=Indiana
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jurisdiction=New_Jersey term=12_months
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effective_date=2005-05-31 jurisdiction=California
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effective_date=2018-03-30 jurisdiction=Delaware party=Jamba_Inc.
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effective_date=2013-05-01 jurisdiction=Georgia party=Citi_Trends_Inc. term=2_years
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jurisdiction=New_York party=Synova_Healthcare_Inc. term=5_years
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effective_date=2015-06-23 jurisdiction=New_York party=By_Wynnefield_Capital_Inc.
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effective_date=2008-01-01 jurisdiction=California party=Biolargo_Inc.
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jurisdiction=Minnesota party=Paul_Travelers_Companies_Inc.
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jurisdiction=Delaware party=Investment_Trust_Iii_Inc. term=2_years
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effective_date=2018-08-16 jurisdiction=Kentucky party=District_Photo_Inc. term=3_years
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effective_date=2017-01-13 jurisdiction=Minnesota party=Target_Enterprise_Inc. term=3_years
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jurisdiction=Ohio term=18_months
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jurisdiction=Massachusetts
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effective_date=2017-01-11 jurisdiction=California party=Gigpeak_Inc.
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effective_date=2000-02-10 jurisdiction=Minnesota party=England_Business_Service_Inc.
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effective_date=2008-11-06 jurisdiction=California
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effective_date=2007-05-09 jurisdiction=Delaware term=12_months
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jurisdiction=Illinois term=12_months
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effective_date=2003-05-14 jurisdiction=Minnesota party=Flexsteel_Industries_Inc. term=2_years
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effective_date=2010-06-23 jurisdiction=Texas party=American_Well_Control_Inc. term=2_years
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jurisdiction=New_Jersey party=Algorx_Pharmaceuticals_Inc.
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effective_date=2009-11-06 jurisdiction=Delaware term=2_years
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effective_date=2001-01-26 jurisdiction=Washington party=Corus_Pharma_Inc. term=12_months
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effective_date=2005-02-16 jurisdiction=Georgia term=2_years
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effective_date=2014-11-26 jurisdiction=Delaware party=E2Open_Inc.
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effective_date=1999-03-15 jurisdiction=Oregon party=1999_By_Acumed_Inc.
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effective_date=2008-07-02 jurisdiction=California
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effective_date=2012-06-11 jurisdiction=Delaware party=Lightwave_Logic_Inc.
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effective_date=2007-03-04 jurisdiction=Delaware party=Webex_Communications_Inc. term=12_months
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effective_date=2007-04-30 jurisdiction=Massachusetts term=5_years
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effective_date=2011-10-25 jurisdiction=California party=Applied_Biosystems_Inc. term=2_months
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effective_date=2012-10-15 jurisdiction=Delaware
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effective_date=2016-03-15 jurisdiction=Delaware
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effective_date=2005-09-15 jurisdiction=Illinois
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effective_date=2005-05-04 jurisdiction=Idaho party=Kimberly_Gold_Mines_Inc.
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effective_date=2020-08-14 jurisdiction=Ohio
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effective_date=2016-07-15 jurisdiction=California party=Wizard_World_Inc.
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effective_date=2008-08-01 jurisdiction=New_York party=Omrix_Biopharmaceuticals_Inc. term=12_months
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effective_date=2006-01-01 jurisdiction=California party=Beverly_Hills_Bancorp_Inc. term=12_months
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effective_date=2015-03-16 jurisdiction=Utah party=Galil_Medical_Inc.
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effective_date=2012-07-05 jurisdiction=Delaware party=Confidential_Williams_Controls_Inc. term=3_years
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effective_date=2015-12-08 jurisdiction=Washington
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effective_date=2004-02-29 jurisdiction=Virginia
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effective_date=2006-12-19 jurisdiction=Connecticut term=18_months
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effective_date=2010-07-13 jurisdiction=New_York
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effective_date=2000-12-11 jurisdiction=Illinois party=Motorola_Inc. term=10_years
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effective_date=2008-03-26 jurisdiction=California term=5_years
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effective_date=2017-10-02 jurisdiction=Delaware term=2_years
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party=Ideal_Restaurant_Group_Inc.
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effective_date=2011-03-29 jurisdiction=Texas party=Newgistics_Inc.
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effective_date=2011-05-26 jurisdiction=California party=Skyworks_Solutions_Inc.
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effective_date=2006-09-01 jurisdiction=Washington party=Digital_River_Inc. term=5_years
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effective_date=2015-04-02 jurisdiction=Delaware party=Involving_Magnetek_Inc. term=2_years
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effective_date=2017-07-21 jurisdiction=Washington
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effective_date=2011-01-18 jurisdiction=New_York party=Information_Regarding_Orthovita_Inc.
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jurisdiction=Washington party=Alder_Biopharmaceuticals_Inc. term=5_years
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effective_date=2020-07-21 jurisdiction=Illinois party=Agreement_Us_Foods_Inc. term=2_years
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Can't render this file because it has a wrong number of fields in line 2.
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466
kleister-nda.ipynb
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466
kleister-nda.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Extract key information from Edgar NDA documents"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pathlib\n",
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"from collections import Counter\n",
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"from sklearn.metrics import *"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"KLEISTER_PATH = pathlib.Path('C:/Users/Fijka/Documents/kleister-nda-clone')\n",
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"file_name = 'train'"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Read expected train data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"def get_expected_data(filepath, data_key):\n",
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" dataset_expected_key = []\n",
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" with open(filepath,'r') as train_expected_file:\n",
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" for line in train_expected_file:\n",
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" key_values = line.rstrip('\\n').split(' ')\n",
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" data_value = None\n",
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" for key_value in key_values:\n",
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" key, value = key_value.split('=')\n",
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" if key == data_key:\n",
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" data_value = value\n",
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" if data_value is None:\n",
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" data_value = 'NONE'\n",
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" dataset_expected_key.append(data_value)\n",
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" return dataset_expected_key"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"KEYS = ['effective_date', 'jurisdiction', 'party', 'term']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"def read_expected_data(filepath):\n",
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" data = []\n",
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" for key in KEYS:\n",
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" data.append(get_expected_data(filepath, key))\n",
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" return data\n",
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"\n",
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"if file_name != 'test-A':\n",
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" train_expected_data = read_expected_data(KLEISTER_PATH/file_name/'expected.tsv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"if file_name != 'test-A':\n",
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" [i[:1] for i in train_expected_data]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Read train dataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"import lzma\n",
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"import csv\n",
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"\n",
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"def read_data(filename):\n",
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" all_data = lzma.open(filename).read().decode('UTF-8').split('\\n')\n",
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" return [line.split('\\t') for line in all_data][:-1]\n",
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"\n",
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"train_data = read_data(KLEISTER_PATH/file_name/'in.tsv.xz')"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## JURISDICTION"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"STATES = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware','Florida',\n",
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" 'Georgia', 'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine',\n",
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" 'Maryland', 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada',\n",
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" 'New Hampshire', 'New Jersey', 'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma',\n",
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" 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', 'South Dakota', 'Tennessee', 'Texas', 'Utah',\n",
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" 'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"false jurisdiction: 22\n"
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]
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}
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],
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"source": [
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"import spacy\n",
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"nlp = spacy.load(\"en_core_web_sm\")\n",
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"from operator import itemgetter\n",
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"\n",
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"jurisdiction = []\n",
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"\n",
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"def normalize(text):\n",
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" return text.replace('\\\\n', ' ').lower()\n",
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" # nlp(text) -> tokenizacja\n",
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"\n",
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"def check_jurisdiction(document):\n",
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" states = {}\n",
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" for text in document[2:]:\n",
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" text = normalize(text)\n",
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" for state in STATES:\n",
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" if state.lower() in text:\n",
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" if state in states:\n",
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" states[state][0] += text.count(state.lower())\n",
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" else:\n",
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" states[state] = [text.count(state.lower()), text.index(state.lower())]\n",
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" if states != {}:\n",
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" states = sorted(states.items(), key=itemgetter(1), reverse=True)\n",
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" jurisdiction.append(states[0][0].replace(' ', '_'))\n",
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" return states[0][0], states\n",
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" else:\n",
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" jurisdiction.append(None)\n",
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" return None\n",
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" \n",
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"tmp = 0\n",
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"for i in range(len(train_data)):\n",
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" tt = check_jurisdiction(train_data[i])\n",
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" if file_name != 'test-A':\n",
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" if tt == None:\n",
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" if train_expected_data[1][i] != None:\n",
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" # print(i, train_expected_data[1][i], tt)\n",
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" tmp += 1\n",
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" else:\n",
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" if tt[0] != train_expected_data[1][i].replace('_', ' '):\n",
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" # print(i, train_expected_data[1][i], tt[0])\n",
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" tmp += 1\n",
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"print('false jurisdiction:', tmp)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## EFFECTIVE DATE"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"false effective date 42\n"
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]
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}
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],
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"source": [
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"import re\n",
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"import datetime\n",
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"from datetime import date\n",
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"\n",
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"effective_date = []\n",
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"\n",
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"def parse_date(date):\n",
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" month = str(date.month)\n",
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" if len(month) == 1:\n",
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" month = '0' + str(date.month)\n",
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" day = str(date.day)\n",
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" if len(day) == 1:\n",
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" day = '0' + str(date.day)\n",
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" return str(date.year) + '-' + month + '-' + day\n",
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"\n",
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"def find_dates(text):\n",
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" \n",
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" MONTHS = {'January' : 1, 'February' : 2, 'March' : 3, 'April' : 4, 'May' : 5, 'June' : 6,\n",
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" 'July' : 7, 'August' : 8, 'September' : 9, 'October' : 10, 'November' : 11, 'December' : 12}\n",
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" \n",
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" all_dates = []\n",
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" \n",
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" text = text.replace('\\\\n', ' ')\n",
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" \n",
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" dic = {'\\d{1,2}\\/\\d{1,2}\\/\\d{2}' : '%m/%d/%y',\n",
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" '[01]*[0-9]\\/[01]*[0-9]\\/\\d{4}' : '%m/%d/%Y',\n",
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" '\\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
|
||||||
|
}
|
||||||
337
kleister-nda.py
Normal file
337
kleister-nda.py
Normal file
@ -0,0 +1,337 @@
|
|||||||
|
#!/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
test-A/out.tsv
Normal file
203
test-A/out.tsv
Normal file
@ -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
|
||||||
|
Can't render this file because it has a wrong number of fields in line 2.
|
254
train/out.tsv
Normal file
254
train/out.tsv
Normal file
@ -0,0 +1,254 @@
|
|||||||
|
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
|
||||||
|
Can't render this file because it has a wrong number of fields in line 3.
|
Loading…
Reference in New Issue
Block a user