Rule based extraction

dev-0/out.tsv

@@ -0,0 +1,83 @@
+jurisdiction=New_York effective_date=2014-05-20 term=3_years party=Visser_Precision_Cast_LLC party=Liquidmetal_Technologies_Inc.
+jurisdiction=Georgia effective_date=2008-04-08 party=Oglethorpe_Power_Corporation party=Georgia_Power_Company
+jurisdiction=Delaware effective_date=1999-05-01 term=1_year party=New_Mountain_Capital_LLC party=Jda_Software_Group_Inc.
+jurisdiction=Massachusetts effective_date=2009-02-23 party=Nitromed_Inc. party=Sincerely_Nitromed_Inc.
+jurisdiction=Delaware effective_date=2015-03-01 term=12_months party=Teva_Pharmaceutical_Industries_Ltd. party=Auspex_Pharmaceuticals_Teva_Pharmaceutical_Industries_Ltd.
+jurisdiction=Washington effective_date=2003-10-10 party=First_Financial_Northwest_Inc. party=Stilwell_Value_LLC
+jurisdiction=Delaware effective_date=1999-05-01 term=1_year party=California_Micro_Devices_Corporation party=On_Semiconductor_Corporation
+jurisdiction=New_Jersey effective_date=2003-10-02 term=2_years party=Interpace_Diagnostics_Group_Inc. party=Pdi_Inc.
+jurisdiction=New_York effective_date=2002-10-06 party=Intercept_Pharmaceuticals_Inc. party=Mark_E._Pruzanski
+effective_date=1999-05-01 party=Anadigics_Inc. party=Walter_R._Bashaw
+jurisdiction=Delaware effective_date=2001-03-03 party=Market_Monitor_Pjm_Interconnection_LLC
+jurisdiction=Delaware effective_date=1999-05-01 term=5_years party=Tesaro_Inc. party=Glaxosmithkline_LLC
+jurisdiction=Delaware effective_date=2012-12-17 term=1_year party=Allergan_Inc. party=Map_Pharmaceuticals_Inc.
+jurisdiction=Delaware effective_date=2000-05-23 party=Com_Inc.
+jurisdiction=Delaware term=2_years party=Virgin_Mobile_Usa_LLC party=Virgin_Enterprises_Ltd.
+jurisdiction=Massachusetts effective_date=2012-01-25 term=2_years party=Asahi_Kasei_Corporation party=Zoll_Medical_Corporation
+jurisdiction=Delaware effective_date=2008-07-31 term=1_year party=Cogent_Inc. party=Company_Cogent_Inc.
+jurisdiction=California term=2_years party=Penumbra_Inc. party=Robert_D._Evans
+jurisdiction=New_York effective_date=1999-05-01 term=3_years party=Aol_Inc. party=Verizon_Corporate_Services_Group_Inc.
+jurisdiction=California effective_date=2017-07-11 term=1_year party=Cubic_Corporation party=Thomas_Cubic_Corporation
+jurisdiction=Iowa effective_date=2003-10-02 term=12_months party=Flexsteel_Industries_Inc. party=Employee_Flexsteel_Industries_Inc.
+jurisdiction=Delaware term=12_months party=Integrated_Device_Technology_Inc. party=Plx_Technology_Inc.
+jurisdiction=Virginia term=3_years party=Maximus_Inc. party=The_Corporation
+jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc. party=Christy_L._Shaffer
+jurisdiction=Arizona party=Compuware_Corporation party=Jda_Software_Inc.
+jurisdiction=Indiana
+jurisdiction=New_Jersey
+jurisdiction=California effective_date=1964-05-01 party=The_Company party=Com_Inc.
+jurisdiction=Delaware effective_date=1999-05-01 term=18_months party=Focus_Brands_Inc. party=Roark_Capital_Acquisition_LLC
+jurisdiction=Georgia effective_date=2005-03-04 party=Citi_Trends_Inc.
+jurisdiction=Delaware effective_date=2005-07-03 term=5_years party=Common_Sense_Ltd. party=Synova_Healthcare_Inc.
+jurisdiction=New_York effective_date=2015-06-23 term=12_months party=Consac_LLC party=Musclepharm_Corporation
+jurisdiction=California effective_date=2008-01-01 term=1_year party=Biolargo_Inc. party=Agreement_Company
+jurisdiction=Minnesota
+jurisdiction=Delaware term=2_years party=Kbs_Capital_Advisors_LLC party=Kbsiii_Reit_Acquisition_Vii_LLC
+jurisdiction=Kentucky term=1_year party=Cafepress_Inc. party=District_Photo_Inc.
+jurisdiction=Minnesota effective_date=2017-01-13 party=Target_Corporation party=Target_Enterprise_Inc.
+jurisdiction=Ohio
+jurisdiction=Michigan party=Tex_Inc. party=Quaker_Fabric_Corporation
+jurisdiction=California effective_date=1999-05-01 party=Gigpeak_Inc. party=Integrated_Device_Technology_Inc.
+jurisdiction=Minnesota effective_date=1999-05-01 party=New_England_Business_Service_Inc. party=Premium_Wear_Inc.
+jurisdiction=California effective_date=2008-11-06 term=1_year party=Agreement_Company party=Biolargo_Inc.
+jurisdiction=Delaware effective_date=1999-05-01 term=12_months party=Opsware_Inc. party=Packard_Company
+jurisdiction=Illinois effective_date=2018-05-01 term=12_months party=Ahp_Servicing_LLC
+jurisdiction=Minnesota effective_date=1999-05-01 term=2_years party=Flexsteel_Industries_Inc. party=Dmi_Furniture_Inc.
+jurisdiction=Texas effective_date=2010-06-23 term=2_years party=Chalmers_Energy_Inc. party=American_Well_Control_Inc.
+jurisdiction=New_Jersey term=10_years party=Algorx_Pharmaceuticals_Inc. party=Algorx_Recipient_Algorx_Pharmaceuticals_Inc.
+jurisdiction=Delaware effective_date=2009-11-06 term=2_years party=Hid_Global_Corporation party=Lasercard_Corporation
+jurisdiction=Washington effective_date=2001-05-01 term=6_months party=Corus_Pharma_Inc. party=If_Company
+jurisdiction=Georgia term=1_year party=The_Company party=All_Company
+jurisdiction=Delaware effective_date=1999-05-01 term=12_month party=Insight_Venture_Partners_LLC party=Open_Inc.
+jurisdiction=Oregon effective_date=1999-03-16 party=Acumed_Inc.
+jurisdiction=California effective_date=2008-07-02 term=2_years party=Unionbancal_Corporation party=Mitsubishi_Ufj_Ltd.
+jurisdiction=Delaware effective_date=2012-06-11 party=Lightwave_Logic_Inc. party=The_Company
+jurisdiction=Delaware effective_date=1999-05-01 term=12_months party=Webex_Communications_Inc. party=Cisco_Systems_Inc.
+jurisdiction=Massachusetts effective_date=2007-04-30 term=5_years party=Implant_Sciences_Corporation party=Accurel_Systems_International_Corporation
+jurisdiction=California effective_date=2011-10-25 party=The_Company party=Life_Technologies_Corporation
+jurisdiction=Delaware effective_date=1999-05-01 party=Contran_Corporation party=Titanium_Metals_Corporation
+jurisdiction=Delaware effective_date=2016-03-15 party=The_Company party=Destination_Maternity_Corporation
+jurisdiction=Illinois effective_date=2005-09-15 term=3_years party=Midland_Company party=Paul_B._Mulhollem
+jurisdiction=Idaho effective_date=2005-05-04 party=The_Company party=Silver_Valley_Capital_Sterling_Mining_Company_Kimberly_Gold_Mines_Inc.
+jurisdiction=Washington effective_date=1999-05-01 term=2_years party=Each_Company party=American_Greetings_Corporation
+jurisdiction=California effective_date=2003-10-02 party=Wizard_World_Inc. party=Employer_Wizard_World_Inc.
+jurisdiction=New_York effective_date=1999-05-01 term=12_months party=Omrix_Biopharmaceuticals_Inc. party=Ethicon_Inc.
+jurisdiction=California effective_date=2004-05-01 term=12_months party=Beverly_Hills_Bancorp_Inc. party=The_Company
+jurisdiction=Utah effective_date=1999-05-01 term=3_years party=Galil_Medical_Inc. party=Perseon_Corporation
+jurisdiction=Delaware effective_date=1999-05-01 term=3_years party=Wright_Controls_Inc. party=Williams_Controls_Inc.
+jurisdiction=Washington effective_date=2015-12-08 term=1_year party=The_Company party=Federal_Deposit_Insurance_Corporation
+jurisdiction=Virginia effective_date=2005-02-24 term=1_year party=The_Company party=Agreement_Company
+jurisdiction=Connecticut effective_date=1999-05-01 term=18_months party=Mapinfo_Corporation party=Pitney_Bowes_Inc.
+jurisdiction=New_York effective_date=2010-07-13 term=12_months party=Axcan_Pharma_Inc. party=Tpg_Capital_Advisors_LLC
+jurisdiction=Delaware effective_date=2010-05-01 term=10_years party=Motorola_Inc. party=Iridium_Satellite_LLC
+jurisdiction=Idaho effective_date=2008-01-01 term=5_years party=The_Company party=Gigoptix_LLC
+jurisdiction=Delaware effective_date=2017-10-02 term=2_years party=Potbelly_Corporation party=Ancora_Advisors_LLC
+ party=Ideal_Restaurant_Group_Inc. party=The_Schooner_Group_LLC
+jurisdiction=Texas effective_date=2011-03-29 term=2_years party=Newgistics_Inc. party=The_Company
+jurisdiction=California effective_date=2011-05-26 term=24_month party=Skyworks_Solutions_Inc. party=The_Company
+jurisdiction=Washington effective_date=2006-09-01 term=5_years party=Microsoft_Corporation_And_Digital_River_Inc. party=Disclosure_Agreement_Microsoft_Corporation
+jurisdiction=Delaware effective_date=2015-04-02 term=2_years party=Columbus_Mckinnon_Corporation party=Magnetek_Inc.
+jurisdiction=Washington term=5_years party=Adaptive_Biotechnologies_Microsoft_Corporation
+jurisdiction=New_York effective_date=2011-01-18 term=18_months party=Orthovita_Inc. party=Stryker_Corporation
+jurisdiction=Washington effective_date=1999-05-01 term=1_year party=Alder_Biopharmaceuticals_Inc. party=James_B._Bucher
+jurisdiction=Illinois term=18_month party=The_Company party=Us_Foods_Inc.

extractor.py

@@ -0,0 +1,171 @@
+import csv
+import lzma
+import re
+from collections import Counter
+from datetime import datetime
+from typing import Optional
+import datefinder
+from word2number import w2n
+from itertools import combinations
+
+
+def get_jurisdiction(text: str) -> Optional[str]:
+    us_states_regex = r"(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\sHampshire|New\sJersey|New\sMexico|New\sYork|North\sCarolina|North\sDakota|Ohio|Oklahoma|Oregon|Pennsylvania|Rhode\sIsland|South\sCarolina|South\sDakota|Tennessee|Texas|Utah|Vermont|Virginia|Washington|West\sVirginia|Wisconsin|Wyoming)"
+
+    matches = re.findall(us_states_regex, text, re.MULTILINE | re.IGNORECASE)
+    states_counter = Counter(matches)
+
+    result = states_counter.most_common(1)
+
+    if len(result) == 0:
+        return None
+    else:
+        return result[0][0].replace(" ", "_")
+
+
+def get_date(text: str) -> Optional[str]:
+
+    df_matches = datefinder.find_dates(text)
+
+    matches = []
+
+    while True:
+        try:
+            m = next(df_matches)
+        except StopIteration:
+            break
+        except:
+            continue
+        matches.append(m)
+
+    matches = filter(lambda x: 2022 > x.year > 1950, matches)
+
+    dates = [x.strftime("%Y-%m-%d") for x in matches]
+
+    result = Counter(dates).most_common(1)
+
+    if len(result) == 0:
+        return None
+    else:
+        return result[0][0]
+
+
+def get_term(text: str):
+    term_regex = r"\b([\w()]*)\s(months?|years?)\b"
+
+    match = list(re.finditer(term_regex, text, re.MULTILINE))
+
+    if match:
+        number, unit = match[0].groups()
+    else:
+        return None
+
+    if m := re.match(r"\d+", number):
+        number = m.group()
+    else:
+        try:
+            number = w2n.word_to_num(re.match(r"\b\w+\b", number).group())
+        except:
+            return None
+
+    return str(number) + "_" + unit
+
+
+def get_parties(text: str):
+    company_regex = r"(([A-Z][A-za-z]+,?\s)+(Inc\.|LLC|Ltd\.|Company|Corporation|INC\.|LTD\.|COMPANY|CORPORATION))"
+    person_regex = r"([A-Z][a-z]+\s[A-Z]\.\s[A-Z][a-z]+)"
+
+    c_matches = re.findall(company_regex, text, re.MULTILINE)
+    c_matches = [m[0] for m in c_matches]
+
+    p_matches = re.findall(person_regex, text, re.MULTILINE)
+
+    companies = []
+    for m in c_matches:
+        splitted = m.split()
+        if splitted[-1] == "LLC":
+            splitted = [w.capitalize().rstrip(",") for w in splitted[:-1]] + [splitted[-1]]
+        else:
+            splitted = [w.capitalize().rstrip(",") for w in splitted]
+        companies.append(" ".join(splitted))
+
+    company_counter = Counter(companies)
+
+    result = company_counter.most_common(2)
+
+    if len(result) < 2:
+        result.extend(Counter(p_matches).most_common(2-len(result)))
+
+    if len(result) == 0:
+        return None
+    else:
+        return [x[0].replace(" ", "_") for x in result]
+
+
+def extract(text: str, needed_info) -> str:
+    if "jurisdiction" in needed_info:
+        jurisdiction = get_jurisdiction(text)
+    else:
+        jurisdiction = None
+
+    if "effective_date" in needed_info:
+        date = get_date(text)
+    else:
+        date = None
+
+    if "term" in needed_info:
+        term = get_term(text)
+    else:
+        term = None
+
+    if "party" in needed_info:
+        parties = get_parties(text)
+    else: parties = None
+
+    result_dict = {}
+
+    if jurisdiction is not None:
+        result_dict["jurisdiction"] = jurisdiction
+
+    if date is not None:
+        result_dict["effective_date"] = date
+
+    if term is not None:
+        result_dict["term"] = term
+
+    result_str = " ".join([f"{k}={v}" for k,v in result_dict.items()])
+
+    if parties is not None:
+        for p in parties :
+            result_str = result_str + f" party={p}"
+
+    return result_str
+
+
+if __name__ == "__main__":
+    with open('dev-0/in.tsv', 'r', encoding="utf-8") as in_file,\
+            open("dev-0/out.tsv", "w") as out_file:
+        reader = csv.reader(in_file, delimiter='\t', quoting=csv.QUOTE_NONE)
+        for item in reader:
+            needed_info = item[1].strip().split()
+            text = item[2].replace("\\n", " ").replace("\\f", " ").replace("\\t", " ").strip()
+            extracted = extract(text, needed_info).replace(":", "_")
+            out_file.write(extracted + "\n")
+
+    with open('train/in.tsv', 'r', encoding="utf-8") as in_file,\
+            open("train/out.tsv", "w") as out_file:
+        reader = csv.reader(in_file, delimiter='\t', quoting=csv.QUOTE_NONE)
+        for item in reader:
+            needed_info = item[1].strip().split()
+            text = item[2].replace("\\n", " ").replace("\\f", " ").replace("\\t", " ").strip()
+            extracted = extract(text, needed_info).replace(":", "_")
+            out_file.write(extracted + "\n")
+
+    with open('test-A/in.tsv', 'r', encoding="utf-8") as in_file,\
+            open("test-A/out.tsv", "w") as out_file:
+        reader = csv.reader(in_file, delimiter='\t', quoting=csv.QUOTE_NONE)
+        for item in reader:
+            needed_info = item[1].strip().split()
+            text = item[2].replace("\\n", " ").replace("\\f", " ").replace("\\t", " ").strip()
+            extracted = extract(text, needed_info).replace(":", "_")
+            out_file.write(extracted + "\n")

test-A/out.tsv

@@ -0,0 +1,203 @@
+jurisdiction=Ohio effective_date=2003-10-02 term=12_months party=Lsi_Industries_Inc. party=Between_Lsi_Industries_Inc.
+jurisdiction=Delaware effective_date=1999-05-01 term=2_years party=Veramark_Technologies_Inc. party=The_Company
+jurisdiction=Indiana term=6_months party=Zimmer_Inc. party=Zimmer_Us_Inc.
+jurisdiction=New_York effective_date=1999-05-01 term=2_years party=Motive_Inc. party=Deputy_Cfo_Motive_Inc.
+jurisdiction=Nevada effective_date=2015-05-21 term=5_years party=Topsight_Corporation party=United_Lumicon_Exhibition_Services_Inc.
+jurisdiction=Colorado effective_date=2010-07-16 term=20_years party=Wescor_Inc. party=Corgenix_Medical_Corporation
+jurisdiction=Colorado effective_date=2004-10-03 term=2_years party=Array_Biopharma_Inc. party=Understand_That_This_Agreement_May_Affect_My_Right_To_Accept_Employment_With_Other_Companies_Subsequent_To_My_Employment_With_The_Company
+jurisdiction=Maryland effective_date=2004-05-01 party=Sunstone_Hotel_Investors_Inc. party=Sunstone_Hotel_Partnership_LLC
+jurisdiction=Delaware effective_date=2012-01-01 party=Masco_Corporation party=The_Company
+jurisdiction=New_York effective_date=1999-05-01 term=2_years party=Superior_Essex_Inc. party=Ls_Cable_Ltd.
+jurisdiction=California effective_date=1999-05-01 term=2_years party=Qlogic_Corporation party=Cavium_Inc.
+jurisdiction=Delaware effective_date=2011-02-28 term=3_years party=Wells_Fargo_Securities_LLC party=Logo_Wells_Fargo_Securities_LLC
+jurisdiction=New_York effective_date=2011-10-07 term=1_year party=Central_European_Distribution_Corporation party=The_Company
+jurisdiction=Georgia effective_date=2017-07-20 party=Georgia_Power_Company party=Westinghouse_Electric_Company_LLC
+jurisdiction=Texas effective_date=2015-08-10 term=1_year party=Daegis_Inc. party=Open_Text_Corporation
+jurisdiction=California effective_date=2008-04-16 party=Intersil_Corporation party=Compliance_With_Company
+jurisdiction=Washington effective_date=2012-12-19 party=First_Financial_Northwest_Inc. party=Stilwell_Value_LLC
+effective_date=2004-05-31 term=10_years party=Lihir_Management_Company
+jurisdiction=Florida effective_date=2009-03-30 term=18_months party=William_J._Braun
+jurisdiction=Delaware effective_date=1999-05-01 term=1_year party=American_Land_Lease_Inc. party=Logo_Logo_Confidentiality_Agreement_Wachovia_Capital_Markets_LLC
+jurisdiction=Florida effective_date=2004-01-01 party=Flow_Capital_Advisors_Inc. party=Jag_Media_Holdings_Inc.
+jurisdiction=New_York effective_date=2003-10-04 term=1_year party=Intercept_Pharmaceuticals_Inc.
+jurisdiction=California effective_date=1999-05-01 term=2_years party=Aerohive_Networks_Inc. party=Extreme_Networks_Inc.
+jurisdiction=Florida effective_date=2007-10-11 term=12_months party=Suncoast_Holdings_Inc. party=Suntrust_Banks_Inc.
+jurisdiction=New_York term=18_months party=Manpower_Inc. party=Comsys_It_Partners_Inc.
+jurisdiction=Washington term=5_years party=Disclosure_Form_Microsoft_Corporation party=Electronic_Arts_Microsoft_Corporation
+jurisdiction=Texas party=Santander_Consumer_Usa_Inc.
+jurisdiction=Delaware effective_date=1999-03-01 term=1_year party=Titanium_Metals_Corporation party=The_Company
+jurisdiction=Delaware effective_date=2004-01-01 term=1_year party=American_Tower_Corporation party=Whereas_Atc_American_Tower_International_Inc.
+jurisdiction=Washington term=5_years party=Microsoft_Corporation party=Rainmaker_Systems_Microsoft_Corporation
+jurisdiction=Delaware effective_date=2012-01-11 term=3_years party=Opnet_Technologies_Inc. party=Riverbed_Technology_Inc.
+jurisdiction=Pennsylvania effective_date=2007-10-25 term=1_year party=Kks_Venture_Management_Inc. party=Help_Company
+jurisdiction=California effective_date=1999-05-01 term=1_year party=Rovi_Corporation party=Paul_F._Norris
+jurisdiction=California effective_date=2005-11-30 party=Mollyguard_Corporation
+jurisdiction=New_York party=Oramed_Pharmaceuticals_Inc. party=Delaware_Company
+jurisdiction=California effective_date=1999-05-01 term=18_months party=Cvs_Caremark_Corporation party=Longs_Drug_Stores_Corporation
+jurisdiction=Virginia term=5_years party=Information_Spectrum_Inc. party=Smartmetric_Inc.
+jurisdiction=Delaware effective_date=2014-01-28 term=5_years party=Vapotherm_Inc.
+jurisdiction=Florida effective_date=2006-07-10 term=5_years party=Sun_Energy_Solar_Inc. party=Recipient_Company
+jurisdiction=California term=12_months party=Slough_Estates_Usa_Inc.
+jurisdiction=Virginia term=10_years party=Circuit_City_Stores_Inc. party=Carmax_Inc.
+jurisdiction=Pennsylvania effective_date=1999-05-01 term=5_years party=Endo_Pharmaceuticals_Inc. party=Caroline_B._Manogue
+jurisdiction=Delaware effective_date=1999-05-01 term=2_years party=Protection_One_Inc. party=Gtcr_Golden_Rauner_Ii_LLC
+jurisdiction=Washington effective_date=1999-05-01 term=3_years party=Magic_Hat_Brewing_Company party=Performing_Arts_Center_Inc.
+jurisdiction=Virginia effective_date=1999-05-01 term=2_years party=Unicom_Systems_Inc. party=For_Notices_For_Company
+jurisdiction=California effective_date=2006-12-29 term=7_years party=Supermicro_Computer_Inc. party=California_Corporation
+jurisdiction=Delaware effective_date=1999-05-01 term=1_year party=The_Company party=Article_Iii_Covenant_Of_The_Company
+jurisdiction=Delaware effective_date=1999-05-01 party=Piercing_Pagoda_Inc. party=Zale_Corporation
+jurisdiction=New_Jersey effective_date=1999-05-01 term=1_year party=Confidentiality_Agreement_Between_Sun_Pharmaceutical_Industries_Inc. party=Business_Development_Sun_Pharmaceutical_Industries_Inc.
+jurisdiction=Delaware effective_date=1999-05-01 term=5_years party=Adept_Technology_Inc. party=Omron_Electronics_LLC
+jurisdiction=Texas effective_date=2018-03-01 party=Rocky_Mountain_High_Brands_Inc. party=Donna_P._Henry
+jurisdiction=Massachusetts effective_date=2017-05-01 party=The_Company party=Torbio_Inc.
+jurisdiction=Washington effective_date=1999-05-01 term=3_years party=Cardiac_Science_Corporation
+jurisdiction=Delaware effective_date=1999-05-01 term=12_months party=The_Company party=Inspire_Pharmaceuticals_Inc.
+jurisdiction=Delaware effective_date=2017-10-09 term=1_year party=Duravant_LLC party=The_Company
+jurisdiction=Pennsylvania effective_date=1999-05-01 term=2_years party=Maxwell_Shoe_Company_Inc. party=Jones_Apparel_Group_Inc.
+jurisdiction=Pennsylvania effective_date=2006-04-19 term=6_month party=Mellon_Financial_Corporation party=Michael_E._Bleier
+jurisdiction=California effective_date=1999-05-01 term=1_year party=Autodesk_Inc. party=Moldflow_Corporation
+jurisdiction=Delaware effective_date=1999-05-01 term=1_year party=Earthlink_Inc. party=Peoplepc_Inc.
+jurisdiction=Delaware effective_date=2011-02-25 term=2_years party=Arch_Coal_Inc. party=International_Coal_Group_Inc.
+jurisdiction=Delaware effective_date=2018-04-10 party=Hopfed_Bancorp_Inc. party=Stilwell_Value_LLC
+jurisdiction=Massachusetts effective_date=2018-01-01 party=Sonus_Networks_Inc. party=The_Company
+jurisdiction=Connecticut effective_date=2014-05-01 party=Naugatuck_Valley_Financial_Corporation party=Stilwell_Value_LLC
+jurisdiction=California effective_date=2006-05-11 party=Beckman_Coulter_Inc. party=Biosite_Incorporated_Beckman_Coulter_Inc.
+jurisdiction=Texas effective_date=2006-08-08 term=18_month party=The_Company party=Genesis_Energy_Inc.
+jurisdiction=Delaware effective_date=1999-02-05 term=2_years party=The_Company party=Worldwide_Inc.
+jurisdiction=Virginia effective_date=2006-03-01 party=Federal_Home_Loan_Mortgage_Corporation party=Information_A._Non
+jurisdiction=Delaware effective_date=1999-05-01 term=12_months party=Sandisk_Corporation party=Io_Inc.
+jurisdiction=Washington effective_date=1999-05-01 term=3_months party=Todd_Shipyards_Corporation party=Vigor_Industrial_LLC
+jurisdiction=Minnesota effective_date=2011-10-18 party=Electromed_Inc. party=The_Corporation
+jurisdiction=Delaware effective_date=1964-05-01 party=Quest_Solution_Inc. party=The_Corporation
+jurisdiction=Texas effective_date=2004-02-01 term=5_years party=The_Company party=Mannatech_Inc.
+jurisdiction=Colorado effective_date=2002-10-01 party=Evolving_Systems_Inc.
+jurisdiction=Colorado effective_date=2007-10-31 term=12_months
+jurisdiction=Nevada effective_date=2017-05-24 party=Nexeon_Medsystems_Inc.
+jurisdiction=New_York effective_date=1999-05-01 party=Pareteum_Corporation party=Pass_Inc.
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train/out.tsv

@@ -0,0 +1,254 @@
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+
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+jurisdiction=Massachusetts effective_date=2009-09-11 party=The_Company party=Comverse_Inc.
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+jurisdiction=Massachusetts effective_date=2009-05-01 term=1_year party=The_Company party=You_Understand_And_Agree_That_Your_Employment_Relationship_With_The_Company_Is_Terminable_At_Will_By_Either_The_Company
+jurisdiction=Texas term=30_years
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+jurisdiction=Pennsylvania term=12_months party=Competing_Company party=Logo_Globus_Medical_Inc.
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+jurisdiction=Delaware effective_date=2007-01-10 party=The_Company party=Lydall_Inc.