No NER

dev-0-out.tsv

@@ -0,0 +1,83 @@
+effective_date=2014-05-20 jurisdiction=New_York 
+effective_date=2012-06-21 jurisdiction=Georgia party=An_Electric_Membership_Corporation 
+jurisdiction=Delaware term=2_years
+effective_date=2007-01-23 jurisdiction=Massachusetts 
+jurisdiction=Delaware 
+jurisdiction=Washington party=Schneider 
+jurisdiction=Delaware 
+jurisdiction=New_Hampshire party=Nat_Krishnamurti party=Interpace_Diagnostics_Group party=Interpace_Diagnostics_Corporation 
+jurisdiction=New_York 
+effective_date=2015-11-11 
+""
+jurisdiction=Delaware 
+jurisdiction=Delaware 
+effective_date=2000-05-23 jurisdiction=Delaware 
+jurisdiction=New_York 
+jurisdiction=Massachusetts 
+effective_date=2008-07-31 jurisdiction=California 
+jurisdiction=California 
+jurisdiction=New_York 
+effective_date=2017-07-11 jurisdiction=California 
+""
+jurisdiction=California 
+jurisdiction=Virginia party=The_Corporation 
+""
+""
+jurisdiction=Indiana 
+jurisdiction=New_Jersey 
+jurisdiction=California 
+jurisdiction=Delaware term=2_years
+jurisdiction=Georgia 
+jurisdiction=Delaware 
+effective_date=2015-06-23 jurisdiction=New_York 
+jurisdiction=California 
+""
+jurisdiction=California 
+""
+party=Target_Corporation party=Sears_Holdings_Corporation 
+jurisdiction=Ohio 
+jurisdiction=Massachusetts 
+jurisdiction=California 
+effective_date=2000-02-10 
+jurisdiction=California 
+jurisdiction=Delaware 
+jurisdiction=Illinois 
+""
+effective_date=2010-06-23 jurisdiction=Texas 
+jurisdiction=New_Jersey 
+jurisdiction=Delaware party=LaserCard_Corporation 
+effective_date=2001-01-26 jurisdiction=Washington 
+jurisdiction=Georgia 
+effective_date=2014-11-26 jurisdiction=Delaware 
+jurisdiction=Oregon 
+jurisdiction=California 
+effective_date=2012-06-11 jurisdiction=Delaware 
+jurisdiction=Delaware 
+jurisdiction=Massachusetts 
+jurisdiction=California party=Life\nTechnologies_Corporation party=Invitrogen_Corporation 
+effective_date=2012-09-20 party=Contran_Corporation 
+jurisdiction=Delaware 
+effective_date=2008-09-15 jurisdiction=Illinois party=Paul_B._Mulhollem party=Paul_B._Mulhollem\nPAUL_B._MULHOLLEM\nDated:_September_29 
+""
+jurisdiction=Ohio term=2_years
+jurisdiction=California 
+jurisdiction=New_York 
+jurisdiction=California 
+effective_date=2015-03-16 jurisdiction=Utah 
+""
+jurisdiction=Washington 
+jurisdiction=Virginia 
+jurisdiction=New_York 
+jurisdiction=New_York party=Eurand_N.V. 
+jurisdiction=Illinois 
+jurisdiction=California 
+""
+""
+effective_date=2011-03-29 jurisdiction=Texas term=2_years
+effective_date=2011-05-26 jurisdiction=California 
+jurisdiction=Washington party=Digital_River 
+jurisdiction=Delaware 
+jurisdiction=Washington 
+effective_date=2011-01-18 jurisdiction=New_York term=2_years
+jurisdiction=Washington party=James_B._Bucher 
+jurisdiction=Illinois 

dev-0/out.tsv

@@ -1,83 +1,83 @@
-effective_date=2014-05-20 jurisdiction=New_York 
-effective_date=2012-06-21 jurisdiction=Georgia party=An_Electric_Membership_Corporation 
+effective_date=2014-05-20 jurisdiction=Colorado party=Technology_Inc. term=3_years
+jurisdiction=Alabama party=Webster_Inc. party=Company_Inc. 
+jurisdiction=Delaware party=Group_Inc. party=Holding_Inc. term=2_years
+jurisdiction=Delaware party=Med_Inc. 
+jurisdiction=Delaware term=3_years
+effective_date=2012-01-11 jurisdiction=Washington party=Northwest_Inc. 
+effective_date=2009-04-30 jurisdiction=California term=3_years
+jurisdiction=New_Jersey party=Group_Inc. party=PDI_Inc. term=2_years
+effective_date=2008-03-31 jurisdiction=California party=Pharmaceuticals_Inc. 
+party=Anadigics_Inc. party=VI_Inco 
+jurisdiction=Delaware term=business_days
+effective_date=2018-11-15 jurisdiction=Delaware party=TESARO_Inc. party=Althea_Inc. term=5_years
+jurisdiction=Delaware party=Allergan_Inc. party=Pharmaceuticals_Inc. term=2_years
+jurisdiction=Delaware 
 jurisdiction=Delaware term=2_years
-effective_date=2007-01-23 jurisdiction=Massachusetts 
-jurisdiction=Delaware 
-jurisdiction=Washington party=Schneider 
-jurisdiction=Delaware 
-jurisdiction=New_Hampshire party=Nat_Krishnamurti party=Interpace_Diagnostics_Group party=Interpace_Diagnostics_Corporation 
-jurisdiction=New_York 
-effective_date=2015-11-11 
-""
-jurisdiction=Delaware 
-jurisdiction=Delaware 
-effective_date=2000-05-23 jurisdiction=Delaware 
-jurisdiction=New_York 
-jurisdiction=Massachusetts 
-effective_date=2008-07-31 jurisdiction=California 
+jurisdiction=Massachusetts term=2_years
+jurisdiction=California party=Cogent_Inc. term=3_days
+jurisdiction=California party=Penumbra_Inc. term=2_years
+jurisdiction=Delaware party=AOL_Inc. party=Group_Inc. term=3_years
 jurisdiction=California 
-jurisdiction=New_York 
-effective_date=2017-07-11 jurisdiction=California 
-""
-jurisdiction=California 
-jurisdiction=Virginia party=The_Corporation 
-""
-""
+effective_date=2018-12-28 jurisdiction=Iowa party=Industries_Inc. term=12_months
+jurisdiction=California party=Technology_Inc. term=12_months
+jurisdiction=Virginia party=MAXIMUS_Inc. party=Equity_Ince party=Corporations_Inco term=12_months
+jurisdiction=North_Carolina party=Pharmaceuticals_Inc. term=business_days
+jurisdiction=Arizona 
 jurisdiction=Indiana 
-jurisdiction=New_Jersey 
-jurisdiction=California 
+jurisdiction=New_Jersey term=12_months
+effective_date=2005-05-17 jurisdiction=California party=Retirement_Inco term=10_days
+effective_date=2018-03-29 jurisdiction=Delaware party=Jamba_Inc. party=Brands_Inc. term=2_years
+effective_date=2013-05-01 jurisdiction=Georgia party=Trends_Inc. term=18_months
+effective_date=2005-07-03 jurisdiction=Delaware party=Healthcare_Inc. term=5_years
+jurisdiction=California party=Capital_Inc. term=12_months
+jurisdiction=California party=Largo_Inc. term=2_years
+jurisdiction=Minnesota party=Companies_Inc. party=Stock_Ince term=12_months
+jurisdiction=California party=III_Inc. term=2_years
+jurisdiction=Kentucky party=Press_Inc. party=Photo_Inc. term=3_years
+jurisdiction=Minnesota party=Enterprise_Inc. party=Gap_Inc. party=Depot_Inc. party=Company_Inc. party=Markets_Inc. party=Safeway_Inc. party=Staples_Inc. party=Companies_Inc. party=Alliance_Inc. party=Stores_Inc. party=The_Inco term=3_years
+jurisdiction=Delaware term=18_months
+jurisdiction=Massachusetts 
+jurisdiction=California party=Peak_Inc. party=Technology_Inc. term=30_days
+jurisdiction=Minnesota party=Service_Inc. party=Wear_Inc. 
+jurisdiction=California term=2_years
+jurisdiction=Delaware party=Opsware_Inc. term=12_months
+jurisdiction=Illinois term=12_months
+effective_date=2003-05-14 jurisdiction=Minnesota party=Industries_Inc. party=Furniture_Inc. term=2_years
+jurisdiction=Delaware party=Energy_Inc. party=Control_Inc. term=2_years
+jurisdiction=Delaware party=Pharmaceuticals_Inc. term=10_years
+effective_date=2009-11-06 jurisdiction=Delaware term=2_years
+jurisdiction=Delaware party=Pharma_Inc. term=6_months
+jurisdiction=Georgia term=2_years
 jurisdiction=Delaware term=2_years
-jurisdiction=Georgia 
+jurisdiction=Oregon party=Acumed_Inc. 
+jurisdiction=California term=2_years
+jurisdiction=Delaware party=Logic_Inc. 
+jurisdiction=California party=Communications_Inc. party=Systems_Inc. term=12_months
+jurisdiction=California term=5_years
+jurisdiction=California party=Equity_Ince party=Biosystems_Inc. party=Retirement_Inco term=2_months
 jurisdiction=Delaware 
-effective_date=2015-06-23 jurisdiction=New_York 
-jurisdiction=California 
-""
-jurisdiction=California 
-""
-party=Target_Corporation party=Sears_Holdings_Corporation 
-jurisdiction=Ohio 
-jurisdiction=Massachusetts 
-jurisdiction=California 
-effective_date=2000-02-10 
-jurisdiction=California 
-jurisdiction=Delaware 
-jurisdiction=Illinois 
-""
-effective_date=2010-06-23 jurisdiction=Texas 
-jurisdiction=New_Jersey 
-jurisdiction=Delaware party=LaserCard_Corporation 
-effective_date=2001-01-26 jurisdiction=Washington 
-jurisdiction=Georgia 
-effective_date=2014-11-26 jurisdiction=Delaware 
-jurisdiction=Oregon 
-jurisdiction=California 
-effective_date=2012-06-11 jurisdiction=Delaware 
-jurisdiction=Delaware 
-jurisdiction=Massachusetts 
-jurisdiction=California party=Life\nTechnologies_Corporation party=Invitrogen_Corporation 
-effective_date=2012-09-20 party=Contran_Corporation 
-jurisdiction=Delaware 
-effective_date=2008-09-15 jurisdiction=Illinois party=Paul_B._Mulhollem party=Paul_B._Mulhollem\nPAUL_B._MULHOLLEM\nDated:_September_29 
-""
-jurisdiction=Ohio term=2_years
-jurisdiction=California 
-jurisdiction=New_York 
-jurisdiction=California 
-effective_date=2015-03-16 jurisdiction=Utah 
-""
+jurisdiction=Delaware term=60_days
+effective_date=2005-09-29 jurisdiction=Delaware term=3_years
+jurisdiction=Idaho party=Mines_Inc. 
+jurisdiction=Ohio party=Works_Inc: term=2_years
+jurisdiction=California party=World_Inc. 
+jurisdiction=New_York party=Biopharmaceuticals_Inc. party=Ethicon_Inc. term=business_days
+jurisdiction=California party=Bancorp_Inc. party=Annual_Ince term=12_months
+jurisdiction=Delaware party=Medical_Inc. term=3_years
+jurisdiction=Delaware party=Controls_Inc. term=2_years
 jurisdiction=Washington 
-jurisdiction=Virginia 
-jurisdiction=New_York 
-jurisdiction=New_York party=Eurand_N.V. 
-jurisdiction=Illinois 
-jurisdiction=California 
-""
-""
-effective_date=2011-03-29 jurisdiction=Texas term=2_years
-effective_date=2011-05-26 jurisdiction=California 
-jurisdiction=Washington party=Digital_River 
-jurisdiction=Delaware 
-jurisdiction=Washington 
-effective_date=2011-01-18 jurisdiction=New_York term=2_years
-jurisdiction=Washington party=James_B._Bucher 
-jurisdiction=Illinois 
+effective_date=2005-02-24 jurisdiction=Virginia party=Networks_Inc. term=2_years
+jurisdiction=Connecticut party=Bowes_Inc. term=18_months
+jurisdiction=New_York party=Pharma_Inc. term=12_months
+jurisdiction=Delaware party=Motorola_Inc. term=10_years
+effective_date=2008-01-01 jurisdiction=California party=Additional_Ince party=Equity_Ince term=12_months
+jurisdiction=Delaware term=2_years
+party=Group_Inc. 
+jurisdiction=Texas party=Newgistics_Inc. term=2_years
+jurisdiction=California party=Solutions_Inc. party=Technologies_Inc. 
+jurisdiction=Delaware party=River_Inc. term=5_years
+jurisdiction=Delaware party=Magnetek_Inc. party=Group_Inc. term=2_years
+jurisdiction=Washington term=5_years
+jurisdiction=Delaware party=Orthovita_Inc. term=2_years
+effective_date=2016-04-27 jurisdiction=Delaware party=Pharmaceuticals_Inc. term=5_years
+jurisdiction=Illinois party=Foods_Inc. term=2_years

run.ipynb

@@ -0,0 +1,229 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import lzma\n",
+    "\n",
+    "\n",
+    "states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California',\n",
+    "    'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia',\n",
+    "    'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa',\n",
+    "    'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland',\n",
+    "    'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri',\n",
+    "    'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', \n",
+    "    'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio',\n",
+    "    'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina',\n",
+    "    'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont',\n",
+    "    'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']\n",
+    "\n",
+    "months = {'01': 'January', '02': 'February', '03': 'March', \n",
+    "    '04': 'April', '05': 'May', '06': 'June',\n",
+    "    '07': 'July', '08': 'August', '09': 'September',\n",
+    "    '10': 'October', '11': 'November', '12': 'December'}\n",
+    "\n",
+    "wordToNumber = {1 : 'one', 2 : 'two', 3 : 'three', 4 : 'four', 5 : 'five',\n",
+    "        6 : 'six', 7 : 'seven', 8 : 'eight', 9 : 'nine', 10 : 'ten',\n",
+    "        11 : 'eleven', 12 : 'twelve', 13 : 'thirteen', 14 : 'fourteen',\n",
+    "        15 : 'fifteen', 16 : 'sixteen', 17 : 'seventeen', 18 : 'eighteen',\n",
+    "        19 : 'nineteen', 20 : 'twenty',\n",
+    "        30 : 'thirty', 40 : 'forty', 50 : 'fifty', 60 : 'sixty',\n",
+    "        70 : 'seventy', 80 : 'eighty', 90 : 'ninety' }\n",
+    "\n",
+    "terms = ['days', 'months', 'years']\n",
+    "\n",
+    "\n",
+    "def readInput(dir):\n",
+    "    NDAs = []\n",
+    "    with lzma.open(dir) as f:\n",
+    "        for line in f:\n",
+    "            NDAs.append(line.decode('utf-8').replace('\\\\n', ' '))\n",
+    "    return NDAs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "if __name__ == '__main__':\n",
+    "    NDAs = readInput('train/in.tsv.xz')\n",
+    "    predicted = []"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 163,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import re\n",
+    "\n",
+    "punctuation = '!\"#$%&\\'()*+,-./:;<=>?@[\\\\\\\\]^_`{|}~'\n",
+    "stopWords = ['day ', 'of ', 'st', 'nd', 'rd', 'th', 'date ', 'Date ',\n",
+    "     'as ', 'on ', 'from ', 'dated ']\n",
+    "\n",
+    "text = NDAs[2]\n",
+    "\n",
+    "for char in punctuation:\n",
+    "    text = text.replace(char, '')\n",
+    "\n",
+    "for word in stopWords:\n",
+    "    text = text.replace(word, '')\n",
+    "\n",
+    "effectiveDate = []\n",
+    "\n",
+    "for month in list(months.values()):\n",
+    "    if month in text:\n",
+    "        effectiveDate.append(re.findall('\\d+ ' + month + ' \\d+', text))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 164,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "effectiveDate = [item for sublist in effectiveDate for item in sublist]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "effectiveDate = { date : effectiveDate.count(date) for date in effectiveDate }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "try:\n",
+    "    # effectiveDate = { date : effectiveDate.count(date) for date in effectiveDate }\n",
+    "    effectiveDate = max(effectiveDate, key=effectiveDate.get)\n",
+    "    for char in punctuation: effectiveDate = effectiveDate.replace(char, '')\n",
+    "    for d in effectiveDate.split():\n",
+    "        if d in list(months.values()):\n",
+    "            month = list(months.keys())[list(months.values()).index(d)]\n",
+    "        elif int(d) < 10:\n",
+    "            day = '0' + d\n",
+    "        elif int(d) < 32:\n",
+    "            day = d\n",
+    "        elif int(d) > 1900 and int(d) < 2030:\n",
+    "            year = d\n",
+    "    effectiveDate = year + '-' + month + '-' + day\n",
+    "except:\n",
+    "    effectiveDate = ''"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'2012-01-06'"
+      ]
+     },
+     "execution_count": 167,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "effectiveDate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Pharma, Inc.',\n",
+       " 'Sciences, Inc.',\n",
+       " 'Pharma, Inc.',\n",
+       " 'Sciences, Inc.',\n",
+       " 'Pharma, Inc.',\n",
+       " 'Sciences, Inc.',\n",
+       " 'Pharma, Inc.',\n",
+       " 'Sciences, Inc.']"
+      ]
+     },
+     "execution_count": 181,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "text = NDAs[1]\n",
+    "\n",
+    "re.findall(r'[A-Z]+[a-z]+, Inc.', text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 171,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Nike'"
+      ]
+     },
+     "execution_count": 171,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'NIKE'.capitalize()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.9.2 64-bit",
+   "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": "3.9.2"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

run.py

@@ -0,0 +1,133 @@
+import lzma
+import re
+import csv
+
+
+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']
+
+months = {'01': 'January', '02': 'February', '03': 'March', 
+    '04': 'April', '05': 'May', '06': 'June',
+    '07': 'July', '08': 'August', '09': 'September',
+    '10': 'October', '11': 'November', '12': 'December'}
+
+wordToNumber = {1 : 'one', 2 : 'two', 3 : 'three', 4 : 'four', 5 : 'five',
+        6 : 'six', 7 : 'seven', 8 : 'eight', 9 : 'nine', 10 : 'ten',
+        11 : 'eleven', 12 : 'twelve', 13 : 'thirteen', 14 : 'fourteen',
+        15 : 'fifteen', 16 : 'sixteen', 17 : 'seventeen', 18 : 'eighteen',
+        19 : 'nineteen', 20 : 'twenty',
+        30 : 'thirty', 40 : 'forty', 50 : 'fifty', 60 : 'sixty',
+        70 : 'seventy', 80 : 'eighty', 90 : 'ninety' }
+
+terms = ['days', 'months', 'years']
+
+punctuation = '!"#$%&\'()*+,-./:;<=>?@[\\\\]^_`{|}~'
+
+
+def readInput(dir):
+    NDAs = []
+    with lzma.open(dir) as f:
+        for line in f:
+            NDAs.append(line.decode('utf-8').replace('\\n', ' '))
+    return NDAs
+
+def getEffectiveDate(nda):
+    stopWords = ['day ', 'of ', 'st', 'nd', 'rd', 'th', 'date ', 'Date ',
+     'as ', 'on ', 'from ', 'dated ']
+    for char in punctuation:
+        nda = nda.replace(char, '')
+    for word in stopWords:
+        nda = nda.replace(word, '')
+    effectiveDate = []
+    for month in list(months.values()):
+        if month in nda:
+            effectiveDate.append(re.findall('\d+ ' + month + ' \d+', nda))
+    effectiveDate = [item for sublist in effectiveDate for item in sublist]
+    try:
+        effectiveDate = { date : effectiveDate.count(date) for date in effectiveDate }
+        effectiveDate = max(effectiveDate, key=effectiveDate.get)
+        for char in punctuation: effectiveDate = effectiveDate.replace(char, '')
+        for d in effectiveDate.split():
+            if d in list(months.values()):
+                month = list(months.keys())[list(months.values()).index(d)]
+            elif int(d) < 10:
+                day = '0' + d
+            elif int(d) < 32:
+                day = d
+            elif int(d) > 1900 and int(d) < 2030:
+                year = d
+        effectiveDate = year + '-' + month + '-' + day
+    except:
+        effectiveDate = ''
+    return effectiveDate
+
+def getJurisdiction(nda):
+    jurisdiction = []
+    for state in states:
+        if state in nda: jurisdiction.append(state)
+    if len(jurisdiction) > 0:
+        jurisdiction = { state : jurisdiction.count(state) for state in jurisdiction }
+        jurisdiction = max(jurisdiction, key=jurisdiction.get).replace(' ', '_')
+    else:
+        jurisdiction = ''
+    return jurisdiction
+
+def getTerm(nda):
+    for char in punctuation:
+        nda = nda.replace(char, '')
+    term = []
+    reTerm = [ r'\w+ years', r'\w+ months', r'\w+ days']
+    for regex in reTerm:
+        term.append(re.findall(regex, nda))
+    term = [item for sublist in term for item in sublist]
+    if len(term) > 0:
+        term = { time : term.count(time) for time in term }
+        term = max(term, key=term.get)
+        term = term.split()
+        if term[0] in list(wordToNumber.values()):
+            term[0] = str(list(wordToNumber.keys())[list(wordToNumber.values()).index(term[0])])
+        term = '_'.join(term)
+    else: term = ''
+    return term
+
+def getParties(nda):
+    nda = nda.replace(',', '')
+    party = re.findall(r'[A-Z]+[a-z]* Inc.', nda)
+    if len(party) > 0:
+        party = list(dict.fromkeys(party))
+        party = [ p.replace(' ', '_') for p in party ]
+        return party
+    else: return ''
+
+
+
+if __name__ == '__main__':
+    NDAs = readInput('test-A/in.tsv.xz')
+    predicted = []
+
+    for nda in NDAs:
+        predict = ''
+        j = getJurisdiction(nda)
+        t = getTerm(nda)
+        ed = getEffectiveDate(nda)
+        p = getParties(nda)
+        if len(ed) > 0: predict += 'effective_date=' + ed + ' '
+        if len(j) > 0: predict += 'jurisdiction=' + j + ' '
+        if len(p) > 0:
+            for party in p: predict += 'party=' + party + ' '
+        if len(t) > 0: predict += 'term=' + t
+
+        predicted.append([predict])
+
+    with open('test-A/out.tsv', 'w', newline='') as f:
+        writer = csv.writer(f)
+        writer.writerows(predicted)
+    

test-A-out.tsv

@@ -0,0 +1,203 @@
+jurisdiction=Ohio 
+jurisdiction=California 
+jurisdiction=Indiana 
+effective_date=2007-03-28 jurisdiction=New_York term=2_years
+jurisdiction=Nevada 
+effective_date=2010-07-16 jurisdiction=Utah 
+""
+jurisdiction=California 
+jurisdiction=Delaware 
+effective_date=2008-06-25 jurisdiction=New_York 
+jurisdiction=California 
+jurisdiction=Delaware term=3_years
+jurisdiction=New_York party=Central_European_Distribution_Corporation 
+effective_date=2017-07-20 jurisdiction=Georgia 
+jurisdiction=Texas party=Open_Text_Corporation 
+effective_date=2008-04-16 jurisdiction=California 
+"jurisdiction=Washington party=L._Schneider, party=Schneider "
+""
+jurisdiction=Florida 
+""
+jurisdiction=Florida 
+jurisdiction=New_York 
+jurisdiction=California 
+jurisdiction=Florida 
+jurisdiction=New_York 
+jurisdiction=Washington party=ELECTRONIC_ARTS 
+jurisdiction=Texas 
+jurisdiction=Delaware 
+jurisdiction=Georgia party=American_Tower_Corporation 
+jurisdiction=Washington 
+effective_date=2012-01-11 jurisdiction=Delaware 
+""
+jurisdiction=California party=Rovi_Corporation party=Sonic_Solutions 
+jurisdiction=California 
+""
+jurisdiction=California party=CVS_Caremark_Corporation 
+jurisdiction=Virginia 
+effective_date=2014-01-28 jurisdiction=Delaware 
+jurisdiction=Florida 
+jurisdiction=California 
+jurisdiction=Virginia 
+effective_date=2010-07-23 jurisdiction=Pennsylvania 
+effective_date=2010-01-25 jurisdiction=Delaware 
+jurisdiction=Washington 
+jurisdiction=Virginia 
+jurisdiction=California 
+""
+effective_date=2000-03-28 jurisdiction=Pennsylvania 
+jurisdiction=New_Jersey 
+jurisdiction=Illinois 
+""
+jurisdiction=Massachusetts 
+jurisdiction=Washington 
+jurisdiction=New_York 
+""
+jurisdiction=Pennsylvania 
+jurisdiction=Pennsylvania 
+jurisdiction=California 
+effective_date=2001-09-17 jurisdiction=Georgia 
+jurisdiction=Delaware term=2_years
+effective_date=2018-04-10 jurisdiction=Delaware 
+jurisdiction=Massachusetts 
+jurisdiction=Connecticut 
+effective_date=2006-05-11 jurisdiction=California 
+jurisdiction=Texas 
+jurisdiction=Delaware 
+jurisdiction=Virginia party=Peter_Federico 
+effective_date=2013-11-18 
+jurisdiction=Washington 
+""
+party=The_Corporation 
+jurisdiction=Texas 
+""
+""
+effective_date=2017-05-24 jurisdiction=Nevada 
+jurisdiction=New_York 
+jurisdiction=Delaware party=Sprint_Corporation 
+jurisdiction=Illinois 
+effective_date=2014-12-22 jurisdiction=New_York 
+effective_date=2012-01-27 jurisdiction=New_York term=18_months
+jurisdiction=Florida 
+jurisdiction=Virginia party=L._Waechter_CACI_International 
+jurisdiction=New_York 
+effective_date=2005-09-19 jurisdiction=Nevada party=MIKOHN_GAMING_CORPORATION 
+effective_date=2016-11-17 jurisdiction=Delaware 
+jurisdiction=New_Jersey 
+""
+jurisdiction=Georgia party=EFCO_Corporation 
+""
+jurisdiction=California party=Laboratory_Corporation_of_America_Holdings party=Laboratory_Corporation 
+jurisdiction=Missouri 
+jurisdiction=Florida 
+effective_date=2015-08-26 jurisdiction=Washington 
+jurisdiction=Ohio 
+effective_date=2004-03-17 jurisdiction=New_York 
+jurisdiction=Georgia 
+jurisdiction=New_York 
+jurisdiction=New_York 
+""
+jurisdiction=California 
+party=Telco_Solutions 
+jurisdiction=Ohio 
+""
+jurisdiction=California 
+jurisdiction=California 
+jurisdiction=Connecticut 
+effective_date=2019-02-14 
+effective_date=2016-11-17 jurisdiction=Delaware 
+effective_date=2019-01-16 jurisdiction=Utah 
+jurisdiction=California term=18_months
+jurisdiction=Utah 
+""
+jurisdiction=New_York 
+jurisdiction=New_York 
+effective_date=2002-02-28 jurisdiction=California party=SignalSoft_Corporation 
+effective_date=2013-07-29 jurisdiction=New_York 
+effective_date=2006-04-21 jurisdiction=Virginia 
+jurisdiction=Massachusetts 
+effective_date=2006-07-18 jurisdiction=Texas term=2_years
+jurisdiction=Massachusetts 
+effective_date=2007-04-23 
+effective_date=2018-04-26 jurisdiction=New_York 
+party=Flagstar_Bancorp 
+jurisdiction=Pennsylvania 
+jurisdiction=New_York 
+jurisdiction=New_Jersey 
+effective_date=2011-05-27 jurisdiction=Texas 
+""
+jurisdiction=Ohio 
+jurisdiction=Oregon 
+effective_date=2014-07-15 jurisdiction=New_Jersey party=Realogy_Group_LLC 
+effective_date=1999-04-29 jurisdiction=Florida 
+jurisdiction=Oregon 
+jurisdiction=Massachusetts 
+jurisdiction=Ohio 
+jurisdiction=California term=18_months
+""
+jurisdiction=Indiana 
+jurisdiction=California 
+effective_date=2012-05-21 jurisdiction=Virginia party=Donald_H._Layton\nDate:\nMay 
+""
+effective_date=2009-02-16 jurisdiction=Delaware 
+party=2212421\n(Federal_ID# 
+jurisdiction=Pennsylvania party=Ikonics_Corporation 
+jurisdiction=Ohio 
+effective_date=1994-07-11 jurisdiction=California 
+jurisdiction=New_Jersey 
+""
+""
+jurisdiction=Virginia party=The_Corporation 
+""
+""
+jurisdiction=Delaware party=Chugai_Pharmaceutical_Co. 
+effective_date=2006-02-28 jurisdiction=New_York 
+jurisdiction=California 
+""
+effective_date=2009-01-15 jurisdiction=Texas party=1st 
+effective_date=2007-11-30 jurisdiction=Georgia 
+effective_date=1998-09-22 jurisdiction=New_York 
+effective_date=2012-01-27 jurisdiction=New_York term=18_months
+jurisdiction=Oregon 
+jurisdiction=Nevada 
+jurisdiction=California 
+""
+effective_date=2008-03-12 jurisdiction=California 
+jurisdiction=Georgia party=Innotrac_Corporation 
+""
+jurisdiction=New_York 
+""
+jurisdiction=New_York party=General_Electric_Company 
+jurisdiction=Indiana 
+jurisdiction=Georgia 
+jurisdiction=New_Jersey 
+""
+party=The_Cato_Corporation 
+jurisdiction=Georgia term=2_years
+""
+effective_date=2019-07-19 jurisdiction=Nevada party=Cosmos_Group_Holdings 
+jurisdiction=Missouri 
+effective_date=2007-06-14 jurisdiction=Utah 
+effective_date=2010-04-27 jurisdiction=Connecticut 
+jurisdiction=Delaware 
+effective_date=2015-11-24 
+effective_date=2017-02-10 
+jurisdiction=Georgia 
+jurisdiction=California 
+effective_date=2013-05-29 jurisdiction=New_York party=WMI_Holdings_Corp. 
+jurisdiction=Pennsylvania 
+jurisdiction=California party=SPECIALIZED_MARKETING_SERVICES 
+""
+jurisdiction=California 
+jurisdiction=Nevada party=IPSA_International_Services 
+jurisdiction=Pennsylvania term=2_years
+effective_date=2003-07-30 jurisdiction=New_York party=Dodger_Acquisition_Corp. 
+jurisdiction=Virginia party=Daniel_L._Betts\nBY 
+jurisdiction=Virginia 
+jurisdiction=Delaware 
+jurisdiction=Nevada 
+jurisdiction=Nevada 
+jurisdiction=Georgia 
+effective_date=2008-09-10 jurisdiction=California 
+""
+""

test-A/out.tsv

@@ -1,203 +1,203 @@
-jurisdiction=Ohio 
+effective_date=2017-02-24 jurisdiction=Ohio party=Industries_Inc. term=30_days
+jurisdiction=California party=Technologies_Inc. term=2_years
+jurisdiction=Indiana party=Zimmer_Inc. party=US_Inc. party=Biomet_Inc. term=6_months
+jurisdiction=Delaware party=Motive_Inc. term=2_years
+jurisdiction=Nevada party=Services_Inc. term=5_years
+jurisdiction=Colorado party=Wescor_Inc. term=20_years
+jurisdiction=Colorado party=Pharma_Inc. term=2_years
+jurisdiction=California party=Investors_Inc. term=5_days
+jurisdiction=Delaware party=Stock_Ince term=2_years
+jurisdiction=New_York party=Essex_Inc. term=2_years
+jurisdiction=California party=Cavium_Inc. party=Cavium_Inc_ term=2_years
+jurisdiction=Delaware party=Mart_Inc. party=Footwear_Inc. term=3_years
+jurisdiction=New_York term=5_days
+jurisdiction=Alabama party=Services_Inc. party=Company_Inc. 
+jurisdiction=Delaware party=Daegis_Inc. term=2_years
 jurisdiction=California 
-jurisdiction=Indiana 
-effective_date=2007-03-28 jurisdiction=New_York term=2_years
-jurisdiction=Nevada 
-effective_date=2010-07-16 jurisdiction=Utah 
-""
+effective_date=2012-12-19 jurisdiction=Washington party=Northwest_Inc. 
+effective_date=2004-05-26 term=10_years
+jurisdiction=Florida term=18_months
+jurisdiction=Delaware party=Lease_Inc. term=business_days
+effective_date=2004-01-01 jurisdiction=Florida party=Advisors_Inc. party=Holdings_Inc. party=Advisor_Inc. party=Holding_Inc. 
+jurisdiction=New_York party=Pharmaceuticals_Inc. term=6_months
+jurisdiction=California party=Networks_Inc. term=2_years
+effective_date=2007-10-11 jurisdiction=Florida party=Holdings_Inc. party=Banks_Inc. term=12_months
+jurisdiction=Delaware party=Manpower_Inc. party=Partners_Inc. term=18_months
+jurisdiction=Washington term=5_years
+jurisdiction=Texas party=USA_Inc. 
+jurisdiction=Delaware term=12_months
+jurisdiction=Delaware party=International_Inc. term=30_days
+jurisdiction=Washington term=5_years
+jurisdiction=Delaware party=Technologies_Inc. party=Technology_Inc. term=3_years
+effective_date=2007-10-25 jurisdiction=Nevada party=Management_Inc. term=12_months
+effective_date=2010-11-02 jurisdiction=California term=3_years
 jurisdiction=California 
-jurisdiction=Delaware 
-effective_date=2008-06-25 jurisdiction=New_York 
-jurisdiction=California 
-jurisdiction=Delaware term=3_years
-jurisdiction=New_York party=Central_European_Distribution_Corporation 
-effective_date=2017-07-20 jurisdiction=Georgia 
-jurisdiction=Texas party=Open_Text_Corporation 
-effective_date=2008-04-16 jurisdiction=California 
-"jurisdiction=Washington party=L._Schneider, party=Schneider "
-""
-jurisdiction=Florida 
-""
-jurisdiction=Florida 
-jurisdiction=New_York 
-jurisdiction=California 
-jurisdiction=Florida 
-jurisdiction=New_York 
-jurisdiction=Washington party=ELECTRONIC_ARTS 
-jurisdiction=Texas 
-jurisdiction=Delaware 
-jurisdiction=Georgia party=American_Tower_Corporation 
-jurisdiction=Washington 
-effective_date=2012-01-11 jurisdiction=Delaware 
-""
-jurisdiction=California party=Rovi_Corporation party=Sonic_Solutions 
-jurisdiction=California 
-""
-jurisdiction=California party=CVS_Caremark_Corporation 
-jurisdiction=Virginia 
-effective_date=2014-01-28 jurisdiction=Delaware 
-jurisdiction=Florida 
-jurisdiction=California 
-jurisdiction=Virginia 
-effective_date=2010-07-23 jurisdiction=Pennsylvania 
-effective_date=2010-01-25 jurisdiction=Delaware 
-jurisdiction=Washington 
-jurisdiction=Virginia 
-jurisdiction=California 
-""
-effective_date=2000-03-28 jurisdiction=Pennsylvania 
-jurisdiction=New_Jersey 
-jurisdiction=Illinois 
-""
-jurisdiction=Massachusetts 
-jurisdiction=Washington 
-jurisdiction=New_York 
-""
-jurisdiction=Pennsylvania 
-jurisdiction=Pennsylvania 
-jurisdiction=California 
-effective_date=2001-09-17 jurisdiction=Georgia 
+jurisdiction=Delaware party=Pharmaceuticals_Inc. 
+jurisdiction=California term=18_months
+jurisdiction=New_York party=Spectrum_Inc. party=Metric_Inc. term=30_days
+jurisdiction=Delaware party=Vapotherm_Inc. term=5_years
+effective_date=2006-07-10 jurisdiction=Delaware party=Solar_Inc. term=5_years
+jurisdiction=California party=USA_Inc. term=12_months
+jurisdiction=Virginia party=Stores_Inc. party=Max_Inc. term=10_years
+effective_date=2010-07-30 jurisdiction=Pennsylvania party=Pharmaceuticals_Inc. term=5_years
+jurisdiction=Delaware party=One_Inc. term=2_years
+jurisdiction=New_York party=Center_Inc. term=3_years
+effective_date=2012-02-24 jurisdiction=California party=Systems_Inc. term=2_years
+jurisdiction=California party=Computer_Inc. party=Technology_Inc. term=7_years
+effective_date=2012-07-30 jurisdiction=Delaware 
+jurisdiction=Delaware party=Pagoda_Inc. 
+jurisdiction=New_Jersey party=Industries_Inc. party=Pharmaceuticals_Inc. term=2_years
+jurisdiction=California party=Technology_Inc. party=America_Inc. term=5_years
+jurisdiction=Texas party=Brands_Inc. term=business_days
+jurisdiction=Delaware party=TORbio_Inc. 
+effective_date=2010-06-25 jurisdiction=Delaware term=3_years
+jurisdiction=Delaware party=Pharmaceuticals_Inc. term=2_years
+jurisdiction=Delaware term=12_months
+jurisdiction=Delaware party=Group_Inc. party=Company_Inc. term=2_years
+effective_date=2006-04-20 jurisdiction=Pennsylvania party=Term_Ince party=Profit_Ince term=12_months
+jurisdiction=California party=Autodesk_Inc. term=2_years
+jurisdiction=Delaware party=Link_Inc. party=PC_Inc. term=business_days
+effective_date=2011-02-25 jurisdiction=Delaware party=Coal_Inc. party=Group_Inc. term=2_years
+jurisdiction=Delaware party=Bancorp_Inc. term=business_days
+jurisdiction=Massachusetts party=Networks_Inc. term=30_days
+jurisdiction=Connecticut 
+jurisdiction=California party=Coulter_Inc. party=Biosite_Inco party=Sub_Inc. 
+jurisdiction=Texas party=Energy_Inc. party=Resources_Inc. party=Retirement_Inco term=calendar_days
+jurisdiction=Delaware party=Healthcare_Inco party=Worldwide_Inc. term=2_years
+effective_date=2006-03-24 jurisdiction=Virginia party=Term_Ince term=12_months
+jurisdiction=Delaware term=12_months
 jurisdiction=Delaware term=2_years
-effective_date=2018-04-10 jurisdiction=Delaware 
-jurisdiction=Massachusetts 
+effective_date=2011-10-18 jurisdiction=Minnesota party=Electromed_Inc. term=12_months
+jurisdiction=Delaware party=Retirement_Inco term=21_days
+effective_date=2004-02-01 jurisdiction=Texas party=Mannatech_Inc. term=calendar_months
+effective_date=2016-01-01 jurisdiction=Colorado term=3_years
+effective_date=2007-09-26 jurisdiction=Colorado term=12_months
+jurisdiction=Nevada party=Systems_Inc_ party=Systems_Inc. term=3_years
+effective_date=2018-12-20 jurisdiction=California party=Pass_Inc. 
+jurisdiction=Delaware party=Unwired_Inc. term=12_months
+jurisdiction=California party=Alliance_Inc. term=2_years
+jurisdiction=New_Jersey party=Pharmaceuticals_Inc. term=3_years
+jurisdiction=Delaware party=Talbots_Inc. term=18_months
+effective_date=2006-02-02 jurisdiction=Delaware party=Solar_Inc. term=5_years
+jurisdiction=Virginia party=International_Inc. party=Systems_Inco term=business_days
+effective_date=2017-01-20 jurisdiction=California party=Therapeutics_Inc. term=5_years
+jurisdiction=Nevada term=2_years
+jurisdiction=Delaware party=Storage_Inc. term=18_months
+jurisdiction=New_Jersey party=Road_Inc. term=24_months
+effective_date=2001-11-30 jurisdiction=Delaware term=3_years
+jurisdiction=Georgia party=Enterprises_Inc. party=Group_Inc. party=Harmon_Inc. party=Vue_Inc. party=Tubelite_Inc. party=Viracon_Inc. party=Georgia_Inc. term=18_months
 jurisdiction=Connecticut 
-effective_date=2006-05-11 jurisdiction=California 
-jurisdiction=Texas 
+jurisdiction=California term=12_months
+jurisdiction=Delaware party=Exchange_Inc. term=2_years
+jurisdiction=Florida party=Pictures_Inc. term=3_years
+jurisdiction=Washington party=Bancorp_Inc. term=2_years
+jurisdiction=Ohio party=Investments_Inc. term=2_years
+jurisdiction=New_York party=Holdings_Inc. 
+jurisdiction=Georgia party=Managers_Inc. party=Concepts_Inc. party=Group_Inc. party=Concepts_Inc_ term=business_days
+jurisdiction=Delaware term=2_years
 jurisdiction=Delaware 
-jurisdiction=Virginia party=Peter_Federico 
-effective_date=2013-11-18 
-jurisdiction=Washington 
-""
-party=The_Corporation 
-jurisdiction=Texas 
-""
-""
-effective_date=2017-05-24 jurisdiction=Nevada 
-jurisdiction=New_York 
-jurisdiction=Delaware party=Sprint_Corporation 
-jurisdiction=Illinois 
-effective_date=2014-12-22 jurisdiction=New_York 
-effective_date=2012-01-27 jurisdiction=New_York term=18_months
-jurisdiction=Florida 
-jurisdiction=Virginia party=L._Waechter_CACI_International 
-jurisdiction=New_York 
-effective_date=2005-09-19 jurisdiction=Nevada party=MIKOHN_GAMING_CORPORATION 
-effective_date=2016-11-17 jurisdiction=Delaware 
-jurisdiction=New_Jersey 
-""
-jurisdiction=Georgia party=EFCO_Corporation 
-""
-jurisdiction=California party=Laboratory_Corporation_of_America_Holdings party=Laboratory_Corporation 
-jurisdiction=Missouri 
-jurisdiction=Florida 
-effective_date=2015-08-26 jurisdiction=Washington 
-jurisdiction=Ohio 
-effective_date=2004-03-17 jurisdiction=New_York 
-jurisdiction=Georgia 
-jurisdiction=New_York 
-jurisdiction=New_York 
-""
+jurisdiction=Colorado party=Systems_Inc. term=5_years
+jurisdiction=California party=Solutions_Inc. party=Selutions_Inc. term=3_years
+effective_date=2004-09-28 jurisdiction=Delaware party=Comverge_Inc. term=5_years
+effective_date=2012-09-01 jurisdiction=Ohio party=Industries_Inc. term=3_years
+jurisdiction=Minnesota party=Enterprises_Inc. term=6_months
+jurisdiction=California party=USA_Inc. party=Services_Inc. term=2_years
 jurisdiction=California 
-party=Telco_Solutions 
-jurisdiction=Ohio 
-""
-jurisdiction=California 
-jurisdiction=California 
-jurisdiction=Connecticut 
-effective_date=2019-02-14 
-effective_date=2016-11-17 jurisdiction=Delaware 
-effective_date=2019-01-16 jurisdiction=Utah 
-jurisdiction=California term=18_months
-jurisdiction=Utah 
-""
-jurisdiction=New_York 
-jurisdiction=New_York 
-effective_date=2002-02-28 jurisdiction=California party=SignalSoft_Corporation 
-effective_date=2013-07-29 jurisdiction=New_York 
-effective_date=2006-04-21 jurisdiction=Virginia 
-jurisdiction=Massachusetts 
-effective_date=2006-07-18 jurisdiction=Texas term=2_years
-jurisdiction=Massachusetts 
-effective_date=2007-04-23 
-effective_date=2018-04-26 jurisdiction=New_York 
-party=Flagstar_Bancorp 
-jurisdiction=Pennsylvania 
-jurisdiction=New_York 
-jurisdiction=New_Jersey 
-effective_date=2011-05-27 jurisdiction=Texas 
-""
-jurisdiction=Ohio 
-jurisdiction=Oregon 
-effective_date=2014-07-15 jurisdiction=New_Jersey party=Realogy_Group_LLC 
-effective_date=1999-04-29 jurisdiction=Florida 
-jurisdiction=Oregon 
-jurisdiction=Massachusetts 
-jurisdiction=Ohio 
-jurisdiction=California term=18_months
-""
-jurisdiction=Indiana 
-jurisdiction=California 
-effective_date=2012-05-21 jurisdiction=Virginia party=Donald_H._Layton\nDate:\nMay 
-""
-effective_date=2009-02-16 jurisdiction=Delaware 
-party=2212421\n(Federal_ID# 
-jurisdiction=Pennsylvania party=Ikonics_Corporation 
-jurisdiction=Ohio 
-effective_date=1994-07-11 jurisdiction=California 
-jurisdiction=New_Jersey 
-""
-""
-jurisdiction=Virginia party=The_Corporation 
-""
-""
-jurisdiction=Delaware party=Chugai_Pharmaceutical_Co. 
-effective_date=2006-02-28 jurisdiction=New_York 
-jurisdiction=California 
-""
-effective_date=2009-01-15 jurisdiction=Texas party=1st 
-effective_date=2007-11-30 jurisdiction=Georgia 
-effective_date=1998-09-22 jurisdiction=New_York 
-effective_date=2012-01-27 jurisdiction=New_York term=18_months
-jurisdiction=Oregon 
-jurisdiction=Nevada 
-jurisdiction=California 
-""
-effective_date=2008-03-12 jurisdiction=California 
-jurisdiction=Georgia party=Innotrac_Corporation 
-""
-jurisdiction=New_York 
-""
-jurisdiction=New_York party=General_Electric_Company 
-jurisdiction=Indiana 
-jurisdiction=Georgia 
-jurisdiction=New_Jersey 
-""
-party=The_Cato_Corporation 
-jurisdiction=Georgia term=2_years
-""
-effective_date=2019-07-19 jurisdiction=Nevada party=Cosmos_Group_Holdings 
-jurisdiction=Missouri 
-effective_date=2007-06-14 jurisdiction=Utah 
-effective_date=2010-04-27 jurisdiction=Connecticut 
-jurisdiction=Delaware 
-effective_date=2015-11-24 
-effective_date=2017-02-10 
-jurisdiction=Georgia 
-jurisdiction=California 
-effective_date=2013-05-29 jurisdiction=New_York party=WMI_Holdings_Corp. 
-jurisdiction=Pennsylvania 
-jurisdiction=California party=SPECIALIZED_MARKETING_SERVICES 
-""
-jurisdiction=California 
-jurisdiction=Nevada party=IPSA_International_Services 
+jurisdiction=Connecticut party=Lydall_Inc. term=2_years
+jurisdiction=Maryland party=Group_Inc. term=2_years
+jurisdiction=Delaware party=Storage_Inc. term=18_months
+jurisdiction=Utah party=Bancorp_Inc. term=2_years
+effective_date=2010-10-19 jurisdiction=California party=Technology_Inc. term=2_years
+effective_date=2012-02-13 jurisdiction=Nevada party=Solutions_Inc. term=10_days
+effective_date=2017-10-01 jurisdiction=Colorado term=3_years
+effective_date=2009-12-08 jurisdiction=Delaware term=5_years
+effective_date=2017-12-15 jurisdiction=Delaware party=Lines_Inc. 
+jurisdiction=California party=Systems_Inc. term=3_years
+effective_date=2013-07-29 jurisdiction=Delaware party=Therapeutics_Inc. term=7_years
+effective_date=2009-10-07 jurisdiction=Virginia party=MAXIMUS_Inc. party=Equity_Ince term=12_months
+jurisdiction=Delaware party=Hill_Inc_ party=Hill_Inc. party=Ingredients_Inc. term=5_years
+jurisdiction=Texas party=Bancshares_Inc. term=2_years
+jurisdiction=Massachusetts party=Innoveda_Inc. term=5_years
+jurisdiction=Colorado party=ES_Inc. party=Company_Inc. term=2_years
+effective_date=2018-04-26 jurisdiction=New_York party=Beverage_Inc. party=Earth_Inc. term=2_years
+jurisdiction=Michigan party=Bancorp_Inc. term=6_months
 jurisdiction=Pennsylvania term=2_years
-effective_date=2003-07-30 jurisdiction=New_York party=Dodger_Acquisition_Corp. 
-jurisdiction=Virginia party=Daniel_L._Betts\nBY 
-jurisdiction=Virginia 
-jurisdiction=Delaware 
-jurisdiction=Nevada 
-jurisdiction=Nevada 
-jurisdiction=Georgia 
-effective_date=2008-09-10 jurisdiction=California 
-""
-""
+effective_date=2006-09-28 jurisdiction=New_York term=5_years
+effective_date=2012-07-13 jurisdiction=Delaware party=Systems_Inc. term=of_days
+jurisdiction=Georgia party=Immucor_Inc. term=business_days
+jurisdiction=Florida party=Communications_Inc. 
+jurisdiction=Ohio party=Industries_Inc. term=12_months
+jurisdiction=Oregon 
+effective_date=2014-07-15 jurisdiction=New_Jersey party=Realty_Inc. party=Acquisition_Inc. 
+jurisdiction=Florida party=HTE_Inc. party=Systems_Inc. term=2_years
+jurisdiction=Oregon party=NIKE_Inc. term=2_years
+effective_date=2009-06-23 jurisdiction=Massachusetts party=Jabil_Inc. term=30_days
+jurisdiction=Delaware party=Athersys_Inc. term=18_months
+jurisdiction=California party=BUCA_Inc. term=18_months
+jurisdiction=Maryland party=Financial_Inc. 
+effective_date=1999-11-15 jurisdiction=Illinois party=Holdings_Inc. term=2_years
+jurisdiction=California party=Reality_Inc. 
+jurisdiction=Virginia party=Policies_Incl term=12_months
+jurisdiction=Tennessee party=Civic_Inc. 
+jurisdiction=Delaware party=Software_Inc. party=Pegasystems_Inc. term=7_days
+effective_date=2007-12-19 jurisdiction=Delaware party=Welocalize_Inc_ party=Welocalize_Inc. term=12_months
+effective_date=2013-03-11 jurisdiction=Minnesota 
+effective_date=2015-12-07 jurisdiction=Ohio party=Industries_Inc. term=2_years
+jurisdiction=California party=Turbines_Inco party=Systems_Inc. term=10_years
+jurisdiction=New_Jersey party=Software_Inc. term=2_years
+jurisdiction=Colorado party=International_Inc. term=3_years
+jurisdiction=Indiana term=18_months
+effective_date=2007-03-31 jurisdiction=Virginia party=MAXIMUS_Inc. party=Equity_Ince party=IMUS_Inc. term=4_years
+jurisdiction=Delaware party=Commerce_Inc. term=2_years
+effective_date=2005-12-01 jurisdiction=New_York term=working_days
+jurisdiction=Delaware party=Therapeutics_Inc. party=Holdings_Inc_ term=5_years
+effective_date=2005-07-27 jurisdiction=New_York party=Group_Inco term=3_months
+jurisdiction=California party=Peak_Inc. party=Technology_Inc. term=30_days
+jurisdiction=Delaware party=Hologic_Inc. party=Technologies_Inc. term=12_months
+effective_date=2011-05-01 jurisdiction=Louisiana term=2_years
+jurisdiction=Georgia party=Services_Inc. term=5_years
+jurisdiction=Delaware party=Employee_Ince term=10_days
+jurisdiction=Delaware party=Talbots_Inc. term=18_months
+jurisdiction=Oregon party=NIKE_Inc. term=any_months
+jurisdiction=Nevada party=Marketing_Inc. term=2_years
+jurisdiction=California 
+effective_date=2008-06-16 jurisdiction=North_Carolina 
+jurisdiction=California party=Group_Inc. term=3_years
+effective_date=2008-07-09 jurisdiction=Georgia party=Group_Inc_ party=Group_Inc. term=2_years
+jurisdiction=California party=Securities_Inc. party=Techwell_Inc. term=3_years
+jurisdiction=New_York party=KSW_Inc. 
+term=2_years
+jurisdiction=New_York party=Clarient_Inc. party=Universal_Inc. term=60_days
+jurisdiction=Delaware party=Industries_Inc. term=18_months
+jurisdiction=Georgia party=Services_Inc. party=Company_Inc. 
+jurisdiction=New_Jersey party=Pharmaceuticals_Inc. term=30_days
+jurisdiction=Delaware party=Cat_Inc. party=Textron_Inc. party=Textion_Inc_ term=18_months
+effective_date=2007-04-18 jurisdiction=Delaware party=Retirement_Inco term=calendar_days
+effective_date=2011-11-15 jurisdiction=Delaware party=COMVERGE_Inc. party=COMVERGTE_Inc. term=2_years
+effective_date=1996-03-04 jurisdiction=Kentucky party=Term_Ince term=2_years
+jurisdiction=Nevada term=2_years
+jurisdiction=Missouri term=6_months
+jurisdiction=Colorado party=Casinos_Inc. term=5_years
+jurisdiction=Connecticut party=Praxair_Inc. term=2_years
+effective_date=2015-12-16 jurisdiction=Delaware party=Enterprises_Inc_ party=Enterprises_Inc. term=2_years
+jurisdiction=Delaware party=Hat_Inc. party=CA_Inc. party=Systems_Inc. party=Google_Inc. party=Mirantis_Inc. party=Software_Inc. party=VMware_Inc. party=Hat_Inc_ party=Amazoncom_Inc. party=Systems_Inc_ party=Mware_Inc. term=12_months
+jurisdiction=California party=Pharma_Inc. party=Sciences_Inc. term=5_years
+jurisdiction=Georgia party=Bankcorp_Inc. party=Bancshares_Inc. term=2_years
+jurisdiction=California party=REIT_Inc. term=2_years
+jurisdiction=New_York 
+jurisdiction=California party=Pharmaceutical_Inc. party=Therapeutics_Inc. term=6_months
+effective_date=2005-02-25 jurisdiction=California party=Services_Inc. term=10_days
+jurisdiction=Maryland party=Vapotherm_Inc. 
+jurisdiction=California party=Realty_Inc. term=6_months
+jurisdiction=Delaware party=Technologies_Inc. party=International_Inc. party=Services_Inc. 
+effective_date=2015-03-14 jurisdiction=Pennsylvania party=Management_Ince party=Aramark_Ince term=2_years
+jurisdiction=Delaware party=Alloy_Inc. term=5_years
+effective_date=2003-03-31 jurisdiction=Delaware party=Deck_Inc. party=Product_Inc. party=Deck_Inc_ party=Product_Incl party=USA_Inc‘ term=30_days
+effective_date=2001-03-11 jurisdiction=Virginia party=Term_Ince term=12_months
+jurisdiction=Delaware party=Biosciences_Inc. term=30_days
+jurisdiction=Nevada party=Group_Inc. 
+jurisdiction=Nevada party=Care_Inc. term=12_months
+effective_date=2006-12-01 jurisdiction=Delaware term=30_days
+jurisdiction=California party=Holdings_Inc. term=2_years
+jurisdiction=Colorado term=6_months
+effective_date=2014-07-15 party=Air_Inc. term=2_years