fix

.ipynb_checkpoints/main-checkpoint.ipynb

@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

dev-0/out.tsv

@@ -0,0 +1,83 @@
+ effective_date=2014-05-20 jurisdiction=New_York party=
+ effective_date=2012-06-21 jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=JDA_Software_Group_Inc.
+ effective_date=2009-02-23 jurisdiction=Massachusetts party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2012-01-1 jurisdiction=Washington party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=New_Jersey party=
+ effective_date=2008-03-21 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc.
+ effective_date=2015-12-11 jurisdiction= party=Anadigics_Inc.
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2018-11-5 jurisdiction=Delaware party=
+ effective_date=2012-12-17 jurisdiction=Delaware party=
+ effective_date=2000-05-23 jurisdiction=Delaware party=uDate.com_Inc.
+ effective_date= jurisdiction=New_York party=Virgin_Mobile_USA_LLC
+ effective_date=2012-01-25 jurisdiction=Massachusetts party=
+ effective_date=2008-07-31 jurisdiction=Minnesota party=
+ effective_date= jurisdiction=California party=Penumbra_Inc.
+ effective_date=2020-11-25 jurisdiction=New_York party=AOL_Inc.
+ effective_date=2017-07-11 jurisdiction=Delaware party=
+ effective_date=2018-12-28 jurisdiction=Iowa party=Flexsteel_Industries_Inc.
+ effective_date=2012-03-31 jurisdiction=California party=
+ jurisdiction=Virginia party=
+ effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc.
+ jurisdiction=Arizona party=
+ jurisdiction=Indiana party=
+ jurisdiction=New_Jersey
+ effective_date=2004-02-27 jurisdiction=California party=
+ effective_date=2018-03-30 jurisdiction=Delaware party=Jamba_Inc.
+ effective_date= jurisdiction=Georgia party=Citi_Trends_Inc.
+ effective_date= jurisdiction=New_York party=
+ effective_date=2015-06-23 jurisdiction=New_York party=
+ effective_date= jurisdiction=California party=BioLargo_Inc.
+ jurisdiction=Minnesota
+ effective_date= jurisdiction=California party=
+ effective_date= jurisdiction=Kentucky party=CafePress_Inc.
+ effective_date=2017-01-13 jurisdiction=Minnesota party=
+ jurisdiction=Ohio
+ effective_date= jurisdiction=Massachusetts party=
+ effective_date= jurisdiction=California party=GigPeak_Inc.
+ effective_date=2000-02-10 jurisdiction=Minnesota party=New_England_Business_Service_Inc.
+ effective_date= jurisdiction=California party=BioLargo._Inc.
+ effective_date= jurisdiction=Delaware party=Opsware_Inc.
+ effective_date= jurisdiction=Illinois party=
+ effective_date= jurisdiction=Minnesota party=Flexsteel_Industries_Inc.
+ effective_date=2010-06-23 jurisdiction=Texas party=
+ effective_date= jurisdiction=New_Jersey party=AlgoRx_Pharmaceuticals_Inc.
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2001-01-26 jurisdiction=Washington party=Corus_Pharma_Inc.
+ effective_date=2005-02-16 jurisdiction=Georgia party=
+ effective_date=2014-11-26 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Oregon party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2012-06-11 jurisdiction=Delaware party=Lightwave_Logic_Inc.
+ effective_date= jurisdiction=Delaware party=Webex_Communications_Inc.
+ effective_date=2007-04-30 jurisdiction=Massachusetts party=
+ effective_date=2011-10-25 jurisdiction=California party=
+ effective_date=2012-10-15 jurisdiction=Delaware party=
+ effective_date=2016-03-15 jurisdiction=Delaware party=
+ effective_date=2005-09-15 jurisdiction=Illinois party=
+ effective_date= jurisdiction=Idaho party=
+ effective_date= jurisdiction=Washington party=
+ effective_date=2016-07-15 jurisdiction=New_York party=Wizard_World_Inc.
+ effective_date= jurisdiction=New_York party=
+ effective_date=2005-12-31 jurisdiction=California party=
+ effective_date=2015-03-16 jurisdiction=Utah party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Washington party=
+ effective_date=2004-02-29 jurisdiction=Virginia party=
+ effective_date=2006-12-19 jurisdiction=New_York party=
+ effective_date=2010-07-13 jurisdiction=New_York party=
+ effective_date=2000-12-11 jurisdiction=Delaware party=Motorola_Inc.
+ effective_date=2011-12-31 jurisdiction=California party=GigOptix_LLC
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction= party=
+ effective_date=2011-03-29 jurisdiction=Texas party=the_undersigned_and_Newgistics_Inc.
+ effective_date=2011-05-26 jurisdiction=California party=Skyworks_Solutions_Inc.
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Washington party=
+ effective_date=2011-01-18 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Washington party=
+ effective_date= jurisdiction=Illinois party=

main.ipynb

@@ -0,0 +1,258 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "354bd187",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import regex as re\n",
+    "import pandas as pd\n",
+    "import us\n",
+    "from collections import Counter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "64bf3f1e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_names = ['filename', 'params', 'text1', 'text2', 'text3', 'text4']\n",
+    "data_train = pd.read_csv('./train/in.tsv', sep='\\t', names=columns_names)\n",
+    "data_dev = pd.read_csv('./dev-0/in.tsv', sep='\\t', names=columns_names)\n",
+    "data_test = pd.read_csv('./test-A/in.tsv', sep='\\t', names=columns_names)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "15fbf629",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "months = {\n",
+    "    'January': '01',\n",
+    "    'February': '02',\n",
+    "    'March': '03',\n",
+    "    'April': '04',\n",
+    "    'May': '05',\n",
+    "    'June': '06',\n",
+    "    'July': '07',\n",
+    "    'August': '08',\n",
+    "    'September': '09',\n",
+    "    'October': '10',\n",
+    "    'November': '11',\n",
+    "    'December': '12'\n",
+    "}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "958a45aa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def transform_date_format(date):\n",
+    "    if date != None:\n",
+    "        if len(date) == 4:\n",
+    "            # Check if month is string\n",
+    "            try:\n",
+    "                month = months[date[1]] \n",
+    "            except(KeyError):\n",
+    "                month = None\n",
+    "            # If year has 4-digit\n",
+    "            if len(date[3]) == 2:\n",
+    "                if int(date[3][0]) < 5:\n",
+    "                    if month != None:\n",
+    "                        return \"20\"+str(date[3])+\"-\"+str(month)+\"-\" + str(date[2])\n",
+    "                    else:\n",
+    "                        return \"20\"+str(date[3])+\"-\"+str(date[1])+\"-\" + str(date[2])\n",
+    "                else:\n",
+    "                    if int(date[3][0]) < 5:\n",
+    "                        if month != None:\n",
+    "                            return \"19\"+str(date[3])+\"-\"+str(month)+\"-\" + str(date[2])\n",
+    "                        else:\n",
+    "                            return \"19\"+str(date[3])+\"-\"+str(date[1])+\"-\" + str(date[2])\n",
+    "            elif len(date[3]) == 4:\n",
+    "                if month != None:\n",
+    "                    return str(date[3])+\"-\"+str(month)+\"-\" + str(date[2])\n",
+    "                else:\n",
+    "                    return str(date[3])+\"-\"+str(date[1])+\"-\" + str(date[2])\n",
+    "        elif len(date) == 5:\n",
+    "            return str(date[4])+\"-\"+str(months[date[3]])+\"-\"+re.findall(r'.*(\\d+).*', date[1])[0]\n",
+    "    return \"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "b1cd2152",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_effective_date(text):\n",
+    "\n",
+    "    # Date format \"04/18/01\"\n",
+    "    first_format = re.findall(r'((1[0-2]|0[1-9])/(0[1-9]|[1|2][0-9]|3[0-1])/(0[1-9]|[1-9][0-9]))', text)\n",
+    "\n",
+    "    # Date format \"01/21/2016\"\n",
+    "    sec_format = re.findall(r'((0[1-9]|1[1-2])/(0[1-9]|1[1-9]|2[1-9]|3[0-1])/(19[0-9][0-9]|20[0-9][0-9]))', text)\n",
+    "\n",
+    "    # Date format \"January, 13 2021\", \"February 28, 2011\"\n",
+    "    third_format = re.findall(r'(([j|J]anuary|[f|F]ebruary|[m|M]arch|[A|a]pril|[M|m]ay|[J|j]une|[J|j]uly|[A|a]ugust|[S|s]eptember|[O|o]ctober|[n|N]ovember|[d|D]ecember)[,\\s|\\s]+(0[1-9]|[1-2][0-9]|3[0-1])[,\\s|\\s|,]+(19[0-9][0-9]|20[0-9][0-9]))', text)\n",
+    "\n",
+    "    # Date format \"6th day of January, 2012\"\n",
+    "    fourth_format = re.findall(r'(([1-9]+(th\\sday\\sof\\s|rd\\sday\\sof\\s|nd\\sday\\sof\\s))([j|J]anuary|[f|F]ebruary|[m|M]arch|[A|a]pril|[M|m]ay|[J|j]une|[J|j]uly|[A|a]ugust|[S|s]eptember|[O|o]ctober|[n|N]ovember|[d|D]ecember),\\s(19[0-9][0-9]|20[0-9][0-9]))', text)\n",
+    "\n",
+    "    dates = []\n",
+    "\n",
+    "    for format in [first_format, sec_format, third_format, fourth_format]:\n",
+    "        if len(format) > 0:\n",
+    "            dates = format\n",
+    "            return dates[0]\n",
+    "    return None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "0d7f45bb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_terms(text):\n",
+    "    years = re.findall(r'(?<=\\s)[0-9.\\s.,\\(\\)]+(?=years)', text)\n",
+    "    months = re.findall(r'(?<=\\s)[0-9.\\s.,\\(\\)]+(?=months)', text)\n",
+    "    if len(years) > 0:\n",
+    "        return years\n",
+    "    if len(months) > 0:\n",
+    "        return months"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "065526eb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_parties(text):\n",
+    "    first_party = re.findall(r'(?<=between)[\\p{Latin}\\s.,]+(?=Inc.|INC.|LLC|llc|,|.)', text)\n",
+    "    if len(first_party) > 0:\n",
+    "        if \"Inc.\" in first_party[0]:\n",
+    "            prepare = first_party[0].replace(\",\", \"\").strip().replace(\" \", \"_\")\n",
+    "            return prepare[:prepare.index(\"Inc.\") + len(\"Inc.\")]\n",
+    "        if \"inc.\" in first_party[0]:\n",
+    "            prepare = first_party[0].replace(\",\", \"\").strip().replace(\" \", \"_\")\n",
+    "            return prepare[:prepare.index(\"inc.\") + len(\"inc.\")]\n",
+    "        if \"LLC\" in first_party[0]:\n",
+    "            prepare = first_party[0].replace(\",\", \"\").strip().replace(\" \", \"_\")\n",
+    "            return prepare[:prepare.index(\"LLC\") + len(\"LLC\")]\n",
+    "        if \"llc\" in first_party[0]:\n",
+    "            prepare = first_party[0].replace(\",\", \"\").strip().replace(\" \", \"_\")\n",
+    "            return prepare[:prepare.index(\"llc\") + len(\"llc\")]\n",
+    "    return \"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "19c2f9e9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_jurisdiction(text):\n",
+    "    for state in us.states.STATES:\n",
+    "        if re.search(rf\"(?<=laws\\sof\\sthe)[\\w\\s]*{str(state)}\\s*(?=,|.)\", text):\n",
+    "            return str(state).replace(\" \", \"_\")\n",
+    "    for state in us.states.STATES:\n",
+    "        if re.search(rf\"(.*{str(state).lower()}.*)\", text.lower()):\n",
+    "            return str(state).replace(\" \", \"_\")            \n",
+    "    return \"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "99778c65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def process_parameters(params, text):\n",
+    "    params_result = \"\"\n",
+    "    for param in params.split(\" \"):\n",
+    "        if param == \"effective_date\":\n",
+    "            params_result += \" \" + \"effective_date=\" + str(transform_date_format(get_effective_date(text)))\n",
+    "        elif param == \"jurisdiction\":\n",
+    "            params_result += \" \" + \"jurisdiction=\" + str(get_jurisdiction(text))\n",
+    "        elif param == \"party\":\n",
+    "            params_result += \" \" + \"party=\" + str(get_parties(text))\n",
+    "    return params_result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "c39ea65a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('train/out.tsv', 'w') as writer:\n",
+    "    for idx, row in data_train.iterrows():\n",
+    "        params_result = process_parameters(row['params'], row['text1'])\n",
+    "        writer.write(params_result+\"\\n\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "741a34d6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('dev-0/out.tsv', 'w') as writer:\n",
+    "    for idx, row in data_dev.iterrows():\n",
+    "        params_result = process_parameters(row['params'], row['text1'])\n",
+    "        writer.write(params_result+\"\\n\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "8e8973f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open('test-A/out.tsv', 'w') as writer:\n",
+    "    for idx, row in data_test.iterrows():\n",
+    "        params_result = process_parameters(row['params'], row['text1'])\n",
+    "        writer.write(params_result+\"\\n\")"
+   ]
+  }
+ ],
+ "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": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

test-A/out.tsv

@@ -0,0 +1,203 @@
+ effective_date=2014-10-22 jurisdiction=Ohio party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Indiana party=Zimmer_Inc.
+ effective_date=2007-03-28 jurisdiction=New_York party=Motive_Inc.
+ effective_date=2015-05-21 jurisdiction=Nevada party=
+ effective_date=2010-07-16 jurisdiction=Colorado party=
+ effective_date= jurisdiction=Colorado party=Array_BioPharma_Inc.
+ effective_date= jurisdiction=California party=
+ effective_date=2013-12-31 jurisdiction=Delaware party=
+ effective_date=2008-06-25 jurisdiction=New_York party=Superior_Essex_Inc.
+ effective_date=2016-04-19 jurisdiction=California party=
+ effective_date=2011-02-28 jurisdiction=Delaware party=
+ effective_date= jurisdiction=New_York party=
+ effective_date=2017-07-20 jurisdiction=New_York party=
+ effective_date=2015-08-10 jurisdiction=Delaware party=
+ effective_date=2008-03-17 jurisdiction=California party=
+ effective_date=2012-12-19 jurisdiction=Washington party=
+ effective_date= jurisdiction= party=
+ effective_date=2009-03-30 jurisdiction=Florida party=
+ effective_date=2008-07-16 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Florida party=Flow_Capital_Advisors_Inc.
+ effective_date=2009-12-31 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc.
+ effective_date= jurisdiction=California party=Aerohive_Networks_Inc.
+ effective_date=2007-10-1 jurisdiction=Florida party=
+ effective_date=2009-11-19 jurisdiction=New_York party=
+ effective_date=2005-06-17 jurisdiction=Washington party=
+ effective_date= jurisdiction=Texas party=Santander_Consumer_USA_Inc.
+ effective_date=2012-10-18 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Georgia party=
+ effective_date=2020-05-19 jurisdiction=Washington party=
+ effective_date=2012-01-11 jurisdiction=Delaware party=OPNET_Technologies_Inc.
+ effective_date=2007-10-5 jurisdiction=Nevada party=KKS_Venture_Management_Inc.
+ effective_date= jurisdiction=California party=
+ effective_date= jurisdiction=California party=
+ effective_date= jurisdiction=New_York party=Oramed_Pharmaceuticals_Inc.
+ effective_date= jurisdiction=New_York party=
+ effective_date= jurisdiction=Virginia party=Information_Spectrum_Inc.
+ effective_date=2014-01-28 jurisdiction=Delaware party=Vapotherm_Inc.
+ effective_date=2006-06-29 jurisdiction=Florida party=Sun_Energy_Solar_Inc.
+ effective_date= jurisdiction=California party=
+ effective_date= jurisdiction=Virginia party=
+ effective_date=2010-07-23 jurisdiction=Pennsylvania party=
+ effective_date=2010-01-25 jurisdiction=Delaware party=Protection_One_Inc.
+ effective_date= jurisdiction=Washington party=
+ effective_date=2012-02-24 jurisdiction=Virginia party=
+ effective_date= jurisdiction=California party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2000-03-28 jurisdiction=Pennsylvania party=Piercing_Pagoda_Inc.
+ effective_date=2012-05-11 jurisdiction=New_Jersey party=
+ effective_date= jurisdiction=California party=the_Adept_Technology_Inc.
+ effective_date= jurisdiction=Texas party=
+ effective_date= jurisdiction=Delaware party=resTORbio_Inc.
+ effective_date=2010-06-5 jurisdiction=Washington party=
+ effective_date=2011-02-23 jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=New_York party=Maxwell_Shoe_Company_Inc.
+ effective_date=2006-04-19 jurisdiction=Pennsylvania party=
+ effective_date= jurisdiction=California party=Autodesk_Inc.
+ effective_date=2001-09-17 jurisdiction=Delaware party=EarthLink_Inc.
+ effective_date= jurisdiction=Delaware party=Arch_Coal_Inc.
+ effective_date=2018-04-10 jurisdiction=Delaware party=
+ effective_date=2017-10-31 jurisdiction=Massachusetts party=Sonus_Networks_Inc.
+ effective_date= jurisdiction=Connecticut party=
+ effective_date=2006-05-11 jurisdiction=California party=
+ effective_date=2007-11-26 jurisdiction=Texas party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2006-03-17 jurisdiction=Virginia party=
+ effective_date=2013-11-18 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Washington party=
+ effective_date=2011-10-18 jurisdiction=Minnesota party=Electromed_Inc.
+ effective_date=2020-08-27 jurisdiction=Delaware party=
+ effective_date=2002-06-21 jurisdiction=Texas party=Mannatech_Inc.
+ effective_date= jurisdiction=Colorado party=
+ effective_date=2007-10-31 jurisdiction=Colorado party=
+ effective_date=2017-05-24 jurisdiction=Nevada party=
+ effective_date=2017-12-18 jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=
+ jurisdiction=Illinois party=
+ effective_date=2014-12-22 jurisdiction=New_York party=
+ effective_date=2012-01-27 jurisdiction=Delaware party=
+ effective_date=2006-07-10 jurisdiction=Florida party=Sun_Energy_Solar_Inc.
+ effective_date= jurisdiction=Virginia party=CACI_International_Inc.
+ effective_date= jurisdiction=California party=
+ effective_date=2005-09-19 jurisdiction=Nevada party=
+ effective_date=2016-11-17 jurisdiction=Delaware party=
+ jurisdiction=New_Jersey party=
+ effective_date=2001-12-12 jurisdiction=North_Carolina party=
+ effective_date= jurisdiction=Georgia party=Apogee_Enterprises_Inc.
+ effective_date= jurisdiction=Connecticut party=
+ jurisdiction=California
+ effective_date= jurisdiction=Delaware party=BATS_Exchange_Inc.
+ effective_date=2016-07-25 jurisdiction=Florida party=Carolco_Pictures_Inc.
+ effective_date=2015-08-26 jurisdiction=Washington party=
+ effective_date=2001-03-21 jurisdiction=Oregon party=
+ effective_date=2004-03-17 jurisdiction=New_York party=
+ jurisdiction=Georgia party=Creative_Insurance_Managers_Inc.
+ effective_date= jurisdiction=Delaware party=Orbitz_LLC
+ effective_date=2015-10-26 jurisdiction=New_York party=
+ jurisdiction=Colorado party=
+ effective_date=2016-07-26 jurisdiction=California party=
+ effective_date=2004-09-29 jurisdiction=Delaware party=Telco_Solutions_III_LLC
+ effective_date= jurisdiction=Ohio party=Myers_Industries_Inc.
+ effective_date= jurisdiction=Minnesota party=
+ effective_date=2003-08-21 jurisdiction=Delaware party=
+ jurisdiction=California party=
+ effective_date= jurisdiction=Connecticut party=
+ effective_date=2019-02-14 jurisdiction=Maryland party=
+ effective_date=2016-11-17 jurisdiction=Delaware party=
+ effective_date=2019-01-16 jurisdiction=Utah party=
+ effective_date=2010-10-19 jurisdiction=California party=
+ effective_date=2012-02-12 jurisdiction=Utah party=
+ effective_date= jurisdiction=Colorado party=
+ effective_date=2009-12-8 jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2002-02-28 jurisdiction=California party=Openwave_Systems_Inc.
+ effective_date=2013-07-29 jurisdiction=New_York party=
+ effective_date=2006-04-21 jurisdiction=Virginia party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2007-01-31 jurisdiction=Texas party=
+ effective_date= jurisdiction=Massachusetts party=
+ effective_date=2007-04-23 jurisdiction=Colorado party=
+ effective_date=2018-04-26 jurisdiction=New_York party=Giant_Beverage_Inc.
+ jurisdiction=Michigan party=Flagstar_Bancorp_Inc.
+ effective_date=2013-01-31 jurisdiction=Pennsylvania party=
+ effective_date=2006-09-22 jurisdiction=New_York party=
+ effective_date=2012-07-3 jurisdiction=Delaware party=
+ effective_date=2011-05-27 jurisdiction=New_York party=
+ jurisdiction=Minnesota party=
+ effective_date= jurisdiction=Ohio party=
+ effective_date= jurisdiction=Oregon party=
+ effective_date=2014-07-15 jurisdiction=New_Jersey party=Realogy_Group_LLC
+ effective_date=1999-04-29 jurisdiction=Florida party=HTE_Inc.
+ effective_date= jurisdiction=Oregon party=
+ effective_date= jurisdiction=Massachusetts party=
+ effective_date= jurisdiction=Ohio party=
+ effective_date=2008-02-19 jurisdiction=Minnesota party=
+ effective_date= jurisdiction=Maryland party=
+ effective_date=1999-11-5 jurisdiction=Illinois party=
+ effective_date=2015-10-19 jurisdiction=California party=Social_Reality_Inc.
+ effective_date=2012-05-21 jurisdiction=Virginia party=
+ effective_date=2017-12-31 jurisdiction=Tennessee party=
+ effective_date=2009-02-16 jurisdiction=Delaware party=
+ effective_date=2007-09-10 jurisdiction=Maryland party=Welocalize_Inc.
+ effective_date=2013-03-1 jurisdiction=Minnesota party=
+ effective_date=2015-12-7 jurisdiction=Ohio party=Myers_Industries_Inc.
+ effective_date=1994-07-11 jurisdiction=California party=
+ effective_date=2006-10-31 jurisdiction=New_Jersey party=
+ jurisdiction=Colorado party=
+ jurisdiction=Indiana party=
+ jurisdiction=Virginia party=
+ jurisdiction=Minnesota party=
+ effective_date= jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=Spark_Therapeutics_Inc.
+ effective_date=2006-02-28 jurisdiction=New_York party=
+ effective_date= jurisdiction=California party=GigPeak_Inc.
+ effective_date=2008-03-28 jurisdiction=Delaware party=Hologic_Inc.
+ effective_date=2012-04-30 jurisdiction=Louisiana party=
+ effective_date=2007-11-30 jurisdiction=Georgia party=
+ effective_date=1998-09-22 jurisdiction=New_York party=
+ effective_date=2012-01-27 jurisdiction=Delaware party=
+ effective_date=1994-08-31 jurisdiction=Oregon party=
+ jurisdiction=Nevada party=
+ effective_date= jurisdiction=California party=
+ effective_date=2008-06-16 jurisdiction=North_Carolina party=
+ effective_date=2008-03-12 jurisdiction=California party=
+ effective_date=2008-07-9 jurisdiction=Georgia party=
+ effective_date= jurisdiction=California party=
+ effective_date=2012-06-22 jurisdiction=New_York party=
+ effective_date= jurisdiction= party=
+ effective_date= jurisdiction=New_York party=
+ effective_date=2017-04-24 jurisdiction=Delaware party=
+ jurisdiction=Georgia
+ jurisdiction=New_Jersey party=
+ effective_date= jurisdiction=Minnesota party=Arctic_Cat_Inc.
+ effective_date=2006-10-30 jurisdiction=Delaware party=
+ effective_date=2011-11-5 jurisdiction=Georgia party=COMVERGE_Inc.
+ effective_date=1996-03-4 jurisdiction=Kentucky party=
+ effective_date=2019-07-19 jurisdiction=Nevada party=
+ jurisdiction=Missouri
+ effective_date=2007-06-14 jurisdiction=Colorado party=
+ effective_date=2010-04-27 jurisdiction=Connecticut party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2020-11-24 jurisdiction=North_Carolina party=Red_Hat_Inc.
+ effective_date=2017-02-10 jurisdiction=California party=
+ effective_date=2018-12-17 jurisdiction=Georgia party=
+ effective_date= jurisdiction=California party=
+ effective_date=2013-05-29 jurisdiction=New_York party=
+ jurisdiction=Pennsylvania party=
+ effective_date=2005-02-5 jurisdiction=California party=
+ effective_date= jurisdiction=Maryland party=
+ effective_date= jurisdiction=California party=ZipRealty_Inc.
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2015-04-6 jurisdiction=Pennsylvania party=
+ effective_date=2003-07-30 jurisdiction=New_York party=Alloy_Inc.
+ effective_date=2003-03-31 jurisdiction=Virginia party=USA_Deck_Inc.
+ effective_date=2001-03-30 jurisdiction=Virginia party=
+ effective_date=2018-03-19 jurisdiction=Delaware party=ARMO_Biosciences_Inc.
+ effective_date= jurisdiction=Nevada party=
+ effective_date= jurisdiction=Nevada party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2008-09-10 jurisdiction=California party=
+ jurisdiction=Colorado party=
+ effective_date=2014-07-5 jurisdiction= party=

train/out.tsv

@@ -0,0 +1,254 @@
+ effective_date=2001-04-18 jurisdiction=Oregon party=
+ effective_date=2017-02-10 jurisdiction=California party=
+ effective_date=2012-01-6 jurisdiction=California party=
+ effective_date= jurisdiction=Pennsylvania party=
+ effective_date=2011-07-13 jurisdiction=California party=
+ effective_date=2004-11-19 jurisdiction=California party=
+ effective_date=2009-09-23 jurisdiction=New_York party=
+ effective_date=2011-02-28 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Illinois party=
+ effective_date=2006-12-28 jurisdiction=New_York party=
+ effective_date=2014-12-11 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Iowa party=
+ effective_date=2009-01-15 jurisdiction=Delaware party=
+ jurisdiction=Indiana party=
+ effective_date=2013-02-18 jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=New_York party=
+ effective_date=2006-01-30 jurisdiction=Michigan party=
+ effective_date=2004-10-28 jurisdiction=Connecticut party=
+ effective_date= jurisdiction=Colorado party=Company_and_myself_Clovis_Oncology_Inc.
+ jurisdiction=Georgia party=
+ effective_date= jurisdiction=New_York party=
+ effective_date=2019-10-17 jurisdiction=Oregon party=
+ effective_date=2016-02-12 jurisdiction=Pennsylvania party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2008-09-10 jurisdiction=Florida party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Illinois party=
+ effective_date=2011-05-6 jurisdiction=Illinois party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=California party=Cisco_Systems_Inc.
+ effective_date=2014-03-21 jurisdiction=Delaware party=
+ effective_date=2013-11-10 jurisdiction=Missouri party=
+ effective_date= jurisdiction=Oregon party=
+ effective_date=2013-01-30 jurisdiction=Delaware party=
+ effective_date=2013-12-20 jurisdiction=Delaware party=Vocus_Inc.
+ effective_date=2014-11-14 jurisdiction=Connecticut party=
+ effective_date=2015-11-28 jurisdiction=Nevada party=
+ effective_date=2007-03-24 jurisdiction=New_York party=Lone_Star_U.S_._Acquisitions_LLC
+ jurisdiction=Illinois party=
+ effective_date= jurisdiction=Idaho party=
+ effective_date= jurisdiction=Florida party=
+ effective_date=2008-07-22 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2007-03-15 jurisdiction=Minnesota party=
+ effective_date= jurisdiction=Virginia party=
+ effective_date=2009-11-19 jurisdiction=California party=Diedrich_Coffee_Inc.
+ effective_date= jurisdiction=California party=
+ effective_date=2018-04-20 jurisdiction=Nevada party=
+ effective_date=2015-06-23 jurisdiction=New_York party=
+ effective_date= jurisdiction=Washington party=
+ effective_date= jurisdiction=New_York party=Maxwell_Shoe_Company_Inc.
+ effective_date=2008-09-29 jurisdiction=Ohio party=
+ jurisdiction=Montana party=
+ jurisdiction=Georgia party=
+ effective_date=2014-04-15 jurisdiction=Massachusetts party=World_Energy_Solutions_Inc.
+ effective_date=2011-01-18 jurisdiction=Texas party=
+ effective_date= jurisdiction=New_York party=
+ effective_date=2012-04-11 jurisdiction=New_York party=
+ effective_date=2004-12-23 jurisdiction=Virginia party=Shire_US_Inc.
+ effective_date= jurisdiction=Wisconsin party=
+ effective_date=2010-05-17 jurisdiction=Colorado party=Victoria_Industries_Inc.
+ effective_date= jurisdiction=Oregon party=
+ effective_date=2015-11-16 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Ohio party=AEP_Energy_Services_Inc.
+ effective_date=2009-01-26 jurisdiction=Missouri party=
+ jurisdiction=South_Dakota party=
+ effective_date= jurisdiction=New_York party=
+ effective_date= jurisdiction=Indiana party=TechniScan_Medical_Systems_Inc.
+ effective_date= jurisdiction=Minnesota party=
+ jurisdiction=Maine party=
+ jurisdiction=Kansas party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Illinois party=
+ effective_date=1999-08-4 jurisdiction=Illinois party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2007-02-14 jurisdiction=Illinois party=
+ effective_date= jurisdiction=New_Jersey party=
+ effective_date= jurisdiction=California party=CV_Therapeutics_Inc.
+ effective_date=2009-03-25 jurisdiction=California party=
+ effective_date=2007-12-31 jurisdiction=Maine party=
+ jurisdiction=North_Carolina party=POZEN_Inc.
+ effective_date= jurisdiction=Delaware party=
+ jurisdiction=Georgia
+ effective_date=2018-01-15 jurisdiction=Missouri party=
+ effective_date=2010-03-17 jurisdiction=New_York party=
+ effective_date= jurisdiction=Georgia party=Citi_Trends_Inc.
+ effective_date=2008-04-22 jurisdiction=New_York party=
+ effective_date=2010-03-31 jurisdiction=Delaware party=
+ effective_date=2007-05-17 jurisdiction=California party=
+ effective_date= jurisdiction=Oregon party=
+ effective_date=2012-10-15 jurisdiction=Delaware party=JLL_Partners_Inc.
+ effective_date=2007-02-12 jurisdiction=Delaware party=
+ jurisdiction=Connecticut
+ effective_date=2003-03-27 jurisdiction=Utah party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2020-02-02 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Ohio party=
+ effective_date=2008-06-24 jurisdiction=California party=
+ jurisdiction=California
+ effective_date=2020-11-16 jurisdiction=New_York party=
+ effective_date=2000-12-31 jurisdiction=South_Carolina party=
+ effective_date=2011-03-22 jurisdiction=Texas party=
+ effective_date=2011-07-14 jurisdiction=New_York party=
+ effective_date=2017-10-5 jurisdiction=Nevada party=
+ effective_date=2007-02-28 jurisdiction=Georgia party=
+ effective_date=2010-03-16 jurisdiction=Massachusetts party=
+ effective_date=2011-01-12 jurisdiction=Texas party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=New_York party=Delcath_Systems_Inc.
+ effective_date= jurisdiction=Pennsylvania party=you_and_Neuromed_Pharmaceuticals_Inc.
+ effective_date=2016-04-25 jurisdiction=Pennsylvania party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2014-09-18 jurisdiction=Florida party=
+ effective_date= jurisdiction=California party=
+ effective_date=2011-10-20 jurisdiction=New_York party=
+ effective_date=2012-10-30 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Oregon party=
+ effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc.
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2014-12-16 jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=Verso_Paper_Holdings_LLC
+ effective_date= jurisdiction=Delaware party=Blackbaud_Inc.
+ effective_date= jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=resTORbio_Inc.
+ effective_date=2003-01-21 jurisdiction=Massachusetts party=
+ effective_date=2007-10-12 jurisdiction=New_York party=
+ effective_date=2005-01-25 jurisdiction=Missouri party=
+ effective_date= jurisdiction=Virginia party=
+ effective_date= jurisdiction=California party=
+ effective_date=2020-11-30 jurisdiction=New_York party=Shire_Pharmaceuticals_Inc.
+ effective_date=2006-11-22 jurisdiction=California party=
+ effective_date= jurisdiction= party=
+ effective_date= jurisdiction=Wisconsin party=
+ effective_date= jurisdiction=Washington party=
+ effective_date=2006-04-13 jurisdiction=Delaware party=Burlington_Coat_Factory_Holdings_Inc.
+ effective_date=2015-05-31 jurisdiction=California party=
+ effective_date= jurisdiction=Illinois party=
+ effective_date=2013-12-20 jurisdiction=Delaware party=Vocus_Inc.
+ effective_date= jurisdiction=Massachusetts party=
+ effective_date=2007-05-17 jurisdiction=California party=
+ effective_date=2014-06-10 jurisdiction=Ohio party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2013-02-18 jurisdiction=New_York party=
+ effective_date=2004-08-24 jurisdiction=New_Jersey party=
+ effective_date=2011-04-15 jurisdiction=Delaware party=Lincare_Holdings_Inc.
+ effective_date= jurisdiction=Massachusetts party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Utah party=
+ effective_date= jurisdiction=California party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2007-10-20 jurisdiction=California party=
+ effective_date= jurisdiction=California party=
+ effective_date=2007-02-06 jurisdiction=Colorado party=
+ effective_date=2005-10-12 jurisdiction=Delaware party=
+ effective_date=2008-12-31 jurisdiction=Ohio party=Red_Mountain_Capital_Partners_LLC
+ effective_date= jurisdiction=Pennsylvania party=
+ effective_date= jurisdiction=New_Jersey party=
+ effective_date= jurisdiction=Virginia party=
+ effective_date=2005-06-16 jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Nevada party=AGS_LLC
+ effective_date=2006-04-13 jurisdiction=Delaware party=Burlington_Coat_Factory_Holdings_Inc.
+ effective_date=2007-10-29 jurisdiction=Texas party=
+ effective_date=2008-09-10 jurisdiction=California party=Hifn_Inc.
+ effective_date=2006-02-28 jurisdiction=New_York party=
+ effective_date=2009-03-19 jurisdiction=New_York party=
+ effective_date= jurisdiction=California party=nStor_Corporation_Inc.
+ effective_date=2012-07-9 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Missouri party=
+ effective_date=2004-02-24 jurisdiction=Delaware party=
+ effective_date=2011-07-22 jurisdiction=Texas party=
+ effective_date= jurisdiction=New_Jersey party=
+ effective_date=2009-05-21 jurisdiction=New_York party=Evercore_Partners_Inc.
+ effective_date=2014-02-19 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Missouri party=
+ effective_date=2007-05-22 jurisdiction=Delaware party=
+ effective_date=2010-06-4 jurisdiction=Nevada party=AGS_LLC
+ effective_date= jurisdiction=Florida party=
+ effective_date=2009-11-24 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Oregon party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2018-03-26 jurisdiction=New_York party=
+ effective_date=2007-04-19 jurisdiction=New_York party=
+ effective_date= jurisdiction=Texas party=
+ effective_date=2006-07-24 jurisdiction=New_Jersey party=
+ effective_date= jurisdiction=Florida party=FARO_Technologies_Inc.
+ effective_date=2016-07-14 jurisdiction=New_York party=Wizard_World_Inc.
+ effective_date=2007-07-23 jurisdiction=Alabama party=
+ effective_date=2009-02-3 jurisdiction=Delaware party=
+ effective_date=2018-03-19 jurisdiction=Delaware party=ARMO_Biosciences_Inc.
+ effective_date= jurisdiction=Oregon party=
+ effective_date= jurisdiction=Minnesota party=The_Travelers_Companies_Inc.
+ effective_date= jurisdiction=Texas party=American_Campus_Communities_Inc.
+ effective_date=2002-05-16 jurisdiction=California party=
+ effective_date=2011-08-11 jurisdiction=Delaware party=Micromet_Inc.
+ effective_date= jurisdiction=California party=
+ effective_date= jurisdiction=New_York party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date= jurisdiction=Colorado party=Lightwave_Logic_Inc.
+ effective_date= jurisdiction=Pennsylvania party=Endo_Pharmaceuticals_Inc.
+ effective_date=2015-05-18 jurisdiction=New_York party=
+ effective_date= jurisdiction=Indiana party=
+ effective_date=2009-01-17 jurisdiction=Delaware party=
+ effective_date=1999-04-15 jurisdiction=Pennsylvania party=
+ effective_date= jurisdiction=Massachusetts party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2015-01-16 jurisdiction=New_York party=
+ effective_date=2007-06-30 jurisdiction=Ohio party=
+ effective_date=2018-01-15 jurisdiction=Illinois party=
+ effective_date= jurisdiction=California party=
+ effective_date=2014-07-31 jurisdiction=California party=
+ effective_date= jurisdiction=California party=Palm_Inc.
+ effective_date=2008-07-24 jurisdiction=Oregon party=
+ effective_date=2012-10-19 jurisdiction=Texas party=
+ effective_date=2009-06-30 jurisdiction=Delaware party=
+ effective_date=2016-08-9 jurisdiction=Michigan party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2001-09-17 jurisdiction=California party=
+ effective_date=2013-04-2 jurisdiction=Florida party=
+ effective_date=2002-07-08 jurisdiction=California party=
+ effective_date= jurisdiction=Ohio party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2020-10-26 jurisdiction=Massachusetts party=Comverse_Inc.
+ effective_date= jurisdiction=Delaware party=PAETEC_Communications_Inc.
+ effective_date=2007-11-30 jurisdiction=Georgia party=Acuity_Brands_Inc.
+ effective_date=2015-01-12 jurisdiction=Delaware party=Pitney_Bowes_Inc.
+ effective_date= jurisdiction=Massachusetts party=
+ effective_date= jurisdiction=Texas party=
+ effective_date=2013-01-25 jurisdiction=New_York party=
+ effective_date= jurisdiction=Pennsylvania party=Globus_Medical_Inc.
+ effective_date=2003-05-13 jurisdiction=Michigan party=
+ effective_date=2009-06-3 jurisdiction=Washington party=
+ effective_date=2011-03-17 jurisdiction=New_York party=Momentive_Specialty_Chemicals_Inc.
+ effective_date=2007-12-10 jurisdiction=Delaware party=
+ effective_date=2011-07-2 jurisdiction=California party=
+ effective_date= jurisdiction=California party=Social_Reality_Inc.
+ effective_date=2006-05-11 jurisdiction=California party=
+ effective_date= jurisdiction=Delaware party=
+ effective_date=2006-07-10 jurisdiction=Delaware party=
+ effective_date= jurisdiction=Ohio party=
+ effective_date=2011-03-21 jurisdiction=Delaware party=
+ effective_date= jurisdiction=New_York party=
+ effective_date=2010-04-19 jurisdiction=New_York party=Sybase_Inc.
+ effective_date=2007-06-15 jurisdiction=Pennsylvania party=Orthovita_Inc.
+ effective_date= jurisdiction=New_York party=
+ effective_date= jurisdiction=Connecticut party=
+ effective_date=2006-05-19 jurisdiction=California party=
+ effective_date= jurisdiction=Florida party=
+ effective_date=2006-04-13 jurisdiction=Delaware party=Burlington_Coat_Factory_Holdings_Inc.
+ effective_date=2010-03-19 jurisdiction=Delaware party=
+ effective_date=2011-01-27 jurisdiction=California party=
+ effective_date=2007-01-10 jurisdiction=Delaware party=Lydall_Inc.