state jurisdiction

.ipynb_checkpoints/config-checkpoint.txt

@@ -0,0 +1 @@
+--metric MultiLabel-F1:uN<F1(UC)> --metric MultiLabel-F1:N<F1>P<3> --metric MultiLabel-F0:uN<P(UC)>P<3> --metric MultiLabel-F9999:uN<R(UC)>P<3>  --metric Accuracy:uSN<Accuracy>P<2> --metric Mean/MultiLabel-F1:uN<Mean-F1>P<3> --metric MultiLabel-{F1:N<F1>,F0:N<P>P<3>,F9999:N<R>P<3>}{m<effective_date=\S+\s*>N<date>P<2>,m<party=\S+\s*>N<party>P<2>,m<jurisdiction=\S+\s*>N<juris>P<2>,m<term=\S+\s*>N<term>P<2>}u --precision 5  -B 200 --in-header in-header.tsv -%

.ipynb_checkpoints/run-checkpoint.ipynb

@@ -0,0 +1,122 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "8b07c9a5-e5cf-4cf9-a6d9-e784eb109fef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "fce94c21-6792-4938-bf2c-3f46ecf2f954",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia', \n",
+    "        'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', \n",
+    "        'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', \n",
+    "        'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', \n",
+    "        'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "eb1815f2-1876-4437-833a-ff22de81685e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def counter(text_in, query):\n",
+    "    pattern = re.compile(query)\n",
+    "    return len(pattern.findall(text_in, re.IGNORECASE))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "8729062d-87b8-4111-a216-8500334f54b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def state_prediction(text_in):\n",
+    "    state_dict = {}\n",
+    "    for state in states:\n",
+    "        state_dict[state.replace(\" \", \"_\")] = counter(text_in, state)     \n",
+    "    return max(state_dict, key=state_dict.get)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "ea8069f7-de8e-454c-8eac-9fb7cc0df626",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def jurisdiction(path_in, path_out):    \n",
+    "    with open(path_in, 'r', encoding='utf8') as file:\n",
+    "        lines = file.readlines()    \n",
+    "    with open(path_out, 'wt')as file_out:\n",
+    "        for i in lines:\n",
+    "            file_out.write(\"jurisdiction=\"+str(state_prediction(i))+'\\n')            \n",
+    "    file_out.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "ade45bfb-9eaa-4b2b-bba1-6cfcaf0a9ce6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "jurisdiction('dev-0/in.tsv', 'dev-0/out.tsv')\n",
+    "jurisdiction('train/in.tsv', 'train/out.tsv')\n",
+    "jurisdiction('test-A/in.tsv', 'test-A/out.tsv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "594a25a9-a0ce-4de9-82c8-df50a4ecac39",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[NbConvertApp] Converting notebook run.ipynb to script\n",
+      "[NbConvertApp] Writing 1634 bytes to run.py\n"
+     ]
+    }
+   ],
+   "source": [
+    "!jupyter nbconvert --to script run.ipynb"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

.ipynb_checkpoints/run-checkpoint.py

@@ -0,0 +1,62 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[17]:
+
+
+import re
+
+
+# In[5]:
+
+
+states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia', 
+        'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', 
+        'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', 
+        'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', 
+        'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']
+
+
+# In[6]:
+
+
+def counter(text_in, query):
+    pattern = re.compile(query)
+    return len(pattern.findall(text_in, re.IGNORECASE))
+
+
+# In[7]:
+
+
+def state_prediction(text_in):
+    state_dict = {}
+    for state in states:
+        state_dict[state.replace(" ", "_")] = counter(text_in, state)     
+    return max(state_dict, key=state_dict.get)
+
+
+# In[20]:
+
+
+def jurisdiction(path_in, path_out):    
+    with open(path_in, 'r', encoding='utf8') as file:
+        lines = file.readlines()    
+    with open(path_out, 'wt')as file_out:
+        for i in lines:
+            file_out.write("jurisdiction="+str(state_prediction(i))+'\n')            
+    file_out.close()
+
+
+# In[21]:
+
+
+jurisdiction('dev-0/in.tsv', 'dev-0/out.tsv')
+jurisdiction('train/in.tsv', 'train/out.tsv')
+jurisdiction('test-A/in.tsv', 'test-A/out.tsv')
+
+
+# In[ ]:
+
+
+# get_ipython().system('jupyter nbconvert --to script run.ipynb')
+

dev-0/.ipynb_checkpoints/expected-checkpoint.tsv

@@ -0,0 +1,83 @@
+effective_date=2014-05-20 jurisdiction=New_York party=Liquidmetal_Technology_Inc. party=Visser_Precision_Cast_LLC term=3_years
+jurisdiction=New_York party=Oglethorpe_Power_Corporation
+effective_date=2012-09-04 jurisdiction=Delaware party=Jda_Software_Group_Inc. party=Redprairie_Holding_Inc. term=2_years
+effective_date=2009-02-23 jurisdiction=Massachusetts party=Nitromed_Inc. party=Kenneth_M._Bate
+effective_date=2015-03-01 jurisdiction=Delaware party=Auspex_Pharmaceuticals party=Teva_Pharmaceutical_Industries_Ltd. term=3_years
+effective_date=2012-01-11 jurisdiction=Washington party=Financial_Northwest_Inc. party=Spencer_L._Schneider party=Stilwell_Group
+effective_date=2009-04-30 jurisdiction=Delaware party=California_Micro_Devices_Corporation party=On_Semiconductor_Corporation term=1_year
+effective_date=2016-06-22 jurisdiction=New_Jersey party=Nat_Krishnamurti party=Interpace_Diagnostics_Group_Inc.
+effective_date=2008-03-31 jurisdiction=New_York party=Intercept_Pharmaceuticals_Inc. party=David_Shapiro
+effective_date=2015-12-11 party=Anadigics_Inc. party=Ii-Vi_Inc.
+party=Pjm_Interconnection_LLC
+effective_date=2018-11-15 jurisdiction=Delaware party=Tesaro_Inc. party=Ajinomoto_Althea_Inc. party=Glaxosmithkline_LLC term=2_years
+jurisdiction=Delaware party=Allergan_Inc. party=Map_Pharmaceuticals_Inc. term=2_years
+effective_date=2000-05-23 jurisdiction=Delaware party=Udate.Com_Inc. party=Anthony_Dunn
+jurisdiction=New_York party=Virgin_Mobile_Usa_LLC term=2_years
+effective_date=2012-01-25 jurisdiction=Massachusetts party=Asahi_Kasei_Corporation party=Zoll_Medical_Corporation term=5_years
+effective_date=2008-07-31 jurisdiction=Minnesota party=Cogent_Inc. party=3m_Company term=2_years
+jurisdiction=California party=Penumbra_Inc. term=2_years
+effective_date=2014-11-25 jurisdiction=New_York party=Aol_Inc. party=Verizon_Corporate_Services_Group_Inc. term=3_years
+effective_date=2018-10-01 jurisdiction=California party=Cubic_Corporation party=John_D._Thomas term=1_year
+effective_date=2018-12-28 jurisdiction=Iowa party=Flexsteel_Industries_Inc. party=Jerald_K._Dittmer
+effective_date=2012-03-31 jurisdiction=California party=Integrated_Device_Technology_Inc. party=Plx_Technology_Inc. term=1_year
+jurisdiction=Virginia party=Bruce_L._Caswell party=Maximus_Inc. term=3_years
+effective_date=2004-10-11 jurisdiction=North_Carolina party=Inspire_Pharmaceuticals_Inc. party=Barry_G._Pea
+jurisdiction=Arizona party=Jda_Software_Inc. party=Compuware_Corporation
+jurisdiction=Indiana party=Peoples_Bank_Sb
+jurisdiction=New_Jersey party=Oceanfinancial_Corp.
+effective_date=2005-05-17 jurisdiction=California party=Patricia_Sueltz party=Salesforce.Com_Inc.
+effective_date=2018-03-30 jurisdiction=Delaware party=Jamba_Inc. party=Focus_Brands_Inc. term=2_years
+effective_date=2013-05-01 jurisdiction=Georgia party=Citi_Trends_Inc. party=Ivy_Council
+effective_date=2005-07-03 jurisdiction=New_York party=Common_Sense_Ltd. party=Synova_Healthcare_Inc. term=5_years
+effective_date=2015-06-23 jurisdiction=New_York party=Consac_LLC party=Musclepharm_Corporation term=12_months
+effective_date=2008-01-01 jurisdiction=California party=Biolargo_Inc. party=Joseph_L._Provenzano
+jurisdiction=Minnesota party=The_St._Paul_Travelers_Companies_Inc.
+jurisdiction=California party=Kbs_Capital_Advisors_LLC term=2_years
+effective_date=2018-08-16 jurisdiction=Kentucky party=Cafepress_Inc. party=District_Photo_Inc. term=1_year
+effective_date=2016-01-27 jurisdiction=Minnesota party=Target_Corporation party=Tina_Tyler
+jurisdiction=Ohio party=Fifth_Third_Processing_Solutions_LLC
+jurisdiction=Michigan party=Hi-Tex_Inc. party=Quaker_Fabric_Corporation_Of_Fall_River
+jurisdiction=California party=Gigpeak_Inc. party=Integrated_Device_Technology_Inc.
+effective_date=2000-02-10 jurisdiction=Minnesota party=New_England_Business_Service_Inc. party=Premium_Wear_Inc.
+effective_date=2008-11-06 jurisdiction=California party=Biolargo_Inc. party=Howard_Isaacs
+effective_date=2007-05-09 jurisdiction=Delaware party=Opsware_Inc. party=Hewlett-Packard_Company term=12_months
+jurisdiction=Illinois party=Jeremiah_Kaye party=Ahp_Servicing_LLC
+effective_date=2003-05-14 jurisdiction=Minnesota party=Flexsteel_Industries_Inc. party=Dmi_Furniture_Inc.
+effective_date=2010-06-23 jurisdiction=Texas party=Allis-Chalmers_Energy_Inc. party=Seawell_Ltd. term=2_years
+jurisdiction=New_Jersey party=Algorx_Pharmaceuticals_Inc. term=10_years
+effective_date=2009-11-06 jurisdiction=Delaware party=Hid_Global_Corporation party=Lasercard_Corporation term=3_years
+jurisdiction=Washington party=Corus_Pharma_Inc. party=A._Bruce_Montgomery
+effective_date=2005-02-16 party=Omni_National_Bank party=Jeffrey_L._Levine
+effective_date=2014-11-26 jurisdiction=Delaware party=E2open_Inc. party=Insight_Venture_Partners_LLC
+effective_date=1999-03-16 jurisdiction=Oregon party=Acumed_Inc. party=Medex_Surgical
+effective_date=2008-07-02 jurisdiction=Delaware party=Unionbancal_Corporation party=The_Bank_Of_Tokyo-Mitsubishi_Ufj term=2_years
+effective_date=2012-06-11 jurisdiction=Delaware party=Lightwave_Logic_Inc. party=Ronald_A._Bucchi
+effective_date=2007-03-04 jurisdiction=Delaware party=Webex_Communications_Inc. party=Cisco_Systems_Inc. term=2_years
+effective_date=2007-04-30 jurisdiction=Massachusetts party=Accurel_Systems_International_Corporation party=Implant_Sciences_Corporation
+effective_date=2011-11-01 jurisdiction=California party=Life_Technologies_Corporation party=Bernd_Brust
+effective_date=2012-09-20 party=Contran_Corporation party=Precision_Castparts_Corp.
+effective_date=2016-03-15 jurisdiction=Delaware party=Orchestra-Prémaman_Sa party=Destination_Maternity_Corporation term=9_months
+effective_date=2005-09-29 jurisdiction=Illinois party=Paul_B._Mulhollem party=Archer-Daniels-Midland_Company
+effective_date=2005-05-04 jurisdiction=Idaho party=Affiliated_Companies party=Michael_L._Mooney
+effective_date=2007-08-14 jurisdiction=Washington party=Photoworks_Inc. party=American_Greetings_Corporation
+effective_date=2016-05-03 jurisdiction=New_York party=Wizard_World_Inc. party=John_D._Maatta
+effective_date=2008-08-01 jurisdiction=New_York party=Omrix_Biopharmaceuticals_Inc. party=Ethicon_Inc.
+effective_date=2006-01-01 jurisdiction=California party=Bank_Of_Beverly_Hills party=Joseph_W._Kiley_Iii term=12_months
+effective_date=2015-03-16 jurisdiction=Utah party=Galil_Medical_Inc. party=Perseon_Corporation
+effective_date=2012-07-05 jurisdiction=Delaware party=Curtiss-Wright_Controls_Inc. party=Williams_Controls_Inc. term=3_years
+effective_date=2015-12-08 jurisdiction=Washington party=Anchor_Bancorp party=Joel_S._Lawson_Iv party=Varonica_S._Ragan term=1_year
+effective_date=2005-02-24 jurisdiction=Virginia party=Mobile_Satellite_Ventures party=Alexander_H._Good
+effective_date=2006-12-19 jurisdiction=New_York party=Mapinfo_Corporation party=Pitney_Bowes_Inc.
+jurisdiction=New_York party=Axcan_Pharma_Inc. party=Tpg_Capital_LP party=Eurand_N.V. term=24_months
+jurisdiction=Illinois party=Motorola_Inc. party=Iridium_Satellite_LLC
+effective_date=2008-01-01 jurisdiction=California party=Gigoptix_LLC party=Avi_Katz
+effective_date=2017-10-02 jurisdiction=Delaware party=Potbelly_Corporation party=Ancora_Advisors_LLC term=2_years
+party=Ideal_Restaurant_Group_Inc. party=The_Schooner_Group_LLC
+effective_date=2011-03-29 jurisdiction=Texas party=Newgistics_Inc. party=Stephen_M._Mattessich
+effective_date=2011-05-26 jurisdiction=California party=Skyworks_Solutions_Inc. party=Richard_K._Williams
+effective_date=2006-09-01 jurisdiction=Washington party=Microsoft_Corporation party=Digital_River_Inc.
+effective_date=2015-04-02 jurisdiction=Delaware party=Columbus_Mckinnon_Corporation party=Magnetek_Inc. term=3_years
+effective_date=2017-07-21 jurisdiction=Washington party=Adaptive_Biotechnologies party=Microsoft_Corporation
+effective_date=2011-01-18 jurisdiction=New_York party=Orthovita_Inc. party=Stryker_Corporation term=2_years
+jurisdiction=Washington party=Alder_Biopharmaceuticals_Inc. party=H._Lundbeck_A/S term=1_year
+effective_date=2015-07-21 jurisdiction=Illinois party=Us_Foods_Inc. party=Pietro_Satriano

dev-0/.ipynb_checkpoints/out-checkpoint.tsv

@@ -0,0 +1,83 @@
+jurisdiction=New_York
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Delaware
+jurisdiction=New_Jersey
+jurisdiction=New_York
+jurisdiction=Alabama
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Iowa
+jurisdiction=Delaware
+jurisdiction=Virginia
+jurisdiction=North_Carolina
+jurisdiction=Arizona
+jurisdiction=Indiana
+jurisdiction=New_Jersey
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Minnesota
+jurisdiction=Delaware
+jurisdiction=Kentucky
+jurisdiction=Minnesota
+jurisdiction=Ohio
+jurisdiction=Massachusetts
+jurisdiction=California
+jurisdiction=Minnesota
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Illinois
+jurisdiction=Minnesota
+jurisdiction=Texas
+jurisdiction=New_Jersey
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=Oregon
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Illinois
+jurisdiction=Idaho
+jurisdiction=Ohio
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Utah
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Virginia
+jurisdiction=Connecticut
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Alabama
+jurisdiction=Texas
+jurisdiction=California
+jurisdiction=Washington
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=New_York
+jurisdiction=Washington
+jurisdiction=Illinois

dev-0/out.tsv

@@ -0,0 +1,83 @@
+jurisdiction=New_York
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Delaware
+jurisdiction=New_Jersey
+jurisdiction=New_York
+jurisdiction=Alabama
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Iowa
+jurisdiction=Delaware
+jurisdiction=Virginia
+jurisdiction=North_Carolina
+jurisdiction=Arizona
+jurisdiction=Indiana
+jurisdiction=New_Jersey
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Minnesota
+jurisdiction=Delaware
+jurisdiction=Kentucky
+jurisdiction=Minnesota
+jurisdiction=Ohio
+jurisdiction=Massachusetts
+jurisdiction=California
+jurisdiction=Minnesota
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Illinois
+jurisdiction=Minnesota
+jurisdiction=Texas
+jurisdiction=New_Jersey
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=Oregon
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Illinois
+jurisdiction=Idaho
+jurisdiction=Ohio
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Utah
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Virginia
+jurisdiction=Connecticut
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Alabama
+jurisdiction=Texas
+jurisdiction=California
+jurisdiction=Washington
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=New_York
+jurisdiction=Washington
+jurisdiction=Illinois

run.ipynb

@@ -0,0 +1,122 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "8b07c9a5-e5cf-4cf9-a6d9-e784eb109fef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import re"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "fce94c21-6792-4938-bf2c-3f46ecf2f954",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia', \n",
+    "        'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', \n",
+    "        'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', \n",
+    "        'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', \n",
+    "        'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "eb1815f2-1876-4437-833a-ff22de81685e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def counter(text_in, query):\n",
+    "    pattern = re.compile(query)\n",
+    "    return len(pattern.findall(text_in, re.IGNORECASE))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "8729062d-87b8-4111-a216-8500334f54b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def state_prediction(text_in):\n",
+    "    state_dict = {}\n",
+    "    for state in states:\n",
+    "        state_dict[state.replace(\" \", \"_\")] = counter(text_in, state)     \n",
+    "    return max(state_dict, key=state_dict.get)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "ea8069f7-de8e-454c-8eac-9fb7cc0df626",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def jurisdiction(path_in, path_out):    \n",
+    "    with open(path_in, 'r', encoding='utf8') as file:\n",
+    "        lines = file.readlines()    \n",
+    "    with open(path_out, 'wt')as file_out:\n",
+    "        for i in lines:\n",
+    "            file_out.write(\"jurisdiction=\"+str(state_prediction(i))+'\\n')            \n",
+    "    file_out.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "ade45bfb-9eaa-4b2b-bba1-6cfcaf0a9ce6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "jurisdiction('dev-0/in.tsv', 'dev-0/out.tsv')\n",
+    "jurisdiction('train/in.tsv', 'train/out.tsv')\n",
+    "jurisdiction('test-A/in.tsv', 'test-A/out.tsv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "594a25a9-a0ce-4de9-82c8-df50a4ecac39",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[NbConvertApp] Converting notebook run.ipynb to script\n",
+      "[NbConvertApp] Writing 1634 bytes to run.py\n"
+     ]
+    }
+   ],
+   "source": [
+    "!jupyter nbconvert --to script run.ipynb"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.9.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

run.py

@@ -0,0 +1,62 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[17]:
+
+
+import re
+
+
+# In[5]:
+
+
+states = ['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California', 'Colorado', 'Connecticut', 'Delaware', 'Florida', 'Georgia', 
+        'Hawaii', 'Idaho', 'Illinois', 'Indiana', 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland', 
+        'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi', 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire', 'New Jersey', 
+        'New Mexico', 'New York', 'North Carolina', 'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania', 'Rhode Island', 'South Carolina', 
+        'South Dakota', 'Tennessee', 'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington', 'West Virginia', 'Wisconsin', 'Wyoming']
+
+
+# In[6]:
+
+
+def counter(text_in, query):
+    pattern = re.compile(query)
+    return len(pattern.findall(text_in, re.IGNORECASE))
+
+
+# In[7]:
+
+
+def state_prediction(text_in):
+    state_dict = {}
+    for state in states:
+        state_dict[state.replace(" ", "_")] = counter(text_in, state)     
+    return max(state_dict, key=state_dict.get)
+
+
+# In[20]:
+
+
+def jurisdiction(path_in, path_out):    
+    with open(path_in, 'r', encoding='utf8') as file:
+        lines = file.readlines()    
+    with open(path_out, 'wt')as file_out:
+        for i in lines:
+            file_out.write("jurisdiction="+str(state_prediction(i))+'\n')            
+    file_out.close()
+
+
+# In[21]:
+
+
+jurisdiction('dev-0/in.tsv', 'dev-0/out.tsv')
+jurisdiction('train/in.tsv', 'train/out.tsv')
+jurisdiction('test-A/in.tsv', 'test-A/out.tsv')
+
+
+# In[ ]:
+
+
+# get_ipython().system('jupyter nbconvert --to script run.ipynb')
+

test-A/out.tsv

@@ -0,0 +1,203 @@
+jurisdiction=Ohio
+jurisdiction=California
+jurisdiction=Indiana
+jurisdiction=New_York
+jurisdiction=Nevada
+jurisdiction=Colorado
+jurisdiction=Colorado
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=Georgia
+jurisdiction=Texas
+jurisdiction=California
+jurisdiction=Washington
+jurisdiction=Alabama
+jurisdiction=Florida
+jurisdiction=Delaware
+jurisdiction=Florida
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Florida
+jurisdiction=New_York
+jurisdiction=Washington
+jurisdiction=Texas
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Delaware
+jurisdiction=Pennsylvania
+jurisdiction=California
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=Florida
+jurisdiction=California
+jurisdiction=Virginia
+jurisdiction=Pennsylvania
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Virginia
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=New_Jersey
+jurisdiction=Delaware
+jurisdiction=Texas
+jurisdiction=Massachusetts
+jurisdiction=Washington
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=Pennsylvania
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=Connecticut
+jurisdiction=California
+jurisdiction=Texas
+jurisdiction=Delaware
+jurisdiction=Virginia
+jurisdiction=Delaware
+jurisdiction=Washington
+jurisdiction=Minnesota
+jurisdiction=Delaware
+jurisdiction=Texas
+jurisdiction=Colorado
+jurisdiction=Colorado
+jurisdiction=Nevada
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=Illinois
+jurisdiction=New_Jersey
+jurisdiction=New_York
+jurisdiction=Florida
+jurisdiction=Virginia
+jurisdiction=Delaware
+jurisdiction=Nevada
+jurisdiction=Delaware
+jurisdiction=New_Jersey
+jurisdiction=Delaware
+jurisdiction=Minnesota
+jurisdiction=Connecticut
+jurisdiction=North_Carolina
+jurisdiction=Kansas
+jurisdiction=Florida
+jurisdiction=Washington
+jurisdiction=Oregon
+jurisdiction=New_York
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=Colorado
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Ohio
+jurisdiction=Minnesota
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=Connecticut
+jurisdiction=Maryland
+jurisdiction=Delaware
+jurisdiction=Utah
+jurisdiction=California
+jurisdiction=Utah
+jurisdiction=Colorado
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Virginia
+jurisdiction=Massachusetts
+jurisdiction=Texas
+jurisdiction=Massachusetts
+jurisdiction=Colorado
+jurisdiction=New_York
+jurisdiction=Michigan
+jurisdiction=Pennsylvania
+jurisdiction=New_York
+jurisdiction=New_Jersey
+jurisdiction=Georgia
+jurisdiction=Minnesota
+jurisdiction=Ohio
+jurisdiction=Oregon
+jurisdiction=New_Jersey
+jurisdiction=Florida
+jurisdiction=Oregon
+jurisdiction=Massachusetts
+jurisdiction=Ohio
+jurisdiction=Minnesota
+jurisdiction=Maryland
+jurisdiction=Indiana
+jurisdiction=California
+jurisdiction=Virginia
+jurisdiction=Tennessee
+jurisdiction=Delaware
+jurisdiction=Maryland
+jurisdiction=Minnesota
+jurisdiction=Ohio
+jurisdiction=California
+jurisdiction=New_Jersey
+jurisdiction=Colorado
+jurisdiction=Indiana
+jurisdiction=Virginia
+jurisdiction=Minnesota
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Louisiana
+jurisdiction=Georgia
+jurisdiction=New_York
+jurisdiction=New_York
+jurisdiction=Oregon
+jurisdiction=Nevada
+jurisdiction=California
+jurisdiction=North_Carolina
+jurisdiction=California
+jurisdiction=Georgia
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=Alabama
+jurisdiction=New_York
+jurisdiction=Indiana
+jurisdiction=Georgia
+jurisdiction=New_Jersey
+jurisdiction=Minnesota
+jurisdiction=North_Carolina
+jurisdiction=Delaware
+jurisdiction=Kentucky
+jurisdiction=Nevada
+jurisdiction=Missouri
+jurisdiction=Colorado
+jurisdiction=Connecticut
+jurisdiction=Delaware
+jurisdiction=North_Carolina
+jurisdiction=Delaware
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=Pennsylvania
+jurisdiction=California
+jurisdiction=Maryland
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Pennsylvania
+jurisdiction=New_York
+jurisdiction=Virginia
+jurisdiction=Virginia
+jurisdiction=Delaware
+jurisdiction=Nevada
+jurisdiction=Nevada
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=Colorado
+jurisdiction=Alabama

train/out.tsv

@@ -0,0 +1,254 @@
+jurisdiction=Oregon
+jurisdiction=Delaware
+jurisdiction=Florida
+jurisdiction=Pennsylvania
+jurisdiction=California
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=Illinois
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=Iowa
+jurisdiction=Delaware
+jurisdiction=Indiana
+jurisdiction=New_York
+jurisdiction=Massachusetts
+jurisdiction=New_York
+jurisdiction=Michigan
+jurisdiction=Indiana
+jurisdiction=Colorado
+jurisdiction=Florida
+jurisdiction=New_York
+jurisdiction=Oregon
+jurisdiction=Pennsylvania
+jurisdiction=Delaware
+jurisdiction=Florida
+jurisdiction=Delaware
+jurisdiction=Illinois
+jurisdiction=Illinois
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Missouri
+jurisdiction=Oregon
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Connecticut
+jurisdiction=Nevada
+jurisdiction=New_York
+jurisdiction=Illinois
+jurisdiction=Idaho
+jurisdiction=Florida
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Minnesota
+jurisdiction=Virginia
+jurisdiction=California
+jurisdiction=California
+jurisdiction=Nevada
+jurisdiction=New_York
+jurisdiction=Washington
+jurisdiction=New_York
+jurisdiction=Ohio
+jurisdiction=Nevada
+jurisdiction=Florida
+jurisdiction=Delaware
+jurisdiction=Texas
+jurisdiction=New_York
+jurisdiction=New_York
+jurisdiction=Virginia
+jurisdiction=Wisconsin
+jurisdiction=Colorado
+jurisdiction=Oregon
+jurisdiction=Delaware
+jurisdiction=Ohio
+jurisdiction=Missouri
+jurisdiction=South_Dakota
+jurisdiction=New_York
+jurisdiction=Indiana
+jurisdiction=Minnesota
+jurisdiction=Maine
+jurisdiction=Kansas
+jurisdiction=Delaware
+jurisdiction=Illinois
+jurisdiction=Indiana
+jurisdiction=Massachusetts
+jurisdiction=Illinois
+jurisdiction=New_Jersey
+jurisdiction=California
+jurisdiction=California
+jurisdiction=Maine
+jurisdiction=North_Carolina
+jurisdiction=Missouri
+jurisdiction=Georgia
+jurisdiction=Missouri
+jurisdiction=New_York
+jurisdiction=Georgia
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=Oregon
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Connecticut
+jurisdiction=Utah
+jurisdiction=Texas
+jurisdiction=Delaware
+jurisdiction=Ohio
+jurisdiction=California
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=North_Carolina
+jurisdiction=Texas
+jurisdiction=New_York
+jurisdiction=New_Jersey
+jurisdiction=Georgia
+jurisdiction=Massachusetts
+jurisdiction=Texas
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=Pennsylvania
+jurisdiction=Pennsylvania
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Florida
+jurisdiction=California
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Oregon
+jurisdiction=North_Carolina
+jurisdiction=Delaware
+jurisdiction=Maryland
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=Massachusetts
+jurisdiction=Massachusetts
+jurisdiction=New_York
+jurisdiction=Missouri
+jurisdiction=Virginia
+jurisdiction=California
+jurisdiction=Virginia
+jurisdiction=California
+jurisdiction=Alabama
+jurisdiction=Wisconsin
+jurisdiction=Washington
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=Illinois
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=California
+jurisdiction=Ohio
+jurisdiction=Illinois
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Massachusetts
+jurisdiction=Massachusetts
+jurisdiction=Utah
+jurisdiction=Washington
+jurisdiction=Texas
+jurisdiction=California
+jurisdiction=California
+jurisdiction=Colorado
+jurisdiction=Georgia
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=New_Jersey
+jurisdiction=Virginia
+jurisdiction=New_York
+jurisdiction=Michigan
+jurisdiction=Nevada
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=New_York
+jurisdiction=California
+jurisdiction=New_Jersey
+jurisdiction=Missouri
+jurisdiction=Delaware
+jurisdiction=Texas
+jurisdiction=New_Jersey
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=Missouri
+jurisdiction=Delaware
+jurisdiction=Nevada
+jurisdiction=Florida
+jurisdiction=Delaware
+jurisdiction=Oregon
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=New_York
+jurisdiction=Texas
+jurisdiction=New_Jersey
+jurisdiction=Florida
+jurisdiction=New_York
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=Delaware
+jurisdiction=Oregon
+jurisdiction=Washington
+jurisdiction=Alabama
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=New_York
+jurisdiction=Delaware
+jurisdiction=Colorado
+jurisdiction=Pennsylvania
+jurisdiction=New_York
+jurisdiction=Indiana
+jurisdiction=Delaware
+jurisdiction=Pennsylvania
+jurisdiction=Massachusetts
+jurisdiction=Massachusetts
+jurisdiction=New_York
+jurisdiction=Ohio
+jurisdiction=Illinois
+jurisdiction=California
+jurisdiction=California
+jurisdiction=California
+jurisdiction=Oregon
+jurisdiction=Texas
+jurisdiction=New_York
+jurisdiction=Michigan
+jurisdiction=Delaware
+jurisdiction=California
+jurisdiction=Florida
+jurisdiction=California
+jurisdiction=Ohio
+jurisdiction=New_York
+jurisdiction=Massachusetts
+jurisdiction=Delaware
+jurisdiction=Georgia
+jurisdiction=New_York
+jurisdiction=Massachusetts
+jurisdiction=Texas
+jurisdiction=New_York
+jurisdiction=Pennsylvania
+jurisdiction=Michigan
+jurisdiction=Washington
+jurisdiction=New_York
+jurisdiction=Missouri
+jurisdiction=California
+jurisdiction=California
+jurisdiction=California
+jurisdiction=Delaware
+jurisdiction=Florida
+jurisdiction=Ohio
+jurisdiction=Delaware
+jurisdiction=New_York
+jurisdiction=New_York
+jurisdiction=Pennsylvania
+jurisdiction=New_York
+jurisdiction=Illinois
+jurisdiction=California
+jurisdiction=Florida
+jurisdiction=New_York
+jurisdiction=Connecticut
+jurisdiction=California
+jurisdiction=Delaware