{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing\n",
    "import pandas as pd\n",
    "df = pd.read_csv('V3_final_statements.csv')\n",
    "\n",
    "# cleaning white spaces\n",
    "import re\n",
    "df['Offender_info_v2'] = df.apply(lambda x: re.sub('\\s+', ' ', x['Offender Info']).strip(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"{'Name': 'Hall, Justen Grant', 'TDCJ Number': '999497', 'Date of Birth': '06/16/1981', 'Date Received': '05/11/2005', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '10/28/2002', 'Age (at the time of Offense)': '21', 'County': 'El Paso', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′5″', 'Weight (in Pounds)': '197', 'Eye Color': 'Hazel', 'Native County': 'El Paso', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Sparks, Robert', 'TDCJ Number': '999542', 'Date of Birth': '02/13/1974', 'Date Received': '01/08/2009', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '09/15/2007', 'Age (at the time of Offense)': '33', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '247', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Soliz, Mark Anthony', 'TDCJ Number': '999571', 'Date of Birth': '01/27/1982', 'Date Received': '03/28/2012', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '06/29/2010', 'Age (at the time of Offense)': '28', 'County': 'Johnson', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '177', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Crutsinger, Billy Jack', 'TDCJ Number': '999459', 'Date of Birth': '10/05/1954', 'Date Received': '10/08/2003', 'Age (when Received)': '49', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '04/06/2003', 'Age (at the time of Offense)': '48', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Gray', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '217', 'Eye Color': 'Green', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Larry Ray Swearingen', 'TDCJ Number': '999361', 'Date of Birth': '5/21/1971', 'Date Received': '7/12/2000', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '12/8/1998', 'Age (at the time of Offense)': '27', 'County': 'Montgomery', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '194', 'Eye Color': 'Blue', 'Native County': 'Montgomery', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'King, John William', 'TDCJ Number': '999295', 'Date of Birth': '11/03/1974', 'Date Received': '02/25/1999', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '06/07/1998', 'Age (at the time of Offense)': '23', 'County': 'Jasper', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '198', 'Eye Color': 'Brown', 'Native County': 'Atlanta', 'Native State': 'Georgia'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Braziel, Alvin Avon Jr.', 'TDCJ Number': '999393', 'Date of Birth': '3/16/1975', 'Date Received': '8/9/2001', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '9/21/1993', 'Age (at the time of Offense)': '18', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '166', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garcia, Joseph Christopher', 'TDCJ Number': '999441', 'Date of Birth': '11/06/1971', 'Date Received': '02/14/2003', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/24/2000', 'Age (at the time of Offense)': '29', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '202', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Acker, Daniel Clate', 'TDCJ Number': '999381', 'Date of Birth': '10/09/1971', 'Date Received': '04/02/2001', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '03/12/2000', 'Age (at the time of Offense)': '28', 'County': 'Hopkins', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '295', 'Eye Color': 'Brown', 'Native County': 'Hunt', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Clark, Troy', 'TDCJ Number': '999351', 'Date of Birth': '9/2/1967', 'Date Received': '3/31/2000', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '6 years', 'Date of Offense': '5/19/1998', 'Age (at the time of Offense)': '30', 'County': 'Smith', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '159', 'Eye Color': 'Blue', 'Native County': 'Bexar County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Young, Christopher Anthony', 'TDCJ Number': '999508', 'Date of Birth': '09/24/1983', 'Date Received': '03/31/2006', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '09', 'Date of Offense': '11/21/2004', 'Age (at the time of Offense)': '21', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '216', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Bible, Danny Paul', 'TDCJ Number': '999455', 'Date of Birth': '08/28/1951', 'Date Received': '07/17/2003', 'Age (when Received)': '51', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '05/27/1979', 'Age (at the time of Offense)': '27', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Gray', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '194', 'Eye Color': 'Blue', 'Native County': 'Brazoria', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Castillo, Juan Edward', 'TDCJ Number': '999502', 'Date of Birth': '04/03/1981', 'Date Received': '09/27/2005', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '12/03/2003', 'Age (at the time of Offense)': '22', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '180', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Davila, Erick Daniel', 'TDCJ Number': '999545', 'Date of Birth': '04/04/1987', 'Date Received': '02/27/2009', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '11th Grade', 'Date of Offense': '04/06/2008', 'Age (at the time of Offense)': '21', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '161', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Rodriguez III, Rosendo', 'TDCJ Number': '999534', 'Date of Birth': '03/26/1980', 'Date Received': '05/14/2008', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '12th Grade', 'Date of Offense': '09/13/2005', 'Age (at the time of Offense)': '25', 'County': 'Lubbock', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '198', 'Eye Color': 'Brown', 'Native County': 'Wichita', 'Native State': 'TX'}\",\n",
       "       \"{'Name': 'Battaglia, John David', 'TDCJ Number': '999412', 'Date of Birth': '08/02/1955', 'Date Received': '05/01/2002', 'Age (when Received)': '46', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '05/02/2001', 'Age (at the time of Offense)': '45', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Grey', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '188', 'Eye Color': 'Green', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Rayford, William Earl', 'TDCJ Number': '999371', 'Date of Birth': '5/21/1953', 'Date Received': '1/4/2001', 'Age (when Received)': '47', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '11/16/99', 'Age (at the time of Offense)': '46', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 4″', 'Weight (in Pounds)': '179', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Shore, Anthony', 'TDCJ Number': '999488', 'Date of Birth': '06/25/1962', 'Date Received': '11/15/2004', 'Age (when Received)': '42', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '04/16/1992', 'Age (at the time of Offense)': '29', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Gray', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '198', 'Eye Color': 'Brown', 'Native County': 'Pennington', 'Native State': 'South Dakota'}\",\n",
       "       \"{'Name': 'Cardenas, Ruben Ramirez', 'TDCJ Number': '999275', 'Date of Birth': '04/07/1970', 'Date Received': '07/29/1998', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '02/22/1997', 'Age (at the time of Offense)': '26', 'County': 'Hidalgo', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '204', 'Eye Color': 'Brown', 'Native County': 'Guanajuato', 'Native State': 'Mexico'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Preyor, Taichin', 'TDCJ Number': '999494', 'Date of Birth': '09/02/1970', 'Date Received': '03/30/2005', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '02/26/2004', 'Age (at the time of Offense)': '33', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '219', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Edwards, Terry', 'TDCJ Number': '999463', 'Date of Birth': '08/10/1973', 'Date Received': '12/04/2003', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '12th grade', 'Date of Offense': '07/08/2002', 'Age (at the time of Offense)': '28', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '157', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Wilkins, Christopher', 'TDCJ Number': '999533', 'Date of Birth': '09/29/1968', 'Date Received': '03/12/2008', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12th Grade', 'Date of Offense': '10/28/2005', 'Age (at the time of Offense)': '37', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '196 lbs', 'Eye Color': 'Green', 'Native County': 'Harris County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Fuller Jr., Barney Ronald', 'TDCJ Number': '999481', 'Date of Birth': '08/12/1958', 'Date Received': '07/21/2004', 'Age (when Received)': '45', 'Education Level (Highest Grade Completed)': '09', 'Date of Offense': '05/14/2003', 'Age (at the time of Offense)': '44', 'County': 'Houston', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '225', 'Eye Color': 'Brown', 'Native County': 'Summit', 'Native State': 'Ohio'}\",\n",
       "       \"{'Name': 'Vasquez, Pablo Lucio', 'TDCJ Number': '999297', 'Date of Birth': '08/11/1977', 'Date Received': '03/30/1999', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '04/18/1998', 'Age (at the time of Offense)': '20', 'County': 'Hidalgo', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '174', 'Eye Color': 'Brown', 'Native County': 'Dawson', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Ward, Adam Kelly', 'TDCJ Number': '999525', 'Date of Birth': '08/11/1982', 'Date Received': '06/27/2007', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': 'Not available.', 'Date of Offense': '06/13/2005', 'Age (at the time of Offense)': '22', 'County': 'Hunt', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '149 lbs.', 'Eye Color': 'Hazel', 'Native County': 'Hunt County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Wesbrook, Coy Wayne', 'TDCJ Number': '999281', 'Date of Birth': '2/1/58', 'Date Received': '9/2/98', 'Age (when Received)': '40', 'Education Level (Highest Grade Completed)': '8 years', 'Date of Offense': '11/13/97', 'Age (at the time of Offense)': '39', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '296', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Freeman, James', 'TDCJ Number': '999539', 'Date of Birth': '11/12/1980', 'Date Received': '11/10/2008', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '12th Grade', 'Date of Offense': '03/17/2007', 'Age (at the time of Offense)': '26', 'County': 'Wharton', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '155', 'Eye Color': 'Brown', 'Native County': 'Wharton County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Masterson, Richard Allen', 'TDCJ Number': '999414', 'Date of Birth': '03/05/1972', 'Date Received': '05/15/2002', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '02/09/2001', 'Age (at the time of Offense)': '28', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '233', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Holiday, Raphael Deon', 'TDCJ Number': '999419', 'Date of Birth': '07/20/1979', 'Date Received': '06/21/2002', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '09/06/2000', 'Age (at the time of Offense)': '21', 'County': 'Walker, on change of venue from Madison County', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '194', 'Eye Color': 'Brown', 'Native County': 'Grimes', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Escamilla, Licho', 'TDCJ Number': '999432', 'Date of Birth': '07/03/1982', 'Date Received': '11/01/2002', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '11/25/2001', 'Age (at the time of Offense)': '20', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '156', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garcia, Juan Martin', 'TDCJ Number': '999360', 'Date of Birth': '2/18/1980', 'Date Received': '6/21/2000', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '9/17/1998', 'Age (at the time of Offense)': '18', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '183', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Lopez, Daniel', 'TDCJ Number': '999555', 'Date of Birth': '09/15/1987', 'Date Received': '03/16/2010', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '10th grade', 'Date of Offense': '03/11/2009', 'Age (at the time of Offense)': '21', 'County': 'Nueces', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '140 lbs.', 'Eye Color': 'Brown', 'Native County': 'Nueces County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Russeau, Gregory Lynn', 'TDCJ Number': '999430', 'Date of Birth': '10/11/1969', 'Date Received': '10/15/2002', 'Age (when Received)': '33', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '05/30/2001', 'Age (at the time of Offense)': '31', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '299', 'Eye Color': 'Brown', 'Native County': 'Smith', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Charles, Derrick Dewayne', 'TDCJ Number': '999451', 'Date of Birth': '09/06/1982', 'Date Received': '05/27/2003', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '07/02/2002', 'Age (at the time of Offense)': '19', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '05′ 9″', 'Weight (in Pounds)': '179', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garza, Jr., Manuel', 'TDCJ Number': '999434', 'Date of Birth': '08/08/1980', 'Date Received': '11/08/2002', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '02/02/2001', 'Age (at the time of Offense)': '20', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '157', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Sprouse, Kent William', 'TDCJ Number': '999471', 'Date of Birth': '8/9/1972', 'Date Received': '3/1/2004', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '10/6/2002', 'Age (at the time of Offense)': '30', 'County': 'Ellis', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '222', 'Eye Color': 'Hazel', 'Native County': 'Boone', 'Native State': 'Missouri'}\",\n",
       "       \"{'Name': 'Vasquez, Manuel', 'TDCJ Number': '999336', 'Date of Birth': '06/16/1968', 'Date Received': '11/30/1999', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '03/19/1998', 'Age (at the time of Offense)': '29', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '195', 'Eye Color': 'Brown', 'Native County': 'Jerome', 'Native State': 'Idaho'}\",\n",
       "       \"{'Name': 'Donald Newbury', 'TDCJ Number': '999403', 'Date of Birth': '05/18/1962', 'Date Received': '01/28/2002', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '12/24/2000', 'Age (at the time of Offense)': '38', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '215', 'Eye Color': 'Brown', 'Native County': 'Bernalillo', 'Native State': 'New Mexico'}\",\n",
       "       \"{'Name': 'Ladd, Robert Charles', 'TDCJ Number': '999237', 'Date of Birth': '3/19/57', 'Date Received': '8/29/97', 'Age (when Received)': '40', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '9/25/96', 'Age (at the time of Offense)': '39', 'County': 'Smith', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Weight (in Pounds)': '232', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Paredes, Miguel Angel', 'TDCJ Number': '999400', 'Date of Birth': '08/08/1982', 'Date Received': '11/09/2001', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '09/17/2000', 'Age (at the time of Offense)': '18', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '254', 'Eye Color': 'Brown', 'Native County': 'Cook', 'Native State': 'Illinois'}\",\n",
       "       \"{'Name': 'Coleman, Lisa', 'TDCJ Number': '999511', 'Date of Birth': '10/06/1975', 'Date Received': '06/22/2006', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '07/26/2004', 'Age (at the time of Offense)': '28', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Female', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '189', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Villegas, Jr., Jose Luis', 'TDCJ Number': '999417', 'Date of Birth': '04/14/1975', 'Date Received': '05/21/2002', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '01/22/2001', 'Age (at the time of Offense)': '27', 'County': 'Nueces', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '186', 'Eye Color': 'Brown', 'Native County': 'Nueces', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hernandez, Ramiro', 'TDCJ Number': '999342', 'Date of Birth': '10/05/1969', 'Date Received': '02/11/2000', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '4', 'Date of Offense': '10/15/1997', 'Age (at the time of Offense)': '28', 'County': 'Bandera', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 2″', 'Weight (in Pounds)': '190', 'Eye Color': 'Brown', 'Native County': 'Tamaulipas (Mexico)', 'Native State': 'n/a'}\",\n",
       "       \"{'Name': 'Tommy Lynn Sells', 'TDCJ Number': '999367', 'Date of Birth': '6/28/1964', 'Date Received': '11/8/2000', 'Age (when Received)': '36', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '12/31/1999', 'Age (at the time of Offense)': '35', 'County': 'Val Verde', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '195', 'Eye Color': 'Hazel', 'Native County': 'Alameda', 'Native State': 'California'}\",\n",
       "       \"{'Name': 'Doyle, Anthony Dewayne', 'TDCJ Number': '999478', 'Date of Birth': '10/16/1984', 'Date Received': '05/28/2004', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '01/16/2003', 'Age (at the time of Offense)': '18', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 07″', 'Weight (in Pounds)': '182', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Jasper, Ray', 'TDCJ Number': '999341', 'Date of Birth': '08/25/1980', 'Date Received': '02/04/2000', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '11/29/1998', 'Age (at the time of Offense)': '19', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '139', 'Eye Color': 'Brown', 'Native Country': 'Netherlands', 'Native State': 'n/a'}\",\n",
       "       \"{'Name': 'Basso, Suzanne Margaret', 'TDCJ Number': '999329', 'Date of Birth': '05/15/1954', 'Date Received': '10/28/1999', 'Age (when Received)': '45', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '08/25/1998', 'Age (at the time of Offense)': '44', 'County': 'Harris', 'Race': 'White', 'Gender': 'Female', 'Hair Color': 'Grey', 'Height (in Feet and Inches)': '5′ 2″', 'Weight (in Pounds)': '141', 'Eye Color': 'Blue', 'Native County': 'Albany', 'Native State': 'New York'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Martin, Jerry Duane', 'TDCJ Number': '999552', 'Date of Birth': '03/28/1970', 'Date Received': '02/17/2009', 'Age (when Received)': '38', 'Education Level (Highest Grade Completed)': '10th Grade', 'Date of Offense': '09/24/2007', 'Age (at the time of Offense)': '37', 'County': 'Leon C/V from Walker', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '169 lbs.', 'Eye Color': 'Brown', 'Native County': 'Collin', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Yowell, Michael J.', 'TDCJ Number': '999334', 'Date of Birth': '01/25/1970', 'Date Received': '11/23/1999', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '05/09/1998', 'Age (at the time of Offense)': '28', 'County': 'Lubbock', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '188', 'Eye Color': 'Hazel', 'Native County': 'Lubbock', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Diaz, Arturo Eleazar', 'TDCJ Number': '999345', 'Date of Birth': '12/27/1975', 'Date Received': '2/20/2000', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '04/03/1999', 'Age (at the time of Offense)': '23', 'County': 'Hidalgo', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '200', 'Eye Color': 'Brown', 'Native County': 'Hidalgo', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garza, Robert', 'TDCJ Number': '999466', 'Date of Birth': '05/15/1982', 'Date Received': '12/18/2003', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '08', 'Date of Offense': '09/05/2002', 'Age (at the time of Offense)': '20', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '147', 'Eye Color': 'Brown', 'Native County': 'Hidalgo Co.', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Feldman, Douglas Alan', 'TDCJ Number': '999326', 'Date of Birth': '06/19/1958', 'Date Received': '09/22/1999', 'Age (when Received)': '41', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '08/25/1998', 'Age (at the time of Offense)': '40', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '198', 'Eye Color': 'Blue', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Ross, Vaughn', 'TDCJ Number': '999429', 'Date of Birth': '09/04/1971', 'Date Received': '10/01/2002', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '01/31/2001', 'Age (at the time of Offense)': '29', 'County': 'Lubbock', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Saint Louis', 'Native State': 'Missouri'}\",\n",
       "       \"{'Name': 'Quintanilla, Jr., John Manuel', 'TDCJ Number': '999491', 'Date of Birth': '12/09/1976', 'Date Received': '12/08/2004', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '08', 'Date of Offense': '11/24/2002', 'Age (at the time of Offense)': '25', 'County': 'Victoria', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '153', 'Eye Color': 'Brown', 'Native County': 'Calhoun', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'McCarthy, Kimberly Lagayle', 'TDCJ Number': '999287', 'Date of Birth': '05/11/1961', 'Date Received': '12/07/1998', 'Age (when Received)': '37', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '07/21/1997', 'Age (at the time of Offense)': '36', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Female', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '188', 'Eye Color': 'Brown', 'Native County': 'Hunt', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Elroy Chester', 'TDCJ Number': '999280', 'Date of Birth': '6/14/1969', 'Date Received': '9/26/1998', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '2/6/1998', 'Age (at the time of Offense)': '28', 'County': 'Jefferson', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '160', 'Eye Color': 'Brown', 'Native County': 'Jefferson', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Williams, Jefferey Demond', 'TDCJ Number': '999350', 'Date of Birth': '12/16/1975', 'Date Received': '3/29/2000', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '5/19/1999', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '153 lbs.', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Parr, Carroll Joe', 'TDCJ Number': '999479', 'Date of Birth': '10/18/1977', 'Date Received': '06/04/2004', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '03', 'Date of Offense': '01/11/2003', 'Age (at the time of Offense)': '25', 'County': 'McLennan', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '178', 'Eye Color': 'Brown', 'Native County': 'McLennan', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Cobb,Richard Aaron', 'TDCJ Number': '999467', 'Date of Birth': '04/02/1984', 'Date Received': '01/23/2004', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '09/02/2002', 'Age (at the time of Offense)': '18', 'County': 'Cherokee', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '05′ 10″', 'Weight (in Pounds)': '150', 'Eye Color': 'Blue', 'Native County': 'Smith', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Threadgill, Ronnie Paul', 'TDCJ Number': '999424', 'Date of Birth': '02/20/1973', 'Date Received': '07/22/2002', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '04/14/2001', 'Age (at the time of Offense)': '28', 'County': 'Navarro', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '174', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Lewis, Rickey Lynn', 'TDCJ Number': '999097', 'Date of Birth': '07/21/1962', 'Date Received': '05/06/1994', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '09/17/1990', 'Age (at the time of Offense)': '28', 'County': 'Smith', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '146', 'Eye Color': 'Brown', 'Native County': 'Smith', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Hernandez, Ramon Torres', 'TDCJ Number': '999431', 'Date of Birth': '11/08/1971', 'Date Received': '10/21/2002', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '03/31/2001', 'Age (at the time of Offense)': '29', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '163', 'Eye Color': 'Hazel', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Swain, Mario', 'TDCJ Number': '999475', 'Date of Birth': '02/28/1979', 'Date Received': '04/08/2004', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/27/2002', 'Age (at the time of Offense)': '23', 'County': 'Gregg', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '139', 'Eye Color': 'Brown', 'Native County': 'Los Angeles', 'Native State': 'California'}\",\n",
       "       \"{'Name': 'Roberts Jr., Donnie Lee', 'TDCJ Number': '999487', 'Date of Birth': '02/09/1971', 'Date Received': '10/28/2004', 'Age (when Received)': '33', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '10/15/2003', 'Age (at the time of Offense)': '32', 'County': 'Polk', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '223', 'Eye Color': 'Blue', 'Native County': 'Natchitoches Parish', 'Native State': 'Louisiana'}\",\n",
       "       '{}', 'no link',\n",
       "       \"{'Name': 'Foster, Cleve', 'TDCJ Number': '999470', 'Date of Birth': '10/24/1963', 'Date Received': '3/1/2004', 'Age (when Received)': '40', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '02/14/2002', 'Age (at the time of Offense)': '38', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '260', 'Eye Color': 'Blue', 'Native County': 'Henderson', 'Native State': 'Kentucky'}\",\n",
       "       \"{'Name': 'Robert Wayne Harris', 'TDCJ Number': '999364', 'Date of Birth': '2/28/1972', 'Date Received': '10/6/2000', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '3/20/2000', 'Age (at the time of Offense)': '28', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '182', 'Eye Color': 'Black', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Hearn, Yokamon L.', 'TDCJ Number': '999292', 'Date of Birth': '11/6/78', 'Date Received': '12/31/98', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '3/26/98', 'Age (at the time of Offense)': '19', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '184', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Adams, Beunka', 'TDCJ Number': '999486', 'Date of Birth': '12/10/1982', 'Date Received': '08/30/2004', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '09/02/2002', 'Age (at the time of Offense)': '19', 'County': 'Cherokee', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height': '5′ 6″', 'Weight (in Pounds)': '179', 'Eye Color': 'Brown', 'Native County': 'Cherokee', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hernandez, Jesse Joe', 'TDCJ Number': '999425', 'Date of Birth': '06/08/1964', 'Date Received': '08/08/2002', 'Age (when Received)': '38', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '04/11/2001', 'Age (at the time of Offense)': '36', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '145', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Thurmond, Keith Steven', 'TDCJ Number': '999435', 'Date of Birth': '10/31/1959', 'Date Received': '11/14/2002', 'Age (when Received)': '43', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '09/25/2001', 'Age (at the time of Offense)': '41', 'County': 'Montgomery', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '220', 'Eye Color': 'Brown', 'Native County': 'Fort Knox', 'Native State': 'Kentucky'}\",\n",
       "       \"{'Name': 'Rivas, George', 'TDCJ Number': '999394', 'Date of Birth': '5/6/1970', 'Date Received': '8/29/2001', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/24/2000', 'Age (at the time of Offense)': '30', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '214', 'Eye Color': 'Brown', 'Native County': 'El Paso', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hernandez, Rodrigo', 'TDCJ Number': '999474', 'Date of Birth': '06/27/1973', 'Date Received': '04/07/2004', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '02/19/1994', 'Age (at the time of Offense)': '20', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '202', 'Eye Color': 'Brown', 'Native County': 'Zavala', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Esparza, Guadalupe', 'TDCJ Number': '999385', 'Date of Birth': '11/21/1964', 'Date Received': '05/25/2001', 'Age (when Received)': '36', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '06/30/1999', 'Age (at the time of Offense)': '34', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 4″', 'Weight (in Pounds)': '193', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garcia, Frank Martinez', 'TDCJ Number': '999418', 'Date of Birth': '10/21/1972', 'Date Received': '06/10/2002', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '03/29/2001', 'Age (at the time of Offense)': '28', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '169', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Brewer, Lawrence Russell', 'TDCJ Number': '999327', 'Date of Birth': '03/13/1967', 'Date Received': '09/23/1999', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '06/07/1998', 'Age (at the time of Offense)': '31', 'County': 'Brazos (on a change of venue from Jasper)', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '180', 'Eye Color': 'Brown', 'Native County': 'Lamar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Woods, Jr., Steven Michael', 'TDCJ Number': '999427', 'Date of Birth': '04/17/1980', 'Date Received': '08/27/2002', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '05/02/2001', 'Age (at the time of Offense)': '21', 'County': 'Denton', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '152', 'Eye Color': 'Brown', 'Native County': 'Wayne', 'Native State': 'Michigan'}\",\n",
       "       \"{'Name': 'Robles, Martin', 'TDCJ Number': '999457', 'Date of Birth': '05/12/1978', 'Date Received': '09/23/2003', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '08', 'Date of Offense': '11/12/2002', 'Age (at the time of Offense)': '24', 'County': 'Nueces', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '174', 'Eye Color': 'Brown', 'Native County': 'Nueces', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Mark Stroman', 'TDCJ Number': '999409', 'Date of Birth': '10/13/1969', 'Date Received': '04/05/2002', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '10/04/2001', 'Age (at the time of Offense)': '31', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '223', 'Eye Color': 'Hazel', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Mathis, Milton Wuzael', 'TDCJ Number': '999337', 'Date of Birth': '03/11/79', 'Date Received': '12/09/99', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '12/15/98', 'Age (at the time of Offense)': '19', 'County': 'Fort Bend', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '193', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Taylor, Lee Andrew', 'TDCJ Number': '999344', 'Date of Birth': '01/08/1979', 'Date Received': '02/22/2000', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '04/01/1999', 'Age (at the time of Offense)': '20', 'County': 'Bowie', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '207', 'Eye Color': 'Brown', 'Native County': 'Galveston', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Kerr, Cary D.', 'TDCJ Number': '999449', 'Date of Birth': '10/06/1964', 'Date Received': '04/17/2003', 'Age (when Received)': '38', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '07/12/2001', 'Age (at the time of Offense)': '36', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '219', 'Eye Color': 'Green', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Adams, Timothy Wayne', 'TDCJ Number': '999448', 'Date of Birth': '08/22/1968', 'Date Received': '04/17/2003', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '02/20/2002', 'Age (at the time of Offense)': '33', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′6″', 'Weight (in Pounds)': '241', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hall, Michael Wayne', 'TDCJ Number': '999346', 'Date of Birth': '04/06/1979', 'Date Received': '03/02/2000', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '02/15/1998', 'Age (at the time of Offense)': '18', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '218', 'Eye Color': 'Hazel', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Wooten, Larry', 'TDCJ Number': '999269', 'Date of Birth': '12/10/58', 'Date Received': '5/21/98', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '9/3/96', 'Age (at the time of Offense)': '37', 'County': 'Lamar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '183', 'Eye Color': 'Brown', 'Native County': 'Lamar', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Jackson, Derrick L.', 'TDCJ Number': '999263', 'Date of Birth': '6/13/68', 'Date Received': '4/22/98', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '11 years (GED)', 'Date of Offense': '9/11/88', 'Age (at the time of Offense)': '20', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 1″', 'Weight (in Pounds)': '160', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Perry, Michael James', 'TDCJ Number': '999444', 'Date of Birth': '04/09/1982', 'Date Received': '03/03/2003', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '10/24/2001', 'Age (at the time of Offense)': '19', 'County': 'Montgomery', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '132', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Cannady, Rogelio', 'TDCJ Number': '999245', 'Date of Birth': '5/29/72', 'Date Received': '12/5/97', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '8 years', 'Date of Offense': '10/10/93', 'Age (at the time of Offense)': '21', 'County': 'Bee', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Val Verde', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Galloway, Billy John', 'TDCJ Number': '999349', 'Date of Birth': '03/22/1969', 'Date Received': '03/27/2000', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '09/08/1998', 'Age (at the time of Offense)': '29', 'County': 'Hunt', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '175', 'Eye Color': 'Blue', 'Native County': 'Onondaga', 'Native State': 'New York'}\",\n",
       "       \"{'Name': 'Kevin Scott Varga', 'TDCJ Number': '999368', 'Date of Birth': '3/4/1969', 'Date Received': '11/20/2000', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '9/8/1998', 'Age (at the time of Offense)': '29', 'County': 'Hunt', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '203', 'Eye Color': 'Brown', 'Native County': 'Kalamazoo', 'Native State': 'Michigan'}\",\n",
       "       \"{'Name': 'Bustamante, Samuel', 'TDCJ Number': '999380', 'Date of Birth': '12/11/1969', 'Date Received': '3/16/2001', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '1/18/1998', 'Age (at the time of Offense)': '28', 'County': 'Fort Bend', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '264', 'Eye Color': 'Brown', 'Native County': 'Wharton', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Berkley, William Josef', 'TDCJ Number': '999422', 'Date of Birth': '01/16/1979', 'Date Received': '07/18/2002', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '03/10/2000', 'Age (at the time of Offense)': '21', 'County': 'El Paso', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '139', 'Eye Color': 'Hazel', 'Native County': 'Schwavish Hall', 'Native State': 'Germany'}\",\n",
       "       \"{'Name': 'Alix, Franklin DeWayne', 'TDCJ Number': '999286', 'Date of Birth': '8/6/75', 'Date Received': '11/12/98', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '1/2/98', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′9″', 'Weight (in Pounds)': '188', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Maxwell, Joshua', 'TDCJ Number': '999408', 'Date of Birth': '05/17/1978', 'Date Received': '03/26/2002', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '10/11/2000', 'Age (at the time of Offense)': '22', 'County': 'Bexar', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '184', 'Eye Color': 'Blue', 'Native County': 'Marion', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Sigala, Michael Adam', 'TDCJ Number': '999397', 'Date of Birth': '12/11/1977', 'Date Received': '10/29/2001', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '08/22/2000', 'Age (at the time of Offense)': '22', 'County': 'Collin', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '213', 'Eye Color': 'Hazel', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Mosley, Kenneth', 'TDCJ Number': '999243', 'Date of Birth': '9/7/58', 'Date Received': '10/20/97', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '2/15/97', 'Age (at the time of Offense)': '38', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '170', 'Eye Color': 'Brown', 'Native County': 'Flint', 'Native State': 'Michigan'}\",\n",
       "       \"{'Name': 'Woods, Bobby Wayne', 'TDCJ Number': '999270', 'Date of Birth': '10/11/65', 'Date Received': '5/29/98', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '7 years', 'Date of Offense': '4/30/97', 'Age (at the time of Offense)': '31', 'County': 'Llano (on change of venue from Hood County)', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Blonde', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '231', 'Eye Color': 'Blue', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Thompson, Robert Lee', 'TDCJ Number': '999276', 'Date of Birth': '4/1/75', 'Date Received': '8/10/98', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '12/5/96', 'Age (at the time of Offense)': '21', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '252', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Danielle Simpson', 'TDCJ Number': '999370', 'Date of Birth': '10/26/1979', 'Date Received': '12/15/2000', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '1/26/2000', 'Age (at the time of Offense)': '20', 'County': 'Anderson', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '151', 'Eye Color': 'Brown', 'Native County': 'Anderson', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Valle, Yosvanis', 'TDCJ Number': '999384', 'Date of Birth': '09/07/1975', 'Date Received': '05/09/2001', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '06/07/1999', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Habana', 'Native State': 'Cuba'}\",\n",
       "       \"{'Name': 'Oliver, Khristian', 'TDCJ Number': '999301', 'Date of Birth': '08/26/1977', 'Date Received': '04/23/1999', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '03/17/1998', 'Age (at the time of Offense)': '20', 'County': 'Nacogdoches', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Blanton, Reginald W.', 'TDCJ Number': '999395', 'Date of Birth': '6/3/1981', 'Date Received': '9/5/2001', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '4/13/2000', 'Age (at the time of Offense)': '18', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '201', 'Eye Color': 'Brown', 'Native County': 'Alameda', 'Native State': 'California'}\",\n",
       "       \"{'Name': 'Coleman, Christopher', 'TDCJ Number': '999239', 'Date of Birth': '12/28/71', 'Date Received': '9/10/97', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '11 years', 'Date of Offense': '12/14/95', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '185', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Hankins, Terry Lee', 'TDCJ Number': '999415', 'Date of Birth': '10/10/1974', 'Date Received': '05/20/2002', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '08/26/2001', 'Age (at the time of Offense)': '26', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '180', 'Eye Color': 'Hazel', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Johnson, Derrick Lamone', 'TDCJ Number': '999339', 'Date of Birth': '09/20/1980', 'Date Received': '12/22/1999', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '01/21/1999', 'Age (at the time of Offense)': '18', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '156', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Rosales, Michael', 'TDCJ Number': '999274', 'Date of Birth': '1/11/74', 'Date Received': '7/16/98', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '6/4/97', 'Age (at the time of Offense)': '23', 'County': 'Lubbock', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '163', 'Eye Color': 'Brown', 'Native County': 'Kit Carson', 'Native State': 'Colorado'}\",\n",
       "       \"{'Name': 'Salazar, Luis Cervantes', 'TDCJ Number': '999285', 'Date of Birth': '8/31/70', 'Date Received': '10/30/98', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '10/11/97', 'Age (at the time of Offense)': '27', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '176', 'Eye Color': 'Brown', 'Native County': 'Eastland', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Martinez, James Edward', 'TDCJ Number': '999404', 'Date of Birth': '06/09/1974', 'Date Received': '02/13/2002', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '09/21/2000', 'Age (at the time of Offense)': '26', 'County': 'Tarrant', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '144', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Scheanette, Dale Devon', 'TDCJ Number': '999440', 'Date of Birth': '05/07/1973', 'Date Received': '02/06/2003', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/24/1996', 'Age (at the time of Offense)': '23', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '162', 'Eye Color': 'Brown', 'Native County': 'Ouachita Parish', 'Native State': 'Louisiana'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Ortiz, Ricardo', 'TDCJ Number': '999320', 'Date of Birth': '10/05/1962', 'Date Received': '06/24/1999', 'Age (when Received)': '36', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '08/18/1997', 'Age (at the time of Offense)': '34', 'County': 'El Paso', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '209', 'Eye Color': 'Brown', 'Native County': 'El Paso', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Martinez, Virgil Euristi', 'TDCJ Number': '999265', 'Date of Birth': '12/12/67', 'Date Received': '4/22/98', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '11 years', 'Date of Offense': '10/1/96', 'Age (at the time of Offense)': '28', 'County': 'Brazoria', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 3″', 'Weight (in Pounds)': '284', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Reginald Perkins', 'TDCJ Number': '999407', 'Date of Birth': '04/29/1955', 'Date Received': '03/22/2002', 'Age (when Received)': '46', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '12/04/2000', 'Age (at the time of Offense)': '45', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '190', 'Eye Color': 'Brown', 'Native County': 'Woodruff', 'Native State': 'Arkansas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Moore, Curtis', 'TDCJ Number': '999212', 'Date of Birth': '2/26/68', 'Date Received': '01/29/98', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '11/30/95', 'Age (at the time of Offense)': '27', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '167', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hudson, Robert Jean', 'TDCJ Number': '999353', 'Date of Birth': '3/4/63', 'Date Received': '4/6/00', 'Age (when Received)': '37', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '5/7/99', 'Age (at the time of Offense)': '36', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '229', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Denard Manns', 'TDCJ Number': '999405', 'Date of Birth': '12/22/1965', 'Date Received': '03/04/2002', 'Age (when Received)': '36', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '11/18/1998', 'Age (at the time of Offense)': '32', 'County': 'Bell', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '230', 'Eye Color': 'Brown', 'Native County': 'New York', 'Native State': 'New York'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Wright, Gregory Edward', 'TDCJ Number': '999253', 'Date of Birth': '11/1/65', 'Date Received': '2/5/98', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '3/21/97', 'Age (at the time of Offense)': '31', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '170', 'Eye Color': 'Blue', 'Native County': 'Knox', 'Native State': 'Tennessee'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Ries, Joseph Ray', 'TDCJ Number': '999335', 'Date of Birth': '09/18/1979', 'Date Received': '11/29/1999', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '02/22/1999', 'Age (at the time of Offense)': '19', 'County': 'Hopkins', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '135', 'Eye Color': 'Hazel', 'Native County': 'Douglas', 'Native State': 'Oregon'}\",\n",
       "       \"{'Name': 'Watts, Kevin', 'TDCJ Number': '999456', 'Date of Birth': '01/18/1981', 'Date Received': '09/04/2003', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '09', 'Date of Offense': '03/01/2002', 'Age (at the time of Offense)': '21', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '184', 'Eye Color': 'Brown', 'Native County': 'Santa Clara', 'Native State': 'California'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Murray, William A.', 'TDCJ Number': '999313', 'Date of Birth': '02/13/1969', 'Date Received': '06/10/1999', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '02/10/1998', 'Age (at the time of Offense)': '28', 'County': 'Kaufman', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '158', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Rodriguez, Michael Anthony', 'TDCJ Number': '999413', 'Date of Birth': '10/29/1962', 'Date Received': '05/09/2002', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/24/2000', 'Age (at the time of Offense)': '40', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '215', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Dorsey, Leon David IV', 'TDCJ Number': '999359', 'Date of Birth': '11/17/1975', 'Date Received': '6/12/2000', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '4/4/1994', 'Age (at the time of Offense)': '18', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '174', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Chi, Heliberto', 'TDCJ Number': '999437', 'Date of Birth': '12/28/1978', 'Date Received': '11/21/2002', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '03/24/2001', 'Age (at the time of Offense)': '22', 'County': 'Tarrant', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '205', 'Eye Color': 'Brown', 'Native County': 'San Pedrosula', 'Native State': 'Honduras'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Davis, Larry Donell', 'TDCJ Number': '999316', 'Date of Birth': '10/09/1967', 'Date Received': '06/11/1999', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '08/28/1995', 'Age (at the time of Offense)': '27', 'County': 'Potter', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '173', 'Eye Color': 'Brown', 'Native County': 'Parmer', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Turner, Carlton Akee', 'TDCJ Number': '999321', 'Date of Birth': '07/04/1979', 'Date Received': '07/07/1999', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '08/08/1998', 'Age (at the time of Offense)': '19', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '184', 'Eye Color': 'Brown', 'Native County': 'Salt Lake', 'Native State': 'Utah'}\",\n",
       "       \"{'Name': 'Chamberlain, Karl Eugene', 'TDCJ Number': '999241', 'Date of Birth': '06/20/1970', 'Date Received': '09/25/1997', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '08/02/1991', 'Age (at the time of Offense)': '21', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '261', 'Eye Color': 'Blue', 'Native County': 'Oklahoma', 'Native State': 'Oklahoma'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Kimmel, Clifford Allan', 'TDCJ Number': '999347', 'Date of Birth': '07/18/1975', 'Date Received': '03/09/2000', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '05/18/1999', 'Age': '23', 'County': 'Bexar', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '194', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Roach, Tony', 'TDCJ Number': '999323', 'Date of Birth': '11/09/1976', 'Date Received': '08/18/1999', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '06/08/1998', 'Age': '21', 'County': 'Potter', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '169', 'Eye Color': 'Brown', 'Native County': 'Greenville', 'Native State': 'South Carolina'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Conner, Johnny Ray', 'TDCJ Number': '999324', 'Date of Birth': '04/27/1975', 'Date Received': '09/09/1999', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '05/17/1998', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '157', 'Eye Color': 'Brown', 'Native County': 'Caddo Parish', 'Native State': 'Louisiana'}\",\n",
       "       \"{'Name': 'Parr, Kenneth', 'TDCJ Number': '999312', 'Date of Birth': '01/16/1980', 'Date Received': '06/07/1999', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '01/21/1998', 'Age': '18', 'County': 'Matagorda', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '164', 'Eye Color': 'Brown', 'Native County': 'Matagorda', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Reyes, Gilberto Guadalupe', 'TDCJ Number': '999352', 'Date of Birth': '9/19/73', 'Date Received': '4/5/00', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '3/12/98', 'Age': '24', 'County': 'Bailey', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '129', 'Eye Color': 'Brown', 'Native County': 'Bailey', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Dickson, Ryan Heath', 'TDCJ Number': '999250', 'Date of Birth': '11/11/76', 'Date Received': '12/31/97', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '11/27/94', 'Age (at the time of Offense)': '18', 'County': 'Potter', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '171', 'Eye Color': 'Brown', 'Native County': 'Little Rock', 'Native State': 'Arkansas'}\",\n",
       "       \"{'Name': 'Clark, James Lee', 'TDCJ Number': '999095', 'Date of Birth': '5/13/68', 'Date Received': '5/4/94', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '6/7/93', 'Age (at the time of Offense)': '25', 'County': 'Denton', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '157', 'Eye Color': 'Brown', 'Native County': 'Caddo Parish', 'Native State': 'Louisiana'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Gutierrez, Vincent', 'TDCJ Number': '999262', 'Date of Birth': '10/1/78', 'Date Received': '4/14/98', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '8 years (GED)', 'Date of Offense': '3/11/97', 'Age': '18', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '142', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Nealy, Charles A.', 'TDCJ Number': '999289', 'Date of Birth': '3/23/64', 'Date Received': '12/10/98', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '8/20/97', 'Age': '33', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '180', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Perez, Robert Martinez', 'TDCJ Number': '999322', 'Date of Birth': '06/29/58', 'Date Received': '07/29/1999', 'Age (when Received)': '41', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '04/17/1994', 'Age': '35', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '165', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Anderson, Newton', 'TDCJ Number': '999355', 'Date of Birth': '8/8/1976', 'Date Received': '5/15/2000', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '3/4/1999', 'Age (at the time of Offense)': '22', 'County': 'Smith', 'Race': 'white', 'Gender': 'male', 'Hair Color': 'red', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '163', 'Eye Color': 'blue', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Jackson, James Lewis', 'TDCJ Number': '999272', 'Date of Birth': '6/13/59', 'Date Received': '6/17/98', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '4/8/97', 'Age': '37', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 3″', 'Weight (in Pounds)': '204', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Swift, Christopher Jay', 'TDCJ Number': '999496', 'Date of Birth': '02/12/1975', 'Date Received': '04/11/2005', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '04/29/2003', 'Age': '28', 'County': 'Denton', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Granados, Carlos', 'TDCJ Number': '999307', 'Date of Birth': '09/18/1970', 'Date Received': '05/06/1999', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '09/13/1998', 'Age': '27', 'County': 'Williamson', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '172', 'Eye Color': 'Brown', 'Native County': 'Manhattan', 'Native State': 'New York'}\",\n",
       "       '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Frazier, Derrick', 'TDCJ Number': '999284', 'Date of Birth': '4/28/77', 'Date Received': '10/9/98', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '6/26/97', 'Age': '20', 'County': 'Refugio', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '176', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Fuller, Justin', 'TDCJ Number': '999266', 'Date of Birth': '8/29/78', 'Date Received': '4/29/98', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '4/21/97', 'Age': '18', 'County': 'Smith', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '165', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hinojosa, Richard', 'TDCJ Number': '999246', 'Date of Birth': '11/17/61', 'Date Received': '12/9/97', 'Age (when shoulReceived)': '36', 'Education Level (Highest Grade Completed)': '5 years', 'Date of Offense': '5/10/94', 'Age': '32', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Eye Color': 'Green', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Wyatt, Jr., William E.', 'TDCJ Number': '999255', 'Date of Birth': '12/20/1964', 'Date Received': '2/19/1998', 'Age (when Received)': '33', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '2/4/1997', 'Age': '32', 'County': 'Bowie', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '250', 'Eye Color': 'Green', 'Native County': 'Detroit', 'Native State': 'Michigan'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Resendiz, Angel Maturino', 'TDCJ Number': '999356', 'Date of Birth': '8/1/1960', 'Date Received': '5/24/2000', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '12/17/1998', 'Age': '38', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '190', 'Eye Color': 'Brown', 'Native County': 'Durango', 'Native State': 'Mexico'}\",\n",
       "       \"{'Name': 'Reese, Lamont', 'TDCJ Number': '999374', 'Date of Birth': '10/16/1977', 'Date Received': '1/18/2001', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '3/1/1999', 'Age': '21', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '207', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Herron, Jermaine', 'TDCJ Number': '999304', 'Date of Birth': '01/13/1979', 'Date Received': '04/29/1999', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '06/26/1997', 'Age': '18', 'County': 'Refugio', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '220', 'Eye Color': 'Brown', 'Native County': 'San Patricio', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Salazar, Robert Jr.', 'TDCJ Number': '999303', 'Date of Birth': '10/24/1978', 'Date Received': '04/28/1999', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '04/23/1997', 'Age': '18', 'County': 'Lubbock', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '190', 'Eye Color': 'Brown', 'Native County': 'Lubbock', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hughes, Tommie', 'TDCJ Number': '999273', 'Date of Birth': '8/15/74', 'Date Received': '6/18/98', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '8/13/97', 'Age': '22', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '195', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Neville, Robert James Jr.', 'TDCJ Number': '999293', 'Date of Birth': '10/05/1974', 'Date Received': '01/05/1999', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '02/15/98', 'Age': '23', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Red', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '140', 'Eye Color': 'Blue', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Rowell, Robert Dale', 'TDCJ Number': '999104', 'Date of Birth': '04/08/1955', 'Date Received': '06/03/1994', 'Age (when Received)': '44', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '05/10/1993', 'Age': '38', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '168', 'Eye Color': 'Blue', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'White, Melvin Wayne', 'TDCJ Number': '999317', 'Date of Birth': '1/25/1950', 'Date Received': '6/21/1999', 'Age (when Received)': '49', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '8/5/1997', 'Age': '47', 'County': 'Pecos', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '205', 'Eye Color': 'Brown', 'Native County': 'Howard', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Ramirez, Luis', 'TDCJ Number': '999309', 'Date of Birth': '06/19/1963', 'Date Received': '05/18/1999', 'Age (when Received)': '35', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '04/08/1998', 'Age': '34', 'County': 'Tom Green', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '148', 'Eye Color': 'Brown', 'Native County': 'Tom Green', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Martinez, David', 'TDCJ Number': '999288', 'Date of Birth': '04/24/0976', 'Date Received': '12/10/1998', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '07/27/1997', 'Age': '21', 'County': 'Travis', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '224', 'Eye Color': 'Blue', 'Native County': 'Austin', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Martinez, Alexander', 'TDCJ Number': '999438', 'Date of Birth': '06/16/1976', 'Date Received': '01/07/2003', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '08/12/2001', 'Age': '25', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 1″', 'Weight (in Pounds)': '227', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Pursley, Lonnie Wayne', 'TDCJ Number': '999294', 'Date of Birth': '09/17/1961', 'Date Received': '01/20/1999', 'Age (when Received)': '37', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '03/29/97', 'Age': '35', 'County': 'Polk', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '229', 'Eye Color': 'Blue', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Porter, James', 'TDCJ Number': '999378', 'Date of Birth': '8/15/1971', 'Date Received': '3/14/2001', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '5/28/2000', 'Age': '28', 'County': 'Bowie', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '131', 'Eye Color': 'Blue', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'McWilliams, Frederick Patrick', 'TDCJ Number': '999242', 'Date of Birth': '12/1/73', 'Date Received': '10/1/97', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '9/28/96', 'Age': '22', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '201', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Morrow, Robert Brice', 'TDCJ Number': '999244', 'Date of Birth': '6/03/57', 'Date Received': '11/18/97', 'Age (when Received)': '40', 'Education Level (Highest Grade Completed)': 'GED', 'Date of Offense': '4/3/96', 'Age': '38', 'County': 'Liberty', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '175', 'Eye Color': 'Blue', 'Native County': 'New Orleans', 'Native State': 'Louisiana'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Cotton, Marcus B.', 'TDCJ Number': '999252', 'Date of Birth': '9/28/74', 'Date Received': '2/4/98', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '9/18/96', 'Age (at the time of Offense)': '22', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '147', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Matthews, Ynobe', 'TDCJ Number': '999387', 'Date of Birth': '04/14/1976', 'Date Received': '06/19/2001', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '05/28/2000', 'Age': '24', 'County': 'Brazos', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '288', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Larry Allen Hayes', 'TDCJ Number': '999358', 'Date of Birth': '11/23/1948', 'Date Received': '5/26/2000', 'Age (when Received)': '51', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '7/15/1999', 'Age': '50', 'County': 'Montgomery', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Grey', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '198', 'Eye Color': 'Blue', 'Native County': 'Howell', 'Native State': 'Missouri'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Black, Sr., Christopher', 'TDCJ Number': '999277', 'Date of Birth': '8/2/59', 'Date Received': '8/11/98', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '2/7/98', 'Age (at the time of Offense)': '38', 'County': 'Bell', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '240', 'Eye Color': 'Brown', 'Native County': 'Portsmouth', 'Native State': 'Virginia'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Clay, Keith Bernard', 'TDCJ Number': '999238', 'Date of Birth': '2/18/68', 'Date Received': '9/10/97', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '1/4/94', 'Age (at the time of Offense)': '25', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '180', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Williams, Richard Head', 'TDCJ Number': '999251', 'Date of Birth': '7/19/69', 'Date Received': '1/7/98', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '3/24/97', 'Age': '27', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '208', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Baltazar, John Richard', 'TDCJ Number': '999257', 'Date of Birth': '5/9/72', 'Date Received': '3/13/98', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '9/27/97', 'Age (at the time of Offense)': '25', 'County': 'Nueces', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '155', 'Eye Color': 'Brown', 'Native County': 'Nueces', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Santellan, Jose Sr.', 'TDCJ Number': '999140', 'Date of Birth': '03/08/1962', 'Date Received': '03/14/1995', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '08/22/1993', 'Age': '31', 'County': 'Kerr', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '189', 'Eye Color': 'Brown', 'Native County': 'Wise', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Flores, Miguel Angel', 'TDCJ Number': '000983', 'Date of Birth': '06/07/69', 'Date Received': '09/14/1990', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '06/28/1989', 'Age': '20', 'County': 'Collin - change of venue from Hutchinson County', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '165', 'Eye Color': 'Brown', 'Native County': 'Juarez', 'Native State': 'Mexico'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Hughes, Billy George', 'TDCJ Number': '000556', 'Date of Birth': '01/28/1952', 'Date Received': '09/17/1976', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '04/04/1976', 'Age': '24', 'County': 'Matagorda', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '165', 'Eye Color': 'Blue', 'Native County': 'Baldwin', 'Native State': 'Alabama'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Foust, Aaron Christopher', 'TDCJ Number': '999268', 'Date of Birth': '7/28/72', 'Date Received': '5/19/98', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '5/18/97', 'Age': '24', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'n/a', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '180', 'Eye Color': 'n/a', 'Native County': 'Lafayette', 'Native State': 'Tennessee'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Photo not available': 'Name', 'TDCJ Number': '887', 'Date of Birth': '6/11/1965', 'Date Received': '10/23/1987', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '7/23/1986', 'Age (at the time of Offense)': '21', 'County': 'Clay (change of venue from Montague)', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Red', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '232', 'Eye Color': 'Brown', 'Native County': 'Brunswick', 'Native State': 'Georgia'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Cantu, Ruben Montoya', 'TDCJ Number': '804', 'Date of Birth': '12/5/66', 'Date Received': '9/10/85', 'Age (when Received)': '18', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '11/8/84', 'Age (at the time of Offense)': '17', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″/td>\\\\r\\\\n ', 'Weight (in Pounds)': '142', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Hernandez, Ramon Pedro', 'TDCJ Number': '667', 'Date of Birth': '03/02/1942', 'Date Received': '09/30/1980', 'Age (when Received)': '38', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '06/20/1980', 'Age (at the time of Offense)': '38', 'County': 'El Paso ', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '130', 'Eye Color': 'Brown', 'Native County': 'El Paso', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Autry, James David', 'TDCJ Number': '670', 'Date of Birth': '9/27/1954', 'Date Received': '10/10/1980', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '4/20/1980', 'Age (at the time of Offense)': '25', 'County': 'Jefferson', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '137', 'Eye Color': 'Brown', 'Native County': 'Potter', 'Native State': 'Texas'}\",\n",
       "       \"{'Photo not available': 'Name', 'TDCJ Number': '592', 'Date of Birth': '9/1/1942', 'Date Received': '4/25/1978', 'Age (when Received)': '35', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/14/1976', 'Age (at the time of Offense)': '34', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '150', 'Eye Color': 'mar (according to DPS records)', 'Native County': 'Tarrant', 'Native State': 'Texas'}\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Offender_info_v2'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "def get_info(summary, col_name):\n",
    "    \n",
    "    try:\n",
    "        summary_dict = eval(summary)\n",
    "        return summary_dict[col_name]\n",
    "    except:\n",
    "        return 'error'\n",
    "\n",
    "    \n",
    "df['PriorOccupation'] = df.apply(lambda x: get_info(x['Summary'], 'Prior Occupation'), axis=1)\n",
    "df['PriorPrison'] = df.apply(lambda x: get_info(x['Summary'], 'Prior Prison Record'), axis=1)\n",
    "df['CrimeSummary'] = df.apply(lambda x: get_info(x['Summary'], 'Summary of Incident'), axis=1)\n",
    "df['CoDefendants'] = df.apply(lambda x: get_info(x['Summary'], 'Co-Defendants'), axis=1)\n",
    "df['VictimStats'] = df.apply(lambda x: get_info(x['Summary'], 'Race and Gender of Victim'), axis=1)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Unnamed: 0</th>\n",
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       "      <th>Execution</th>\n",
       "      <th>Offender Information</th>\n",
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       "      <th>First Name</th>\n",
       "      <th>TDCJNumber</th>\n",
       "      <th>Age</th>\n",
       "      <th>Date</th>\n",
       "      <th>...</th>\n",
       "      <th>date_received</th>\n",
       "      <th>age_received</th>\n",
       "      <th>education_level</th>\n",
       "      <th>age_crime</th>\n",
       "      <th>native_county</th>\n",
       "      <th>native_state</th>\n",
       "      <th>weight_lbs</th>\n",
       "      <th>height</th>\n",
       "      <th>eye_color</th>\n",
       "      <th>hair_color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>dr_info/halljusten.html</td>\n",
       "      <td>dr_info/halljustenlast.html</td>\n",
       "      <td>Hall</td>\n",
       "      <td>Justen</td>\n",
       "      <td>999497</td>\n",
       "      <td>38</td>\n",
       "      <td>11/6/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>05/11/2005</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>21</td>\n",
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       "      <td>Texas</td>\n",
       "      <td>197</td>\n",
       "      <td>6′5″</td>\n",
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       "      <td>dr_info/sparksrobert.html</td>\n",
       "      <td>dr_info/sparksrobertlast.html</td>\n",
       "      <td>Sparks</td>\n",
       "      <td>Robert</td>\n",
       "      <td>999542</td>\n",
       "      <td>45</td>\n",
       "      <td>9/25/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>01/08/2009</td>\n",
       "      <td>34</td>\n",
       "      <td>8</td>\n",
       "      <td>33</td>\n",
       "      <td>Dallas</td>\n",
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       "      <td>5′ 7″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Black</td>\n",
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       "      <td>564</td>\n",
       "      <td>dr_info/solizmarkanthony.html</td>\n",
       "      <td>dr_info/solizmarkanthonylast.html</td>\n",
       "      <td>Soliz</td>\n",
       "      <td>Mark</td>\n",
       "      <td>999571</td>\n",
       "      <td>37</td>\n",
       "      <td>9/10/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>03/28/2012</td>\n",
       "      <td>30</td>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
       "      <td>177</td>\n",
       "      <td>5′ 5″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>563</td>\n",
       "      <td>dr_info/crutsingerbilly.html</td>\n",
       "      <td>dr_info/crutsingerbillylast.html</td>\n",
       "      <td>Crutsinger</td>\n",
       "      <td>Billy</td>\n",
       "      <td>999459</td>\n",
       "      <td>64</td>\n",
       "      <td>9/4/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>10/08/2003</td>\n",
       "      <td>49</td>\n",
       "      <td>11</td>\n",
       "      <td>48</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
       "      <td>217</td>\n",
       "      <td>5′ 9″</td>\n",
       "      <td>Green</td>\n",
       "      <td>Gray</td>\n",
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       "      <td>dr_info/swearingenlarry.html</td>\n",
       "      <td>dr_info/swearingenlarrylast.html</td>\n",
       "      <td>Swearingen</td>\n",
       "      <td>Larry</td>\n",
       "      <td>999361</td>\n",
       "      <td>48</td>\n",
       "      <td>8/21/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>7/12/2000</td>\n",
       "      <td>error</td>\n",
       "      <td>11</td>\n",
       "      <td>27</td>\n",
       "      <td>Montgomery</td>\n",
       "      <td>Texas</td>\n",
       "      <td>194</td>\n",
       "      <td>5′ 10″</td>\n",
       "      <td>Blue</td>\n",
       "      <td>Brown</td>\n",
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       "    <tr>\n",
       "      <td>...</td>\n",
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       "      <td>5</td>\n",
       "      <td>dr_info/skillerndoyle.jpg</td>\n",
       "      <td>dr_info/skillerndoylelast.html</td>\n",
       "      <td>Skillern</td>\n",
       "      <td>Doyle</td>\n",
       "      <td>518</td>\n",
       "      <td>49</td>\n",
       "      <td>01/16/1985</td>\n",
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       "      <td>error</td>\n",
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       "      <td>dr_info/barefootthomas.jpg</td>\n",
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       "      <td>Barefoot</td>\n",
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       "      <td>10/30/1984</td>\n",
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       "      <td>dr_info/obryanronald.jpg</td>\n",
       "      <td>dr_info/obryanronaldlast.html</td>\n",
       "      <td>O'Bryan</td>\n",
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       "      <td>39</td>\n",
       "      <td>03/31/1984</td>\n",
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       "      <td>564</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>2</td>\n",
       "      <td>dr_info/autryjames.html</td>\n",
       "      <td>dr_info/no_last_statement.html</td>\n",
       "      <td>Autry</td>\n",
       "      <td>James</td>\n",
       "      <td>670</td>\n",
       "      <td>29</td>\n",
       "      <td>03/14/1984</td>\n",
       "      <td>...</td>\n",
       "      <td>10/10/1980</td>\n",
       "      <td>error</td>\n",
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       "      <td>Texas</td>\n",
       "      <td>137</td>\n",
       "      <td>5′ 8″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Brown</td>\n",
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       "    <tr>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>1</td>\n",
       "      <td>dr_info/brookscharlie.html</td>\n",
       "      <td>dr_info/brookscharlielast.html</td>\n",
       "      <td>Brooks, Jr.</td>\n",
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       "      <td>12/07/1982</td>\n",
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       "      <td>4/25/1978</td>\n",
       "      <td>error</td>\n",
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       "      <td>34</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
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       "      <td>5′ 9″</td>\n",
       "      <td>mar (according to DPS records)</td>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>566 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1  Execution           Offender Information  \\\n",
       "0             0             1        566        dr_info/halljusten.html   \n",
       "1             1             2        565      dr_info/sparksrobert.html   \n",
       "2             2             3        564  dr_info/solizmarkanthony.html   \n",
       "3             3             4        563   dr_info/crutsingerbilly.html   \n",
       "4             4             5        562   dr_info/swearingenlarry.html   \n",
       "..          ...           ...        ...                            ...   \n",
       "561         561           562          5      dr_info/skillerndoyle.jpg   \n",
       "562         562           563          4     dr_info/barefootthomas.jpg   \n",
       "563         563           564          3       dr_info/obryanronald.jpg   \n",
       "564         564           565          2        dr_info/autryjames.html   \n",
       "565         565           566          1     dr_info/brookscharlie.html   \n",
       "\n",
       "                        Last Statement    Last Name First Name  TDCJNumber  \\\n",
       "0          dr_info/halljustenlast.html         Hall     Justen      999497   \n",
       "1        dr_info/sparksrobertlast.html       Sparks     Robert      999542   \n",
       "2    dr_info/solizmarkanthonylast.html        Soliz       Mark      999571   \n",
       "3     dr_info/crutsingerbillylast.html   Crutsinger      Billy      999459   \n",
       "4     dr_info/swearingenlarrylast.html   Swearingen      Larry      999361   \n",
       "..                                 ...          ...        ...         ...   \n",
       "561     dr_info/skillerndoylelast.html     Skillern      Doyle         518   \n",
       "562    dr_info/barefootthomaslast.html     Barefoot     Thomas         621   \n",
       "563      dr_info/obryanronaldlast.html      O'Bryan     Ronald         529   \n",
       "564     dr_info/no_last_statement.html        Autry      James         670   \n",
       "565     dr_info/brookscharlielast.html  Brooks, Jr.    Charlie         592   \n",
       "\n",
       "     Age        Date  ... date_received age_received education_level  \\\n",
       "0     38   11/6/2019  ...    05/11/2005           23               9   \n",
       "1     45   9/25/2019  ...    01/08/2009           34               8   \n",
       "2     37   9/10/2019  ...    03/28/2012           30               8   \n",
       "3     64    9/4/2019  ...    10/08/2003           49              11   \n",
       "4     48   8/21/2019  ...     7/12/2000        error              11   \n",
       "..   ...         ...  ...           ...          ...             ...   \n",
       "561   49  01/16/1985  ...         error        error           error   \n",
       "562   39  10/30/1984  ...         error        error           error   \n",
       "563   39  03/31/1984  ...         error        error           error   \n",
       "564   29  03/14/1984  ...    10/10/1980        error               6   \n",
       "565   40  12/07/1982  ...     4/25/1978        error              12   \n",
       "\n",
       "    age_crime native_county native_state weight_lbs  height  \\\n",
       "0          21       El Paso        Texas        197    6′5″   \n",
       "1          33        Dallas        Texas        247   5′ 7″   \n",
       "2          28       Tarrant        Texas        177   5′ 5″   \n",
       "3          48       Tarrant        Texas        217   5′ 9″   \n",
       "4          27    Montgomery        Texas        194  5′ 10″   \n",
       "..        ...           ...          ...        ...     ...   \n",
       "561     error         error        error      error   error   \n",
       "562     error         error        error      error   error   \n",
       "563     error         error        error      error   error   \n",
       "564        25        Potter        Texas        137   5′ 8″   \n",
       "565        34       Tarrant        Texas        150   5′ 9″   \n",
       "\n",
       "                          eye_color hair_color  \n",
       "0                             Hazel      Brown  \n",
       "1                             Brown      Black  \n",
       "2                             Brown      Black  \n",
       "3                             Green       Gray  \n",
       "4                              Blue      Brown  \n",
       "..                              ...        ...  \n",
       "561                           error      error  \n",
       "562                           error      error  \n",
       "563                           error      error  \n",
       "564                           Brown      Brown  \n",
       "565  mar (according to DPS records)      Black  \n",
       "\n",
       "[566 rows x 32 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['dob'] = df.apply(lambda x: get_info(x['Offender Info'], 'Date of Birth'), axis=1)\n",
    "df['date_received'] = df.apply(lambda x: get_info(x['Offender Info'], 'Date Received'), axis=1)\n",
    "df['age_received'] = df.apply(lambda x: get_info(x['Offender Info'], 'Age (when Received)'), axis=1)\n",
    "df['education_level'] = df.apply(lambda x: get_info(x['Offender Info'], 'Education Level (Highest Grade Completed)'), axis=1)\n",
    "df['age_crime'] = df.apply(lambda x: get_info(x['Offender Info'], 'Age (at the time of Offense)'), axis=1)\n",
    "df['native_county'] = df.apply(lambda x: get_info(x['Offender Info'], 'Native County'), axis=1)\n",
    "df['native_state'] = df.apply(lambda x: get_info(x['Offender Info'], 'Native State'), axis=1)\n",
    "df['weight_lbs'] = df.apply(lambda x: get_info(x['Offender Info'], 'Weight (in Pounds)'), axis=1)\n",
    "df['height'] = df.apply(lambda x: get_info(x['Offender Info'], 'Height (in Feet and Inches)'), axis=1)\n",
    "df['eye_color'] = df.apply(lambda x: get_info(x['Offender Info'], 'Eye Color'), axis=1)\n",
    "df['hair_color'] = df.apply(lambda x: get_info(x['Offender Info'], 'Hair Color'), axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'Unnamed: 0.1', 'Execution', 'Offender Information',\n",
       "       'Last Statement', 'Last Name', 'First Name', 'TDCJNumber', 'Age',\n",
       "       'Date', 'Race', 'County', 'Last Statement Text', 'Offender Info',\n",
       "       'Summary', 'Offender_info_v2', 'PriorOccupation', 'PriorPrison',\n",
       "       'CrimeSummary', 'CoDefendants', 'VictimStats', 'dob', 'date_received',\n",
       "       'age_received', 'education_level', 'age_crime', 'native_county',\n",
       "       'native_state', 'weight_lbs', 'height', 'eye_color', 'hair_color'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = [\n",
    "    'Execution', \n",
    "    'Last Name', \n",
    "    'First Name', \n",
    "    'TDCJNumber', \n",
    "    'Age', 'Date', \n",
    "    'Race', \n",
    "    'County', \n",
    "    'PriorOccupation', \n",
    "    'PriorPrison',\n",
    "    'CoDefendants',\n",
    "    'VictimStats',\n",
    "    'age_received',\n",
    "    'education_level', \n",
    "    'age_crime', \n",
    "    'native_county', \n",
    "    'native_state',\n",
    "    'weight_lbs', \n",
    "    'height', \n",
    "    'eye_color', \n",
    "    'hair_color',\n",
    "    'Last Statement Text']\n",
    "df1 = pd.DataFrame(df, columns=columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.to_csv('V7_final_statements.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Execution</th>\n",
       "      <th>Offender Information</th>\n",
       "      <th>Last Statement</th>\n",
       "      <th>Last Name</th>\n",
       "      <th>First Name</th>\n",
       "      <th>TDCJNumber</th>\n",
       "      <th>Age</th>\n",
       "      <th>Date</th>\n",
       "      <th>...</th>\n",
       "      <th>date_received</th>\n",
       "      <th>age_received</th>\n",
       "      <th>education_level</th>\n",
       "      <th>age_crime</th>\n",
       "      <th>native_county</th>\n",
       "      <th>native_state</th>\n",
       "      <th>weight_lbs</th>\n",
       "      <th>height</th>\n",
       "      <th>eye_color</th>\n",
       "      <th>hair_color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>566</td>\n",
       "      <td>dr_info/halljusten.html</td>\n",
       "      <td>dr_info/halljustenlast.html</td>\n",
       "      <td>Hall</td>\n",
       "      <td>Justen</td>\n",
       "      <td>999497</td>\n",
       "      <td>38</td>\n",
       "      <td>11/6/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>05/11/2005</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>21</td>\n",
       "      <td>El Paso</td>\n",
       "      <td>Texas</td>\n",
       "      <td>197</td>\n",
       "      <td>6′5″</td>\n",
       "      <td>Hazel</td>\n",
       "      <td>Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>565</td>\n",
       "      <td>dr_info/sparksrobert.html</td>\n",
       "      <td>dr_info/sparksrobertlast.html</td>\n",
       "      <td>Sparks</td>\n",
       "      <td>Robert</td>\n",
       "      <td>999542</td>\n",
       "      <td>45</td>\n",
       "      <td>9/25/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>01/08/2009</td>\n",
       "      <td>34</td>\n",
       "      <td>8</td>\n",
       "      <td>33</td>\n",
       "      <td>Dallas</td>\n",
       "      <td>Texas</td>\n",
       "      <td>247</td>\n",
       "      <td>5′ 7″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>564</td>\n",
       "      <td>dr_info/solizmarkanthony.html</td>\n",
       "      <td>dr_info/solizmarkanthonylast.html</td>\n",
       "      <td>Soliz</td>\n",
       "      <td>Mark</td>\n",
       "      <td>999571</td>\n",
       "      <td>37</td>\n",
       "      <td>9/10/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>03/28/2012</td>\n",
       "      <td>30</td>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
       "      <td>177</td>\n",
       "      <td>5′ 5″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>563</td>\n",
       "      <td>dr_info/crutsingerbilly.html</td>\n",
       "      <td>dr_info/crutsingerbillylast.html</td>\n",
       "      <td>Crutsinger</td>\n",
       "      <td>Billy</td>\n",
       "      <td>999459</td>\n",
       "      <td>64</td>\n",
       "      <td>9/4/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>10/08/2003</td>\n",
       "      <td>49</td>\n",
       "      <td>11</td>\n",
       "      <td>48</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
       "      <td>217</td>\n",
       "      <td>5′ 9″</td>\n",
       "      <td>Green</td>\n",
       "      <td>Gray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>562</td>\n",
       "      <td>dr_info/swearingenlarry.html</td>\n",
       "      <td>dr_info/swearingenlarrylast.html</td>\n",
       "      <td>Swearingen</td>\n",
       "      <td>Larry</td>\n",
       "      <td>999361</td>\n",
       "      <td>48</td>\n",
       "      <td>8/21/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>7/12/2000</td>\n",
       "      <td>error</td>\n",
       "      <td>11</td>\n",
       "      <td>27</td>\n",
       "      <td>Montgomery</td>\n",
       "      <td>Texas</td>\n",
       "      <td>194</td>\n",
       "      <td>5′ 10″</td>\n",
       "      <td>Blue</td>\n",
       "      <td>Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>561</td>\n",
       "      <td>561</td>\n",
       "      <td>562</td>\n",
       "      <td>5</td>\n",
       "      <td>dr_info/skillerndoyle.jpg</td>\n",
       "      <td>dr_info/skillerndoylelast.html</td>\n",
       "      <td>Skillern</td>\n",
       "      <td>Doyle</td>\n",
       "      <td>518</td>\n",
       "      <td>49</td>\n",
       "      <td>01/16/1985</td>\n",
       "      <td>...</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>562</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>4</td>\n",
       "      <td>dr_info/barefootthomas.jpg</td>\n",
       "      <td>dr_info/barefootthomaslast.html</td>\n",
       "      <td>Barefoot</td>\n",
       "      <td>Thomas</td>\n",
       "      <td>621</td>\n",
       "      <td>39</td>\n",
       "      <td>10/30/1984</td>\n",
       "      <td>...</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>563</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>3</td>\n",
       "      <td>dr_info/obryanronald.jpg</td>\n",
       "      <td>dr_info/obryanronaldlast.html</td>\n",
       "      <td>O'Bryan</td>\n",
       "      <td>Ronald</td>\n",
       "      <td>529</td>\n",
       "      <td>39</td>\n",
       "      <td>03/31/1984</td>\n",
       "      <td>...</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>564</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>2</td>\n",
       "      <td>dr_info/autryjames.html</td>\n",
       "      <td>dr_info/no_last_statement.html</td>\n",
       "      <td>Autry</td>\n",
       "      <td>James</td>\n",
       "      <td>670</td>\n",
       "      <td>29</td>\n",
       "      <td>03/14/1984</td>\n",
       "      <td>...</td>\n",
       "      <td>10/10/1980</td>\n",
       "      <td>error</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>Potter</td>\n",
       "      <td>Texas</td>\n",
       "      <td>137</td>\n",
       "      <td>5′ 8″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>1</td>\n",
       "      <td>dr_info/brookscharlie.html</td>\n",
       "      <td>dr_info/brookscharlielast.html</td>\n",
       "      <td>Brooks, Jr.</td>\n",
       "      <td>Charlie</td>\n",
       "      <td>592</td>\n",
       "      <td>40</td>\n",
       "      <td>12/07/1982</td>\n",
       "      <td>...</td>\n",
       "      <td>4/25/1978</td>\n",
       "      <td>error</td>\n",
       "      <td>12</td>\n",
       "      <td>34</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
       "      <td>150</td>\n",
       "      <td>5′ 9″</td>\n",
       "      <td>mar (according to DPS records)</td>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>566 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1  Execution           Offender Information  \\\n",
       "0             0             1        566        dr_info/halljusten.html   \n",
       "1             1             2        565      dr_info/sparksrobert.html   \n",
       "2             2             3        564  dr_info/solizmarkanthony.html   \n",
       "3             3             4        563   dr_info/crutsingerbilly.html   \n",
       "4             4             5        562   dr_info/swearingenlarry.html   \n",
       "..          ...           ...        ...                            ...   \n",
       "561         561           562          5      dr_info/skillerndoyle.jpg   \n",
       "562         562           563          4     dr_info/barefootthomas.jpg   \n",
       "563         563           564          3       dr_info/obryanronald.jpg   \n",
       "564         564           565          2        dr_info/autryjames.html   \n",
       "565         565           566          1     dr_info/brookscharlie.html   \n",
       "\n",
       "                        Last Statement    Last Name First Name  TDCJNumber  \\\n",
       "0          dr_info/halljustenlast.html         Hall     Justen      999497   \n",
       "1        dr_info/sparksrobertlast.html       Sparks     Robert      999542   \n",
       "2    dr_info/solizmarkanthonylast.html        Soliz       Mark      999571   \n",
       "3     dr_info/crutsingerbillylast.html   Crutsinger      Billy      999459   \n",
       "4     dr_info/swearingenlarrylast.html   Swearingen      Larry      999361   \n",
       "..                                 ...          ...        ...         ...   \n",
       "561     dr_info/skillerndoylelast.html     Skillern      Doyle         518   \n",
       "562    dr_info/barefootthomaslast.html     Barefoot     Thomas         621   \n",
       "563      dr_info/obryanronaldlast.html      O'Bryan     Ronald         529   \n",
       "564     dr_info/no_last_statement.html        Autry      James         670   \n",
       "565     dr_info/brookscharlielast.html  Brooks, Jr.    Charlie         592   \n",
       "\n",
       "     Age        Date  ... date_received age_received education_level  \\\n",
       "0     38   11/6/2019  ...    05/11/2005           23               9   \n",
       "1     45   9/25/2019  ...    01/08/2009           34               8   \n",
       "2     37   9/10/2019  ...    03/28/2012           30               8   \n",
       "3     64    9/4/2019  ...    10/08/2003           49              11   \n",
       "4     48   8/21/2019  ...     7/12/2000        error              11   \n",
       "..   ...         ...  ...           ...          ...             ...   \n",
       "561   49  01/16/1985  ...         error        error           error   \n",
       "562   39  10/30/1984  ...         error        error           error   \n",
       "563   39  03/31/1984  ...         error        error           error   \n",
       "564   29  03/14/1984  ...    10/10/1980        error               6   \n",
       "565   40  12/07/1982  ...     4/25/1978        error              12   \n",
       "\n",
       "    age_crime native_county native_state weight_lbs  height  \\\n",
       "0          21       El Paso        Texas        197    6′5″   \n",
       "1          33        Dallas        Texas        247   5′ 7″   \n",
       "2          28       Tarrant        Texas        177   5′ 5″   \n",
       "3          48       Tarrant        Texas        217   5′ 9″   \n",
       "4          27    Montgomery        Texas        194  5′ 10″   \n",
       "..        ...           ...          ...        ...     ...   \n",
       "561     error         error        error      error   error   \n",
       "562     error         error        error      error   error   \n",
       "563     error         error        error      error   error   \n",
       "564        25        Potter        Texas        137   5′ 8″   \n",
       "565        34       Tarrant        Texas        150   5′ 9″   \n",
       "\n",
       "                          eye_color hair_color  \n",
       "0                             Hazel      Brown  \n",
       "1                             Brown      Black  \n",
       "2                             Brown      Black  \n",
       "3                             Green       Gray  \n",
       "4                              Blue      Brown  \n",
       "..                              ...        ...  \n",
       "561                           error      error  \n",
       "562                           error      error  \n",
       "563                           error      error  \n",
       "564                           Brown      Brown  \n",
       "565  mar (according to DPS records)      Black  \n",
       "\n",
       "[566 rows x 32 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "jpgs = df[df['Offender Information'].str.contains('.jpg', na=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "380"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(jpgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "566"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "errors = df[df['date_received'].str.contains('error', na=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "393"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(errors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "age = df[df['Offender Info'].str.contains('Age', na=False)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "173"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(age)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"{'Name': 'Hall, Justen Grant', 'TDCJ Number': '999497', 'Date of Birth': '06/16/1981', 'Date Received': '05/11/2005', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '10/28/2002', 'Age (at the time of Offense)': '21', 'County': 'El Paso', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′5″', 'Weight (in Pounds)': '197', 'Eye Color': 'Hazel', 'Native County': 'El Paso', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Sparks, Robert', 'TDCJ Number': '999542', 'Date of Birth': '02/13/1974', 'Date Received': '01/08/2009', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '09/15/2007', 'Age (at the time of Offense)': '33', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '247', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Soliz, Mark Anthony', 'TDCJ Number': '999571', 'Date of Birth': '01/27/1982', 'Date Received': '03/28/2012', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '06/29/2010', 'Age (at the time of Offense)': '28', 'County': 'Johnson', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '177', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Crutsinger, Billy Jack', 'TDCJ Number': '999459', 'Date of Birth': '10/05/1954', 'Date Received': '10/08/2003', 'Age (when Received)': '49', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '04/06/2003', 'Age (at the time of Offense)': '48', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Gray', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '217', 'Eye Color': 'Green', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Larry Ray Swearingen', 'TDCJ Number': '999361', 'Date of Birth': '5/21/1971', 'Date Received': '7/12/2000', 'Age (when    Received)': '29', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '12/8/1998', 'Age (at the time of Offense)': '27', 'County': 'Montgomery', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '194', 'Eye Color': 'Blue', 'Native County': 'Montgomery', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'King, John William', 'TDCJ Number': '999295', 'Date of Birth': '11/03/1974', 'Date Received': '02/25/1999', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '06/07/1998', 'Age (at the time of Offense)': '23', 'County': 'Jasper', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '198', 'Eye Color': 'Brown', 'Native County': 'Atlanta', 'Native State': 'Georgia'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Braziel, Alvin Avon Jr.', 'TDCJ Number': '999393', 'Date of Birth': '3/16/1975', 'Date Received': '8/9/2001', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '9/21/1993', 'Age (at the time of Offense)': '18', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '166', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garcia, Joseph Christopher', 'TDCJ Number': '999441', 'Date of Birth': '11/06/1971', 'Date Received': '02/14/2003', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/24/2000', 'Age (at the time of Offense)': '29', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '202', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Acker, Daniel Clate', 'TDCJ Number': '999381', 'Date of Birth': '10/09/1971', 'Date Received': '04/02/2001', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '03/12/2000', 'Age (at the time of Offense)': '28', 'County': 'Hopkins', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '295', 'Eye Color': 'Brown', 'Native County': 'Hunt', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Clark, Troy', 'TDCJ Number': '999351', 'Date of Birth': '9/2/1967', 'Date Received': '3/31/2000', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '6 years', 'Date of Offense': '5/19/1998', 'Age (at the time of Offense)': '30', 'County': 'Smith', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '159', 'Eye Color': 'Blue', 'Native County': 'Bexar County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Young, Christopher Anthony', 'TDCJ Number': '999508', 'Date of Birth': '09/24/1983', 'Date Received': '03/31/2006', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '09', 'Date of Offense': '11/21/2004', 'Age (at the time of Offense)': '21', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '216', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Bible, Danny Paul', 'TDCJ Number': '999455', 'Date of Birth': '08/28/1951', 'Date Received': '07/17/2003', 'Age (when Received)': '51', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '05/27/1979', 'Age (at the time of Offense)': '27', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Gray', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '194', 'Eye Color': 'Blue', 'Native County': 'Brazoria', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Castillo, Juan Edward', 'TDCJ Number': '999502', 'Date of Birth': '04/03/1981', 'Date Received': '09/27/2005', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '12/03/2003', 'Age (at the time of Offense)': '22', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '180', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Davila, Erick Daniel', 'TDCJ Number': '999545', 'Date of Birth': '04/04/1987', 'Date Received': '02/27/2009', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '11th Grade', 'Date of Offense': '04/06/2008', 'Age (at the time of Offense)': '21', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '161', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Rodriguez III, Rosendo', 'TDCJ Number': '999534', 'Date of Birth': '03/26/1980', 'Date Received': '05/14/2008', 'Age (when    Received)': '28', 'Education Level (Highest Grade Completed)': '12th Grade', 'Date of Offense': '09/13/2005', 'Age (at the time of Offense)': '25', 'County': 'Lubbock', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '198', 'Eye Color': 'Brown', 'Native County': 'Wichita', 'Native State': 'TX'}\",\n",
       "       \"{'Name': 'Battaglia, John David', 'TDCJ Number': '999412', 'Date of Birth': '08/02/1955', 'Date Received': '05/01/2002', 'Age (when    Received)': '46', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '05/02/2001', 'Age (at the time of Offense)': '45', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Grey', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '188', 'Eye Color': 'Green', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Rayford, William Earl', 'TDCJ Number': '999371', 'Date of Birth': '5/21/1953', 'Date Received': '1/4/2001', 'Age (when    Received)': '47', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '11/16/99', 'Age (at the time of Offense)': '46', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 4″', 'Weight (in Pounds)': '179', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Shore, Anthony', 'TDCJ Number': '999488', 'Date of Birth': '06/25/1962', 'Date Received': '11/15/2004', 'Age (when Received)': '42', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '04/16/1992', 'Age (at the time of Offense)': '29', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Gray', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '198', 'Eye Color': 'Brown', 'Native County': 'Pennington', 'Native State': 'South Dakota'}\",\n",
       "       \"{'Name': 'Cardenas, Ruben Ramirez', 'TDCJ Number': '999275', 'Date of Birth': '04/07/1970', 'Date Received': '07/29/1998', 'Age (when    Received)': '28', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '02/22/1997', 'Age (at the time of Offense)': '26', 'County': 'Hidalgo', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '204', 'Eye Color': 'Brown', 'Native County': 'Guanajuato', 'Native State': 'Mexico'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Preyor, Taichin', 'TDCJ Number': '999494', 'Date of Birth': '09/02/1970', 'Date Received': '03/30/2005', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '02/26/2004', 'Age (at the time of Offense)': '33', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '219', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Edwards, Terry', 'TDCJ Number': '999463', 'Date of Birth': '08/10/1973', 'Date Received': '12/04/2003', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '12th grade', 'Date of Offense': '07/08/2002', 'Age (at the time of Offense)': '28', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '157', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Wilkins, Christopher', 'TDCJ Number': '999533', 'Date of Birth': '09/29/1968', 'Date Received': '03/12/2008', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12th Grade', 'Date of Offense': '10/28/2005', 'Age (at the time of Offense)': '37', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '196 lbs', 'Eye Color': 'Green', 'Native County': 'Harris County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Fuller Jr., Barney Ronald', 'TDCJ Number': '999481', 'Date of Birth': '08/12/1958', 'Date Received': '07/21/2004', 'Age (when Received)': '45', 'Education Level (Highest Grade Completed)': '09', 'Date of Offense': '05/14/2003', 'Age (at the time of Offense)': '44', 'County': 'Houston', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '225', 'Eye Color': 'Brown', 'Native County': 'Summit', 'Native State': 'Ohio'}\",\n",
       "       \"{'Name': 'Vasquez, Pablo Lucio', 'TDCJ Number': '999297', 'Date of Birth': '08/11/1977', 'Date Received': '03/30/1999', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '04/18/1998', 'Age (at the time of Offense)': '20', 'County': 'Hidalgo', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '174', 'Eye Color': 'Brown', 'Native County': 'Dawson', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Ward, Adam Kelly', 'TDCJ Number': '999525', 'Date of Birth': '08/11/1982', 'Date Received': '06/27/2007', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': 'Not available.', 'Date of Offense': '06/13/2005', 'Age (at the time of Offense)': '22', 'County': 'Hunt', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '149 lbs.', 'Eye Color': 'Hazel', 'Native County': 'Hunt County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Wesbrook, Coy Wayne', 'TDCJ Number': '999281', 'Date of Birth': '2/1/58', 'Date Received': '9/2/98', 'Age (when Received)': '40', 'Education Level (Highest Grade Completed)': '8 years', 'Date of Offense': '11/13/97', 'Age (at the time of Offense)': '39', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '296', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Freeman, James', 'TDCJ Number': '999539', 'Date of Birth': '11/12/1980', 'Date Received': '11/10/2008', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '12th Grade', 'Date of Offense': '03/17/2007', 'Age (at the time of Offense)': '26', 'County': 'Wharton', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '155', 'Eye Color': 'Brown', 'Native County': 'Wharton County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Masterson, Richard Allen', 'TDCJ Number': '999414', 'Date of Birth': '03/05/1972', 'Date Received': '05/15/2002', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '02/09/2001', 'Age (at the time of Offense)': '28', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '233', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Holiday, Raphael Deon', 'TDCJ Number': '999419', 'Date of Birth': '07/20/1979', 'Date Received': '06/21/2002', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '09/06/2000', 'Age (at the time of Offense)': '21', 'County': 'Walker, on change of venue from Madison County', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '194', 'Eye Color': 'Brown', 'Native County': 'Grimes', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Escamilla, Licho', 'TDCJ Number': '999432', 'Date of Birth': '07/03/1982', 'Date Received': '11/01/2002', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '11/25/2001', 'Age (at the time of Offense)': '20', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '156', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garcia, Juan Martin', 'TDCJ Number': '999360', 'Date of Birth': '2/18/1980', 'Date Received': '6/21/2000', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '9/17/1998', 'Age (at the time of Offense)': '18', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '183', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Lopez, Daniel', 'TDCJ Number': '999555', 'Date of Birth': '09/15/1987', 'Date Received': '03/16/2010', 'Age (when    Received)': '22', 'Education Level (Highest Grade Completed)': '10th grade', 'Date of Offense': '03/11/2009', 'Age (at the time of Offense)': '21', 'County': 'Nueces', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '140 lbs.', 'Eye Color': 'Brown', 'Native County': 'Nueces County', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Russeau, Gregory Lynn', 'TDCJ Number': '999430', 'Date of Birth': '10/11/1969', 'Date Received': '10/15/2002', 'Age (when    Received)': '33', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '05/30/2001', 'Age (at the time of Offense)': '31', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '299', 'Eye Color': 'Brown', 'Native County': 'Smith', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Charles, Derrick Dewayne', 'TDCJ Number': '999451', 'Date of Birth': '09/06/1982', 'Date Received': '05/27/2003', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '07/02/2002', 'Age (at the time of Offense)': '19', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '05′ 9″', 'Weight (in Pounds)': '179', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garza, Jr., Manuel', 'TDCJ Number': '999434', 'Date of Birth': '08/08/1980', 'Date Received': '11/08/2002', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '02/02/2001', 'Age (at the time of Offense)': '20', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '157', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Sprouse, Kent William', 'TDCJ Number': '999471', 'Date of Birth': '8/9/1972', 'Date Received': '3/1/2004', 'Age (when    Received)': '31', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '10/6/2002', 'Age (at the time of Offense)': '30', 'County': 'Ellis', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '222', 'Eye Color': 'Hazel', 'Native County': 'Boone', 'Native State': 'Missouri'}\",\n",
       "       \"{'Name': 'Vasquez, Manuel', 'TDCJ Number': '999336', 'Date of Birth': '06/16/1968', 'Date Received': '11/30/1999', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '03/19/1998', 'Age (at the time of Offense)': '29', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '195', 'Eye Color': 'Brown', 'Native County': 'Jerome', 'Native State': 'Idaho'}\",\n",
       "       \"{'Name': 'Donald Newbury', 'TDCJ Number': '999403', 'Date of Birth': '05/18/1962', 'Date Received': '01/28/2002', 'Age (when    Received)': '39', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '12/24/2000', 'Age (at the time of Offense)': '38', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '215', 'Eye Color': 'Brown', 'Native County': 'Bernalillo', 'Native State': 'New Mexico'}\",\n",
       "       \"{'Name': 'Ladd, Robert Charles', 'TDCJ Number': '999237', 'Date of Birth': '3/19/57', 'Date Received': '8/29/97', 'Age (when Received)': '40', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '9/25/96', 'Age (at the time of Offense)': '39', 'County': 'Smith', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Weight (in Pounds)': '232', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Paredes, Miguel Angel', 'TDCJ Number': '999400', 'Date of Birth': '08/08/1982', 'Date Received': '11/09/2001', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '09/17/2000', 'Age (at the time of Offense)': '18', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '254', 'Eye Color': 'Brown', 'Native County': 'Cook', 'Native State': 'Illinois'}\",\n",
       "       \"{'Name': 'Coleman, Lisa', 'TDCJ Number': '999511', 'Date of Birth': '10/06/1975', 'Date Received': '06/22/2006', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '07/26/2004', 'Age (at the time of Offense)': '28', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Female', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '189', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Villegas, Jr., Jose Luis', 'TDCJ Number': '999417', 'Date of Birth': '04/14/1975', 'Date Received': '05/21/2002', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '01/22/2001', 'Age (at the time of Offense)': '27', 'County': 'Nueces', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '186', 'Eye Color': 'Brown', 'Native County': 'Nueces', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hernandez, Ramiro', 'TDCJ Number': '999342', 'Date of Birth': '10/05/1969', 'Date Received': '02/11/2000', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '4', 'Date of Offense': '10/15/1997', 'Age (at the time of Offense)': '28', 'County': 'Bandera', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 2″', 'Weight (in Pounds)': '190', 'Eye Color': 'Brown', 'Native County': 'Tamaulipas (Mexico)', 'Native State': 'n/a'}\",\n",
       "       \"{'Name': 'Tommy Lynn Sells', 'TDCJ Number': '999367', 'Date of Birth': '6/28/1964', 'Date Received': '11/8/2000', 'Age (when    Received)': '36', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '12/31/1999', 'Age (at the time of Offense)': '35', 'County': 'Val Verde', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '195', 'Eye Color': 'Hazel', 'Native County': 'Alameda', 'Native State': 'California'}\",\n",
       "       \"{'Name': 'Doyle, Anthony Dewayne', 'TDCJ Number': '999478', 'Date of Birth': '10/16/1984', 'Date Received': '05/28/2004', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '01/16/2003', 'Age (at the time of Offense)': '18', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 07″', 'Weight (in Pounds)': '182', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Jasper, Ray', 'TDCJ Number': '999341', 'Date of Birth': '08/25/1980', 'Date Received': '02/04/2000', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '11/29/1998', 'Age (at the time of Offense)': '19', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '139', 'Eye Color': 'Brown', 'Native Country': 'Netherlands', 'Native State': 'n/a'}\",\n",
       "       \"{'Name': 'Basso, Suzanne Margaret', 'TDCJ Number': '999329', 'Date of Birth': '05/15/1954', 'Date Received': '10/28/1999', 'Age (when    Received)': '45', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '08/25/1998', 'Age (at the time of Offense)': '44', 'County': 'Harris', 'Race': 'White', 'Gender': 'Female', 'Hair Color': 'Grey', 'Height (in Feet and Inches)': '5′ 2″', 'Weight (in Pounds)': '141', 'Eye Color': 'Blue', 'Native County': 'Albany', 'Native State': 'New York'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Martin, Jerry Duane', 'TDCJ Number': '999552', 'Date of Birth': '03/28/1970', 'Date Received': '02/17/2009', 'Age (when Received)': '38', 'Education Level (Highest Grade Completed)': '10th Grade', 'Date of Offense': '09/24/2007', 'Age (at the time of Offense)': '37', 'County': 'Leon C/V from Walker', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '169 lbs.', 'Eye Color': 'Brown', 'Native County': 'Collin', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Yowell, Michael J.', 'TDCJ Number': '999334', 'Date of Birth': '01/25/1970', 'Date Received': '11/23/1999', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '05/09/1998', 'Age (at the time of Offense)': '28', 'County': 'Lubbock', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '188', 'Eye Color': 'Hazel', 'Native County': 'Lubbock', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Diaz, Arturo Eleazar', 'TDCJ Number': '999345', 'Date of Birth': '12/27/1975', 'Date Received': '2/20/2000', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '04/03/1999', 'Age (at the time of Offense)': '23', 'County': 'Hidalgo', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '200', 'Eye Color': 'Brown', 'Native County': 'Hidalgo', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garza, Robert', 'TDCJ Number': '999466', 'Date of Birth': '05/15/1982', 'Date Received': '12/18/2003', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '08', 'Date of Offense': '09/05/2002', 'Age (at the time of Offense)': '20', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '147', 'Eye Color': 'Brown', 'Native County': 'Hidalgo Co.', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Feldman, Douglas Alan', 'TDCJ Number': '999326', 'Date of Birth': '06/19/1958', 'Date Received': '09/22/1999', 'Age (when Received)': '41', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '08/25/1998', 'Age (at the time of Offense)': '40', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '198', 'Eye Color': 'Blue', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Ross, Vaughn', 'TDCJ Number': '999429', 'Date of Birth': '09/04/1971', 'Date Received': '10/01/2002', 'Age (when    Received)': '31', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '01/31/2001', 'Age (at the time of Offense)': '29', 'County': 'Lubbock', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Saint Louis', 'Native State': 'Missouri'}\",\n",
       "       \"{'Name': 'Quintanilla, Jr., John Manuel', 'TDCJ Number': '999491', 'Date of Birth': '12/09/1976', 'Date Received': '12/08/2004', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '08', 'Date of Offense': '11/24/2002', 'Age (at the time of Offense)': '25', 'County': 'Victoria', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '153', 'Eye Color': 'Brown', 'Native County': 'Calhoun', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'McCarthy, Kimberly Lagayle', 'TDCJ Number': '999287', 'Date of Birth': '05/11/1961', 'Date Received': '12/07/1998', 'Age (when Received)': '37', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '07/21/1997', 'Age (at the time of Offense)': '36', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Female', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '188', 'Eye Color': 'Brown', 'Native County': 'Hunt', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Elroy Chester', 'TDCJ Number': '999280', 'Date of Birth': '6/14/1969', 'Date Received': '9/26/1998', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '2/6/1998', 'Age (at the time of Offense)': '28', 'County': 'Jefferson', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '160', 'Eye Color': 'Brown', 'Native County': 'Jefferson', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Williams, Jefferey Demond', 'TDCJ Number': '999350', 'Date of Birth': '12/16/1975', 'Date Received': '3/29/2000', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '5/19/1999', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '153 lbs.', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Parr, Carroll Joe', 'TDCJ Number': '999479', 'Date of Birth': '10/18/1977', 'Date Received': '06/04/2004', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '03', 'Date of Offense': '01/11/2003', 'Age (at the time of Offense)': '25', 'County': 'McLennan', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '178', 'Eye Color': 'Brown', 'Native County': 'McLennan', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Cobb,Richard Aaron', 'TDCJ Number': '999467', 'Date of Birth': '04/02/1984', 'Date Received': '01/23/2004', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '09/02/2002', 'Age (at the time of Offense)': '18', 'County': 'Cherokee', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '05′ 10″', 'Weight (in Pounds)': '150', 'Eye Color': 'Blue', 'Native County': 'Smith', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Threadgill, Ronnie Paul', 'TDCJ Number': '999424', 'Date of Birth': '02/20/1973', 'Date Received': '07/22/2002', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '04/14/2001', 'Age (at the time of Offense)': '28', 'County': 'Navarro', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '174', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Lewis, Rickey Lynn', 'TDCJ Number': '999097', 'Date of Birth': '07/21/1962', 'Date Received': '05/06/1994', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '09/17/1990', 'Age (at the time of Offense)': '28', 'County': 'Smith', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '146', 'Eye Color': 'Brown', 'Native County': 'Smith', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Hernandez, Ramon Torres', 'TDCJ Number': '999431', 'Date of Birth': '11/08/1971', 'Date Received': '10/21/2002', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '03/31/2001', 'Age (at the time of Offense)': '29', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '163', 'Eye Color': 'Hazel', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Swain, Mario', 'TDCJ Number': '999475', 'Date of Birth': '02/28/1979', 'Date Received': '04/08/2004', 'Age (when    Received)': '25', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/27/2002', 'Age (at the time of Offense)': '23', 'County': 'Gregg', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '139', 'Eye Color': 'Brown', 'Native County': 'Los Angeles', 'Native State': 'California'}\",\n",
       "       \"{'Name': 'Roberts Jr., Donnie Lee', 'TDCJ Number': '999487', 'Date of Birth': '02/09/1971', 'Date Received': '10/28/2004', 'Age (when Received)': '33', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '10/15/2003', 'Age (at the time of Offense)': '32', 'County': 'Polk', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '223', 'Eye Color': 'Blue', 'Native County': 'Natchitoches Parish', 'Native State': 'Louisiana'}\",\n",
       "       '{}', 'no link',\n",
       "       \"{'Name': 'Foster, Cleve', 'TDCJ Number': '999470', 'Date of Birth': '10/24/1963', 'Date Received': '3/1/2004', 'Age (when Received)': '40', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '02/14/2002', 'Age (at the time of Offense)': '38', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '260', 'Eye Color': 'Blue', 'Native County': 'Henderson', 'Native State': 'Kentucky'}\",\n",
       "       \"{'Name': 'Robert Wayne Harris', 'TDCJ Number': '999364', 'Date of Birth': '2/28/1972', 'Date Received': '10/6/2000', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '3/20/2000', 'Age (at the time of Offense)': '28', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '182', 'Eye Color': 'Black', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Hearn, Yokamon L.', 'TDCJ Number': '999292', 'Date of Birth': '11/6/78', 'Date Received': '12/31/98', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '3/26/98', 'Age (at the time of Offense)': '19', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '184', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Adams, Beunka', 'TDCJ Number': '999486', 'Date of Birth': '12/10/1982', 'Date Received': '08/30/2004', 'Age (when    Received)': '21', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '09/02/2002', 'Age (at the time of Offense)': '19', 'County': 'Cherokee', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height': '5′ 6″', 'Weight (in Pounds)': '179', 'Eye Color': 'Brown', 'Native County': 'Cherokee', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hernandez, Jesse Joe', 'TDCJ Number': '999425', 'Date of Birth': '06/08/1964', 'Date Received': '08/08/2002', 'Age (when Received)': '38', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '04/11/2001', 'Age (at the time of Offense)': '36', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '145', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Thurmond, Keith Steven', 'TDCJ Number': '999435', 'Date of Birth': '10/31/1959', 'Date Received': '11/14/2002', 'Age (when Received)': '43', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '09/25/2001', 'Age (at the time of Offense)': '41', 'County': 'Montgomery', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '220', 'Eye Color': 'Brown', 'Native County': 'Fort Knox', 'Native State': 'Kentucky'}\",\n",
       "       \"{'Name': 'Rivas, George', 'TDCJ Number': '999394', 'Date of Birth': '5/6/1970', 'Date Received': '8/29/2001', 'Age (when    Received)': '31', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/24/2000', 'Age (at the time of Offense)': '30', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '214', 'Eye Color': 'Brown', 'Native County': 'El Paso', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hernandez, Rodrigo', 'TDCJ Number': '999474', 'Date of Birth': '06/27/1973', 'Date Received': '04/07/2004', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '02/19/1994', 'Age (at the time of Offense)': '20', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '202', 'Eye Color': 'Brown', 'Native County': 'Zavala', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Esparza, Guadalupe', 'TDCJ Number': '999385', 'Date of Birth': '11/21/1964', 'Date Received': '05/25/2001', 'Age (when    Received)': '36', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '06/30/1999', 'Age (at the time of Offense)': '34', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 4″', 'Weight (in Pounds)': '193', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Garcia, Frank Martinez', 'TDCJ Number': '999418', 'Date of Birth': '10/21/1972', 'Date Received': '06/10/2002', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '03/29/2001', 'Age (at the time of Offense)': '28', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '169', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Brewer, Lawrence Russell', 'TDCJ Number': '999327', 'Date of Birth': '03/13/1967', 'Date Received': '09/23/1999', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '06/07/1998', 'Age (at the time of Offense)': '31', 'County': 'Brazos (on a change of venue from Jasper)', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '180', 'Eye Color': 'Brown', 'Native County': 'Lamar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Woods, Jr., Steven Michael', 'TDCJ Number': '999427', 'Date of Birth': '04/17/1980', 'Date Received': '08/27/2002', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '05/02/2001', 'Age (at the time of Offense)': '21', 'County': 'Denton', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '152', 'Eye Color': 'Brown', 'Native County': 'Wayne', 'Native State': 'Michigan'}\",\n",
       "       \"{'Name': 'Robles, Martin', 'TDCJ Number': '999457', 'Date of Birth': '05/12/1978', 'Date Received': '09/23/2003', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '08', 'Date of Offense': '11/12/2002', 'Age (at the time of Offense)': '24', 'County': 'Nueces', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '174', 'Eye Color': 'Brown', 'Native County': 'Nueces', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Mark Stroman', 'TDCJ Number': '999409', 'Date of Birth': '10/13/1969', 'Date Received': '04/05/2002', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '10/04/2001', 'Age (at the time of Offense)': '31', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '223', 'Eye Color': 'Hazel', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Mathis, Milton Wuzael', 'TDCJ Number': '999337', 'Date of Birth': '03/11/79', 'Date Received': '12/09/99', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '12/15/98', 'Age (at the time of Offense)': '19', 'County': 'Fort Bend', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '193', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Taylor, Lee Andrew', 'TDCJ Number': '999344', 'Date of Birth': '01/08/1979', 'Date Received': '02/22/2000', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '04/01/1999', 'Age (at the time of Offense)': '20', 'County': 'Bowie', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '207', 'Eye Color': 'Brown', 'Native County': 'Galveston', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Kerr, Cary D.', 'TDCJ Number': '999449', 'Date of Birth': '10/06/1964', 'Date Received': '04/17/2003', 'Age (when    Received)': '38', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '07/12/2001', 'Age (at the time of Offense)': '36', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '219', 'Eye Color': 'Green', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Adams, Timothy Wayne', 'TDCJ Number': '999448', 'Date of Birth': '08/22/1968', 'Date Received': '04/17/2003', 'Age (when    Received)': '34', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '02/20/2002', 'Age (at the time of Offense)': '33', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′6″', 'Weight (in Pounds)': '241', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hall, Michael Wayne', 'TDCJ Number': '999346', 'Date of Birth': '04/06/1979', 'Date Received': '03/02/2000', 'Age (when    Received)': '20', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '02/15/1998', 'Age (at the time of Offense)': '18', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '218', 'Eye Color': 'Hazel', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Wooten, Larry', 'TDCJ Number': '999269', 'Date of Birth': '12/10/58', 'Date Received': '5/21/98', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '9/3/96', 'Age (at the time of Offense)': '37', 'County': 'Lamar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '183', 'Eye Color': 'Brown', 'Native County': 'Lamar', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Jackson, Derrick L.', 'TDCJ Number': '999263', 'Date of Birth': '6/13/68', 'Date Received': '4/22/98', 'Age (when    Received)': '29', 'Education Level (Highest Grade Completed)': '11 years (GED)', 'Date of Offense': '9/11/88', 'Age (at the time of Offense)': '20', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 1″', 'Weight (in Pounds)': '160', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Perry, Michael James', 'TDCJ Number': '999444', 'Date of Birth': '04/09/1982', 'Date Received': '03/03/2003', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '10/24/2001', 'Age (at the time of Offense)': '19', 'County': 'Montgomery', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '132', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Cannady, Rogelio', 'TDCJ Number': '999245', 'Date of Birth': '5/29/72', 'Date Received': '12/5/97', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '8 years', 'Date of Offense': '10/10/93', 'Age (at the time of Offense)': '21', 'County': 'Bee', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Val Verde', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Galloway, Billy John', 'TDCJ Number': '999349', 'Date of Birth': '03/22/1969', 'Date Received': '03/27/2000', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '09/08/1998', 'Age (at the time of Offense)': '29', 'County': 'Hunt', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '175', 'Eye Color': 'Blue', 'Native County': 'Onondaga', 'Native State': 'New York'}\",\n",
       "       \"{'Name': 'Kevin Scott Varga', 'TDCJ Number': '999368', 'Date of Birth': '3/4/1969', 'Date Received': '11/20/2000', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '9/8/1998', 'Age (at the time of Offense)': '29', 'County': 'Hunt', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '203', 'Eye Color': 'Brown', 'Native County': 'Kalamazoo', 'Native State': 'Michigan'}\",\n",
       "       \"{'Name': 'Bustamante, Samuel', 'TDCJ Number': '999380', 'Date of Birth': '12/11/1969', 'Date Received': '3/16/2001', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '1/18/1998', 'Age (at the time of Offense)': '28', 'County': 'Fort Bend', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '264', 'Eye Color': 'Brown', 'Native County': 'Wharton', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Berkley, William Josef', 'TDCJ Number': '999422', 'Date of Birth': '01/16/1979', 'Date Received': '07/18/2002', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '03/10/2000', 'Age (at the time of Offense)': '21', 'County': 'El Paso', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '139', 'Eye Color': 'Hazel', 'Native County': 'Schwavish Hall', 'Native State': 'Germany'}\",\n",
       "       \"{'Name': 'Alix, Franklin DeWayne', 'TDCJ Number': '999286', 'Date of Birth': '8/6/75', 'Date Received': '11/12/98', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '1/2/98', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′9″', 'Weight (in Pounds)': '188', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Maxwell, Joshua', 'TDCJ Number': '999408', 'Date of Birth': '05/17/1978', 'Date Received': '03/26/2002', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '10/11/2000', 'Age (at the time of Offense)': '22', 'County': 'Bexar', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '184', 'Eye Color': 'Blue', 'Native County': 'Marion', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Sigala, Michael Adam', 'TDCJ Number': '999397', 'Date of Birth': '12/11/1977', 'Date Received': '10/29/2001', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '08/22/2000', 'Age (at the time of Offense)': '22', 'County': 'Collin', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '213', 'Eye Color': 'Hazel', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Mosley, Kenneth', 'TDCJ Number': '999243', 'Date of Birth': '9/7/58', 'Date Received': '10/20/97', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '2/15/97', 'Age (at the time of Offense)': '38', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '170', 'Eye Color': 'Brown', 'Native County': 'Flint', 'Native State': 'Michigan'}\",\n",
       "       \"{'Name': 'Woods, Bobby Wayne', 'TDCJ Number': '999270', 'Date of Birth': '10/11/65', 'Date Received': '5/29/98', 'Age (when    Received)': '32', 'Education Level (Highest Grade Completed)': '7 years', 'Date of Offense': '4/30/97', 'Age (at the time of Offense)': '31', 'County': 'Llano (on change of venue from Hood County)', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Blonde', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '231', 'Eye Color': 'Blue', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Thompson, Robert Lee', 'TDCJ Number': '999276', 'Date of Birth': '4/1/75', 'Date Received': '8/10/98', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '12/5/96', 'Age (at the time of Offense)': '21', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '252', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Danielle Simpson', 'TDCJ Number': '999370', 'Date of Birth': '10/26/1979', 'Date Received': '12/15/2000', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '1/26/2000', 'Age (at the time of Offense)': '20', 'County': 'Anderson', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '151', 'Eye Color': 'Brown', 'Native County': 'Anderson', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Valle, Yosvanis', 'TDCJ Number': '999384', 'Date of Birth': '09/07/1975', 'Date Received': '05/09/2001', 'Age (when    Received)': '25', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '06/07/1999', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Habana', 'Native State': 'Cuba'}\",\n",
       "       \"{'Name': 'Oliver, Khristian', 'TDCJ Number': '999301', 'Date of Birth': '08/26/1977', 'Date Received': '04/23/1999', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '03/17/1998', 'Age (at the time of Offense)': '20', 'County': 'Nacogdoches', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Blanton, Reginald W.', 'TDCJ Number': '999395', 'Date of Birth': '6/3/1981', 'Date Received': '9/5/2001', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '4/13/2000', 'Age (at the time of Offense)': '18', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '201', 'Eye Color': 'Brown', 'Native County': 'Alameda', 'Native State': 'California'}\",\n",
       "       \"{'Name': 'Coleman, Christopher', 'TDCJ Number': '999239', 'Date of Birth': '12/28/71', 'Date Received': '9/10/97', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '11 years', 'Date of Offense': '12/14/95', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '185', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Hankins, Terry Lee', 'TDCJ Number': '999415', 'Date of Birth': '10/10/1974', 'Date Received': '05/20/2002', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '08/26/2001', 'Age (at the time of Offense)': '26', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '180', 'Eye Color': 'Hazel', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Johnson, Derrick Lamone', 'TDCJ Number': '999339', 'Date of Birth': '09/20/1980', 'Date Received': '12/22/1999', 'Age (when    Received)': '19', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '01/21/1999', 'Age (at the time of Offense)': '18', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '156', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Rosales, Michael', 'TDCJ Number': '999274', 'Date of Birth': '1/11/74', 'Date Received': '7/16/98', 'Age (when    Received)': '24', 'Education Level (Highest Grade Completed)': '10 years', 'Date of Offense': '6/4/97', 'Age (at the time of Offense)': '23', 'County': 'Lubbock', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '163', 'Eye Color': 'Brown', 'Native County': 'Kit Carson', 'Native State': 'Colorado'}\",\n",
       "       \"{'Name': 'Salazar, Luis Cervantes', 'TDCJ Number': '999285', 'Date of Birth': '8/31/70', 'Date Received': '10/30/98', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '10/11/97', 'Age (at the time of Offense)': '27', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '176', 'Eye Color': 'Brown', 'Native County': 'Eastland', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Martinez, James Edward', 'TDCJ Number': '999404', 'Date of Birth': '06/09/1974', 'Date Received': '02/13/2002', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '09/21/2000', 'Age (at the time of Offense)': '26', 'County': 'Tarrant', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '144', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Scheanette, Dale Devon', 'TDCJ Number': '999440', 'Date of Birth': '05/07/1973', 'Date Received': '02/06/2003', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/24/1996', 'Age (at the time of Offense)': '23', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '162', 'Eye Color': 'Brown', 'Native County': 'Ouachita Parish', 'Native State': 'Louisiana'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Ortiz, Ricardo', 'TDCJ Number': '999320', 'Date of Birth': '10/05/1962', 'Date Received': '06/24/1999', 'Age (when Received)': '36', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '08/18/1997', 'Age (at the time of Offense)': '34', 'County': 'El Paso', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '209', 'Eye Color': 'Brown', 'Native County': 'El Paso', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Martinez, Virgil Euristi', 'TDCJ Number': '999265', 'Date of Birth': '12/12/67', 'Date Received': '4/22/98', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '11 years', 'Date of Offense': '10/1/96', 'Age (at the time of Offense)': '28', 'County': 'Brazoria', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 3″', 'Weight (in Pounds)': '284', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Reginald Perkins', 'TDCJ Number': '999407', 'Date of Birth': '04/29/1955', 'Date Received': '03/22/2002', 'Age (when Received)': '46', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '12/04/2000', 'Age (at the time of Offense)': '45', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '190', 'Eye Color': 'Brown', 'Native County': 'Woodruff', 'Native State': 'Arkansas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Moore, Curtis', 'TDCJ Number': '999212', 'Date of Birth': '2/26/68', 'Date Received': '01/29/98', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '11/30/95', 'Age (at the time of Offense)': '27', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '167', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hudson, Robert Jean', 'TDCJ Number': '999353', 'Date of Birth': '3/4/63', 'Date Received': '4/6/00', 'Age (when    Received)': '37', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '5/7/99', 'Age (at the time of Offense)': '36', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '229', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Denard Manns', 'TDCJ Number': '999405', 'Date of Birth': '12/22/1965', 'Date Received': '03/04/2002', 'Age (when Received)': '36', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '11/18/1998', 'Age (at the time of Offense)': '32', 'County': 'Bell', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '230', 'Eye Color': 'Brown', 'Native County': 'New York', 'Native State': 'New York'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Wright, Gregory Edward', 'TDCJ Number': '999253', 'Date of Birth': '11/1/65', 'Date Received': '2/5/98', 'Age (when Received)': '32', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '3/21/97', 'Age (at the time of Offense)': '31', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '170', 'Eye Color': 'Blue', 'Native County': 'Knox', 'Native State': 'Tennessee'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Ries, Joseph Ray', 'TDCJ Number': '999335', 'Date of Birth': '09/18/1979', 'Date Received': '11/29/1999', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '02/22/1999', 'Age (at the time of Offense)': '19', 'County': 'Hopkins', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '135', 'Eye Color': 'Hazel', 'Native County': 'Douglas', 'Native State': 'Oregon'}\",\n",
       "       \"{'Name': 'Watts, Kevin', 'TDCJ Number': '999456', 'Date of Birth': '01/18/1981', 'Date Received': '09/04/2003', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '09', 'Date of Offense': '03/01/2002', 'Age (at the time of Offense)': '21', 'County': 'Bexar', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '184', 'Eye Color': 'Brown', 'Native County': 'Santa Clara', 'Native State': 'California'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Murray, William A.', 'TDCJ Number': '999313', 'Date of Birth': '02/13/1969', 'Date Received': '06/10/1999', 'Age (when Received)': '30', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '02/10/1998', 'Age (at the time of Offense)': '28', 'County': 'Kaufman', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '158', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Rodriguez, Michael Anthony', 'TDCJ Number': '999413', 'Date of Birth': '10/29/1962', 'Date Received': '05/09/2002', 'Age (when    Received)': '39', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/24/2000', 'Age (at the time of Offense)': '40', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '215', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Dorsey, Leon David IV', 'TDCJ Number': '999359', 'Date of Birth': '11/17/1975', 'Date Received': '6/12/2000', 'Age (when    Received)': '24', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '4/4/1994', 'Age (at the time of Offense)': '18', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '174', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Chi, Heliberto', 'TDCJ Number': '999437', 'Date of Birth': '12/28/1978', 'Date Received': '11/21/2002', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '03/24/2001', 'Age (at the time of Offense)': '22', 'County': 'Tarrant', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '205', 'Eye Color': 'Brown', 'Native County': 'San Pedrosula', 'Native State': 'Honduras'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Davis, Larry Donell', 'TDCJ Number': '999316', 'Date of Birth': '10/09/1967', 'Date Received': '06/11/1999', 'Age (when Received)': '31', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '08/28/1995', 'Age (at the time of Offense)': '27', 'County': 'Potter', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '173', 'Eye Color': 'Brown', 'Native County': 'Parmer', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Turner, Carlton    Akee', 'TDCJ Number': '999321', 'Date of Birth': '07/04/1979', 'Date Received': '07/07/1999', 'Age (when    Received)': '19', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '08/08/1998', 'Age (at the time of Offense)': '19', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '184', 'Eye Color': 'Brown', 'Native County': 'Salt Lake', 'Native State': 'Utah'}\",\n",
       "       \"{'Name': 'Chamberlain, Karl Eugene', 'TDCJ Number': '999241', 'Date of Birth': '06/20/1970', 'Date Received': '09/25/1997', 'Age (when Received)': '27', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '08/02/1991', 'Age (at the time of Offense)': '21', 'County': 'Dallas', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '261', 'Eye Color': 'Blue', 'Native County': 'Oklahoma', 'Native State': 'Oklahoma'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Kimmel, Clifford Allan', 'TDCJ Number': '999347', 'Date of Birth': '07/18/1975', 'Date Received': '03/09/2000', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '05/18/1999', 'Age': '23', 'County': 'Bexar', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '194', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Roach, Tony', 'TDCJ Number': '999323', 'Date of Birth': '11/09/1976', 'Date Received': '08/18/1999', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '06/08/1998', 'Age': '21', 'County': 'Potter', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '169', 'Eye Color': 'Brown', 'Native County': 'Greenville', 'Native State': 'South Carolina'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Conner, Johnny Ray', 'TDCJ Number': '999324', 'Date of Birth': '04/27/1975', 'Date Received': '09/09/1999', 'Age (when    Received)': '24', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '05/17/1998', 'Age (at the time of Offense)': '23', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '157', 'Eye Color': 'Brown', 'Native County': 'Caddo Parish', 'Native State': 'Louisiana'}\",\n",
       "       \"{'Name': 'Parr, Kenneth', 'TDCJ Number': '999312', 'Date of Birth': '01/16/1980', 'Date Received': '06/07/1999', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '01/21/1998', 'Age': '18', 'County': 'Matagorda', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '164', 'Eye Color': 'Brown', 'Native County': 'Matagorda', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Reyes, Gilberto Guadalupe', 'TDCJ Number': '999352', 'Date of Birth': '9/19/73', 'Date Received': '4/5/00', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '3/12/98', 'Age': '24', 'County': 'Bailey', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '129', 'Eye Color': 'Brown', 'Native County': 'Bailey', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Dickson, Ryan Heath', 'TDCJ Number': '999250', 'Date of Birth': '11/11/76', 'Date Received': '12/31/97', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '11/27/94', 'Age (at the time of Offense)': '18', 'County': 'Potter', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '171', 'Eye Color': 'Brown', 'Native County': 'Little Rock', 'Native State': 'Arkansas'}\",\n",
       "       \"{'Name': 'Clark, James Lee', 'TDCJ Number': '999095', 'Date of Birth': '5/13/68', 'Date Received': '5/4/94', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '6/7/93', 'Age (at the time of Offense)': '25', 'County': 'Denton', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '157', 'Eye Color': 'Brown', 'Native County': 'Caddo Parish', 'Native State': 'Louisiana'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Gutierrez, Vincent', 'TDCJ Number': '999262', 'Date of Birth': '10/1/78', 'Date Received': '4/14/98', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '8 years (GED)', 'Date of Offense': '3/11/97', 'Age': '18', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '142', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Nealy, Charles A.', 'TDCJ Number': '999289', 'Date of Birth': '3/23/64', 'Date Received': '12/10/98', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '8/20/97', 'Age': '33', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '180', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Perez, Robert Martinez', 'TDCJ Number': '999322', 'Date of Birth': '06/29/58', 'Date Received': '07/29/1999', 'Age (when Received)': '41', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '04/17/1994', 'Age': '35', 'County': 'Dallas', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '165', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Anderson, Newton', 'TDCJ Number': '999355', 'Date of Birth': '8/8/1976', 'Date Received': '5/15/2000', 'Age (when    Received)': '23', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '3/4/1999', 'Age (at the time of Offense)': '22', 'County': 'Smith', 'Race': 'white', 'Gender': 'male', 'Hair Color': 'red', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '163', 'Eye Color': 'blue', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Jackson, James Lewis', 'TDCJ Number': '999272', 'Date of Birth': '6/13/59', 'Date Received': '6/17/98', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '4/8/97', 'Age': '37', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 3″', 'Weight (in Pounds)': '204', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Swift, Christopher Jay', 'TDCJ Number': '999496', 'Date of Birth': '02/12/1975', 'Date Received': '04/11/2005', 'Age (when    Received)': '30', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '04/29/2003', 'Age': '28', 'County': 'Denton', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '150', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Granados, Carlos', 'TDCJ Number': '999307', 'Date of Birth': '09/18/1970', 'Date Received': '05/06/1999', 'Age (when Received)': '28', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '09/13/1998', 'Age': '27', 'County': 'Williamson', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '172', 'Eye Color': 'Brown', 'Native County': 'Manhattan', 'Native State': 'New York'}\",\n",
       "       '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Frazier, Derrick', 'TDCJ Number': '999284', 'Date of Birth': '4/28/77', 'Date Received': '10/9/98', 'Age (when    Received)': '21', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '6/26/97', 'Age': '20', 'County': 'Refugio', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '176', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Fuller, Justin', 'TDCJ Number': '999266', 'Date of Birth': '8/29/78', 'Date Received': '4/29/98', 'Age (when Received)': '19', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '4/21/97', 'Age': '18', 'County': 'Smith', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '165', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hinojosa, Richard', 'TDCJ Number': '999246', 'Date of Birth': '11/17/61', 'Date Received': '12/9/97', 'Age (when shoulReceived)': '36', 'Education Level (Highest Grade Completed)': '5 years', 'Date of Offense': '5/10/94', 'Age': '32', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Eye Color': 'Green', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Wyatt, Jr., William E.', 'TDCJ Number': '999255', 'Date of Birth': '12/20/1964', 'Date Received': '2/19/1998', 'Age (when    Received)': '33', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '2/4/1997', 'Age': '32', 'County': 'Bowie', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 1″', 'Weight (in Pounds)': '250', 'Eye Color': 'Green', 'Native County': 'Detroit', 'Native State': 'Michigan'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Resendiz, Angel Maturino', 'TDCJ Number': '999356', 'Date of Birth': '8/1/1960', 'Date Received': '5/24/2000', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '12/17/1998', 'Age': '38', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '190', 'Eye Color': 'Brown', 'Native County': 'Durango', 'Native State': 'Mexico'}\",\n",
       "       \"{'Name': 'Reese, Lamont', 'TDCJ Number': '999374', 'Date of Birth': '10/16/1977', 'Date Received': '1/18/2001', 'Age (when    Received)': '23', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '3/1/1999', 'Age': '21', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '207', 'Eye Color': 'Brown', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Herron, Jermaine', 'TDCJ Number': '999304', 'Date of Birth': '01/13/1979', 'Date Received': '04/29/1999', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '06/26/1997', 'Age': '18', 'County': 'Refugio', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '220', 'Eye Color': 'Brown', 'Native County': 'San Patricio', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Salazar, Robert Jr.', 'TDCJ Number': '999303', 'Date of Birth': '10/24/1978', 'Date Received': '04/28/1999', 'Age (when Received)': '20', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '04/23/1997', 'Age': '18', 'County': 'Lubbock', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '190', 'Eye Color': 'Brown', 'Native County': 'Lubbock', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Hughes, Tommie', 'TDCJ Number': '999273', 'Date of Birth': '8/15/74', 'Date Received': '6/18/98', 'Age (when    Received)': '23', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '8/13/97', 'Age': '22', 'County': 'Dallas', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '195', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Neville, Robert James Jr.', 'TDCJ Number': '999293', 'Date of Birth': '10/05/1974', 'Date Received': '01/05/1999', 'Age (when Received)': '24', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '02/15/98', 'Age': '23', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Red', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '140', 'Eye Color': 'Blue', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Rowell, Robert Dale', 'TDCJ Number': '999104', 'Date of Birth': '04/08/1955', 'Date Received': '06/03/1994', 'Age (when    Received)': '44', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '05/10/1993', 'Age': '38', 'County': 'Harris', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '168', 'Eye Color': 'Blue', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'White, Melvin Wayne', 'TDCJ Number': '999317', 'Date of Birth': '1/25/1950', 'Date Received': '6/21/1999', 'Age (when    Received)': '49', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '8/5/1997', 'Age': '47', 'County': 'Pecos', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '205', 'Eye Color': 'Brown', 'Native County': 'Howard', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Ramirez, Luis', 'TDCJ Number': '999309', 'Date of Birth': '06/19/1963', 'Date Received': '05/18/1999', 'Age (when Received)': '35', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '04/08/1998', 'Age': '34', 'County': 'Tom Green', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 5″', 'Weight (in Pounds)': '148', 'Eye Color': 'Brown', 'Native County': 'Tom Green', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Martinez, David', 'TDCJ Number': '999288', 'Date of Birth': '04/24/0976', 'Date Received': '12/10/1998', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '07/27/1997', 'Age': '21', 'County': 'Travis', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '224', 'Eye Color': 'Blue', 'Native County': 'Austin', 'Native State': 'Texas'}\",\n",
       "       \"{'Name': 'Martinez, Alexander', 'TDCJ Number': '999438', 'Date of Birth': '06/16/1976', 'Date Received': '01/07/2003', 'Age (when Received)': '26', 'Education Level (Highest Grade Completed)': '8', 'Date of Offense': '08/12/2001', 'Age': '25', 'County': 'Harris', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 1″', 'Weight (in Pounds)': '227', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Pursley, Lonnie Wayne', 'TDCJ Number': '999294', 'Date of Birth': '09/17/1961', 'Date Received': '01/20/1999', 'Age (when Received)': '37', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '03/29/97', 'Age': '35', 'County': 'Polk', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '229', 'Eye Color': 'Blue', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Porter, James', 'TDCJ Number': '999378', 'Date of Birth': '8/15/1971', 'Date Received': '3/14/2001', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '7', 'Date of Offense': '5/28/2000', 'Age': '28', 'County': 'Bowie', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '131', 'Eye Color': 'Blue', 'Native County': 'Tarrant', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'McWilliams, Frederick Patrick', 'TDCJ Number': '999242', 'Date of Birth': '12/1/73', 'Date Received': '10/1/97', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '9/28/96', 'Age': '22', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '201', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Morrow, Robert Brice', 'TDCJ Number': '999244', 'Date of Birth': '6/03/57', 'Date Received': '11/18/97', 'Age (when Received)': '40', 'Education Level (Highest Grade Completed)': 'GED', 'Date of Offense': '4/3/96', 'Age': '38', 'County': 'Liberty', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '175', 'Eye Color': 'Blue', 'Native County': 'New Orleans', 'Native State': 'Louisiana'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Cotton, Marcus B.', 'TDCJ Number': '999252', 'Date of Birth': '9/28/74', 'Date Received': '2/4/98', 'Age (when Received)': '23', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '9/18/96', 'Age (at the time of Offense)': '22', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 6″', 'Weight (in Pounds)': '147', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Matthews, Ynobe', 'TDCJ Number': '999387', 'Date of Birth': '04/14/1976', 'Date Received': '06/19/2001', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '11', 'Date of Offense': '05/28/2000', 'Age': '24', 'County': 'Brazos', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '288', 'Eye Color': 'Brown', 'Native County': 'Dallas', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}',\n",
       "       \"{'Name': 'Larry Allen Hayes', 'TDCJ Number': '999358', 'Date of Birth': '11/23/1948', 'Date Received': '5/26/2000', 'Age (when Received)': '51', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '7/15/1999', 'Age': '50', 'County': 'Montgomery', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Grey', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '198', 'Eye Color': 'Blue', 'Native County': 'Howell', 'Native State': 'Missouri'}\",\n",
       "       '{}', '{}',\n",
       "       \"{'Name': 'Black, Sr., Christopher', 'TDCJ Number': '999277', 'Date of Birth': '8/2/59', 'Date Received': '8/11/98', 'Age (when Received)': '39', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '2/7/98', 'Age (at the time of Offense)': '38', 'County': 'Bell', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '240', 'Eye Color': 'Brown', 'Native County': 'Portsmouth', 'Native State': 'Virginia'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Clay, Keith Bernard', 'TDCJ Number': '999238', 'Date of Birth': '2/18/68', 'Date Received': '9/10/97', 'Age (when Received)': '29', 'Education Level (Highest Grade Completed)': '12 years', 'Date of Offense': '1/4/94', 'Age (at the time of Offense)': '25', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '180', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}',\n",
       "       \"{'Name': 'Williams, Richard Head', 'TDCJ Number': '999251', 'Date of Birth': '7/19/69', 'Date Received': '1/7/98', 'Age (when    Received)': '28', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '3/24/97', 'Age': '27', 'County': 'Harris', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '208', 'Eye Color': 'Brown', 'Native County': 'Harris', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Baltazar, John Richard', 'TDCJ Number': '999257', 'Date of Birth': '5/9/72', 'Date Received': '3/13/98', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '9/27/97', 'Age (at the time of Offense)': '25', 'County': 'Nueces', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 11″', 'Weight (in Pounds)': '155', 'Eye Color': 'Brown', 'Native County': 'Nueces', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Santellan, Jose Sr.', 'TDCJ Number': '999140', 'Date of Birth': '03/08/1962', 'Date Received': '03/14/1995', 'Age (when Received)': '34', 'Education Level (Highest Grade Completed)': '10', 'Date of Offense': '08/22/1993', 'Age': '31', 'County': 'Kerr', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '189', 'Eye Color': 'Brown', 'Native County': 'Wise', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Flores, Miguel Angel', 'TDCJ Number': '000983', 'Date of Birth': '06/07/69', 'Date Received': '09/14/1990', 'Age (when Received)': '21', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '06/28/1989', 'Age': '20', 'County': 'Collin - change of venue from Hutchinson County', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 7″', 'Weight (in Pounds)': '165', 'Eye Color': 'Brown', 'Native County': 'Juarez', 'Native State': 'Mexico'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Hughes, Billy George', 'TDCJ Number': '000556', 'Date of Birth': '01/28/1952', 'Date Received': '09/17/1976', 'Age (when    Received)': '24', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '04/04/1976', 'Age': '24', 'County': 'Matagorda', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 10″', 'Weight (in Pounds)': '165', 'Eye Color': 'Blue', 'Native County': 'Baldwin', 'Native State': 'Alabama'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Foust, Aaron Christopher', 'TDCJ Number': '999268', 'Date of Birth': '7/28/72', 'Date Received': '5/19/98', 'Age (when Received)': '25', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '5/18/97', 'Age': '24', 'County': 'Tarrant', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'n/a', 'Height (in Feet and Inches)': '6′ 0″', 'Weight (in Pounds)': '180', 'Eye Color': 'n/a', 'Native County': 'Lafayette', 'Native State': 'Tennessee'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Photo not available': 'Name', 'TDCJ Number': '887', 'Date of Birth': '6/11/1965', 'Date Received': '10/23/1987', 'Age (when Received)': '22', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '7/23/1986', 'Age (at the time of Offense)': '21', 'County': 'Clay (change of venue from Montague)', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Red', 'Height (in Feet and Inches)': '6′ 2″', 'Weight (in Pounds)': '232', 'Eye Color': 'Brown', 'Native County': 'Brunswick', 'Native State': 'Georgia'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Cantu, Ruben Montoya', 'TDCJ Number': '804', 'Date of Birth': '12/5/66', 'Date Received': '9/10/85', 'Age (when Received)': '18', 'Education Level (Highest Grade Completed)': '9 years', 'Date of Offense': '11/8/84', 'Age (at the time of Offense)': '17', 'County': 'Bexar', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 10″/td>\\\\r\\\\n  ', 'Weight (in Pounds)': '142', 'Eye Color': 'Brown', 'Native County': 'Bexar', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Hernandez, Ramon Pedro', 'TDCJ Number': '667', 'Date of Birth': '03/02/1942', 'Date Received': '09/30/1980', 'Age (when Received)': '38', 'Education Level (Highest Grade Completed)': '9', 'Date of Offense': '06/20/1980', 'Age (at the time of Offense)': '38', 'County': 'El Paso ', 'Race': 'Hispanic', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 3″', 'Weight (in Pounds)': '130', 'Eye Color': 'Brown', 'Native County': 'El Paso', 'Native State': 'Texas'}\",\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       '{}', '{}', '{}', '{}', '{}', '{}', '{}',\n",
       "       \"{'Name': 'Autry, James David', 'TDCJ Number': '670', 'Date of Birth': '9/27/1954', 'Date Received': '10/10/1980', 'Age (when    Received)': '26', 'Education Level (Highest Grade Completed)': '6', 'Date of Offense': '4/20/1980', 'Age (at the time of Offense)': '25', 'County': 'Jefferson', 'Race': 'White', 'Gender': 'Male', 'Hair Color': 'Brown', 'Height (in Feet and Inches)': '5′ 8″', 'Weight (in Pounds)': '137', 'Eye Color': 'Brown', 'Native County': 'Potter', 'Native State': 'Texas'}\",\n",
       "       \"{'Photo not available': 'Name', 'TDCJ Number': '592', 'Date of Birth': '9/1/1942', 'Date Received': '4/25/1978', 'Age (when    Received)': '35', 'Education Level (Highest Grade Completed)': '12', 'Date of Offense': '12/14/1976', 'Age (at the time of Offense)': '34', 'County': 'Tarrant', 'Race': 'Black', 'Gender': 'Male', 'Hair Color': 'Black', 'Height (in Feet and Inches)': '5′ 9″', 'Weight (in Pounds)': '150', 'Eye Color': 'mar (according to DPS records)', 'Native County': 'Tarrant', 'Native State': 'Texas'}\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Offender Info'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                      Unknown  Female\n",
       "1      Black  female; two black males.\n",
       "2                         White female\n",
       "3           White female; White female\n",
       "4                        White  female\n",
       "                    ...               \n",
       "561                              error\n",
       "562                              error\n",
       "563                              error\n",
       "564                             female\n",
       "565                        White  Male\n",
       "Name: VictimStats, Length: 566, dtype: object"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['VictimStats']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = ['Unnamed: 0', 'Unnamed: 0.1', 'Execution', 'Offender Information',\n",
    "       'Last Statement', 'last_name', 'first_name', 'inmate_number', 'age',\n",
    "       'Date', 'race', 'county', 'Last Statement Text', 'Offender Info',\n",
    "       'Summary', 'Offender_info_v2', 'occupation', 'prior_record',\n",
    "       'CrimeSummary', 'CoDefendants', 'VictimStats', 'dob', 'date_received',\n",
    "       'age_received', 'education_level', 'age_crime', 'native_county',\n",
    "       'native_state', 'weight_lbs', 'height', 'eye_color', 'hair_color']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Execution</th>\n",
       "      <th>Offender Information</th>\n",
       "      <th>Last Statement</th>\n",
       "      <th>last_name</th>\n",
       "      <th>first_name</th>\n",
       "      <th>inmate_number</th>\n",
       "      <th>age</th>\n",
       "      <th>Date</th>\n",
       "      <th>...</th>\n",
       "      <th>date_received</th>\n",
       "      <th>age_received</th>\n",
       "      <th>education_level</th>\n",
       "      <th>age_crime</th>\n",
       "      <th>native_county</th>\n",
       "      <th>native_state</th>\n",
       "      <th>weight_lbs</th>\n",
       "      <th>height</th>\n",
       "      <th>eye_color</th>\n",
       "      <th>hair_color</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>dr_info/halljusten.html</td>\n",
       "      <td>dr_info/halljustenlast.html</td>\n",
       "      <td>Hall</td>\n",
       "      <td>Justen</td>\n",
       "      <td>999497</td>\n",
       "      <td>38</td>\n",
       "      <td>11/6/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>05/11/2005</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>21</td>\n",
       "      <td>El Paso</td>\n",
       "      <td>Texas</td>\n",
       "      <td>197</td>\n",
       "      <td>6′5″</td>\n",
       "      <td>Hazel</td>\n",
       "      <td>Brown</td>\n",
       "    </tr>\n",
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       "      <td>dr_info/sparksrobert.html</td>\n",
       "      <td>dr_info/sparksrobertlast.html</td>\n",
       "      <td>Sparks</td>\n",
       "      <td>Robert</td>\n",
       "      <td>999542</td>\n",
       "      <td>45</td>\n",
       "      <td>9/25/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>01/08/2009</td>\n",
       "      <td>34</td>\n",
       "      <td>8</td>\n",
       "      <td>33</td>\n",
       "      <td>Dallas</td>\n",
       "      <td>Texas</td>\n",
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       "      <td>5′ 7″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>564</td>\n",
       "      <td>dr_info/solizmarkanthony.html</td>\n",
       "      <td>dr_info/solizmarkanthonylast.html</td>\n",
       "      <td>Soliz</td>\n",
       "      <td>Mark</td>\n",
       "      <td>999571</td>\n",
       "      <td>37</td>\n",
       "      <td>9/10/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>03/28/2012</td>\n",
       "      <td>30</td>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
       "      <td>177</td>\n",
       "      <td>5′ 5″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>563</td>\n",
       "      <td>dr_info/crutsingerbilly.html</td>\n",
       "      <td>dr_info/crutsingerbillylast.html</td>\n",
       "      <td>Crutsinger</td>\n",
       "      <td>Billy</td>\n",
       "      <td>999459</td>\n",
       "      <td>64</td>\n",
       "      <td>9/4/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>10/08/2003</td>\n",
       "      <td>49</td>\n",
       "      <td>11</td>\n",
       "      <td>48</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
       "      <td>217</td>\n",
       "      <td>5′ 9″</td>\n",
       "      <td>Green</td>\n",
       "      <td>Gray</td>\n",
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       "    <tr>\n",
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       "      <td>4</td>\n",
       "      <td>5</td>\n",
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       "      <td>dr_info/swearingenlarry.html</td>\n",
       "      <td>dr_info/swearingenlarrylast.html</td>\n",
       "      <td>Swearingen</td>\n",
       "      <td>Larry</td>\n",
       "      <td>999361</td>\n",
       "      <td>48</td>\n",
       "      <td>8/21/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>7/12/2000</td>\n",
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       "      <td>11</td>\n",
       "      <td>27</td>\n",
       "      <td>Montgomery</td>\n",
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       "      <td>194</td>\n",
       "      <td>5′ 10″</td>\n",
       "      <td>Blue</td>\n",
       "      <td>Brown</td>\n",
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       "      <td>...</td>\n",
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       "      <td>562</td>\n",
       "      <td>5</td>\n",
       "      <td>dr_info/skillerndoyle.jpg</td>\n",
       "      <td>dr_info/skillerndoylelast.html</td>\n",
       "      <td>Skillern</td>\n",
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       "      <td>49</td>\n",
       "      <td>01/16/1985</td>\n",
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       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
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       "    <tr>\n",
       "      <td>562</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>4</td>\n",
       "      <td>dr_info/barefootthomas.jpg</td>\n",
       "      <td>dr_info/barefootthomaslast.html</td>\n",
       "      <td>Barefoot</td>\n",
       "      <td>Thomas</td>\n",
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       "      <td>39</td>\n",
       "      <td>10/30/1984</td>\n",
       "      <td>...</td>\n",
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       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
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       "      <td>error</td>\n",
       "      <td>error</td>\n",
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       "      <td>error</td>\n",
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       "      <td>563</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>3</td>\n",
       "      <td>dr_info/obryanronald.jpg</td>\n",
       "      <td>dr_info/obryanronaldlast.html</td>\n",
       "      <td>O'Bryan</td>\n",
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       "      <td>39</td>\n",
       "      <td>03/31/1984</td>\n",
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       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
       "      <td>error</td>\n",
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       "    <tr>\n",
       "      <td>564</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>2</td>\n",
       "      <td>dr_info/autryjames.html</td>\n",
       "      <td>dr_info/no_last_statement.html</td>\n",
       "      <td>Autry</td>\n",
       "      <td>James</td>\n",
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       "      <td>29</td>\n",
       "      <td>03/14/1984</td>\n",
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       "      <td>10/10/1980</td>\n",
       "      <td>error</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>Potter</td>\n",
       "      <td>Texas</td>\n",
       "      <td>137</td>\n",
       "      <td>5′ 8″</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Brown</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>1</td>\n",
       "      <td>dr_info/brookscharlie.html</td>\n",
       "      <td>dr_info/brookscharlielast.html</td>\n",
       "      <td>Brooks, Jr.</td>\n",
       "      <td>Charlie</td>\n",
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       "      <td>40</td>\n",
       "      <td>12/07/1982</td>\n",
       "      <td>...</td>\n",
       "      <td>4/25/1978</td>\n",
       "      <td>error</td>\n",
       "      <td>12</td>\n",
       "      <td>34</td>\n",
       "      <td>Tarrant</td>\n",
       "      <td>Texas</td>\n",
       "      <td>150</td>\n",
       "      <td>5′ 9″</td>\n",
       "      <td>mar (according to DPS records)</td>\n",
       "      <td>Black</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>566 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Unnamed: 0.1  Execution           Offender Information  \\\n",
       "0             0             1        566        dr_info/halljusten.html   \n",
       "1             1             2        565      dr_info/sparksrobert.html   \n",
       "2             2             3        564  dr_info/solizmarkanthony.html   \n",
       "3             3             4        563   dr_info/crutsingerbilly.html   \n",
       "4             4             5        562   dr_info/swearingenlarry.html   \n",
       "..          ...           ...        ...                            ...   \n",
       "561         561           562          5      dr_info/skillerndoyle.jpg   \n",
       "562         562           563          4     dr_info/barefootthomas.jpg   \n",
       "563         563           564          3       dr_info/obryanronald.jpg   \n",
       "564         564           565          2        dr_info/autryjames.html   \n",
       "565         565           566          1     dr_info/brookscharlie.html   \n",
       "\n",
       "                        Last Statement    last_name first_name  inmate_number  \\\n",
       "0          dr_info/halljustenlast.html         Hall     Justen         999497   \n",
       "1        dr_info/sparksrobertlast.html       Sparks     Robert         999542   \n",
       "2    dr_info/solizmarkanthonylast.html        Soliz       Mark         999571   \n",
       "3     dr_info/crutsingerbillylast.html   Crutsinger      Billy         999459   \n",
       "4     dr_info/swearingenlarrylast.html   Swearingen      Larry         999361   \n",
       "..                                 ...          ...        ...            ...   \n",
       "561     dr_info/skillerndoylelast.html     Skillern      Doyle            518   \n",
       "562    dr_info/barefootthomaslast.html     Barefoot     Thomas            621   \n",
       "563      dr_info/obryanronaldlast.html      O'Bryan     Ronald            529   \n",
       "564     dr_info/no_last_statement.html        Autry      James            670   \n",
       "565     dr_info/brookscharlielast.html  Brooks, Jr.    Charlie            592   \n",
       "\n",
       "     age        Date  ... date_received age_received education_level  \\\n",
       "0     38   11/6/2019  ...    05/11/2005           23               9   \n",
       "1     45   9/25/2019  ...    01/08/2009           34               8   \n",
       "2     37   9/10/2019  ...    03/28/2012           30               8   \n",
       "3     64    9/4/2019  ...    10/08/2003           49              11   \n",
       "4     48   8/21/2019  ...     7/12/2000        error              11   \n",
       "..   ...         ...  ...           ...          ...             ...   \n",
       "561   49  01/16/1985  ...         error        error           error   \n",
       "562   39  10/30/1984  ...         error        error           error   \n",
       "563   39  03/31/1984  ...         error        error           error   \n",
       "564   29  03/14/1984  ...    10/10/1980        error               6   \n",
       "565   40  12/07/1982  ...     4/25/1978        error              12   \n",
       "\n",
       "    age_crime native_county native_state weight_lbs  height  \\\n",
       "0          21       El Paso        Texas        197    6′5″   \n",
       "1          33        Dallas        Texas        247   5′ 7″   \n",
       "2          28       Tarrant        Texas        177   5′ 5″   \n",
       "3          48       Tarrant        Texas        217   5′ 9″   \n",
       "4          27    Montgomery        Texas        194  5′ 10″   \n",
       "..        ...           ...          ...        ...     ...   \n",
       "561     error         error        error      error   error   \n",
       "562     error         error        error      error   error   \n",
       "563     error         error        error      error   error   \n",
       "564        25        Potter        Texas        137   5′ 8″   \n",
       "565        34       Tarrant        Texas        150   5′ 9″   \n",
       "\n",
       "                          eye_color hair_color  \n",
       "0                             Hazel      Brown  \n",
       "1                             Brown      Black  \n",
       "2                             Brown      Black  \n",
       "3                             Green       Gray  \n",
       "4                              Blue      Brown  \n",
       "..                              ...        ...  \n",
       "561                           error      error  \n",
       "562                           error      error  \n",
       "563                           error      error  \n",
       "564                           Brown      Brown  \n",
       "565  mar (according to DPS records)      Black  \n",
       "\n",
       "[566 rows x 32 columns]"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing\n",
    "import pandas as pd\n",
    "df2 = pd.read_csv('V9_photo_inmates.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3 = df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "len(right_on) must equal len(left_on)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-163-389638d6f5ba>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# df3 = df.merge(df2, left_on='inmate_number', right_on='inmate_number', )\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m df3 = pd.merge(df, df2, how='left', left_on=['last_name','first_name',\n\u001b[0;32m----> 3\u001b[0;31m                                              'inmate_number','occupation','education_level','prior_record'], right_on=['weapon'])\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36mmerge\u001b[0;34m(left, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[1;32m     79\u001b[0m         \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     80\u001b[0m         \u001b[0mindicator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindicator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 81\u001b[0;31m         \u001b[0mvalidate\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalidate\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     82\u001b[0m     )\n\u001b[1;32m     83\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, left, right, how, on, left_on, right_on, axis, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[1;32m    617\u001b[0m             \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mUserWarning\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    618\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 619\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_specification\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    620\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    621\u001b[0m         \u001b[0;31m# note this function has side effects\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.7/site-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36m_validate_specification\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1222\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mleft_on\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1223\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mright_on\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mleft_on\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1224\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"len(right_on) must equal len(left_on)\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1225\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1226\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_validate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: len(right_on) must equal len(left_on)"
     ]
    }
   ],
   "source": [
    "# df3 = df.merge(df2, left_on='inmate_number', right_on='inmate_number', )\n",
    "df3 = pd.merge(df, df2, how='left', left_on=['last_name','first_name',\n",
    "                                             'inmate_number','occupation','education_level','prior_record'], right_on=['weapon'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "566"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "       nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan,\n",
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       "       nan, nan, nan, nan, nan, nan, nan], dtype=object)"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3.to_csv('V10_df3.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Unnamed: 0_x</th>\n",
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       "      <th>Execution</th>\n",
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       "      <th>Last Statement</th>\n",
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       "      <th>inmate_number</th>\n",
       "      <th>age</th>\n",
       "      <th>Date</th>\n",
       "      <th>...</th>\n",
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       "      <th>age_crime_y</th>\n",
       "      <th>occupation</th>\n",
       "      <th>prior_record</th>\n",
       "      <th>multiple_vics</th>\n",
       "      <th>weapon</th>\n",
       "      <th>race_vic</th>\n",
       "      <th>vic_male</th>\n",
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       "      <td>dr_info/halljustenlast.html</td>\n",
       "      <td>Hall</td>\n",
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       "      <td>11/6/2019</td>\n",
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       "      <td>dr_info/sparksrobertlast.html</td>\n",
       "      <td>Sparks</td>\n",
       "      <td>Robert</td>\n",
       "      <td>999542</td>\n",
       "      <td>45</td>\n",
       "      <td>9/25/2019</td>\n",
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       "      <td>dr_info/solizmarkanthony.html</td>\n",
       "      <td>dr_info/solizmarkanthonylast.html</td>\n",
       "      <td>Soliz</td>\n",
       "      <td>Mark</td>\n",
       "      <td>999571</td>\n",
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       "      <td>dr_info/crutsingerbilly.html</td>\n",
       "      <td>dr_info/crutsingerbillylast.html</td>\n",
       "      <td>Crutsinger</td>\n",
       "      <td>Billy</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>562</td>\n",
       "      <td>dr_info/swearingenlarry.html</td>\n",
       "      <td>dr_info/swearingenlarrylast.html</td>\n",
       "      <td>Swearingen</td>\n",
       "      <td>Larry</td>\n",
       "      <td>999361</td>\n",
       "      <td>48</td>\n",
       "      <td>8/21/2019</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>561</td>\n",
       "      <td>561</td>\n",
       "      <td>562</td>\n",
       "      <td>5</td>\n",
       "      <td>dr_info/skillerndoyle.jpg</td>\n",
       "      <td>dr_info/skillerndoylelast.html</td>\n",
       "      <td>Skillern</td>\n",
       "      <td>Doyle</td>\n",
       "      <td>518</td>\n",
       "      <td>49</td>\n",
       "      <td>01/16/1985</td>\n",
       "      <td>...</td>\n",
       "      <td>Doyle</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>blunt object</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>562</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>4</td>\n",
       "      <td>dr_info/barefootthomas.jpg</td>\n",
       "      <td>dr_info/barefootthomaslast.html</td>\n",
       "      <td>Barefoot</td>\n",
       "      <td>Thomas</td>\n",
       "      <td>621</td>\n",
       "      <td>39</td>\n",
       "      <td>10/30/1984</td>\n",
       "      <td>...</td>\n",
       "      <td>Thomas</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>no</td>\n",
       "      <td>blunt object</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>563</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>3</td>\n",
       "      <td>dr_info/obryanronald.jpg</td>\n",
       "      <td>dr_info/obryanronaldlast.html</td>\n",
       "      <td>O'Bryan</td>\n",
       "      <td>Ronald</td>\n",
       "      <td>529</td>\n",
       "      <td>39</td>\n",
       "      <td>03/31/1984</td>\n",
       "      <td>...</td>\n",
       "      <td>Ronald</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>none_listed</td>\n",
       "      <td>education</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>blunt object</td>\n",
       "      <td>white</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>564</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>2</td>\n",
       "      <td>dr_info/autryjames.html</td>\n",
       "      <td>dr_info/no_last_statement.html</td>\n",
       "      <td>Autry</td>\n",
       "      <td>James</td>\n",
       "      <td>670</td>\n",
       "      <td>29</td>\n",
       "      <td>03/14/1984</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>565</td>\n",
       "      <td>565</td>\n",
       "      <td>566</td>\n",
       "      <td>1</td>\n",
       "      <td>dr_info/brookscharlie.html</td>\n",
       "      <td>dr_info/brookscharlielast.html</td>\n",
       "      <td>Brooks, Jr.</td>\n",
       "      <td>Charlie</td>\n",
       "      <td>592</td>\n",
       "      <td>40</td>\n",
       "      <td>12/07/1982</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>566 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0_x  Unnamed: 0.1  Execution           Offender Information  \\\n",
       "0               0             1        566        dr_info/halljusten.html   \n",
       "1               1             2        565      dr_info/sparksrobert.html   \n",
       "2               2             3        564  dr_info/solizmarkanthony.html   \n",
       "3               3             4        563   dr_info/crutsingerbilly.html   \n",
       "4               4             5        562   dr_info/swearingenlarry.html   \n",
       "..            ...           ...        ...                            ...   \n",
       "561           561           562          5      dr_info/skillerndoyle.jpg   \n",
       "562           562           563          4     dr_info/barefootthomas.jpg   \n",
       "563           563           564          3       dr_info/obryanronald.jpg   \n",
       "564           564           565          2        dr_info/autryjames.html   \n",
       "565           565           566          1     dr_info/brookscharlie.html   \n",
       "\n",
       "                        Last Statement  last_name_x first_name_x  \\\n",
       "0          dr_info/halljustenlast.html         Hall       Justen   \n",
       "1        dr_info/sparksrobertlast.html       Sparks       Robert   \n",
       "2    dr_info/solizmarkanthonylast.html        Soliz         Mark   \n",
       "3     dr_info/crutsingerbillylast.html   Crutsinger        Billy   \n",
       "4     dr_info/swearingenlarrylast.html   Swearingen        Larry   \n",
       "..                                 ...          ...          ...   \n",
       "561     dr_info/skillerndoylelast.html     Skillern        Doyle   \n",
       "562    dr_info/barefootthomaslast.html     Barefoot       Thomas   \n",
       "563      dr_info/obryanronaldlast.html      O'Bryan       Ronald   \n",
       "564     dr_info/no_last_statement.html        Autry        James   \n",
       "565     dr_info/brookscharlielast.html  Brooks, Jr.      Charlie   \n",
       "\n",
       "     inmate_number  age        Date  ... first_name_y education_level_y  \\\n",
       "0           999497   38   11/6/2019  ...          NaN               NaN   \n",
       "1           999542   45   9/25/2019  ...          NaN               NaN   \n",
       "2           999571   37   9/10/2019  ...          NaN               NaN   \n",
       "3           999459   64    9/4/2019  ...          NaN               NaN   \n",
       "4           999361   48   8/21/2019  ...          NaN               NaN   \n",
       "..             ...  ...         ...  ...          ...               ...   \n",
       "561            518   49  01/16/1985  ...        Doyle       none_listed   \n",
       "562            621   39  10/30/1984  ...       Thomas       none_listed   \n",
       "563            529   39  03/31/1984  ...       Ronald       none_listed   \n",
       "564            670   29  03/14/1984  ...          NaN               NaN   \n",
       "565            592   40  12/07/1982  ...          NaN               NaN   \n",
       "\n",
       "     age_crime_y   occupation prior_record multiple_vics        weapon  \\\n",
       "0            NaN          NaN          NaN           NaN           NaN   \n",
       "1            NaN          NaN          NaN           NaN           NaN   \n",
       "2            NaN          NaN          NaN           NaN           NaN   \n",
       "3            NaN          NaN          NaN           NaN           NaN   \n",
       "4            NaN          NaN          NaN           NaN           NaN   \n",
       "..           ...          ...          ...           ...           ...   \n",
       "561  none_listed  none_listed          yes            no  blunt object   \n",
       "562  none_listed  none_listed  none_listed            no  blunt object   \n",
       "563  none_listed    education          yes            no  blunt object   \n",
       "564          NaN          NaN          NaN           NaN           NaN   \n",
       "565          NaN          NaN          NaN           NaN           NaN   \n",
       "\n",
       "        race_vic vic_male vic_female  \n",
       "0            NaN      NaN        NaN  \n",
       "1            NaN      NaN        NaN  \n",
       "2            NaN      NaN        NaN  \n",
       "3            NaN      NaN        NaN  \n",
       "4            NaN      NaN        NaN  \n",
       "..           ...      ...        ...  \n",
       "561  none_listed       no         no  \n",
       "562  none_listed       no         no  \n",
       "563        white      yes         no  \n",
       "564          NaN      NaN        NaN  \n",
       "565          NaN      NaN        NaN  \n",
       "\n",
       "[566 rows x 44 columns]"
      ]
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     "execution_count": 137,
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