Interpolation_city_populations.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
      ],
      "text/vnd.plotly.v1+html": [
       "<script>requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min']},});if(!window.Plotly) {{require(['plotly'],function(plotly) {window.Plotly=plotly;});}}</script>"
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      "text/html": [
       "<style>.container { width:100% !important; }</style>"
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import sys\n",
    "\n",
    "import datetime\n",
    "import pickle\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import operator\n",
    "import random\n",
    "from  scipy import stats\n",
    "\n",
    "import glob\n",
    "\n",
    "from scipy.stats import norm\n",
    "from sklearn.neighbors import KernelDensity\n",
    "from scipy import interpolate\n",
    "\n",
    "\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "from plotly import tools\n",
    "import plotly.figure_factory as ff\n",
    "\n",
    "\n",
    "########## to be able to plot offline (without sending the plots to the plotly server every time)\n",
    "import plotly\n",
    "\n",
    "import plotly.offline as offline\n",
    "from plotly.graph_objs import *\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "\n",
    "init_notebook_mode(connected=True)\n",
    "################\n",
    "\n",
    "\n",
    "\n",
    "from IPython.core.display import display,HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))  # to make the notebook use the entire width of the browser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cont = 0\n",
    "# for filename in glob.glob('/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/*.csv'):\n",
    "#     print (filename)\n",
    "#     df_census_city =pd.read_csv(filename)\n",
    "#     cont +=1\n",
    "# df_census_city\n",
    "# print (cont)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "for filename in glob.glob('/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IL*.csv'):\n",
    "    print (filename)\n",
    "    df_census_city =pd.read_csv(filename)\n",
    "    \n",
    "    df_census_city['Year'] = df_census_city['Year'].astype(int)\n",
    "    \n",
    "    data = []\n",
    "    trace1 = go.Scatter(\n",
    "                x = df_census_city['Year'],\n",
    "                y = df_census_city['TotalPop'],\n",
    "               # name = state,\n",
    "\n",
    "            )\n",
    "    data.append(trace1)\n",
    "\n",
    "\n",
    "    # Edit the layout\n",
    "    layout = dict(\n",
    "    #     title = 'Average High and Low Temperatures in New York',\n",
    "                  xaxis = dict(title = 'Year'),\n",
    "                  yaxis = dict(title = 'Total population'),\n",
    "                  )\n",
    "\n",
    "    fig = dict(data=data, layout=layout)\n",
    "\n",
    "\n",
    "    plotly.offline.iplot(fig)\n",
    "\n",
    "\n",
    "# offline.plot(fig, auto_open=True, image = 'png', image_filename=\"time_evol_population\" ,image_width=2000, image_height=1000, \n",
    "#               filename='/home/staff/julia/at_Northwestern/US_Crime/Figures/time_evol_population.html', validate=True)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>AsianPop</th>\n",
       "      <th>BlackPop</th>\n",
       "      <th>City</th>\n",
       "      <th>HispanicPop</th>\n",
       "      <th>NativePop</th>\n",
       "      <th>State</th>\n",
       "      <th>TotalPop</th>\n",
       "      <th>WhitePop</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>657</td>\n",
       "      <td>Aurora</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IL</td>\n",
       "      <td>16986</td>\n",
       "      <td>16329</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1748</td>\n",
       "      <td>Aurora</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IL</td>\n",
       "      <td>23410</td>\n",
       "      <td>21492</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3264</td>\n",
       "      <td>Aurora</td>\n",
       "      <td>5942.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IL</td>\n",
       "      <td>30203</td>\n",
       "      <td>23886</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>504.0</td>\n",
       "      <td>4327</td>\n",
       "      <td>Aurora</td>\n",
       "      <td>9293.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>IL</td>\n",
       "      <td>36395</td>\n",
       "      <td>26260</td>\n",
       "      <td>1990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1482.0</td>\n",
       "      <td>4910</td>\n",
       "      <td>Aurora</td>\n",
       "      <td>19599.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>IL</td>\n",
       "      <td>48403</td>\n",
       "      <td>31402</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3512.0</td>\n",
       "      <td>6521</td>\n",
       "      <td>Aurora</td>\n",
       "      <td>28644.0</td>\n",
       "      <td>329.0</td>\n",
       "      <td>IL</td>\n",
       "      <td>60606</td>\n",
       "      <td>34405</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   AsianPop  BlackPop    City  HispanicPop  NativePop State  TotalPop  \\\n",
       "0       NaN       657  Aurora          NaN        NaN    IL     16986   \n",
       "1       NaN      1748  Aurora          NaN        NaN    IL     23410   \n",
       "2       NaN      3264  Aurora       5942.0        NaN    IL     30203   \n",
       "3     504.0      4327  Aurora       9293.0       80.0    IL     36395   \n",
       "4    1482.0      4910  Aurora      19599.0      198.0    IL     48403   \n",
       "5    3512.0      6521  Aurora      28644.0      329.0    IL     60606   \n",
       "\n",
       "   WhitePop  Year  \n",
       "0     16329  1960  \n",
       "1     21492  1970  \n",
       "2     23886  1980  \n",
       "3     26260  1990  \n",
       "4     31402  2000  \n",
       "5     34405  2010  "
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_census_city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AZ_Phoenix.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ID_Boise.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_ID_Boise.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/LA_Shreveport.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_LA_Shreveport.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AR_Pine_Bluff.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AR_Pine_Bluff.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/HI_Kailua.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_HI_Kailua.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WI_Green_Bay.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WI_Green_Bay.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MD_Baltimore.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MD_Baltimore.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MD_Frederick.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MD_Frederick.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MN_Rochester.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MN_Rochester.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/TN_Nashville.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_TN_Nashville.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/RI_Warwick.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_RI_Warwick.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AK_Anchorage.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AK_Anchorage.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/SD_Sioux_Falls.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_SD_Sioux_Falls.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NJ_Paterson.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NJ_Paterson.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/VT_Burlington.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_VT_Burlington.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CT_Bridgeport.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_CT_Bridgeport.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ME_Bangor.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_ME_Bangor.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MS_Gulfport.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/GA_Columbus.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MT_Missoula.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MO_Kansas_City.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MO_Kansas_City.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WV_Charleston.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WV_Charleston.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IL_Chicago.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_IL_Chicago.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NH_Concord.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MS_Jackson.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IN_Fort_Wayne.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WV_Parkersburg.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IA_Davenport.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ID_Idaho_Falls.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NY_New_York.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/RI_Providence.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AZ_Tucson.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OH_Cleveland.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_OH_Cleveland.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OH_Columbus.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/VA_Norfolk.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NC_Greensboro.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/PA_Philadelphia.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/DE_Wilmington.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AZ_Mesa.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CT_New_Haven.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NY_Buffalo.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ND_Bismarck.csv\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WV_Huntington.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NH_Manchester.csv\n",
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      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/RI_Cranston.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_RI_Cranston.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IN_Indianapolis.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_IN_Indianapolis.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MO_Springfield.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MO_Springfield.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NH_Nashua.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NH_Nashua.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MI_Grand_Rapids.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MI_Grand_Rapids.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/PA_Pittsburgh.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_PA_Pittsburgh.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MI_Warren.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MI_Warren.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OH_Cincinnati.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_OH_Cincinnati.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/KS_Overland_Park.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_KS_Overland_Park.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ND_Fargo.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_ND_Fargo.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MI_Detroit.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MI_Detroit.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OR_Salem.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_OR_Salem.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/FL_Tallahassee.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_FL_Tallahassee.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WA_Tacoma.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WA_Tacoma.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/GA_Augusta.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_GA_Augusta.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/KS_Kansas_City.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_KS_Kansas_City.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NE_Omaha.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NE_Omaha.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/LA_New_Orleans.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_LA_New_Orleans.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WY_Cheyenne.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WY_Cheyenne.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WI_Madison.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WI_Madison.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CO_Denver.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_CO_Denver.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/TX_Dallas.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_TX_Dallas.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/SD_Rapid_City.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_SD_Rapid_City.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ND_Grand_Forks.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_ND_Grand_Forks.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CA_Los_Angeles.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_CA_Los_Angeles.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/TN_Knoxville.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_TN_Knoxville.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/UT_Salt_Lake_City.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_UT_Salt_Lake_City.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ME_Portland.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_ME_Portland.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/FL_Miami.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_FL_Miami.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NC_Charlotte.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NC_Charlotte.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OR_Portland.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_OR_Portland.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IL_Rockford.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_IL_Rockford.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ME_Lewiston.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_ME_Lewiston.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/KY_Owensboro.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_KY_Owensboro.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AR_Little_Rock.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AR_Little_Rock.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NV_Henderson.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NV_Henderson.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NJ_Newark.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NJ_Newark.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/VT_Rutland.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_VT_Rutland.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MA_Worcester.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MA_Worcester.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/PA_Allentown.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_PA_Allentown.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NE_Lincoln.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NE_Lincoln.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/KY_Louisville.csv\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_KY_Louisville.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CO_Aurora.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_CO_Aurora.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/SC_Charleston.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_SC_Charleston.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WA_Seattle.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WA_Seattle.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MN_Minneapolis.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MN_Minneapolis.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IA_Des_Moines.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_IA_Des_Moines.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NJ_Jersey_City.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NJ_Jersey_City.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MT_Great_Falls.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MT_Great_Falls.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NV_Reno.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NV_Reno.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/SC_Columbia.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_SC_Columbia.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CO_Colorado_Springs.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_CO_Colorado_Springs.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/TX_Houston.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_TX_Houston.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/FL_Jacksonville.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_FL_Jacksonville.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OK_Norman.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_OK_Norman.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MO_Saint_Louis.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MO_Saint_Louis.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WY_Laramie.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WY_Laramie.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/GA_Atlanta.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_GA_Atlanta.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NV_Las_Vegas.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NV_Las_Vegas.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AL_Montgomery.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AL_Montgomery.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AL_Mobile.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AL_Mobile.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CA_San_Jose.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_CA_San_Jose.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NC_Raleigh.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NC_Raleigh.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AR_Fort_Smith.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AR_Fort_Smith.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MA_Boston.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MA_Boston.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OR_Eugene.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_OR_Eugene.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AK_Fairbanks.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AK_Fairbanks.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/KY_Lexington.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_KY_Lexington.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MA_Springfield.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MA_Springfield.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/TX_San_Antonio.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_TX_San_Antonio.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MT_Billings.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MT_Billings.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/ID_Nampa.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_ID_Nampa.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IL_Aurora.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_IL_Aurora.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AR_Fayetteville.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AR_Fayetteville.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/AL_Birmingham.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_AL_Birmingham.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WA_Spokane.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WA_Spokane.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NM_Las_Cruces.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_NM_Las_Cruces.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OK_Oklahoma_City.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_OK_Oklahoma_City.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CT_Hartford.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_CT_Hartford.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/LA_Baton_Rouge.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_LA_Baton_Rouge.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IA_Cedar_Rapids.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_IA_Cedar_Rapids.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/UT_Provo.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_UT_Provo.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/HI_Hilo.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_HI_Hilo.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MS_Biloxi.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MS_Biloxi.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/DE_Newark.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_DE_Newark.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/KS_Wichita.csv\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_KS_Wichita.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MN_Saint_Paul.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_MN_Saint_Paul.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/CA_San_Diego.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_CA_San_Diego.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/OK_Tulsa.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_OK_Tulsa.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/TN_Memphis.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_TN_Memphis.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WI_Milwaukee.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WI_Milwaukee.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/WY_Casper.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_WY_Casper.csv\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IN_Evansville.csv\n",
      "written:/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/interpolations/interpolation_IN_Evansville.csv\n",
      "\n",
      " done!\n"
     ]
    }
   ],
   "source": [
    "### i create files that have NANs for all the intercensal years\n",
    "\n",
    "\n",
    "\n",
    "min_year_extrapolar = 1960\n",
    "max_year_extrapolar = 2017\n",
    "\n",
    "\n",
    "###### dont need to run again! already added the files###\n",
    "######################\n",
    "\n",
    "\n",
    "for filename in glob.glob('/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/*.csv'):\n",
    "    print (filename)\n",
    "    df_census_city = pd.read_csv(filename)\n",
    "    \n",
    "    \n",
    "    name = filename.split('/')[-1]\n",
    "    path = filename.replace(name, '')\n",
    "    #print (path, name)\n",
    "\n",
    "    \n",
    "    \n",
    "    state = df_census_city.loc[0]['State']  # i take the value from the first row (they are all the same so it doesnt matter)\n",
    "    city = df_census_city.loc[0]['City']\n",
    "\n",
    "\n",
    "    df_census_city['Year'] = df_census_city['Year'].astype(int)\n",
    "    frames = [df_census_city]\n",
    "\n",
    "    \n",
    "    # i create new rows for interpolating, populating the year, city and state fields, and nan in the rest:\n",
    "    year = min_year_extrapolar \n",
    "\n",
    "    while year <= max_year_extrapolar:        \n",
    "        if int(year) not in df_census_city.Year.unique():\n",
    "\n",
    "            df2 = pd.DataFrame(columns=['AsianPop','BlackPop','City','HispanicPop','NativePop','State','TotalPop','WhitePop','Year'])\n",
    "            df2.loc[0] = np.array([np.nan, np.nan, city, np.nan, np.nan, state, np.nan, np.nan, year])\n",
    "            frames.append(df2)\n",
    "        year +=1\n",
    "        \n",
    "        \n",
    "\n",
    "    df_total = pd.concat(frames,ignore_index=True)\n",
    "    df_total['Year'] = df_total['Year'].astype(int)\n",
    "    \n",
    "    df_total.sort_values(by=['Year'], inplace = True)\n",
    "    \n",
    "    \n",
    "    df_total.reset_index(drop=True, inplace=True)\n",
    "    \n",
    "    df_total.to_csv( path+'interpolations/'+'interpolation_'+name, sep=',', na_rep='NA', index=False)\n",
    "    print (\"written:\"+ path+'interpolations/'+'interpolation_'+name)\n",
    "\n",
    "   \n",
    "    \n",
    "print (\"\\n done!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### this function works, but doesnt add extrapolation \n",
    "# ###############\n",
    "\n",
    "# def get_x_y_interpolation (df, col_x, col_y):\n",
    "\n",
    "    \n",
    "\n",
    "#     ### when there is no nans (it works well), but if there are, i need to remove them first:\n",
    "#     x = np.array(df[col_x].tolist())\n",
    "#     y = np.array(df[col_y].tolist())\n",
    "\n",
    "\n",
    "\n",
    "# #     print(\"data:\")\n",
    "# #     print(x)\n",
    "# #     print(y)\n",
    "\n",
    "#     ### i remove nans for the interpolation\n",
    "#     aux_y = y[np.isfinite(y)]\n",
    "#     len_y = len(aux_y)\n",
    "#     aux_x = x[-len(aux_y):]   # last n items in the array (i remove nans if need be, and the corresponding year values too)\n",
    "\n",
    "\n",
    "# #     print(\"data aux:\")\n",
    "# #     print(aux_x)\n",
    "# #     print(aux_y)\n",
    "\n",
    "\n",
    "#     kind_interpolation = 'cubic'  # if i only have 3 points, the kind of interpolation needs to be linear, not cubic (otherwise, gives error)\n",
    "#     if len_y < 4:\n",
    "#         kind_interpolation = 'linear'\n",
    "\n",
    "#     f = interpolate.interp1d(aux_x, aux_y, kind=kind_interpolation)#, fill_value='extrapolate')  # it returns the interpolation function\n",
    "\n",
    "\n",
    "#     x_interpolate = np.arange(min(aux_x),max(aux_x)+1,1)     \n",
    "#     y_interpolate = f(x_interpolate)   # use interpolation function returned by `interp1d`\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "#     ### add back the NAN values to interpolation arrays\n",
    "#     if len_y < 6:\n",
    "        \n",
    "#         #i = 1960\n",
    "#         i = min_year_extrapolar\n",
    "#         lista_aux_x = []\n",
    "#         lista_aux_y = []\n",
    "#         while i <= max(x_interpolate):\n",
    "#             if i not in x_interpolate:\n",
    "#                 lista_aux_x.append(i)\n",
    "#                 lista_aux_y.append(np.nan)\n",
    "#             i +=1\n",
    "\n",
    "#         lista_aux_x = np.array(lista_aux_x) \n",
    "#         new_x = np.append(lista_aux_x, x_interpolate)\n",
    "                \n",
    "#         lista_aux_y = np.array(lista_aux_y)        \n",
    "#         new_y = np.append(lista_aux_y, y_interpolate)              \n",
    "\n",
    "#         return new_x, new_y\n",
    "                \n",
    "    \n",
    "    \n",
    "    \n",
    "#     return x_interpolate, y_interpolate\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_x_y_inter_extrapolation (df, col_x, col_y):\n",
    "\n",
    "    #print (col_y)\n",
    "\n",
    "    ### when there is no nans (it works well), but if there are, i need to remove them first:\n",
    "    x = np.array(df[col_x].tolist())\n",
    "    y = np.array(df[col_y].tolist())\n",
    "\n",
    "\n",
    "\n",
    "    ### i remove nans for the interpolation\n",
    "    aux_y = y[np.isfinite(y)]\n",
    "    len_y = len(aux_y)\n",
    "    aux_x = x[-len(aux_y):]   # last n items in the array (i remove nans if need be, and the corresponding year values too)\n",
    "\n",
    "\n",
    "\n",
    "    kind_interpolation = 'cubic'  # if i only have 3 points, the kind of interpolation needs to be linear, not cubic (otherwise, gives error)\n",
    "    if len_y < 4:\n",
    "        kind_interpolation = 'linear'\n",
    "\n",
    "    f = interpolate.interp1d(aux_x, aux_y, kind=kind_interpolation, fill_value='extrapolate')  # it returns the interpolation function\n",
    "    #f = interpolate.CubicSpline(aux_x, aux_y, extrapolate=True) # it returns the interpolation function\n",
    "\n",
    "    \n",
    "    \n",
    "    ### for time series with missing values for any of the census years, add back the NAN values to interpolation arrays\n",
    "    if len_y < 6:          \n",
    "    \n",
    "    \n",
    "        x_interpolate = np.arange(min(aux_x), max_year_extrapolar+1,1)          \n",
    "        y_interpolate = f(x_interpolate)   # use interpolation function returned by `interp1d`\n",
    "\n",
    "    \n",
    "\n",
    "        ## add past/future NaNs for extrapolation too\n",
    "        i = min_year_extrapolar\n",
    "        lista_aux_x = []\n",
    "        lista_aux_y = []\n",
    "        while i <= max_year_extrapolar:\n",
    "            if i not in x_interpolate:\n",
    "                lista_aux_y.append(np.nan)\n",
    "                lista_aux_x.append(i)\n",
    "            i +=1\n",
    "\n",
    "        lista_aux_x = np.array(lista_aux_x)\n",
    "        new_x = np.append(lista_aux_x, x_interpolate)\n",
    "\n",
    "\n",
    "        lista_aux_y = np.array(lista_aux_y)\n",
    "        new_y = np.append(lista_aux_y, y_interpolate)\n",
    "        \n",
    "       # print (\"within conditional\",len(new_x), len(new_y))\n",
    "\n",
    "        return new_x, new_y\n",
    "\n",
    "    \n",
    "    \n",
    "    \n",
    "     \n",
    "    x_interpolate = np.arange(min_year_extrapolar,max_year_extrapolar+1,1)  \n",
    "    y_interpolate = f(x_interpolate)   # use interpolation function returned by `interp1d`\n",
    "   \n",
    "    \n",
    "    \n",
    "    \n",
    "    #print (\"within\",len(x_interpolate), len(y_interpolate))\n",
    "    \n",
    "\n",
    "    return x_interpolate, y_interpolate\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "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>AsianPop</th>\n",
       "      <th>BlackPop</th>\n",
       "      <th>City</th>\n",
       "      <th>HispanicPop</th>\n",
       "      <th>NativePop</th>\n",
       "      <th>State</th>\n",
       "      <th>TotalPop</th>\n",
       "      <th>WhitePop</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>340582</td>\n",
       "      <td>NewYork</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NY</td>\n",
       "      <td>2025771</td>\n",
       "      <td>1685189</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>541548</td>\n",
       "      <td>NewYork</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NY</td>\n",
       "      <td>2327553</td>\n",
       "      <td>1719890</td>\n",
       "      <td>1970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>632378</td>\n",
       "      <td>NewYork</td>\n",
       "      <td>527957.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NY</td>\n",
       "      <td>2370552</td>\n",
       "      <td>1346529</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>195811.0</td>\n",
       "      <td>726142</td>\n",
       "      <td>NewYork</td>\n",
       "      <td>657750.0</td>\n",
       "      <td>10140.0</td>\n",
       "      <td>NY</td>\n",
       "      <td>2416777</td>\n",
       "      <td>1153692</td>\n",
       "      <td>1990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>271571.0</td>\n",
       "      <td>635017</td>\n",
       "      <td>NewYork</td>\n",
       "      <td>747785.0</td>\n",
       "      <td>13479.0</td>\n",
       "      <td>NY</td>\n",
       "      <td>2478493</td>\n",
       "      <td>1028421</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>339851.0</td>\n",
       "      <td>625320</td>\n",
       "      <td>NewYork</td>\n",
       "      <td>791627.0</td>\n",
       "      <td>19494.0</td>\n",
       "      <td>NY</td>\n",
       "      <td>2570863</td>\n",
       "      <td>1090734</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   AsianPop  BlackPop     City  HispanicPop  NativePop State  TotalPop  \\\n",
       "0       NaN    340582  NewYork          NaN        NaN    NY   2025771   \n",
       "1       NaN    541548  NewYork          NaN        NaN    NY   2327553   \n",
       "2       NaN    632378  NewYork     527957.0        NaN    NY   2370552   \n",
       "3  195811.0    726142  NewYork     657750.0    10140.0    NY   2416777   \n",
       "4  271571.0    635017  NewYork     747785.0    13479.0    NY   2478493   \n",
       "5  339851.0    625320  NewYork     791627.0    19494.0    NY   2570863   \n",
       "\n",
       "   WhitePop  Year  \n",
       "0   1685189  1960  \n",
       "1   1719890  1970  \n",
       "2   1346529  1980  \n",
       "3   1153692  1990  \n",
       "4   1028421  2000  \n",
       "5   1090734  2010  "
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_census_city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NY_Rochester.csv\n",
      "TotalPop\n",
      "BlackPop\n",
      "WhitePop\n",
      "AsianPop\n",
      "HispanicPop\n",
      "NativePop\n",
      "/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NY_New_York.csv\n",
      "TotalPop\n",
      "BlackPop\n",
      "WhitePop\n",
      "AsianPop\n",
      "HispanicPop\n",
      "NativePop\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/staff/julia/.pyenv/versions/3.6.4/envs/psy/lib/python3.6/site-packages/plotly/graph_objs/_deprecations.py:396: DeprecationWarning:\n",
      "\n",
      "plotly.graph_objs.Margin is deprecated.\n",
      "Please replace it with one of the following more specific types\n",
      "  - plotly.graph_objs.layout.Margin\n",
      "\n",
      "\n",
      "/home/staff/julia/.pyenv/versions/3.6.4/envs/psy/lib/python3.6/site-packages/plotly/graph_objs/_deprecations.py:396: DeprecationWarning:\n",
      "\n",
      "plotly.graph_objs.Margin is deprecated.\n",
      "Please replace it with one of the following more specific types\n",
      "  - plotly.graph_objs.layout.Margin\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#### creating the interpolation files for each city, as well as plotting them:\n",
    "\n",
    "\n",
    "col_x = 'Year'\n",
    "\n",
    "flag_plot = 'yes' # yes    or    no\n",
    "flag_write_file = 'no'   # yes   or no\n",
    "\n",
    "\n",
    "    \n",
    "    \n",
    "    \n",
    "list_populations = ['TotalPop','BlackPop','WhitePop', 'AsianPop','HispanicPop','NativePop']      \n",
    "\n",
    "list_colors = ['#252525','#969696','#006d2c','#66c2a4', '#dd1c77','#d4b9da', '#3182bd', '#9ecae1','#fe9929','#fee391','#756bb1','#bcbddc']\n",
    "    \n",
    "\n",
    "\n",
    "for filename in glob.glob('/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/NY*.csv'):\n",
    "    print (filename)\n",
    "\n",
    "    df_census_city = pd.read_csv(filename)\n",
    "   \n",
    "    \n",
    "    name = filename.split('/')[-1]\n",
    "    path = filename.replace(name, '')\n",
    "    city = filename.split('/')[-1].replace('.csv','')\n",
    " \n",
    "    \n",
    "    interpolation_file = path+'interpolations/'+'interpolation_'+name\n",
    "    df_interpolation = pd.read_csv(interpolation_file)\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    data = []\n",
    "    cont_colors = 0\n",
    "    for col_y in list_populations:    ###col_y = 'TotalPop'   #BlackPop'    #TotalPop'\n",
    "\n",
    "        ### plot the data vs the polynomial fit:   \n",
    "        x = np.array(df_census_city[col_x].tolist())\n",
    "        y = np.array(df_census_city[col_y].tolist())\n",
    "\n",
    "        dict_year_value = dict(zip(df_census_city[col_x], df_census_city[col_y]))      \n",
    "       \n",
    "    \n",
    "       # x_fit, y_fit = get_x_y_interpolation (df_census_city, col_x, col_y)\n",
    "        x_fit, y_fit = get_x_y_inter_extrapolation (df_census_city, col_x, col_y)\n",
    "        \n",
    "       \n",
    "        \n",
    "        \n",
    "        ########## i populate the interpolation column for the current city (preserving data for the years i do have):\n",
    "        \n",
    "        dict_year_real_value = dict(zip(df_census_city[col_x], df_census_city[col_y]))   \n",
    "        dict_year_fit_value = dict(zip(x_fit, y_fit))\n",
    "        \n",
    "\n",
    "        ### replace fit values for real ones in the census years specifically\n",
    "        for llave in sorted(dict_year_real_value):  \n",
    "            dict_year_fit_value[llave] = dict_year_real_value[llave]\n",
    "            \n",
    "        ### i create a list with the values that will be the new column in the df\n",
    "        list_values = []    \n",
    "        for llave in sorted(dict_year_fit_value):                                 \n",
    "            list_values.append(dict_year_fit_value[llave])\n",
    "        \n",
    "        \n",
    "\n",
    "        new_col =  col_y +\"_\"+'interpolation'\n",
    "        df_interpolation[new_col] = list_values \n",
    "\n",
    "\n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "        ############# for plotting:        \n",
    "        ####  i add the new data & fit traces to the plot for that city:        \n",
    "        trace1 = go.Scatter(\n",
    "            x = x,\n",
    "            y = y,\n",
    "            name = col_y.replace(\"Pop\",\" Population\"),# +' data',\n",
    "            mode = 'markers',  # 'markers+lines'\n",
    "            marker=dict(\n",
    "                color = list_colors[cont_colors], \n",
    "                size = 12)\n",
    "        )\n",
    "        data.append(trace1)\n",
    "        \n",
    "\n",
    "        trace2 = go.Scatter(\n",
    "            x = x_fit,\n",
    "            y = y_fit,            \n",
    "            name=' interpolation',\n",
    "            mode = 'lines',\n",
    "            line = dict(\n",
    "                color = (list_colors[cont_colors+1]),\n",
    "                width = 4,\n",
    "                dash = 'dash')\n",
    "        )        \n",
    "        data.append(trace2)\n",
    "       \n",
    "    \n",
    "        cont_colors +=2\n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "\n",
    "    # Edit the layout (a given city, different sub-populations and todal)\n",
    "    layout = dict(title = city,                                        \n",
    "                  \n",
    "                  \n",
    "                xaxis = dict(\n",
    "                     title = 'Year',\n",
    "                     titlefont=dict(\n",
    "                        #family='Arial, sans-serif',\n",
    "                        size=45,\n",
    "                        #color='lightgrey'\n",
    "                    ),\n",
    "                   # showticklabels=True,\n",
    "                   # tickangle=45,\n",
    "                    tickfont=dict(\n",
    "                    #    family='Old Standard TT, serif',\n",
    "                        size=30,\n",
    "                        #color='black'\n",
    "                    ),\n",
    "                    #exponentformat='e',\n",
    "                    #showexponent='all',\n",
    "                    ),\n",
    "   \n",
    "            yaxis = dict(\n",
    "                     title = 'Count',\n",
    "                     titlefont=dict(\n",
    "                        #family='Arial, sans-serif',\n",
    "                        size=45,\n",
    "                        #color='lightgrey'\n",
    "                    ),\n",
    "                   # showticklabels=True,\n",
    "                   # tickangle=45,\n",
    "                    tickfont=dict(\n",
    "                    #    family='Old Standard TT, serif',\n",
    "                        size=30,\n",
    "                        #color='black'\n",
    "                    ),\n",
    "                    #exponentformat='e',\n",
    "                    #showexponent='all',\n",
    "                    ),     \n",
    "    \n",
    "    \n",
    "            legend=dict(\n",
    "                x=1,\n",
    "                y=1,\n",
    "               # traceorder='normal',\n",
    "                font=dict(\n",
    "                    #family='sans-serif',\n",
    "                    size=25,\n",
    "                    #color='#000'\n",
    "                    ),\n",
    "#                 bgcolor='#E2E2E2',\n",
    "#                 bordercolor='#FFFFFF',\n",
    "#                 borderwidth=2,\n",
    "                \n",
    "            ),\n",
    "            margin=go.Margin(\n",
    "                l=250,\n",
    "               # r=50,\n",
    "                b=150,\n",
    "                #t=100,\n",
    "                #pad=80            \n",
    "              )    \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  \n",
    "                  )\n",
    "\n",
    "    fig = dict(data=data, layout=layout)\n",
    "    # py.iplot(fig, filename='styled-line')\n",
    "\n",
    "    if flag_plot == 'yes':\n",
    "\n",
    "        offline.plot(fig, auto_open=True, image = 'png', image_filename=\"time_evol_population_\"+city ,image_width=2000, image_height=1000, \n",
    "                   filename='/home/staff/julia/at_Northwestern/US_Crime/Figures/time_evol_population_'+city+'.html', validate=True)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    if flag_write_file == 'yes':\n",
    "\n",
    "        ##### i print out the interpolation file with the new columns populated from the interpolation\n",
    "        df_interpolation.to_csv( interpolation_file, sep=',', na_rep='NA', index=False)\n",
    "        print (\"written:\", interpolation_file, df_interpolation.shape)\n",
    "\n",
    "    \n",
    "    \n",
    "    if 'New_York' in filename:\n",
    "        break\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#### creating the interpolation files for each city, as well as plotting them:\n",
    "\n",
    "\n",
    "col_x = 'Year'\n",
    "\n",
    "flag_plot = 'yes' # yes    or    no\n",
    "    \n",
    "\n",
    "    \n",
    "    \n",
    "list_populations = ['TotalPop','BlackPop','WhitePop', 'AsianPop','HispanicPop','NativePop']      \n",
    "\n",
    "list_colors = ['#252525','#969696','#006d2c','#66c2a4', '#dd1c77','#d4b9da', '#3182bd', '#9ecae1','#fe9929','#fee391','#756bb1','#bcbddc']\n",
    "    \n",
    "\n",
    "\n",
    "for filename in glob.glob('/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MO*.csv'):\n",
    "    print (filename)\n",
    "\n",
    "    df_census_city = pd.read_csv(filename)\n",
    "   \n",
    "    \n",
    "    name = filename.split('/')[-1]\n",
    "    path = filename.replace(name, '')\n",
    "    city = filename.split('/')[-1].replace('.csv','')\n",
    " \n",
    "    \n",
    "    interpolation_file = path+'interpolations/'+'interpolation_'+name\n",
    "    df_interpolation = pd.read_csv(interpolation_file)\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    data = []\n",
    "    cont_colors = 0\n",
    "    for col_y in list_populations:    ###col_y = 'TotalPop'   #BlackPop'    #TotalPop'\n",
    "\n",
    "        ### plot the data vs the polynomial fit:   \n",
    "        x = np.array(df_census_city[col_x].tolist())\n",
    "        y = np.array(df_census_city[col_y].tolist())\n",
    "\n",
    "        dict_year_value = dict(zip(df_census_city[col_x], df_census_city[col_y]))\n",
    "       \n",
    "        x_fit, y_fit = get_x_y_interpolation_new (df_census_city, col_x, col_y)\n",
    "        \n",
    "        print (\"outside:\",len(x_fit), len(y_fit))\n",
    "        \n",
    "        \n",
    "        ########## i populate the interpolation column for the current city (preserving data for the years i do have):\n",
    "        \n",
    "        dict_year_real_value = dict(zip(df_census_city[col_x], df_census_city[col_y]))   \n",
    "        dict_year_fit_value = dict(zip(x_fit, y_fit))\n",
    "        \n",
    "\n",
    "        ### replace fit values for real ones in the census years specifically\n",
    "        for llave in sorted(dict_year_real_value):  \n",
    "            dict_year_fit_value[llave] = dict_year_real_value[llave]\n",
    "            \n",
    "            \n",
    "        ### i create a list with the values that will be the new column in the df\n",
    "        list_values = []    \n",
    "        for llave in sorted(dict_year_fit_value):                                 \n",
    "            list_values.append(dict_year_fit_value[llave])\n",
    "        \n",
    "        \n",
    "        print (df_census_city.shape, df_interpolation.shape, len(list_values))\n",
    "\n",
    "        new_col =  col_y +\"_\"+'interpolation'\n",
    "        df_interpolation[new_col] = list_values \n",
    "\n",
    "\n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "        ############# for plotting:        \n",
    "        ####  i add the new data & fit traces to the plot for that city:        \n",
    "        trace1 = go.Scatter(\n",
    "            x = x,\n",
    "            y = y,\n",
    "            name = col_y.replace(\"Pop\",\" Population\"),# +' data',\n",
    "            mode = 'markers',  # 'markers+lines'\n",
    "            marker=dict(\n",
    "                color = list_colors[cont_colors], \n",
    "                size = 12)\n",
    "        )\n",
    "        data.append(trace1)\n",
    "        \n",
    "\n",
    "        trace2 = go.Scatter(\n",
    "            x = x_fit,\n",
    "            y = y_fit,            \n",
    "            name=' interpolation',\n",
    "            mode = 'lines',\n",
    "            line = dict(\n",
    "                color = (list_colors[cont_colors+1]),\n",
    "                width = 4,\n",
    "                dash = 'dash')\n",
    "        )        \n",
    "        data.append(trace2)\n",
    "       \n",
    "    \n",
    "        cont_colors +=2\n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "\n",
    "    # Edit the layout (a given city, different sub-populations and todal)\n",
    "    layout = dict(title = city,\n",
    "                  xaxis = dict(title = 'Year'),\n",
    "                  yaxis = dict(title = 'Count'),\n",
    "                  )\n",
    "\n",
    "    fig = dict(data=data, layout=layout)\n",
    "    # py.iplot(fig, filename='styled-line')\n",
    "\n",
    "    if flag_plot == 'yes':\n",
    "\n",
    "        offline.plot(fig, auto_open=True, image = 'png', image_filename=\"time_evol_population_\"+city ,image_width=2000, image_height=1000, \n",
    "                   filename='/home/staff/julia/at_Northwestern/US_Crime/Figures/time_evol_population_'+city+'.html', validate=True)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    ##### i print out the interpolation file with the new columns populated from the interpolation\n",
    "    df_interpolation.to_csv( interpolation_file, sep=',', na_rep='NA', index=False)\n",
    "    print (\"written:\", interpolation_file, df_interpolation.shape)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## when there is no nans (it works well), but if there are:\n",
    "col_x = 'Year'\n",
    "col_y = 'TotalPop'\n",
    "x = np.array(df_census_city[col_x].tolist())\n",
    "y = np.array(df_census_city[col_y].tolist())\n",
    "\n",
    "# print(\"original:\")\n",
    "# print (x)\n",
    "# print (y)\n",
    "\n",
    "\n",
    "\n",
    "### i remove nans for the interpolation\n",
    "aux_y = y[np.isfinite(y)]\n",
    "len_y = len(aux_y)\n",
    "aux_x = x[-len(aux_y):]   # last n items in the array\n",
    "\n",
    "# print(\"data:\")\n",
    "\n",
    "# print (aux_x)\n",
    "# print (aux_y)\n",
    "\n",
    "\n",
    "\n",
    "### add data for extrapolating the future/past:\n",
    "i = min_year_extrapolar\n",
    "lista_aux_x = []\n",
    "lista_aux_y = []\n",
    "while i <= max_year_extrapolar:\n",
    "    if i not in x_interpolate:\n",
    "        lista_aux_y.append(np.nan)\n",
    "        lista_aux_x.append(i)\n",
    "    i +=1\n",
    "    \n",
    "lista_aux_x = np.array(lista_aux_x)\n",
    "new_x = np.append(lista_aux_x, x_interpolate)\n",
    "\n",
    "\n",
    "lista_aux_y = np.array(lista_aux_y)\n",
    "new_y = np.append(lista_aux_y, y_interpolate)\n",
    "\n",
    "# print(\"data expanded:\")\n",
    "# print (new_x)\n",
    "# print (new_y)\n",
    "\n",
    "\n",
    "f = interpolate.interp1d(aux_x, aux_y, kind='cubic', fill_value='extrapolate')  # it returns the interpolation function\n",
    "\n",
    "x_fit = np.arange(min_year_extrapolar, max_year_extrapolar, 1)  \n",
    "y_fit = f(x_fit)   # use interpolation function returned by `interp1d`\n",
    "\n",
    "\n",
    "# print(\"interpolation\")\n",
    "# print (x_fit)\n",
    "# print (y_fit)\n",
    "\n",
    "\n",
    "\n",
    "plt.plot(x, y, 'o', x_fit, y_fit, '-')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# col_x = 'Year'\n",
    "# col_y = 'AsianPop'\n",
    "\n",
    "\n",
    "\n",
    "# ### when there is no nans (it works well), but if there are, i need to remove them first:\n",
    "# x = np.array(df_census_city[col_x].tolist())\n",
    "# y = np.array(df_census_city[col_y].tolist())\n",
    "\n",
    "\n",
    "\n",
    "# print(\"data:\")\n",
    "# print(x)\n",
    "# print(y)\n",
    "# ### i remove nans for the interpolation\n",
    "# aux_y = y[np.isfinite(y)]\n",
    "# len_y = len(aux_y)\n",
    "# aux_x = x[-len(aux_y):]   # last n items in the array (i remove nans if need be, and the corresponding year values too)\n",
    "\n",
    "\n",
    "# print(\"data aux:\")\n",
    "# print(aux_x)\n",
    "# print(aux_y)\n",
    "\n",
    "\n",
    "# kind_interpolation = 'cubic'  # if i only have 3 points, the kind of interpolation needs to be linear, not cubic (otherwise, gives error)\n",
    "# if len_y < 4:\n",
    "#     kind_interpolation = 'linear'\n",
    "\n",
    "# f = interpolate.interp1d(aux_x, aux_y, kind=kind_interpolation)  # it returns the interpolation function\n",
    "\n",
    "\n",
    "# x_interpolate = np.arange(min(aux_x),max(aux_x)+1,1)  \n",
    "# y_interpolate = f(x_interpolate)   # use interpolation function returned by `interp1d`\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# print (\"interpolate:\")\n",
    "# print(x_interpolate)\n",
    "# print(y_interpolate)\n",
    "# print (\"\\n\")\n",
    "\n",
    "\n",
    "# plt.plot(x, y, 'o', x_interpolate, y_interpolate, '-')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lista_aux = np.array([1960,1961,1962])\n",
    "x_interpolate = lista_aux + x_interpolate\n",
    "x_interpolate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_interpolate\n",
    "#type(lista_aux)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### add missing values to interpolation arrays\n",
    "# ## X:\n",
    "# i = 1960\n",
    "# lista_aux = []\n",
    "# while i <= max(x_interpolate):\n",
    "#     if i not in x_interpolate:\n",
    "#         lista_aux.append(i)\n",
    "#     i +=1\n",
    "    \n",
    "# lista_aux = np.array(lista_aux)\n",
    "# print (lista_aux)\n",
    "# new_x = np.append(lista_aux, x_interpolate)\n",
    "\n",
    "# ## Y:\n",
    "# i = 1960\n",
    "# lista_aux_y = []\n",
    "# while i <= max(x_interpolate):\n",
    "#     if i not in x_interpolate:\n",
    "#         lista_aux_y.append(np.nan)\n",
    "#     i +=1\n",
    "    \n",
    "# lista_aux_y = np.array(lista_aux_y)\n",
    "# print (lista_aux)\n",
    "# new_y = np.append(lista_aux_y, y_interpolate)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# '(SU-2000-10) Population Estimates for States, Counties, Places and Minor Civil Divisions:',\n",
    "#  'Annual Time Series, April 1, 1990 Census to July 1, 2000 Estimate',\n",
    "#  '',\n",
    "#  'The 4/1/1990 Census figure shown in this table is the population estimates base.',\n",
    "#  'It is an update of the 4/1/1990 Census figure shown in previous Census Bureau reports and',\n",
    "#  'reflects governmental unit boundaries legally effective as of January 1, 2000, including',\n",
    "#  'any post-1990 corrections and other changes due to annexations, new incorporations, or mergers.',\n",
    "#  'The 7/1/2000 Estimates were created without knowledge of the Census 2000 results.',\n",
    "#  'The 4/1/2000 Census figure is included in this table for comparative purposes.',\n",
    "#  '',\n",
    "#  'Source:  Population Estimates Program, Population Division, U.S. Census Bureau, Washington, DC  20233',\n",
    "#  'Contact: Statistical Information Staff, Population Division, U.S. Census Bureau (301-763-2422 or pop@census.gov)',\n",
    "#  '',\n",
    "#  'Internet Release Date:  November 1, 2005',"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['(SU-2000-10) Population Estimates for States, Counties, Places and Minor Civil Divisions:',\n",
       " 'Annual Time Series, April 1, 1990 Census to July 1, 2000 Estimate',\n",
       " '',\n",
       " 'The 4/1/1990 Census figure shown in this table is the population estimates base.',\n",
       " 'It is an update of the 4/1/1990 Census figure shown in previous Census Bureau reports and',\n",
       " 'reflects governmental unit boundaries legally effective as of January 1, 2000, including',\n",
       " 'any post-1990 corrections and other changes due to annexations, new incorporations, or mergers.',\n",
       " 'The 7/1/2000 Estimates were created without knowledge of the Census 2000 results.',\n",
       " 'The 4/1/2000 Census figure is included in this table for comparative purposes.',\n",
       " '',\n",
       " 'Source:  Population Estimates Program, Population Division, U.S. Census Bureau, Washington, DC  20233',\n",
       " 'Contact: Statistical Information Staff, Population Division, U.S. Census Bureau (301-763-2422 or pop@census.gov)',\n",
       " '',\n",
       " 'Internet Release Date:  November 1, 2005',\n",
       " '',\n",
       " '',\n",
       " '4/1/2000 -----------------------Estimated Population-----------------------',\n",
       " 'Block Summary Level/State/County/MCD/Place/Name                              Census    7/1/2000   7/1/1999   7/1/1998   7/1/1997   7/1/1996   7/1/1995',\n",
       " '',\n",
       " '1   040 01 000             AL Alabama                                   4,447,100   4,385,739  4,369,224  4,350,594  4,320,692  4,290,678  4,263,125',\n",
       " '1   050 01 001             AL   Autauga County                             43,671      43,981     43,021     42,156     41,280     40,241     39,140',\n",
       " '1   157 01 001       03220 AL     Autaugaville town                           820       1,071      1,064      1,054      1,043      1,029      1,015',\n",
       " '1   157 01 001       06460 AL     Billingsley town                            116         152        153        152        153        153        153',\n",
       " '1   157 01 001       48712 AL     Millbrook city (pt.)                         20          15         14         14         14         11         11',\n",
       " '1   157 01 001       62328 AL     Prattville city (pt.)                    23,390      26,498     25,973     25,344     24,711     23,975     23,196',\n",
       " '1   157 01 001             AL     Balance of Autauga County                19,325      15,999     15,817     15,592     15,359     15,073     14,765',\n",
       " '1   050 01 003             AL   Baldwin County                            140,415     139,254    135,671    132,798    128,760    124,243    119,947',\n",
       " '1   157 01 003       04660 AL     Bay Minette city                          7,820       8,165      8,171      8,164      8,055      7,936      7,780',\n",
       " '1   157 01 003       19648 AL     Daphne city                              16,581      16,362     16,170     16,049     15,808     15,492     15,049',\n",
       " '1   157 01 003       23320 AL     Elberta town                                552         521        523        527        529        527        526',\n",
       " '1   157 01 003       25240 AL     Fairhope city                            12,480      13,586     13,282     12,991     12,715     12,472     12,113',\n",
       " '1   157 01 003       26992 AL     Foley city                                7,590       9,396      8,890      8,469      8,010      7,652      7,341',\n",
       " '1   157 01 003       32272 AL     Gulf Shores city                          5,044       4,756      4,678      4,591      4,441      4,221      4,003',\n",
       " '1   157 01 003       44608 AL     Loxley town                               1,348       1,498      1,488      1,481      1,466      1,436      1,405',\n",
       " '1   157 01 003       57144 AL     Orange Beach city                         3,784       4,176      3,965      3,707      3,565      3,255      2,809',\n",
       " '1   157 01 003       65208 AL     Robertsdale city                          3,782       3,778      3,676      3,570      3,437      3,260      3,056',\n",
       " '1   157 01 003       70536 AL     Silverhill town                             616         625        620        628        628        619        616',\n",
       " '1   157 01 003       71976 AL     Spanish Fort city                         5,423       4,221      4,164      4,100      3,984      3,853      3,757',\n",
       " '1   157 01 003       73872 AL     Summerdale town                             655         667        665        665        657        647        639',\n",
       " '1   157 01 003             AL     Balance of Baldwin County                74,740      70,588     69,379     67,856     65,465     62,873     60,853',\n",
       " '1   050 01 005             AL   Barbour County                             29,038      26,706     26,713     26,914     26,739     26,853     26,654',\n",
       " '1   157 01 005       07672 AL     Blue Springs town                           121          50         49         51         50         51         50',\n",
       " '1   157 01 005       15376 AL     Clayton town                              1,475       1,461      1,478      1,516      1,537      1,572      1,589',\n",
       " '1   157 01 005       15640 AL     Clio town                                 2,206       2,515      2,510      2,507      2,402      2,406      2,339',\n",
       " '1   157 01 005       24568 AL     Eufaula city                             13,908      13,228     13,273     13,427     13,432     13,537     13,529',\n",
       " '1   157 01 005       44344 AL     Louisville town                             612         716        717        726        727        733        731',\n",
       " '1   157 01 005             AL     Balance of Barbour County                10,716       8,734      8,686      8,687      8,591      8,554      8,416',\n",
       " '1   050 01 007             AL   Bibb County                                20,826      19,785     19,551     18,980     18,638     18,253     17,985',\n",
       " '1   157 01 007       09136 AL     Brent city                                4,024       3,276      3,245      3,150      3,093      3,034      2,997',\n",
       " '1   157 01 007       13672 AL     Centreville city                          2,466       2,499      2,520      2,507      2,523      2,520      2,512',\n",
       " '1   157 01 007       55018 AL     North Bibb town (pt.)                       986         905        895        868        845        819        800',\n",
       " '1   157 01 007       78264 AL     Vance town (pt.)                             36          65         63         61         61         60         59',\n",
       " '1   157 01 007       80928 AL     West Blocton town                         1,372       1,756      1,741      1,691      1,661      1,631      1,614',\n",
       " '1   157 01 007             AL     Balance of Bibb County                   11,942      11,223     11,087     10,703     10,455     10,189     10,003',\n",
       " '1   050 01 009             AL   Blount County                              51,024      47,994     47,308     46,276     44,889     43,538     42,581',\n",
       " '1   157 01 009       01396 AL     Allgood town                                629         700        689        666        638        612        590',\n",
       " '1   157 01 009       01660 AL     Altoona town (pt.)                           15           3          3          3          3          3          3',\n",
       " '1   157 01 009       07456 AL     Blountsville town                         1,768       1,659      1,656      1,636      1,603      1,567      1,549',\n",
       " '1   157 01 009       15472 AL     Cleveland town                            1,241       1,101      1,093      1,072      1,044      1,017        999',\n",
       " '1   157 01 009       17968 AL     County Line town (pt.)                      133         180        177        169        161        154        145',\n",
       " '1   157 01 009       29032 AL     Garden City town (pt.)                        0           1          0          0          0          0          0',\n",
       " '1   157 01 009       33640 AL     Hayden town                                 470         487        481        467        452        435        424',\n",
       " '1   157 01 009       34480 AL     Highland Lake town                          408         327        328        325        320        316        313',\n",
       " '1   157 01 009       43888 AL     Locust Fork town                          1,016         782        771        750        723        695        675',\n",
       " '1   157 01 009       53448 AL     Nectar town                                 372         279        277        271        264        256        252',\n",
       " '1   157 01 009       57000 AL     Oneonta city                              5,576       5,496      5,429      5,380      5,259      5,123      5,063',\n",
       " '1   157 01 009       66408 AL     Rosa town                                   313         266        264        260        253        248        244',\n",
       " '1   157 01 009       71280 AL     Snead town                                  748         823        817        801        779        759        744',\n",
       " '1   157 01 009       74160 AL     Susan Moore town                            721         643        640        626        610        594        583',\n",
       " '1   157 01 009       79944 AL     Warrior city (pt.)                            0           0          0          0          0          0          0',\n",
       " '1   157 01 009             AL     Balance of Blount County                 37,614      35,069     34,683     33,850     32,780     31,759     30,997',\n",
       " '1   050 01 011             AL   Bullock County                             11,714      11,262     11,354     11,300     11,312     11,305     11,208',\n",
       " '1   157 01 011       48424 AL     Midway town                                 457         450        455        458        460        464        463',\n",
       " '1   157 01 011       77880 AL     Union Springs city                        3,670       4,330      4,349      4,262      4,270      4,246      4,183',\n",
       " '1   157 01 011             AL     Balance of Bullock County                 7,587       6,503      6,550      6,580      6,582      6,595      6,562',\n",
       " '1   050 01 013             AL   Butler County                              21,399      21,238     21,517     21,639     21,769     21,802     21,772',\n",
       " '1   157 01 013       29560 AL     Georgiana town                            1,737       1,851      1,885      1,902      1,924      1,934      1,940',\n",
       " '1   157 01 013       31912 AL     Greenville city                           7,228       7,410      7,456      7,538      7,602      7,677      7,710',\n",
       " '1   157 01 013       45496 AL     McKenzie town (pt.)                         642         541        549        556        561        562        564',\n",
       " '1   157 01 013             AL     Balance of Butler County                 11,792      11,503     11,627     11,643     11,682     11,629     11,558',\n",
       " '1   050 01 015             AL   Calhoun County                            112,249     111,231    114,767    117,046    117,135    116,580    116,701',\n",
       " '1   157 01 015       01852 AL     Anniston city                            24,276      26,373     27,272     27,719     28,087     28,264     28,597',\n",
       " '1   157 01 015       07552 AL     Blue Mountain town                          233         182        190        195        199        203        208',\n",
       " '1   157 01 015       29992 AL     Glencoe city (pt.)                            9          17         18         16         16         16         13',\n",
       " '1   157 01 015       35152 AL     Hobson City town                            878         823        847        856        864        867        874',\n",
       " '1   157 01 015       38272 AL     Jacksonville city                         8,404      10,090     10,189     10,132     10,030      9,967      9,933',\n",
       " '1   157 01 015       56472 AL     Ohatchee town                             1,215       1,127      1,151      1,148      1,142      1,127      1,121',\n",
       " '1   157 01 015       57576 AL     Oxford city (pt.)                        12,357      12,649     12,771     12,563     12,364     12,088     11,907',\n",
       " '1   157 01 015       59640 AL     Piedmont city (pt.)                       5,120       5,230      5,399      5,466      5,515      5,526      5,568',\n",
       " '1   157 01 015       71832 AL     Southside city (pt.)                        130         177        177        175        172        166        163',\n",
       " '1   157 01 015       80352 AL     Weaver city                               2,619       2,864      2,935      2,947      2,968      2,975      2,992',\n",
       " '1   157 01 015             AL     Balance of Calhoun County                57,008      52,567     53,818     55,829     55,778     55,381     55,325',\n",
       " '1   050 01 017             AL   Chambers County                            36,583      36,529     36,455     36,742     36,640     36,856     37,135',\n",
       " '1   157 01 017       26200 AL     Five Points town                            146         191        191        195        199        201        204',\n",
       " '1   157 01 017       40672 AL     La Fayette city                           3,234       2,991      3,006      3,060      3,078      3,110      3,147',\n",
       " '1   157 01 017       41296 AL     Lanett city                               7,897       8,379      8,426      8,594      8,643      8,748      8,865',\n",
       " '1   157 01 017       78204 AL     Valley city                               9,198       9,347      9,307      9,292      9,238      9,344      9,466',\n",
       " '1   157 01 017       80256 AL     Waverly town (pt.)                          137         122        122        125        123        125        127',\n",
       " '1   157 01 017             AL     Balance of Chambers County               15,971      15,475     15,403     15,476     15,359     15,328     15,326',\n",
       " '1   050 01 019             AL   Cherokee County                            23,988      22,191     21,894     21,835     21,598     21,276     20,955',\n",
       " '1   157 01 019       12760 AL     Cedar Bluff town                          1,467       1,525      1,518      1,518      1,496      1,475      1,460',\n",
       " '1   157 01 019       13648 AL     Centre city                               3,216       3,311      3,266      3,239      3,207      3,208      3,192',\n",
       " '1   157 01 019       16600 AL     Collinsville town (pt.)                       8          10         10         11          9          9          9',\n",
       " '1   157 01 019       29296 AL     Gaylesville town                            140         151        151        153        153        152        151',\n",
       " '1   157 01 019       42016 AL     Leesburg town                               799         732        724        719        708        692        678',\n",
       " '1   157 01 019       59640 AL     Piedmont city (pt.)                           0           2          2          2          2          2          2',\n",
       " '1   157 01 019       67920 AL     Sand Rock town (pt.)                        477         492        489        491        491        486        480',\n",
       " '1   157 01 019             AL     Balance of Cherokee County               17,881      15,891     15,734     15,702     15,532     15,252     14,983',\n",
       " '1   050 01 021             AL   Chilton County                             39,593      38,357     37,550     36,920     36,310     35,628     34,849',\n",
       " '1   157 01 021       11416 AL     Calera city (pt.)                            79          23         22         20         20         18         17',\n",
       " '1   157 01 021       15136 AL     Clanton city                              7,800       9,225      9,063      8,885      8,777      8,648      8,478',\n",
       " '1   157 01 021       38608 AL     Jemison town                              2,248       2,433      2,406      2,380      2,349      2,314      2,273',\n",
       " '1   157 01 021       46504 AL     Maplesville town                            672         861        850        838        825        805        785',\n",
       " '1   157 01 021       76080 AL     Thorsby town                              1,820       2,036      1,989      1,945      1,907      1,871      1,833',\n",
       " '1   157 01 021             AL     Balance of Chilton County                26,974      23,572     23,220     22,852     22,432     21,972     21,463',\n",
       " '1   050 01 023             AL   Choctaw County                             15,922      15,534     15,581     15,834     15,882     15,989     15,991',\n",
       " '1   157 01 023       11032 AL     Butler city                               1,952       1,687      1,711      1,770      1,809      1,854      1,863',\n",
       " '1   157 01 023       29704 AL     Gilbertown town                             187         242        242        247        248        250        251',\n",
       " '1   157 01 023       43384 AL     Lisman town                                 653         553        560        573        574        580        587',\n",
       " '1   157 01 023       53472 AL     Needham town                                 97          93         93         96         97         98         97',\n",
       " '1   157 01 023       58968 AL     Pennington town                             353         302        301        305        305        306        306',\n",
       " '1   157 01 023       70416 AL     Silas town                                  529         480        482        491        493        498        502',\n",
       " '1   157 01 023       76632 AL     Toxey town                                  152         207        206        210        210        211        212',\n",
       " '1   157 01 023             AL     Balance of Choctaw County                11,999      11,980     11,986     12,142     12,146     12,192     12,173',\n",
       " '1   050 01 025             AL   Clarke County                              27,867      28,817     28,787     28,524     28,611     28,076     27,935',\n",
       " '1   157 01 025       16264 AL     Coffeeville town                            360         444        445        442        443        437        433',\n",
       " '1   157 01 025       28504 AL     Fulton town                                 308         399        398        396        397        392        389',\n",
       " '1   157 01 025       32080 AL     Grove Hill town                           1,438       1,584      1,596      1,597      1,592      1,527      1,536',\n",
       " '1   157 01 025       38152 AL     Jackson city                              5,419       6,261      6,281      6,221      6,247      6,142      6,114',\n",
       " '1   157 01 025       75960 AL     Thomasville city                          4,649       4,627      4,594      4,562      4,592      4,534      4,527',\n",
       " '1   157 01 025             AL     Balance of Clarke County                 15,693      15,490     15,473     15,306     15,340     15,044     14,936',\n",
       " '1   050 01 027             AL   Clay County                                14,254      14,100     14,009     13,971     13,835     13,625     13,499',\n",
       " '1   157 01 027       02860 AL     Ashland city                              1,965       2,145      2,148      2,160      2,149      2,124      2,106',\n",
       " '1   157 01 027       43264 AL     Lineville city                            2,401       2,655      2,614      2,561      2,541      2,509      2,497',\n",
       " '1   157 01 027             AL     Balance of Clay County                    9,888       9,275      9,247      9,250      9,145      8,992      8,896',\n",
       " '1   050 01 029             AL   Cleburne County                            14,123      14,628     14,462     14,294     14,092     13,522     13,302',\n",
       " '1   157 01 029       23176 AL     Edwardsville town                           186         139        138        136        134        128        126',\n",
       " '1   157 01 029       28432 AL     Fruithurst city                             270         208        206        204        199        190        187',\n",
       " '1   157 01 029       33976 AL     Heflin city                               3,002       3,329      3,304      3,287      3,266      3,170      3,154',\n",
       " '1   157 01 029       63408 AL     Ranburne town                               459         501        497        492        488        468        460',\n",
       " '1   157 01 029             AL     Balance of Cleburne County               10,206      10,407     10,317     10,175     10,005      9,566      9,375',\n",
       " '1   050 01 031             AL   Coffee County                              43,615      41,955     42,173     42,178     42,036     42,123     42,327',\n",
       " '1   157 01 031       23296 AL     Elba city                                 4,185       4,198      4,236      4,226      4,248      4,301      4,314',\n",
       " '1   157 01 031       24184 AL     Enterprise city (pt.)                    20,993      21,170     21,235     21,268     21,156     21,096     21,160',\n",
       " '1   157 01 031       40096 AL     Kinston town                                602         594        597        597        599        604        609',\n",
       " '1   157 01 031       53856 AL     New Brockton town                         1,250       1,165      1,179      1,192      1,199      1,215      1,236',\n",
       " '1   157 01 031             AL     Balance of Coffee County                 16,585      14,877     14,926     14,895     14,834     14,907     15,008',\n",
       " '1   050 01 033             AL   Colbert County                             54,984      52,539     52,428     52,874     53,090     52,620     52,413',\n",
       " '1   157 01 033       14152 AL     Cherokee town                             1,237       1,425      1,427      1,446      1,461      1,461      1,466',\n",
       " '1   157 01 033       42160 AL     Leighton town                               849         965        966        977        987        985        989',\n",
       " '1   157 01 033       43648 AL     Littleville town                            978         973        963        961        958        942        941',\n",
       " '1   157 01 033       53016 AL     Muscle Shoals city                       11,924      11,168     11,062     11,010     10,861     10,569     10,284',\n",
       " '1   157 01 033       69648 AL     Sheffield city                            9,652       9,789      9,858     10,065     10,254     10,320     10,380',\n",
       " '1   157 01 033       77280 AL     Tuscumbia city                            7,856       8,192      8,216      8,351      8,425      8,347      8,422',\n",
       " '1   157 01 033             AL     Balance of Colbert County                22,488      19,992     19,936     20,064     20,144     19,996     19,931',\n",
       " '1   050 01 035             AL   Conecuh County                             14,089      13,622     13,751     13,876     14,036     14,175     14,086',\n",
       " '1   157 01 035       12496 AL     Castleberry town                            590         673        677        681        686        690        683',\n",
       " '1   157 01 035       24808 AL     Evergreen city                            3,630       3,632      3,665      3,708      3,786      3,867      3,881',\n",
       " '1   157 01 035       45496 AL     McKenzie town (pt.)                           2           3          3          3          3          3          3',\n",
       " '1   157 01 035       64368 AL     Repton town                                 280         282        285        289        290        293        292',\n",
       " '1   157 01 035             AL     Balance of Conecuh County                 9,587       9,062      9,121      9,195      9,271      9,322      9,227',\n",
       " '1   050 01 037             AL   Coosa County                               12,202      11,719     11,679     11,603     11,587     11,550     11,694',\n",
       " '1   157 01 037       30640 AL     Goodwater city                            1,633       1,752      1,763      1,779      1,793      1,806      1,861',\n",
       " '1   157 01 037       65472 AL     Rockford town                               428         472        471        469        469        469        477',\n",
       " '1   157 01 037             AL     Balance of Coosa County                  10,141       9,483      9,445      9,355      9,325      9,275      9,356',\n",
       " '1   050 01 039             AL   Covington County                           37,631      37,114     37,429     37,407     37,434     37,412     37,254',\n",
       " '1   157 01 039       01708 AL     Andalusia city                            8,794       8,665      8,795      8,905      9,031      9,140      9,212',\n",
       " '1   157 01 039       03556 AL     Babbie town                                 627         661        658        649        640        631        618',\n",
       " '1   157 01 039       12160 AL     Carolina town                               248         224        224        220        220        218        214',\n",
       " '1   157 01 039       26848 AL     Florala city                              1,964       1,869      1,898      1,921      1,948      1,973      1,987',\n",
       " '1   157 01 039       28936 AL     Gantt town                                  241         282        282        281        279        277        276',\n",
       " '1   157 01 039       33904 AL     Heath town                                  249         225        225        223        220        219        215',\n",
       " '1   157 01 039       36088 AL     Horn Hill town                              235         274        273        268        263        258        252',\n",
       " '1   157 01 039       42808 AL     Libertyville town                           106         147        147        146        146        144        141',\n",
       " '1   157 01 039       43816 AL     Lockhart town                               548         476        480        481        484        485        486',\n",
       " '1   157 01 039       57024 AL     Onycha town                                 208         183        182        177        174        171        167',\n",
       " '1   157 01 039       57120 AL     Opp city                                  6,607       6,722      6,806      6,844      6,869      6,922      6,956',\n",
       " '1   157 01 039       63768 AL     Red Level town                              556         616        619        617        616        612        608',\n",
       " '1   157 01 039       64776 AL     River Falls town                            616         760        758        749        741        731        721',\n",
       " '1   157 01 039       68016 AL     Sanford town                                269         334        333        327        323        316        309',\n",
       " '1   157 01 039             AL     Balance of Covington County              16,363      15,749     15,749     15,599     15,480     15,315     15,092',\n",
       " '1   050 01 041             AL   Crenshaw County                            13,665      13,707     13,595     13,608     13,698     13,583     13,590',\n",
       " '1   157 01 041       09016 AL     Brantley town                               920         860        865        882        902        912        931',\n",
       " '1   157 01 041       21448 AL     Dozier town                                 391         462        462        465        470        469        474',\n",
       " '1   157 01 041       30160 AL     Glenwood town                               191         194        193        193        194        193        194',\n",
       " '1   157 01 041       44728 AL     Luverne city                              2,635       2,458      2,467      2,509      2,563      2,567      2,574',\n",
       " '1   157 01 041       59328 AL     Petrey town                                  63          75         75         75         77         77         79',\n",
       " '1   157 01 041       67176 AL     Rutledge town                               476         622        614        610        609        598        594',\n",
       " '1   157 01 041             AL     Balance of Crenshaw County                8,989       9,006      8,919      8,874      8,883      8,767      8,744',\n",
       " '1   050 01 043             AL   Cullman County                             77,483      76,099     75,685     74,977     74,087     73,412     72,288',\n",
       " '1   157 01 043       02116 AL     Arab city (pt.)                              28          37         35         36         34         32         30',\n",
       " '1   157 01 043       03676 AL     Baileyton town                              684         743        742        736        729        726        719',\n",
       " '1   157 01 043       16684 AL     Colony town                                 385         329        327        320        312        306        298',\n",
       " '1   157 01 043       18976 AL     Cullman city                             13,995      14,594     14,639     14,612     14,529     14,464     14,375',\n",
       " '1   157 01 043       20955 AL     Dodge City town                             612         470        466        462        453        448        439',\n",
       " '1   157 01 043       25384 AL     Fairview town                               522         559        557        551        542        540        532',\n",
       " '1   157 01 043       29032 AL     Garden City town (pt.)                      564         598        601        601        601        603        602',\n",
       " '1   157 01 043       30496 AL     Good Hope town                            1,966       1,970      1,962      1,943      1,921      1,906      1,882',\n",
       " '1   157 01 043       32968 AL     Hanceville city                           2,951       3,104      3,023      3,029      3,020      2,940      2,685',\n",
       " '1   157 01 043       35560 AL     Holly Pond town                             645         674        674        672        668        668        665',\n",
       " '1   157 01 043       71900 AL     South Vinemont town                         425         612        597        577        569        566        558',\n",
       " '1   157 01 043       81528 AL     West Point town                             295         291        289        288        283        282        278',\n",
       " '1   157 01 043             AL     Balance of Cullman County                54,411      52,004     51,773     51,150     50,426     49,931     49,225',\n",
       " '1   050 01 045             AL   Dale County                                49,129      49,048     49,032     48,914     49,115     49,475     50,251',\n",
       " '1   157 01 045       02428 AL     Ariton town                                 772         671        687        677        700        736        794',\n",
       " '1   157 01 045       15304 AL     Clayhatchee town                            501         430        439        430        442        460        493',\n",
       " '1   157 01 045       19360 AL     Daleville city                            4,653       5,464      5,546      5,440      5,582      5,815      6,224',\n",
       " '1   157 01 045       21184 AL     Dothan city (pt.)                           650         855        851        804        799        806        824',\n",
       " '1   157 01 045       24184 AL     Enterprise city (pt.)                       185         366        368        352        352        353        365',\n",
       " '1   157 01 045       32056 AL     Grimes town                                 459         402        412        408        421        440        476',\n",
       " '1   157 01 045       42472 AL     Level Plains town                         1,544       1,577      1,597      1,549      1,570      1,609      1,686',\n",
       " '1   157 01 045       48400 AL     Midland City town                         1,703       1,688      1,729      1,703      1,749      1,823      1,939',\n",
       " '1   157 01 045       53256 AL     Napier Field town                           404         507        504        496        491        486        479',\n",
       " '1   157 01 045       54480 AL     Newton town                               1,708       1,591      1,626      1,599      1,643      1,714      1,839',\n",
       " '1   157 01 045       57648 AL     Ozark city                               15,119      16,056     15,997     16,074     16,044     15,986     15,956',\n",
       " '1   157 01 045       59832 AL     Pinckard town                               667         677        675        664        653        646        640',\n",
       " '1   157 01 045             AL     Balance of Dale County                   20,764      18,753     18,601     18,718     18,669     18,601     18,536',\n",
       " '1   050 01 047             AL   Dallas County                              46,365      46,262     46,728     46,768     47,107     47,349     47,707',\n",
       " '1   157 01 047       57240 AL     Orrville town                               230         241        246        249        252        256        263',\n",
       " '1   157 01 047       69120 AL     Selma city                               20,512      21,716     21,997     22,223     22,574     22,882     23,262',\n",
       " '1   157 01 047             AL     Balance of Dallas County                 25,623      24,415     24,485     24,296     24,281     24,211     24,182',\n",
       " '1   050 01 049             AL   DeKalb County                              64,452      59,605     59,014     58,305     57,663     57,383     57,293',\n",
       " '1   157 01 049       16600 AL     Collinsville town (pt.)                   1,636       1,478      1,476      1,472      1,466      1,468      1,477',\n",
       " '1   157 01 049       18856 AL     Crossville town                           1,431       1,327      1,328      1,327      1,327      1,333      1,345',\n",
       " '1   157 01 049       27616 AL     Fort Payne city                          12,938      12,835     12,736     12,565     12,502     12,488     12,454',\n",
       " '1   157 01 049       28672 AL     Fyffe town                                  971       1,052      1,053      1,056      1,055      1,065      1,077',\n",
       " '1   157 01 049       29608 AL     Geraldine town                              786         830        828        824        820        823        827',\n",
       " '1   157 01 049       32896 AL     Hammondville town                           486         465        461        455        449        445        445',\n",
       " '1   157 01 049       34096 AL     Henagar town                              2,400       2,137      2,120      2,093      2,062      2,047      2,043',\n",
       " '1   157 01 049       37312 AL     Ider town                                   664         757        754        747        739        736        739',\n",
       " '1   157 01 049       40888 AL     Lakeview town                               163         185        183        179        178        175        175',\n",
       " '1   157 01 049       48064 AL     Mentone town                                451         478        478        477        476        479        484',\n",
       " '1   157 01 049       60372 AL     Pine Ridge town                             243         391        387        380        375        370        369',\n",
       " '1   157 01 049       62075 AL     Powell town                                 926         828        822        815        804        801        799',\n",
       " '1   157 01 049       63336 AL     Rainsville city                           4,499       4,184      4,169      4,143      4,123      4,138      4,166',\n",
       " '1   157 01 049       67920 AL     Sand Rock town (pt.)                         32           3          3          3          3          3          3',\n",
       " '1   157 01 049       69840 AL     Shiloh town                                 289         282        280        278        272        271        271',\n",
       " '1   157 01 049       74400 AL     Sylvania town                             1,186       1,009      1,002        990        978        973        972',\n",
       " '1   157 01 049       78240 AL     Valley Head town                            611         627        626        620        615        613        620',\n",
       " '1   157 01 049             AL     Balance of DeKalb County                 34,740      30,582     30,308     29,881     29,419     29,155     29,027',\n",
       " '1   050 01 051             AL   Elmore County                              65,874      65,542     64,011     61,982     60,322     58,560     57,067',\n",
       " '1   157 01 051       17176 AL     Coosada town                              1,382       1,471      1,444      1,397      1,355      1,309      1,238',\n",
       " '1   157 01 051       20008 AL     Deatsville town                             340         442        438        431        424        417        411',\n",
       " '1   157 01 051       22816 AL     Eclectic town                             1,037       1,455      1,445      1,422      1,403      1,389      1,372',\n",
       " '1   157 01 051       23656 AL     Elmore town                                 199         414        410        403        396        392        383',\n",
       " '1   157 01 051       48712 AL     Millbrook city (pt.)                     10,366      12,090     11,594     10,895     10,029      9,077      8,379',\n",
       " '1   157 01 051       62328 AL     Prattville city (pt.)                       913       1,272      1,229      1,167      1,109      1,054        996',\n",
       " '1   157 01 051       74688 AL     Tallassee city (pt.)                      3,271       3,959      3,948      3,923      3,904      3,907      3,885',\n",
       " '1   157 01 051       81720 AL     Wetumpka city                             5,726       6,976      6,720      6,433      6,198      5,951      5,734',\n",
       " '1   157 01 051             AL     Balance of Elmore County                 42,640      37,072     36,783     35,911     35,504     35,064     34,669',\n",
       " '1   050 01 053             AL   Escambia County                            38,440      36,690     36,720     36,707     36,621     36,384     36,228',\n",
       " '1   157 01 053       03004 AL     Atmore city                               7,676       8,114      8,128      8,156      8,122      8,098      8,183',\n",
       " '1   157 01 053       09208 AL     Brewton city                              5,498       5,854      5,873      5,941      5,966      5,925      5,848',\n",
       " '1   157 01 053       22216 AL     East Brewton city                         2,496       2,702      2,678      2,642      2,636      2,622      2,636',\n",
       " '1   157 01 053       26824 AL     Flomaton town                             1,588       1,793      1,796      1,810      1,812      1,810      1,820',\n",
       " '1   157 01 053       61536 AL     Pollard town                                120          98         99         99         98         97         97',\n",
       " '1   157 01 053       65016 AL     Riverview town                               99         102        101         99         98         97         95',\n",
       " '1   157 01 053             AL     Balance of Escambia County               20,963      18,029     18,045     17,960     17,889     17,735     17,549',\n",
       " '1   050 01 055             AL   Etowah County                             103,459     102,831    103,577    103,984    103,791    102,773    102,099',\n",
       " '1   157 01 055       01660 AL     Altoona town (pt.)                          969         905        921        940        952        956        961',\n",
       " '1   157 01 055       03028 AL     Attalla city                              6,592       6,941      7,063      7,174      7,216      7,236      7,238',\n",
       " '1   157 01 055       07912 AL     Boaz city (pt.)                             646         646        651        662        667        667        664',\n",
       " '1   157 01 055       28696 AL     Gadsden city                             38,978      42,110     42,138     42,160     41,995     41,493     41,429',\n",
       " '1   157 01 055       29992 AL     Glencoe city (pt.)                        5,143       5,026      5,073      5,109      5,107      5,036      4,974',\n",
       " '1   157 01 055       35392 AL     Hokes Bluff city                          4,149       4,684      4,622      4,533      4,455      4,350      4,202',\n",
       " '1   157 01 055       51672 AL     Mountainboro town                           338         311        317        321        324        323        325',\n",
       " '1   157 01 055       63288 AL     Rainbow City city                         8,428       8,665      8,751      8,779      8,736      8,643      8,507',\n",
       " '1   157 01 055       63984 AL     Reece City town                             634         675        680        684        689        690        687',\n",
       " '1   157 01 055       64656 AL     Ridgeville town                             158         237        241        243        245        245        245',\n",
       " '1   157 01 055       68280 AL     Sardis City town                          1,438       1,438      1,397      1,382      1,391      1,378      1,368',\n",
       " '1   157 01 055       71832 AL     Southside city (pt.)                      6,906       6,754      6,797      6,791      6,712      6,558      6,411',\n",
       " '1   157 01 055       79728 AL     Walnut Grove town                           710         754        761        767        767        759        752',\n",
       " '1   157 01 055             AL     Balance of Etowah County                 28,370      23,857     24,165     24,439     24,535     24,439     24,336',\n",
       " '1   050 01 057             AL   Fayette County                             18,495      18,064     18,103     18,115     18,108     18,064     18,010',\n",
       " '1   157 01 057       05164 AL     Belk town                                   214         269        268        268        265        264        262',\n",
       " '1   157 01 057       05932 AL     Berry town                                1,238       1,284      1,282      1,280      1,273      1,262      1,251',\n",
       " '1   157 01 057       25840 AL     Fayette city                              4,922       4,504      4,535      4,562      4,621      4,665      4,710',\n",
       " '1   157 01 057       29944 AL     Glen Allen town (pt.)                       396         447        447        446        443        439        435',\n",
       " '1   157 01 057       32536 AL     Gu-Win town (pt.)                             0           0          0          0          0          0          0',\n",
       " '1   157 01 057       82992 AL     Winfield city (pt.)                         773         484        487        488        489        491        494',\n",
       " '1   157 01 057             AL     Balance of Fayette County                10,952      11,083     11,084     11,071     11,017     10,943     10,858',\n",
       " '1   050 01 059             AL   Franklin County                            31,223      29,727     29,789     29,702     29,610     29,400     29,191',\n",
       " '1   157 01 059       35200 AL     Hodges town                                 261         287        289        287        287        285        282',\n",
       " '1   157 01 059       59496 AL     Phil Campbell town                        1,091       1,307      1,315      1,319      1,323      1,326      1,327',\n",
       " '1   157 01 059       63576 AL     Red Bay city                              3,374       3,635      3,627      3,623      3,620      3,612      3,607',\n",
       " '1   157 01 059       67056 AL     Russellville city                         8,971       8,583      8,618      8,618      8,587      8,487      8,393',\n",
       " '1   157 01 059       78984 AL     Vina town                                   400         371        373        371        372        370        370',\n",
       " '1   157 01 059             AL     Balance of Franklin County               17,126      15,555     15,567     15,484     15,421     15,320     15,212',\n",
       " '1   050 01 061             AL   Geneva County                              25,764      25,181     25,005     24,851     24,841     24,748     24,651',\n",
       " '1   157 01 061       07120 AL     Black town                                  202         193        191        188        188        186        185',\n",
       " '1   157 01 061       16240 AL     Coffee Springs town                         251         312        312        312        313        311        311',\n",
       " '1   157 01 061       24616 AL     Eunola town                                 182         214        211        211        209        209        206',\n",
       " '1   157 01 061       29464 AL     Geneva city                               4,388       4,967      4,946      4,925      4,930      4,919      4,911',\n",
       " '1   157 01 061       33424 AL     Hartford city                             2,369       2,513      2,511      2,512      2,523      2,527      2,537',\n",
       " '1   157 01 061       46264 AL     Malvern town                              1,215       1,059      1,049      1,037      1,032      1,026      1,020',\n",
       " '1   157 01 061       67800 AL     Samson city                               2,071       2,224      2,222      2,224      2,238      2,246      2,254',\n",
       " '1   157 01 061       71040 AL     Slocomb city                              2,052       1,975      1,968      1,958      1,968      1,969      1,958',\n",
       " '1   157 01 061       75096 AL     Taylor town (pt.)                            10           2          2          2          2          1          1',\n",
       " '1   157 01 061             AL     Balance of Geneva County                 13,024      11,674     11,593     11,482     11,438     11,354     11,268',\n",
       " '1   050 01 063             AL   Greene County                               9,974       9,691      9,755      9,843      9,931      9,970      9,938',\n",
       " '1   157 01 063       08104 AL     Boligee town                                369         400        402        406        409        412        410',\n",
       " '1   157 01 063       24664 AL     Eutaw city                                1,878       1,861      1,889      1,947      2,007      2,061      2,102',\n",
       " '1   157 01 063       27376 AL     Forkland town                               629         733        734        733        734        731        722',\n",
       " '1   157 01 063       77616 AL     Union town                                  227         325        325        326        327        326        324',\n",
       " '1   157 01 063             AL     Balance of Greene County                  6,871       6,387      6,405      6,431      6,454      6,440      6,380',\n",
       " '1   050 01 065             AL   Hale County                                17,185      17,098     16,841     16,737     16,441     16,356     16,201',\n",
       " '1   157 01 065       00676 AL     Akron town                                  521         489        486        486        479        479        479',\n",
       " '1   157 01 065       31720 AL     Greensboro city                           2,731       3,096      3,087      3,103      3,079      3,095      3,096',\n",
       " '1   157 01 065       51648 AL     Moundville town (pt.)                     1,580       1,329      1,305      1,311      1,302      1,310      1,313',\n",
       " '1   157 01 065       53784 AL     Newbern town                                231         232        230        231        228        229        229',\n",
       " '1   157 01 065             AL     Balance of Hale County                   12,122      11,885     11,733     11,606     11,353     11,243     11,084',\n",
       " '1   050 01 067             AL   Henry County                               16,310      15,993     15,790     15,791     15,697     15,568     15,684',\n",
       " '1   157 01 067       00124 AL     Abbeville city                            2,987       3,032      3,030      3,066      3,074      3,081      3,135',\n",
       " '1   157 01 067       21184 AL     Dothan city (pt.)                             5          11         10         10         10         11         11',\n",
       " '1   157 01 067       32656 AL     Haleburg town                               108          90         90         91         92         93         95',\n",
       " '1   157 01 067       33856 AL     Headland city                             3,523       3,582      3,529      3,500      3,476      3,447      3,462',\n",
       " '1   157 01 067       54600 AL     Newville town                               553         510        511        520        525        526        538',\n",
       " '1   157 01 067             AL     Balance of Henry County                   9,134       8,715      8,620      8,604      8,520      8,410      8,443',\n",
       " '1   050 01 069             AL   Houston County                             88,787      86,550     86,077     85,538     85,120     84,683     83,820',\n",
       " '1   157 01 069       02836 AL     Ashford city                              1,853       1,953      1,955      1,956      1,958      1,960      1,951',\n",
       " '1   157 01 069       03364 AL     Avon town                                   466         509        507        498        490        479        473',\n",
       " '1   157 01 069       16744 AL     Columbia town                               804         982        978        970        962        954        944',\n",
       " '1   157 01 069       17824 AL     Cottonwood town                           1,170       1,284      1,294      1,302      1,313      1,322      1,328',\n",
       " '1   157 01 069       18088 AL     Cowarts town                              1,546       1,531      1,523      1,509      1,497      1,483      1,463',\n",
       " '1   157 01 069       21184 AL     Dothan city (pt.)                        57,082      57,658     57,446     57,158     56,960     56,776     56,246',\n",
       " '1   157 01 069       30760 AL     Gordon town                                 408         495        495        493        487        488        484',\n",
       " '1   157 01 069       40072 AL     Kinsey town                               1,796       1,738      1,721      1,699      1,702      1,697      1,678',\n",
       " '1   157 01 069       45904 AL     Madrid town                                 303         273        271        264        251        238        224',\n",
       " '1   157 01 069       64152 AL     Rehobeth town                               993         763        761        760        761        757        756',\n",
       " '1   157 01 069       75096 AL     Taylor town (pt.)                         1,888       1,791      1,788      1,779      1,767      1,757      1,741',\n",
       " '1   157 01 069       80376 AL     Webb town                                 1,298       1,142      1,134      1,119      1,108      1,092      1,074',\n",
       " '1   157 01 069             AL     Balance of Houston County                19,180      16,301     16,204     16,031     15,864     15,680     15,458',\n",
       " '1   050 01 071             AL   Jackson County                             53,926      52,034     51,588     51,340     50,703     50,653     49,939',\n",
       " '1   157 01 071       09328 AL     Bridgeport city                           2,728       2,860      2,859      2,872      2,863      2,893      2,883',\n",
       " '1   157 01 071       21952 AL     Dutton town                                 310         296        294        293        290        290        286',\n",
       " '1   157 01 071       35632 AL     Hollywood town                              950         889        889        896        895        906        904',\n",
       " '1   157 01 071       37264 AL     Hytop town                                  315         186        186        184        181        182        179',\n",
       " '1   157 01 071       41368 AL     Langston town                               254         237        235        233        228        227        223',\n",
       " '1   157 01 071       57696 AL     Paint Rock town                             185         227        225        224        222        223        220',\n",
       " '1   157 01 071       60720 AL     Pisgah town                                 706         789        784        781        771        770        759',\n",
       " '1   157 01 071       61038 AL     Pleasant Groves town                        447         290        288        284        279        278        273',\n",
       " '1   157 01 071       68736 AL     Scottsboro city                          14,762      14,044     14,046     14,097     14,034     14,140     14,072',\n",
       " '1   157 01 071       69000 AL     Section town                                769         898        892        889        878        876        864',\n",
       " '1   157 01 071       70896 AL     Skyline town                                843         835        828        819        806        803        786',\n",
       " '1   157 01 071       73080 AL     Stevenson city                            1,770       2,347      2,328      2,310      2,276      2,269      2,230',\n",
       " '1   157 01 071       83664 AL     Woodville town                              761         859        852        849        839        840        828',\n",
       " '1   157 01 071             AL     Balance of Jackson County                29,126      27,159     26,882     26,609     26,141     25,956     25,432',\n",
       " '1   050 01 073             AL   Jefferson County                          662,047     656,327    657,793    659,925    660,271    662,474    663,186',\n",
       " '1   157 01 073       00460 AL     Adamsville city                           4,965       5,257      5,458      5,511      5,577      5,763      5,865',\n",
       " '1   157 01 073       02320 AL     Argo town (pt.)                              93          93         96         95         94         96         96',\n",
       " '1   157 01 073       05980 AL     Bessemer city                            29,672      28,857     30,083     30,546     30,985     32,167     33,057',\n",
       " '1   157 01 073       07000 AL     Birmingham city (pt.)                   242,307     249,250    248,713    250,800    251,647    251,526    253,227',\n",
       " '1   157 01 073       09400 AL     Brighton city                             3,640       4,008      4,184      4,256      4,341      4,528      4,646',\n",
       " '1   157 01 073       09736 AL     Brookside town                            1,393       1,394      1,450      1,464      1,482      1,538      1,563',\n",
       " '1   157 01 073       12040 AL     Cardiff town                                 82          64         66         67         68         71         73',\n",
       " '1   157 01 073       17968 AL     County Line town (pt.)                      124         137        142        142        145        148        149',\n",
       " '1   157 01 073       25120 AL     Fairfield city                           12,381      10,482     10,972     11,224     11,467     11,964     12,266',\n",
       " '1   157 01 073       28552 AL     Fultondale city                           6,595       6,638      6,885      6,931      6,930      7,122      7,177',\n",
       " '1   157 01 073       29056 AL     Gardendale city                          11,626      10,059     10,288     10,264     10,286     10,512     10,668',\n",
       " '1   157 01 073       31384 AL     Graysville city                           2,344       2,431      2,530      2,568      2,608      2,713      2,776',\n",
       " '1   157 01 073       34024 AL     Helena city (pt.)                             3           0          0          0          0          0          0',\n",
       " '1   157 01 073       35800 AL     Homewood city                            25,043      20,971     21,814     22,183     22,593     23,616     24,244',\n",
       " '1   157 01 073       35896 AL     Hoover city (pt.)                        46,868      52,014     50,758     49,324     47,919     46,095     43,615',\n",
       " '1   157 01 073       36448 AL     Hueytown city                            15,364      14,479     15,035     15,209     15,394     15,943     16,214',\n",
       " '1   157 01 073       37864 AL     Irondale city                             9,813       9,762      9,704      9,618      9,551      9,499      9,538',\n",
       " '1   157 01 073       39856 AL     Kimberly town                             1,801       1,608      1,575      1,484      1,434      1,431      1,434',\n",
       " '1   157 01 073       41968 AL     Leeds city (pt.)                          9,028       9,037      9,297      9,302      9,298      9,499      9,594',\n",
       " '1   157 01 073       43336 AL     Lipscomb city                             2,458       3,077      3,196      3,229      3,270      3,385      3,445',\n",
       " '1   157 01 073       47728 AL     Maytown town                                435         497        514        519        523        542        553',\n",
       " '1   157 01 073       48376 AL     Midfield city                             5,626       4,892      5,114      5,218      5,334      5,582      5,744',\n",
       " '1   157 01 073       51456 AL     Morris town                               1,827       1,795      1,842      1,820      1,773      1,727      1,655',\n",
       " '1   157 01 073       51696 AL     Mountain Brook city                      20,604      19,806     19,797     19,744     19,842     19,974     20,052',\n",
       " '1   157 01 073       52776 AL     Mulga town                                  973         921        962        983      1,004      1,050      1,081',\n",
       " '1   157 01 073       55152 AL     North Johns town                            142         169        176        177        181        187        192',\n",
       " '1   157 01 073       61008 AL     Pleasant Grove city                       9,983       8,885      9,107      9,062      9,059      9,257      9,323',\n",
       " '1   157 01 073       73848 AL     Sumiton city (pt.)                            2           0          0          0          0          0          0',\n",
       " '1   157 01 073       74424 AL     Sylvan Springs town                       1,465       1,669      1,698      1,659      1,665      1,713      1,740',\n",
       " '1   157 01 073       74976 AL     Tarrant city                              7,022       6,881      7,217      7,389      7,583      7,960      8,212',\n",
       " '1   157 01 073       76680 AL     Trafford town                               523         635        659        666        671        697        713',\n",
       " '1   157 01 073       76944 AL     Trussville city (pt.)                    12,875      12,134     12,242     11,874     11,619     11,579     11,308',\n",
       " '1   157 01 073       78552 AL     Vestavia Hills city (pt.)                24,455      22,692     22,179     21,840     21,504     21,129     21,142',\n",
       " '1   157 01 073       79944 AL     Warrior city (pt.)                        3,169       3,376      3,513      3,555      3,606      3,734      3,792',\n",
       " '1   157 01 073       81336 AL     West Jefferson town                         344         392        403        403        405        413        415',\n",
       " '1   157 01 073             AL     Balance of Jefferson County             147,002     142,238    140,124    140,799    140,413    139,314    137,617',\n",
       " '1   050 01 075             AL   Lamar County                               15,904      16,091     16,051     15,998     15,958     15,886     15,874',\n",
       " '1   157 01 075       04948 AL     Beaverton town                              226         327        327        326        325        323        324',\n",
       " '1   157 01 075       20392 AL     Detroit town                                247         285        286        286        288        289        290',\n",
       " '1   157 01 075       39520 AL     Kennedy town                                541         530        529        529        530        529        529',\n",
       " '1   157 01 075       48808 AL     Millport town                             1,160       1,174      1,179      1,188      1,200      1,205      1,213',\n",
       " '1   157 01 075       73728 AL     Sulligent city                            2,151       2,029      2,038      2,048      2,066      2,073      2,088',\n",
       " '1   157 01 075       78480 AL     Vernon city                               2,143       2,430      2,418      2,390      2,312      2,290      2,270',\n",
       " '1   157 01 075             AL     Balance of Lamar County                   9,436       9,304      9,274      9,231      9,237      9,177      9,160',\n",
       " '1   050 01 077             AL   Lauderdale County                          87,966      84,484     84,330     84,214     83,905     83,971     83,440',\n",
       " '1   157 01 077       01756 AL     Anderson town                               354         334        334        334        334        334        333',\n",
       " '1   157 01 077       26896 AL     Florence city                            36,264      38,831     38,885     39,004     39,015     39,224     39,016',\n",
       " '1   157 01 077       39784 AL     Killen town                               1,119       1,033      1,030      1,029      1,025      1,026      1,023',\n",
       " '1   157 01 077       42640 AL     Lexington town                              840         813        813        813        813        814        815',\n",
       " '1   157 01 077       66216 AL     Rogersville town                          1,199       1,205      1,203      1,203      1,200      1,203      1,201',\n",
       " '1   157 01 077       67536 AL     St. Florian town                            335         574        556        534        506        471        431',\n",
       " '1   157 01 077       80064 AL     Waterloo town                               208         254        253        254        252        253        254',\n",
       " '1   157 01 077             AL     Balance of Lauderdale County             47,647      41,389     41,256     41,043     40,760     40,646     40,367',\n",
       " '1   050 01 079             AL   Lawrence County                            34,803      34,058     33,786     33,458     33,277     33,075     32,764',\n",
       " '1   157 01 079       18040 AL     Courtland town                              769         878        874        869        867        865        859',\n",
       " '1   157 01 079       34816 AL     Hillsboro town                              608         580        583        585        589        591        594',\n",
       " '1   157 01 079       51600 AL     Moulton city                              3,260       3,183      3,180      3,182      3,200      3,221      3,237',\n",
       " '1   157 01 079       55044 AL     North Courtland town                        799       1,034      1,024      1,010      1,003        992        977',\n",
       " '1   157 01 079       76584 AL     Town Creek town                           1,216       1,455      1,448      1,437      1,431      1,426      1,414',\n",
       " '1   157 01 079             AL     Balance of Lawrence County               28,151      26,856     26,677     26,375     26,187     25,980     25,683',\n",
       " '1   050 01 081             AL   Lee County                                115,092     103,633    102,093    100,500     98,494     95,465     93,866',\n",
       " '1   157 01 081       03076 AL     Auburn city                              42,987      43,057     42,399     41,430     40,322     39,093     38,649',\n",
       " '1   157 01 081       43744 AL     Loachapoka town                             165         252        253        257        257        255        257',\n",
       " '1   157 01 081       55440 AL     Notasulga town (pt.)                         27          34         34         33         33         31         31',\n",
       " '1   157 01 081       57048 AL     Opelika city                             23,498      24,432     24,272     24,091     23,928     23,375     22,812',\n",
       " '1   157 01 081       59472 AL     Phenix City city (pt.)                    1,980       1,350      1,326      1,291      1,256      1,200      1,157',\n",
       " '1   157 01 081       80256 AL     Waverly town (pt.)                           47          55         56         55         55         54         55',\n",
       " '1   157 01 081             AL     Balance of Lee County                    46,388      34,053     33,753     33,343     32,643     31,457     30,905',\n",
       " '1   050 01 083             AL   Limestone County                           65,676      64,044     63,181     62,237     61,124     59,996     59,175',\n",
       " '1   157 01 083       02260 AL     Ardmore town                              1,034       1,190      1,176      1,157      1,138      1,133      1,132',\n",
       " '1   157 01 083       02956 AL     Athens city                              18,967      20,830     20,603     20,334     19,984     19,685     19,483',\n",
       " '1   157 01 083       20104 AL     Decatur city (pt.)                           83         358        341        318        293        256        231',\n",
       " '1   157 01 083       23488 AL     Elkmont town                                470         414        413        411        408        406        403',\n",
       " '1   157 01 083       37000 AL     Huntsville city (pt.)                       264         563        542        504        465        440        417',\n",
       " '1   157 01 083       42352 AL     Lester town                                 107         101         99         99         97         97         94',\n",
       " '1   157 01 083       45784 AL     Madison city (pt.)                          139         455        421        371        342        322        303',\n",
       " '1   157 01 083       51264 AL     Mooresville town                             59          39         38         38         40         40         40',\n",
       " '1   157 01 083             AL     Balance of Limestone County              44,553      39,869     39,548     39,005     38,357     37,617     37,072',\n",
       " '1   050 01 085             AL   Lowndes County                             13,473      13,233     13,110     13,017     12,874     12,838     12,951',\n",
       " '1   157 01 085       05692 AL     Benton town                                  47          43         44         44         45         45         46',\n",
       " '1   157 01 085       27520 AL     Fort Deposit town                         1,270       1,441      1,436      1,437      1,431      1,437      1,458',\n",
       " '1   157 01 085       30808 AL     Gordonville town                            318         422        420        417        412        415        418',\n",
       " '1   157 01 085       33712 AL     Hayneville town                           1,177         945        943        943        940        944        958',\n",
       " '1   157 01 085       44536 AL     Lowndesboro town                            140         117        118        119        120        122        125',\n",
       " '1   157 01 085       51520 AL     Mosses town                               1,101       1,163      1,153      1,145      1,132      1,129      1,139',\n",
       " '1   157 01 085       81912 AL     White Hall town                           1,014         809        804        803        796        797        806',\n",
       " '1   157 01 085             AL     Balance of Lowndes County                 8,406       8,260      8,192      8,109      7,998      7,949      8,001',\n",
       " '1   050 01 087             AL   Macon County                               24,105      23,031     23,104     23,166     23,079     23,530     23,586',\n",
       " '1   157 01 087       28024 AL     Franklin town                               149         129        131        132        133        137        138',\n",
       " '1   157 01 087       55440 AL     Notasulga town (pt.)                        889         912        915        927        937        947        950',\n",
       " '1   157 01 087       70128 AL     Shorter town                                355         414        415        421        427        434        435',\n",
       " '1   157 01 087       77304 AL     Tuskegee city                            11,846      11,322     11,345     11,293     11,076     11,395     11,400',\n",
       " '1   157 01 087             AL     Balance of Macon County                  10,866      10,269     10,298     10,393     10,506     10,617     10,663',\n",
       " '1   050 01 089             AL   Madison County                            276,700     284,218    280,756    278,157    272,483    270,393    268,792',\n",
       " '1   157 01 089       32440 AL     Gurley town                                 876       1,180      1,176      1,192      1,152      1,146      1,146',\n",
       " '1   157 01 089       37000 AL     Huntsville city (pt.)                   157,952     178,490    177,681    175,902    174,198    173,144    172,126',\n",
       " '1   157 01 089       45784 AL     Madison city (pt.)                       29,190      29,700     28,408     26,947     25,337     24,787     24,295',\n",
       " '1   157 01 089       54168 AL     New Hope city                             2,539       3,106      3,023      2,969      2,812      2,757      2,707',\n",
       " '1   157 01 089       57504 AL     Owens Cross Roads town                    1,124       1,310      1,296      1,295      1,246      1,225      1,220',\n",
       " '1   157 01 089       76824 AL     Triana town                                 458         632        629        634        616        610        611',\n",
       " '1   157 01 089             AL     Balance of Madison County                84,561      68,894     68,543     69,218     67,122     66,724     66,687',\n",
       " '1   050 01 091             AL   Marengo County                             22,539      23,280     23,176     23,344     23,506     23,434     23,496',\n",
       " '1   157 01 091       19912 AL     Dayton town                                  60          76         75         77         77         78         78',\n",
       " '1   157 01 091       20296 AL     Demopolis city                            7,540       7,344      7,364      7,488      7,580      7,557      7,581',\n",
       " '1   157 01 091       25816 AL     Faunsdale town                               87          90         91         91         93         93         95',\n",
       " '1   157 01 091       43240 AL     Linden city                               2,424       2,415      2,409      2,422      2,466      2,494      2,537',\n",
       " '1   157 01 091       53112 AL     Myrtlewood town                             139         190        189        192        195        194        197',\n",
       " '1   157 01 091       62688 AL     Providence town                             311         324        322        322        323        320        318',\n",
       " '1   157 01 091       74304 AL     Sweet Water town                            234         266        266        269        271        272        274',\n",
       " '1   157 01 091       75936 AL     Thomaston town                              383         476        476        482        486        490        494',\n",
       " '1   157 01 091             AL     Balance of Marengo County                11,361      12,070     11,984     12,001     12,015     11,936     11,922',\n",
       " '1   050 01 093             AL   Marion County                              31,214      30,351     30,492     30,843     30,919     30,881     30,483',\n",
       " '1   157 01 093       04852 AL     Bear Creek town                           1,053         979        979        985        980        973        957',\n",
       " '1   157 01 093       09424 AL     Brilliant town                              762         751        756        768        772        774        768',\n",
       " '1   157 01 093       29944 AL     Glen Allen town (pt.)                        46          54         54         55         56         55         55',\n",
       " '1   157 01 093       32224 AL     Guin city                                 2,389       2,393      2,416      2,465      2,490      2,511      2,507',\n",
       " '1   157 01 093       32536 AL     Gu-Win town (pt.)                           204         179        179        182        183        184        183',\n",
       " '1   157 01 093       32560 AL     Hackleburg town                           1,527       1,406      1,417      1,445      1,458      1,467      1,462',\n",
       " '1   157 01 093       32704 AL     Haleyville city (pt.)                        58          53         53         55         54         54         55',\n",
       " '1   157 01 093       32848 AL     Hamilton city                             6,786       6,387      6,441      6,538      6,604      6,621      6,495',\n",
       " '1   157 01 093       82992 AL     Winfield city (pt.)                       3,767       3,762      3,755      3,776      3,771      3,767      3,731',\n",
       " '1   157 01 093             AL     Balance of Marion County                 14,622      14,418     14,442     14,574     14,551     14,475     14,270',\n",
       " '1   050 01 095             AL   Marshall County                            82,231      80,726     80,552     80,186     79,950     79,324     78,130',\n",
       " '1   157 01 095       00988 AL     Albertville city                         17,247      17,133     17,064     16,915     16,806     16,657     16,416',\n",
       " '1   157 01 095       02116 AL     Arab city (pt.)                           7,146       7,490      7,491      7,463      7,451      7,371      7,247',\n",
       " '1   157 01 095       07912 AL     Boaz city (pt.)                           6,765       7,044      7,041      7,056      7,094      7,093      7,021',\n",
       " '1   157 01 095       21328 AL     Douglas town                                530         640        638        637        634        628        618',\n",
       " '1   157 01 095       31096 AL     Grant town                                  665         746        745        741        740        734        725',\n",
       " '1   157 01 095       32416 AL     Guntersville city                         7,395       8,247      8,244      8,256      8,259      8,197      8,082',\n",
       " '1   157 01 095       77784 AL     Union Grove town                             94         135        137        136        138        139        136',\n",
       " '1   157 01 095             AL     Balance of Marshall County               42,389      39,237     39,192     38,982     38,828     38,505     37,885',\n",
       " '1   050 01 097             AL   Mobile County                             399,843     400,636    399,809    398,903    398,281    396,468    395,917',\n",
       " '1   157 01 097       04684 AL     Bayou La Batre city                       2,313       2,342      2,462      2,516      2,622      2,674      2,774',\n",
       " '1   157 01 097       14392 AL     Chickasaw city                            6,364       5,879      6,237      6,444      6,784      6,982      7,308',\n",
       " '1   157 01 097       15064 AL     Citronelle city                           3,659       3,844      4,020      4,056      4,164      4,188      4,279',\n",
       " '1   157 01 097       18304 AL     Creola town                               2,002       2,402      2,469      2,453      2,483      2,445      2,452',\n",
       " '1   157 01 097       19744 AL     Dauphin Island town                       1,371         887        915        906        904        874        876',\n",
       " '1   157 01 097       50000 AL     Mobile city                             198,915     200,619    200,206    200,625    200,345    200,297    200,187',\n",
       " '1   157 01 097       52608 AL     Mount Vernon town                           844       1,113      1,150      1,149      1,171      1,167      1,183',\n",
       " '1   157 01 097       62496 AL     Prichard city                            28,633      30,699     32,304     32,939     34,402     35,234     36,656',\n",
       " '1   157 01 097       68160 AL     Saraland city                            12,288      12,784     13,341     13,452     13,870     14,003     14,355',\n",
       " '1   157 01 097       68352 AL     Satsuma city                              5,687       5,782      6,030      6,139      6,370      6,468      6,675',\n",
       " '1   157 01 097             AL     Balance of Mobile County                137,767     134,022    130,675    128,224    125,166    122,136    119,172',\n",
       " '1   050 01 099             AL   Monroe County                              24,324      23,640     23,851     23,972     24,150     24,395     24,460',\n",
       " '1   157 01 099       04900 AL     Beatrice town                               412         435        438        442        447        451        454',\n",
       " '1   157 01 099       24880 AL     Excel town                                  582         578        583        584        587        592        590',\n",
       " '1   157 01 099       28312 AL     Frisco City town                          1,460       1,609      1,625      1,643      1,664      1,685      1,683',\n",
       " '1   157 01 099       50192 AL     Monroeville city                          6,862       6,741      6,829      6,928      7,039      7,179      7,257',\n",
       " '1   157 01 099       79272 AL     Vredenburgh town                            327         288        290        293        296        301        303',\n",
       " '1   157 01 099             AL     Balance of Monroe County                 14,681      14,040     14,086     14,082     14,117     14,187     14,173',\n",
       " '1   050 01 101             AL   Montgomery County                         223,510     215,067    215,887    217,353    217,750    217,634    217,678',\n",
       " '1   157 01 101       51000 AL     Montgomery city                         201,568     194,632    195,285    196,935    197,559    197,656    197,842',\n",
       " '1   157 01 101       59760 AL     Pike Road city                              310         186        187        187        187        186        186',\n",
       " '1   157 01 101             AL     Balance of Montgomery County             21,632      20,425     20,415     20,231     20,004     19,792     19,650',\n",
       " '1   050 01 103             AL   Morgan County                             111,064     110,197    109,752    109,255    108,388    107,403    106,716',\n",
       " '1   157 01 103       20104 AL     Decatur city (pt.)                       53,846      54,259     54,334     54,386     54,225     53,893     53,718',\n",
       " '1   157 01 103       24688 AL     Eva town                                    491         468        468        469        467        467        468',\n",
       " '1   157 01 103       25648 AL     Falkville town                            1,202       1,240      1,241      1,240      1,237      1,223      1,200',\n",
       " '1   157 01 103       33448 AL     Hartselle city                           12,019      12,881     12,734     12,585     12,405     12,241     12,151',\n",
       " '1   157 01 103       62472 AL     Priceville town                           1,631       2,016      1,979      1,930      1,879      1,838      1,815',\n",
       " '1   157 01 103       71496 AL     Somerville town                             347         742        737        730        720        712        704',\n",
       " '1   157 01 103       76872 AL     Trinity town                              1,841       1,888      1,855      1,810      1,771      1,729      1,692',\n",
       " '1   157 01 103             AL     Balance of Morgan County                 39,687      36,576     36,404     36,105     35,684     35,300     34,968',\n",
       " '1   050 01 105             AL   Perry County                               11,861      12,447     12,576     12,702     12,612     12,614     12,786',\n",
       " '1   157 01 105       46768 AL     Marion city                               3,511       4,063      4,100      4,189      4,135      4,109      4,313',\n",
       " '1   157 01 105       77904 AL     Uniontown city                            1,636       1,797      1,820      1,852      1,868      1,870      1,816',\n",
       " '1   157 01 105             AL     Balance of Perry County                   6,714       6,617      6,656      6,661      6,609      6,635      6,657',\n",
       " '1   050 01 107             AL   Pickens County                             20,949      20,906     21,019     21,010     20,946     20,982     20,891',\n",
       " '1   157 01 107       01228 AL     Aliceville city                           2,567       2,793      2,824      2,859      2,885      2,904      2,876',\n",
       " '1   157 01 107       12304 AL     Carrollton town                             987       1,152      1,158      1,161      1,161      1,168      1,169',\n",
       " '1   157 01 107       24472 AL     Ethelsville town                             81          50         50         49         50         49         50',\n",
       " '1   157 01 107       30736 AL     Gordo town                                1,677       1,809      1,834      1,857      1,877      1,909      1,933',\n",
       " '1   157 01 107       45316 AL     Macedonia town                              291         273        271        269        263        261        256',\n",
       " '1   157 01 107       45640 AL     McMullen town                                66         114        113        115        114        116        115',\n",
       " '1   157 01 107       48052 AL     Memphis town                                 33          61         62         60         59         57         58',\n",
       " '1   157 01 107       59592 AL     Pickensville town                           662         703        701        690        681        672        662',\n",
       " '1   157 01 107       64104 AL     Reform city                               1,978       1,902      1,923      1,937      1,947      1,976      1,997',\n",
       " '1   157 01 107             AL     Balance of Pickens County                12,607      12,074     12,083     12,013     11,909     11,870     11,775',\n",
       " '1   050 01 109             AL   Pike County                                29,605      28,563     28,487     28,689     28,544     28,360     28,557',\n",
       " '1   157 01 109       03940 AL     Banks town                                  224         190        192        193        194        193        195',\n",
       " '1   157 01 109       10240 AL     Brundidge city                            2,341       2,353      2,374      2,416      2,439      2,456      2,484',\n",
       " '1   157 01 109       30880 AL     Goshen town                                 300         298        298        302        303        304        303',\n",
       " '1   157 01 109       76920 AL     Troy city                                13,935      13,956     13,903     14,039     13,933     13,842     14,062',\n",
       " '1   157 01 109             AL     Balance of Pike County                   12,805      11,743     11,720     11,739     11,675     11,565     11,513',\n",
       " '1   050 01 111             AL   Randolph County                            22,380      20,325     20,146     19,997     19,962     20,207     20,184',\n",
       " '1   157 01 111       65040 AL     Roanoke city                              6,563       6,260      6,239      6,214      6,229      6,346      6,367',\n",
       " '1   157 01 111       79344 AL     Wadley town                                 640         491        490        519        522        505        506',\n",
       " '1   157 01 111       80496 AL     Wedowee town                                818         882        879        877        880        895        899',\n",
       " '1   157 01 111       83400 AL     Woodland town                               192         188        188        186        187        189        191',\n",
       " '1   157 01 111             AL     Balance of Randolph County               14,167      12,456     12,350     12,201     12,144     12,272     12,221',\n",
       " '1   050 01 113             AL   Russell County                             49,756      49,788     50,071     50,366     50,738     51,598     51,377',\n",
       " '1   157 01 113       37096 AL     Hurtsboro town                              592         677        686        700        712        733        740',\n",
       " '1   157 01 113       59472 AL     Phenix City city (pt.)                   26,285      26,311     26,440     26,627     26,922     27,450     27,349',\n",
       " '1   157 01 113             AL     Balance of Russell County                22,879      22,864     22,945     23,039     23,104     23,415     23,288',\n",
       " '1   050 01 115             AL   St. Clair County                           64,742      65,487     63,974     62,009     60,645     59,380     57,817',\n",
       " '1   157 01 115       02320 AL     Argo town (pt.)                           1,687       1,538      1,510      1,461      1,431      1,402      1,362',\n",
       " '1   157 01 115       02908 AL     Ashville town                             2,260       2,247      2,214      2,155      2,127      2,106      2,060',\n",
       " '1   157 01 115       08920 AL     Branchville town                            825         978        949        906        877        848        820',\n",
       " '1   157 01 115       41968 AL     Leeds city (pt.)                          1,325       1,452      1,418      1,368      1,330      1,295      1,253',\n",
       " '1   157 01 115       46696 AL     Margaret town                             1,169       1,185      1,166      1,135      1,117      1,101      1,073',\n",
       " '1   157 01 115       51096 AL     Moody town                                8,053      10,205      9,921      9,546      9,285      8,973      8,675',\n",
       " '1   157 01 115       56400 AL     Odenville town                            1,131         981        970        949        938        931        912',\n",
       " '1   157 01 115       58896 AL     Pell City city                            9,565      11,275     11,124     10,736     10,305      9,999      9,742',\n",
       " '1   157 01 115       63216 AL     Ragland town                              1,918       2,222      2,201      2,165      2,152      2,142      2,112',\n",
       " '1   157 01 115       64920 AL     Riverside town                            1,564       1,792      1,768      1,716      1,686      1,648      1,576',\n",
       " '1   157 01 115       72600 AL     Springville town                          2,521       2,766      2,698      2,612      2,556      2,498      2,423',\n",
       " '1   157 01 115       72888 AL     Steele town                               1,093       1,269      1,257      1,235      1,227      1,219      1,201',\n",
       " '1   157 01 115       76944 AL     Trussville city (pt.)                        49          48         49         45         46         43         43',\n",
       " '1   157 01 115       79008 AL     Vincent town (pt.)                            0           0          0          0          0          0          0',\n",
       " '1   157 01 115             AL     Balance of St. Clair County              31,582      27,141     26,729     25,980     25,568     25,175     24,565',\n",
       " '1   050 01 117             AL   Shelby County                             143,293     150,850    146,292    140,937    135,834    130,178    125,342',\n",
       " '1   157 01 117       00820 AL     Alabaster city                           22,619      26,257     25,943     25,108     23,530     21,089     19,602',\n",
       " '1   157 01 117       07000 AL     Birmingham city (pt.)                       513         769        769        762        757        743        745',\n",
       " '1   157 01 117       11416 AL     Calera city (pt.)                         3,079       3,818      3,597      3,473      3,419      3,358      3,299',\n",
       " '1   157 01 117       14104 AL     Chelsea town                              2,949       2,200      2,158      2,091      2,040      1,977      1,910',\n",
       " '1   157 01 117       14464 AL     Childersburg city (pt.)                       0           0          0          0          0          0          0',\n",
       " '1   157 01 117       16768 AL     Columbiana city                           3,316       3,573      3,591      3,594      3,604      3,594      3,574',\n",
       " '1   157 01 117       33256 AL     Harpersville town                         1,620       2,411      2,364      2,282      2,220      2,144      2,065',\n",
       " '1   157 01 117       34024 AL     Helena city (pt.)                        10,293      11,660     10,927      9,814      9,175      8,604      7,946',\n",
       " '1   157 01 117       35896 AL     Hoover city (pt.)                        15,874      10,890     10,599     10,089      9,342      9,410      9,533',\n",
       " '1   157 01 117       37465 AL     Indian Springs Village town               2,225       2,363      2,333      2,281      2,248      2,204      2,154',\n",
       " '1   157 01 117       41968 AL     Leeds city (pt.)                            102         161        158        154        149        144        139',\n",
       " '1   157 01 117       50312 AL     Montevallo city                           4,825       5,181      5,094      5,077      5,107      5,058      5,096',\n",
       " '1   157 01 117       58848 AL     Pelham city                              14,369      16,105     15,532     14,769     14,129     13,422     12,653',\n",
       " '1   157 01 117       78552 AL     Vestavia Hills city (pt.)                    21          18         17         17         17         17         17',\n",
       " '1   157 01 117       79008 AL     Vincent town (pt.)                        1,853       2,587      2,536      2,451      2,387      2,306      2,223',\n",
       " '1   157 01 117       82848 AL     Wilsonville town                          1,551       1,509      1,514      1,510      1,507      1,497      1,483',\n",
       " '1   157 01 117       82872 AL     Wilton town                                 580         645        650        650        655        653        641',\n",
       " '1   157 01 117             AL     Balance of Shelby County                 57,504      59,542     58,510     56,815     55,548     53,958     52,262',\n",
       " '1   050 01 119             AL   Sumter County                              14,798      15,322     15,507     15,754     15,908     16,171     16,228',\n",
       " '1   157 01 119       18952 AL     Cuba town                                   363         359        364        369        373        381        382',\n",
       " '1   157 01 119       23872 AL     Emelle town                                  31          44         44         45         44         46         45',\n",
       " '1   157 01 119       24256 AL     Epes town                                   206         254        256        258        262        265        266',\n",
       " '1   157 01 119       28768 AL     Gainesville town                            220         429        433        437        441        448        446',\n",
       " '1   157 01 119       29392 AL     Geiger town                                 161         269        272        272        274        276        275',\n",
       " '1   157 01 119       43720 AL     Livingston city                           3,297       3,119      3,166      3,327      3,390      3,491      3,611',\n",
       " '1   157 01 119       84096 AL     York city                                 2,854       2,683      2,728      2,785      2,845      2,925      2,956',\n",
       " '1   157 01 119             AL     Balance of Sumter County                  7,666       8,209      8,244      8,261      8,279      8,339      8,247',\n",
       " '1   050 01 121             AL   Talladega County                           80,321      77,818     77,602     77,012     76,651     76,421     76,068',\n",
       " '1   157 01 121       08248 AL     Bon Air town                                 96         164        162        161        161        161        158',\n",
       " '1   157 01 121       14464 AL     Childersburg city (pt.)                   4,927       5,097      5,100      5,082      5,062      5,061      5,033',\n",
       " '1   157 01 121       28984 AL     Gantts Quarry town                            0           8          7          7          7          7          7',\n",
       " '1   157 01 121       43120 AL     Lincoln city                              4,577       3,685      3,638      3,559      3,499      3,456      3,404',\n",
       " '1   157 01 121       55752 AL     Oak Grove town                              457         458        455        447        442        435        428',\n",
       " '1   157 01 121       57576 AL     Oxford city (pt.)                         2,235       1,745      1,703      1,646      1,594      1,549      1,501',\n",
       " '1   157 01 121       74352 AL     Sylacauga city                           12,616      12,032     12,072     12,094     12,146     12,222     12,223',\n",
       " '1   157 01 121       74592 AL     Talladega city                           15,143      17,811     17,884     17,863     17,962     18,046     18,218',\n",
       " '1   157 01 121       74616 AL     Talladega Springs town                      124         154        153        152        151        151        150',\n",
       " '1   157 01 121       79008 AL     Vincent town (pt.)                            0           0          0          0          0          0          0',\n",
       " '1   157 01 121       79488 AL     Waldo town                                  281         332        330        328        325        324        321',\n",
       " '1   157 01 121             AL     Balance of Talladega County              39,865      36,267     36,098     35,673     35,302     35,009     34,625',\n",
       " '1   050 01 123             AL   Tallapoosa County                          41,475      39,943     40,302     40,338     40,291     40,075     39,522',\n",
       " '1   157 01 123       01132 AL     Alexander City city                      15,008      15,807     15,949     15,971     15,936     15,816     15,585',\n",
       " '1   157 01 123       11680 AL     Camp Hill town                            1,273       1,310      1,328      1,346      1,361      1,378      1,376',\n",
       " '1   157 01 123       19336 AL     Dadeville city                            3,212       3,266      3,285      3,305      3,317      3,306      3,276',\n",
       " '1   157 01 123       19816 AL     Daviston town                               267         266        267        267        268        267        263',\n",
       " '1   157 01 123       30448 AL     Goldville town                               37          67         67         67         66         64         64',\n",
       " \"1   157 01 123       38248 AL     Jacksons' Gap town                          761         850        851        845        839        832        817\",\n",
       " '1   157 01 123       54432 AL     New Site town                               848         636        641        640        639        637        628',\n",
       " '1   157 01 123       74688 AL     Tallassee city (pt.)                      1,663       1,632      1,655      1,677      1,697      1,718      1,718',\n",
       " '1   157 01 123             AL     Balance of Tallapoosa County             18,406      16,193     16,259     16,220     16,168     16,057     15,795',\n",
       " '1   050 01 125             AL   Tuscaloosa County                         164,875     161,803    161,478    160,805    159,939    158,562    158,757',\n",
       " '1   157 01 125       09808 AL     Brookwood town                            1,483       1,094      1,088      1,077      1,070      1,054      1,049',\n",
       " '1   157 01 125       16000 AL     Coaling city                              1,115         874        872        870        866        860        862',\n",
       " '1   157 01 125       16312 AL     Coker town                                  808         772        769        761        756        746        744',\n",
       " '1   157 01 125       40928 AL     Lake View town                            1,357         546        548        553        559        559        568',\n",
       " '1   157 01 125       51648 AL     Moundville town (pt.)                       229          96         92         91         87         86         85',\n",
       " '1   157 01 125       55018 AL     North Bibb town (pt.)                         0           7          8          7          7          7          7',\n",
       " '1   157 01 125       55200 AL     Northport city                           19,435      21,167     21,152     21,148     21,157     21,058     21,037',\n",
       " '1   157 01 125       77256 AL     Tuscaloosa city                          77,906      84,609     84,542     84,142     83,423     82,690     82,822',\n",
       " '1   157 01 125       78264 AL     Vance town (pt.)                            464         477        473        467        464        456        453',\n",
       " '1   157 01 125             AL     Balance of Tuscaloosa County             62,078      52,057     51,934     51,689     51,550     51,046     51,130',\n",
       " '1   050 01 127             AL   Walker County                              70,713      71,101     71,143     70,956     70,676     70,169     69,457',\n",
       " '1   157 01 127       12016 AL     Carbon Hill city                          2,071       2,243      2,247      2,248      2,245      2,239      2,225',\n",
       " '1   157 01 127       17368 AL     Cordova city                              2,423       2,331      2,360      2,394      2,428      2,459      2,485',\n",
       " '1   157 01 127       21136 AL     Dora city                                 2,413       2,337      2,357      2,373      2,385      2,387      2,389',\n",
       " '1   157 01 127       23344 AL     Eldridge town                               184         240        240        242        243        244        244',\n",
       " '1   157 01 127       38416 AL     Jasper city                              14,052      14,018     14,119     14,218     14,268     14,251     14,172',\n",
       " '1   157 01 127       39280 AL     Kansas town                                 260         257        257        258        258        258        254',\n",
       " '1   157 01 127       53400 AL     Nauvoo town (pt.)                           281         240        240        240        240        240        237',\n",
       " '1   157 01 127       55992 AL     Oakman town                                 944         778        785        791        798        801        804',\n",
       " '1   157 01 127       58272 AL     Parrish town                              1,268       1,585      1,586      1,586      1,582      1,576      1,564',\n",
       " '1   157 01 127       70704 AL     Sipsey town                                 552         534        537        542        546        549        551',\n",
       " '1   157 01 127       73848 AL     Sumiton city (pt.)                        2,663       2,828      2,830      2,821      2,812      2,796      2,770',\n",
       " '1   157 01 127             AL     Balance of Walker County                 43,602      43,710     43,585     43,243     42,871     42,369     41,762',\n",
       " '1   050 01 129             AL   Washington County                          18,097      17,783     17,690     17,629     17,585     17,426     17,263',\n",
       " '1   157 01 129       14008 AL     Chatom town                               1,193       1,040      1,045      1,052      1,064      1,072      1,080',\n",
       " '1   157 01 129       45472 AL     McIntosh town                               244         252        252        252        255        254        253',\n",
       " '1   157 01 129       48832 AL     Millry town                                 615         882        878        878        876        869        863',\n",
       " '1   157 01 129             AL     Balance of Washington County             16,045      15,583     15,515     15,447     15,390     15,231     15,067',\n",
       " '1   050 01 131             AL   Wilcox County                              13,183      13,318     13,405     13,436     13,454     13,602     13,640',\n",
       " '1   157 01 131       11512 AL     Camden town                               2,257       2,091      2,341      2,136      2,176      2,307      2,384',\n",
       " '1   157 01 131       55848 AL     Oak Hill town                                37          21         24         21         23         25         25',\n",
       " '1   157 01 131       59880 AL     Pine Apple town                             145         297        336        305        312        332        345',\n",
       " '1   157 01 131       60240 AL     Pine Hill town                              966         987        980        963        949        936        925',\n",
       " '1   157 01 131       83976 AL     Yellow Bluff town                           181         235        263        234        236        247        252',\n",
       " '1   157 01 131             AL     Balance of Wilcox County                  9,597       9,707      9,461      9,777      9,758      9,755      9,709',\n",
       " '1   050 01 133             AL   Winston County                             24,843      24,591     24,399     24,097     23,970     23,738     23,337',\n",
       " '1   157 01 133       00484 AL     Addison town                                723         700        698        691        689        684        675',\n",
       " '1   157 01 133       02500 AL     Arley town                                  290         373        370        367        365        362        356',\n",
       " '1   157 01 133       21280 AL     Double Springs town                       1,003       1,276      1,257      1,234      1,233      1,229      1,215',\n",
       " '1   157 01 133       32704 AL     Haleyville city (pt.)                     4,124       4,286      4,296      4,295      4,320      4,335      4,315',\n",
       " '1   157 01 133       44800 AL     Lynn town                                   597         687        684        675        669        661        650',\n",
       " '1   157 01 133       53376 AL     Natural Bridge town                          28          23         23         23         23         24         24',\n",
       " '1   157 01 133       53400 AL     Nauvoo town (pt.)                             3           7          6          6          6          6          6',\n",
       " '1   157 01 133             AL     Balance of Winston County                18,075      17,187     17,065     16,806     16,665     16,437     16,096',\n",
       " '1   040 02 000             AK Alaska                                      626,932     622,091    619,596    615,292    608,867    604,924    601,349',\n",
       " '1   050 02 013             AK   Aleutians East Borough                      2,697       2,059      2,157      2,222      2,295      2,305      2,287',\n",
       " '1   157 02 013       01090 AK     Akutan city                                 713         388        392        395        399        402        401',\n",
       " '1   157 02 013       16530 AK     Cold Bay city                                88         125        133        139        145        146        145',\n",
       " '1   157 02 013       24660 AK     False Pass city                              64          57         61         64         67         67         67',\n",
       " '1   157 02 013       39410 AK     King Cove city                              792         639        657        678        700        703        699',\n",
       " '1   157 02 013       67020 AK     Sand Point city                             952         794        830        858        890        893        882',\n",
       " '1   157 02 013             AK     Balance of Aleutians East Borough            88          80         84         88         94         94         93',\n",
       " '1   050 02 016             AK   Aleutians West Census Area                  5,465       3,762      3,837      3,939      4,113      4,752      4,914',\n",
       " '1   157 02 016       04210 AK     Atka city                                    92          26         28         29         31         33         34',\n",
       " '1   157 02 016       65800 AK     St. George city                             152          45         47         49         54         57         59',\n",
       " '1   157 02 016       66470 AK     St. Paul city                               532         340        347        358        378        386        372',\n",
       " '1   157 02 016       80770 AK     Unalaska city                             4,283       2,203      2,219      2,244      2,286      2,306      2,325',\n",
       " '1   157 02 016             AK     Balance of Aleutians West Census Are        406       1,166      1,196      1,259      1,364      1,970      2,124',\n",
       " '1   050 02 020             AK   Anchorage Municipality                    260,283     258,790    257,680    255,751    251,415    249,606    251,047',\n",
       " '1   157 02 020       03000 AK     Anchorage municipality                  260,283     258,476    257,680    255,751    251,415    249,606    251,047',\n",
       " '1   050 02 050             AK   Bethel Census Area                         16,006      16,624     16,338     16,022     15,772     15,582     15,383',\n",
       " '1   157 02 050       00870 AK     Akiak city                                  309         310        308        304        302        303        303',\n",
       " '1   157 02 050       03550 AK     Aniak city                                  572         610        605        599        597        600        601',\n",
       " '1   157 02 050       06520 AK     Bethel city                               5,471       6,693      6,564      6,369      6,143      5,926      5,690',\n",
       " '1   157 02 050       12680 AK     Chefornak city                              394         308        306        302        301        301        301',\n",
       " '1   157 02 050       14330 AK     Chuathbaluk city                            119         103        103        101        101        101        101',\n",
       " '1   157 02 050       21040 AK     Eek city                                    280         277        275        271        270        270        270',\n",
       " '1   157 02 050       29290 AK     Goodnews Bay city                           230         270        267        264        263        263        263',\n",
       " '1   157 02 050       42380 AK     Kwethluk city                               713         724        717        707        704        704        710',\n",
       " '1   157 02 050       45460 AK     Lower Kalskag city                          267         317        314        310        309        309        309',\n",
       " '1   157 02 050       47990 AK     Mekoryuk city                               210         192        191        188        187        187        188',\n",
       " '1   157 02 050       52390 AK     Napakiak city                               353         344        341        337        335        339        339',\n",
       " '1   157 02 050       52720 AK     Napaskiak city                              390         365        363        357        356        356        360',\n",
       " '1   157 02 050       53930 AK     Nightmute city                              208         166        163        160        160        164        165',\n",
       " '1   157 02 050       56680 AK     Nunapitchuk city                            466         413        409        404        402        402        403',\n",
       " '1   157 02 050       61080 AK     Platinum city                                41          63         63         62         63         63         63',\n",
       " '1   157 02 050       64600 AK     Quinhagak city                              555         552        548        541        538        539        544',\n",
       " '1   157 02 050       78240 AK     Toksook Bay city                            532         458        455        449        447        447        448',\n",
       " '1   157 02 050       81320 AK     Upper Kalskag city                          230         188        185        182        185        185        185',\n",
       " '1   157 02 050             AK     Balance of Bethel Census Area             4,666       4,197      4,161      4,115      4,109      4,123      4,140',\n",
       " '1   050 02 060             AK   Bristol Bay Borough                         1,258         966      1,048      1,084      1,092      1,052      1,007',\n",
       " '1   050 02 068             AK   Denali Borough                              1,893       1,828      1,857      1,937      1,968      2,006      1,908',\n",
       " '1   157 02 068       03220 AK     Anderson city                               367         638        643        658        671        691        674',\n",
       " '1   157 02 068             AK     Balance of Denali Borough                 1,526       1,197      1,214      1,279      1,297      1,315      1,234',\n",
       " '1   050 02 070             AK   Dillingham Census Area                      4,922       4,600      4,568      4,484      4,448      4,426      4,377',\n",
       " '1   157 02 070       01420 AK     Aleknagik city                              221         158        158        162        172        174        176',\n",
       " \"1   157 02 070       15450 AK     Clark's Point city                           75          52         52         53         57         58         59\",\n",
       " '1   157 02 070       18950 AK     Dillingham city                           2,466       2,362      2,341      2,310      2,357      2,312      2,236',\n",
       " '1   157 02 070       21810 AK     Ekwok city                                  130         138        137        139        150        151        153',\n",
       " '1   157 02 070       46890 AK     Manokotak city                              399         613        613        534        388        391        396',\n",
       " '1   157 02 070       53710 AK     New Stuyahok city                           471         360        359        364        390        394        398',\n",
       " '1   157 02 070       77690 AK     Togiak city                                 809         654        653        662        655        664        672',\n",
       " '1   157 02 070             AK     Balance of Dillingham Census Area           351         254        255        260        279        282        287',\n",
       " '1   050 02 090             AK   Fairbanks North Star Borough               82,840      83,840     84,451     84,242     83,301     83,587     82,527',\n",
       " '1   157 02 090       24230 AK     Fairbanks city                           30,224      32,652     32,929     32,856     32,305     32,828     32,749',\n",
       " '1   157 02 090       55910 AK     North Pole city                           1,570       1,708      1,716      1,696      1,645      1,627      1,589',\n",
       " '1   157 02 090             AK     Balance of Fairbanks North Star Boro     51,046      49,621     49,806     49,690     49,351     49,132     48,189',\n",
       " '1   050 02 100             AK   Haines Borough                              2,392       2,335      2,292      2,318      2,309      2,271      2,272',\n",
       " '1   157 02 100       31050 AK     Haines city                               1,811       1,741      1,712      1,727      1,712      1,677      1,687',\n",
       " '1   157 02 100             AK     Balance of Haines Borough                   581         583        580        591        597        594        585',\n",
       " '1   050 02 110             AK   Juneau City and Borough                    30,711      30,139     30,205     30,130     30,279     29,902     29,194',\n",
       " '1   157 02 110       36400 AK     Juneau city and borough                  30,711      30,151     30,205     30,130     30,279     29,902     29,194',\n",
       " '1   050 02 122             AK   Kenai Peninsula Borough                    49,691      48,625     48,768     48,345     47,805     47,230     46,202',\n",
       " '1   157 02 122       33140 AK     Homer city                                3,946       4,974      4,962      4,878      4,778      4,653      4,416',\n",
       " '1   157 02 122       36550 AK     Kachemak city                               431         393        396        394        393        391        385',\n",
       " '1   157 02 122       38420 AK     Kenai city                                6,942       8,126      8,094      7,932      7,786      7,674      7,436',\n",
       " '1   157 02 122       68340 AK     Seldovia city                               286         384        384        378        372        371        365',\n",
       " '1   157 02 122       68560 AK     Seward city                               2,830       3,261      3,260      3,300      3,263      3,182      3,099',\n",
       " '1   157 02 122       71640 AK     Soldotna city                             3,759       4,676      4,663      4,556      4,406      4,301      4,149',\n",
       " '1   157 02 122             AK     Balance of Kenai Peninsula Borough       31,497      26,840     27,009     26,907     26,807     26,658     26,352',\n",
       " '1   050 02 130             AK   Ketchikan Gateway Borough                  14,070      13,803     14,125     14,213     14,623     14,827     14,676',\n",
       " '1   157 02 130       38970 AK     Ketchikan city                            7,922       7,689      7,866      7,957      8,275      8,501      8,559',\n",
       " '1   157 02 130       67570 AK     Saxman city                                 431         363        373        377        389        399        401',\n",
       " '1   157 02 130             AK     Balance of Ketchikan Gateway Borough      5,717       5,830      5,886      5,879      5,959      5,927      5,716',\n",
       " '1   050 02 150             AK   Kodiak Island Borough                      13,913      14,748     14,453     14,470     14,728     14,912     14,890',\n",
       " '1   157 02 150       00650 AK     Akhiok city                                  80          74         74         75         79         80         80',\n",
       " '1   157 02 150       40950 AK     Kodiak city                               6,334       7,875      7,696      7,675      7,703      7,652      7,522',\n",
       " '1   157 02 150       43040 AK     Larsen Bay city                             115         145        145        147        153        156        157',\n",
       " '1   157 02 150       57340 AK     Old Harbor city                             237         284        282        289        299        304        305',\n",
       " '1   157 02 150       58550 AK     Ouzinkie city                               225         211        211        214        220        224        223',\n",
       " '1   157 02 150       63610 AK     Port Lions city                             256         222        220        224        232        237        235',\n",
       " '1   157 02 150             AK     Balance of Kodiak Island Borough          6,666       5,861      5,825      5,846      6,042      6,259      6,368',\n",
       " '1   050 02 164             AK   Lake and Peninsula Borough                  1,823       1,694      1,735      1,737      1,725      1,743      1,768',\n",
       " '1   157 02 164       13550 AK     Chignik city                                 79         180        183        185        185        188        193',\n",
       " '1   157 02 164       21150 AK     Egegik city                                 116         116        118        120        120        122        123',\n",
       " '1   157 02 164       53270 AK     Newhalen city                               160         214        216        208        188        181        176',\n",
       " '1   157 02 164       55030 AK     Nondalton city                              221         198        202        202        203        205        208',\n",
       " '1   157 02 164       60640 AK     Pilot Point city                            100          51         52         52         52         54         55',\n",
       " '1   157 02 164       63390 AK     Port Heiden city                            119         125        128        128        128        129        132',\n",
       " '1   157 02 164             AK     Balance of Lake and Peninsula Boroug      1,028         820        836        842        849        864        881',\n",
       " '1   050 02 170             AK   Matanuska-Susitna Borough                  59,322      60,028     57,994     55,808     53,902     51,996     49,978',\n",
       " '1   157 02 170       33800 AK     Houston city                              1,202         865        847        829        837        837        833',\n",
       " '1   157 02 170       58660 AK     Palmer city                               4,533       4,758      4,501      4,140      4,022      3,906      3,704',\n",
       " '1   157 02 170       83080 AK     Wasilla city                              5,469       6,351      6,101      5,747      5,543      5,322      5,123',\n",
       " '1   157 02 170             AK     Balance of Matanuska-Susitna Borough     48,118      47,537     46,545     45,092     43,500     41,931     40,318',\n",
       " '1   050 02 180             AK   Nome Census Area                            9,196       8,901      8,938      9,006      8,935      8,859      8,774',\n",
       " '1   157 02 180       08740 AK     Brevig Mission city                         276         181        184        186        187        186        186',\n",
       " '1   157 02 180       19060 AK     Diomede city                                146         204        205        208        208        208        208',\n",
       " '1   157 02 180       22250 AK     Elim city                                   313         265        268        272        272        271        271',\n",
       " '1   157 02 180       27640 AK     Gambell city                                649         524        526        539        540        538        538',\n",
       " '1   157 02 180       29180 AK     Golovin city                                144         126        128        130        130        129        129',\n",
       " '1   157 02 180       41940 AK     Koyuk city                                  297         232        234        237        238        237        237',\n",
       " '1   157 02 180       54920 AK     Nome city                                 3,505       3,821      3,816      3,828      3,809      3,761      3,711',\n",
       " '1   157 02 180       66360 AK     St. Michael city                            368         295        295        303        304        303        303',\n",
       " '1   157 02 180       67460 AK     Savoonga city                               643         607        611        591        542        540        540',\n",
       " '1   157 02 180       68890 AK     Shaktoolik city                             230         245        246        253        253        230        182',\n",
       " '1   157 02 180       69770 AK     Shishmaref city                             562         559        561        569        570        568        572',\n",
       " '1   157 02 180       72960 AK     Stebbins city                               547         405        406        412        413        416        416',\n",
       " '1   157 02 180       75930 AK     Teller city                                 268         227        230        234        234        236        236',\n",
       " '1   157 02 180       80660 AK     Unalakleet city                             747         737        743        748        740        737        741',\n",
       " '1   157 02 180       82860 AK     Wales city                                  152         155        156        161        161        160        163',\n",
       " '1   157 02 180       84070 AK     White Mountain city                         203         178        179        182        182        184        185',\n",
       " '1   157 02 180             AK     Balance of Nome Census Area                 146         148        150        153        152        155        156',\n",
       " '1   050 02 185             AK   North Slope Borough                         7,385       7,126      7,148      7,032      7,217      7,089      6,978',\n",
       " '1   157 02 185       02080 AK     Anaktuvuk Pass city                         282         244        245        250        268        271        278',\n",
       " '1   157 02 185       04500 AK     Atqasuk city                                228         202        204        208        220        222        228',\n",
       " '1   157 02 185       05200 AK     Barrow city                               4,581       4,801      4,829      4,670      4,621      4,462      4,297',\n",
       " '1   157 02 185       36990 AK     Kaktovik city                               293         222        225        224        229        232        238',\n",
       " '1   157 02 185       56320 AK     Nuiqsut city                                433         333        335        342        362        367        376',\n",
       " '1   157 02 185       61630 AK     Point Hope city                             757         598        601        616        653        661        678',\n",
       " '1   157 02 185       82750 AK     Wainwright city                             546         488        491        501        534        541        545',\n",
       " '1   157 02 185             AK     Balance of North Slope Borough              265         242        218        221        330        333        338',\n",
       " '1   050 02 188             AK   Northwest Arctic Borough                    7,208       6,834      6,751      6,764      6,664      6,524      6,496',\n",
       " '1   157 02 188       01970 AK     Ambler city                                 309         337        334        334        332        329        323',\n",
       " '1   157 02 188       09600 AK     Buckland city                               406         395        390        390        387        384        364',\n",
       " '1   157 02 188       18510 AK     Deering city                                136         159        156        160        158        157        158',\n",
       " '1   157 02 188       39300 AK     Kiana city                                  388         357        354        354        351        349        351',\n",
       " '1   157 02 188       39960 AK     Kivalina city                               377         328        323        324        321        323        325',\n",
       " '1   157 02 188       40840 AK     Kobuk city                                  109          82         80         80         80         79         80',\n",
       " '1   157 02 188       41830 AK     Kotzebue city                             3,082       3,024      2,999      3,003      2,986      2,963      2,941',\n",
       " '1   157 02 188       55140 AK     Noorvik city                                634         630        625        625        621        620        624',\n",
       " '1   157 02 188       68230 AK     Selawik city                                772         782        776        777        714        609        613',\n",
       " '1   157 02 188       70100 AK     Shungnak city                               256         229        227        228        226        224        225',\n",
       " '1   157 02 188             AK     Balance of Northwest Arctic Borough         739         489        487        489        488        487        492',\n",
       " '1   050 02 201             AK   Prince of Wales-Outer Ketchikan Census      6,146       6,662      6,698      6,865      6,986      7,001      6,930',\n",
       " '1   157 02 201       16360 AK     Coffman Cove city                           199         171        171        176        180        194        194',\n",
       " '1   157 02 201       17740 AK     Craig city                                1,397       1,678      1,680      1,693      1,698      1,673      1,630',\n",
       " '1   157 02 201       34460 AK     Hydaburg city                               382         458        459        469        479        483        483',\n",
       " '1   157 02 201       37650 AK     Kasaan city                                  39          60         61         62         63         63         63',\n",
       " '1   157 02 201       40400 AK     Klawock city                                854         819        824        839        859        860        847',\n",
       " '1   157 02 201       77140 AK     Thorne Bay city                             557         644        648        656        661        652        652',\n",
       " '1   157 02 201             AK     Balance of Prince of Wales-Outer Ket      2,718       2,840      2,855      2,970      3,046      3,076      3,061',\n",
       " '1   050 02 220             AK   Sitka City and Borough                      8,835       8,191      8,214      8,278      8,454      8,431      8,601',\n",
       " '1   157 02 220       70540 AK     Sitka city and borough                    8,835       8,196      8,214      8,278      8,454      8,431      8,601',\n",
       " '1   050 02 232             AK   Skagway-Hoonah-Angoon Census Area           3,436       3,527      3,539      3,653      3,781      3,841      3,853',\n",
       " '1   157 02 232       03440 AK     Angoon city                                 572         610        612        629        646        645        660',\n",
       " '1   157 02 232       33360 AK     Hoonah city                                 860         876        882        903        934        918        915',\n",
       " '1   157 02 232       59650 AK     Pelican city                                163         176        177        183        184        221        224',\n",
       " '1   157 02 232       70760 AK     Skagway city                                862         760        752        762        783        775        772',\n",
       " '1   157 02 232       76260 AK     Tenakee Springs city                        104          90         90         93         97         97         98',\n",
       " '1   157 02 232             AK     Balance of Skagway-Hoonah-Angoon Cen        875       1,017      1,026      1,083      1,137      1,185      1,184',\n",
       " '1   050 02 240             AK   Southeast Fairbanks Census Area             6,174       5,842      5,866      6,005      5,889      5,949      6,166',\n",
       " '1   157 02 240       18620 AK     Delta Junction city                         840         736        739        755        742        751        773',\n",
       " '1   157 02 240       20380 AK     Eagle city                                  129         143        143        147        146        147        153',\n",
       " '1   157 02 240             AK     Balance of Southeast Fairbanks Censu      5,205       4,968      4,984      5,103      5,001      5,051      5,240',\n",
       " '1   050 02 261             AK   Valdez-Cordova Census Area                 10,195      10,348     10,177     10,227     10,337     10,266     10,344',\n",
       " '1   157 02 261       17410 AK     Cordova city                              2,454       2,645      2,615      2,649      2,699      2,680      2,713',\n",
       " '1   157 02 261       82200 AK     Valdez city                               4,036       4,380      4,307      4,283      4,264      4,221      4,211',\n",
       " '1   157 02 261       84510 AK     Whittier city                               182         256        253        255        261        259        263',\n",
       " '1   157 02 261             AK     Balance of Valdez-Cordova Census Are      3,523       3,023      3,002      3,040      3,113      3,106      3,157',\n",
       " '1   050 02 270             AK   Wade Hampton Census Area                    7,028       7,136      6,994      6,865      6,791      6,643      6,530',\n",
       " '1   157 02 270       01200 AK     Alakanuk city                               652         734        725        710        702        667        608',\n",
       " '1   157 02 270       13230 AK     Chevak city                                 765         599        588        580        574        565        571',\n",
       " '1   157 02 270       22910 AK     Emmonak city                                767         908        893        879        869        857        824',\n",
       " '1   157 02 270       33470 AK     Hooper Bay city                           1,014         984        970        949        940        932        935',\n",
       " '1   157 02 270       41720 AK     Kotlik city                                 591         549        542        526        516        508        510',\n",
       " '1   157 02 270       47000 AK     Marshall city                               349         322        319        313        309        305        309',\n",
       " '1   157 02 270       51180 AK     Mountain Village city                       755         780        769        754        749        738        745',\n",
       " '1   157 02 270       60750 AK     Pilot Station city                          550         541        531        525        519        511        517',\n",
       " '1   157 02 270       65700 AK     Russian Mission city                        296         289        285        279        276        272        273',\n",
       " \"1   157 02 270       66140 AK     St. Mary's city                             500         609        599        590        583        551        493\",\n",
       " '1   157 02 270       67680 AK     Scammon Bay city                            465         369        365        358        354        349        350',\n",
       " '1   157 02 270       69220 AK     Sheldon Point (Nunam Iqua) city             164         138        135        132        131        121        125',\n",
       " '1   157 02 270             AK     Balance of Wade Hampton Census Area         160         277        273        270        269        267        270',\n",
       " '1   050 02 280             AK   Wrangell-Petersburg Census Area             6,684       6,802      6,785      6,812      6,897      6,917      7,019',\n",
       " '1   157 02 280       36770 AK     Kake city                                   710         670        671        682        645        651        667',\n",
       " '1   157 02 280       42160 AK     Kupreanof city                               23          18         18         19         19         19         21',\n",
       " '1   157 02 280       60310 AK     Petersburg city                           3,224       3,292      3,275      3,254      3,286      3,267      3,287',\n",
       " '1   157 02 280       62510 AK     Port Alexander city                          81         103        103        105        108        109        113',\n",
       " '1   157 02 280       86380 AK     Wrangell city                             2,308       2,293      2,295      2,321      2,393      2,410      2,448',\n",
       " '1   157 02 280             AK     Balance of Wrangell-Petersburg Censu        338         421        423        431        446        461        483',\n",
       " '1   050 02 282             AK   Yakutat City and Borough                      808         691        742        758        838        855        809',\n",
       " '1   050 02 290             AK   Yukon-Koyukuk Census Area                   6,551       6,190      6,236      6,325      6,303      6,352      6,419',\n",
       " '1   157 02 290       01860 AK     Allakaket city                               97         173        174        177        178        181        182',\n",
       " '1   157 02 290       03880 AK     Anvik city                                  104          89         89         91         91         93         94',\n",
       " '1   157 02 290       06630 AK     Bettles city                                 43          35         35         36         35         35         37',\n",
       " '1   157 02 290       26760 AK     Fort Yukon city                             595         554        557        563        561        565        569',\n",
       " '1   157 02 290       27530 AK     Galena city                                 675         484        486        496        501        505        510',\n",
       " '1   157 02 290       30060 AK     Grayling city                               194         192        193        197        198        199        200',\n",
       " '1   157 02 290       33030 AK     Holy Cross city                             227         257        258        263        265        266        268',\n",
       " '1   157 02 290       33910 AK     Hughes city                                  78          59         59         60         60         60         63',\n",
       " '1   157 02 290       34350 AK     Huslia city                                 293         263        264        243        196        197        198',\n",
       " '1   157 02 290       37430 AK     Kaltag city                                 230         222        223        227        229        230        231',\n",
       " '1   157 02 290       42050 AK     Koyukuk city                                101         116        116        119        119        120        121',\n",
       " '1   157 02 290       46010 AK     McGrath city                                401         498        500        507        508        508        511',\n",
       " '1   157 02 290       53050 AK     Nenana city                                 402         521        524        533        533        529        535',\n",
       " '1   157 02 290       54150 AK     Nikolai city                                100         177        178        181        182        183        184',\n",
       " '1   157 02 290       56350 AK     Nulato city                                 336         329        331        337        339        340        346',\n",
       " '1   157 02 290       65590 AK     Ruby city                                   188         174        175        172        163        165        166',\n",
       " '1   157 02 290       68670 AK     Shageluk city                               129         128        129        131        132        132        133',\n",
       " '1   157 02 290       75160 AK     Tanana city                                 308         333        334        340        340        339        341',\n",
       " '1   157 02 290             AK     Balance of Yukon-Koyukuk Census Area      2,050       1,597      1,611      1,652      1,673      1,705      1,730',\n",
       " '1   040 04 000             AZ Arizona                                   5,130,632   4,882,966  4,774,104  4,666,824  4,552,210  4,432,497  4,307,149',\n",
       " '1   050 04 001             AZ   Apache County                              69,423      67,875     68,495     68,683     69,440     68,623     67,543',\n",
       " '1   157 04 001       20960 AZ     Eagar town                                4,033       4,828      4,838      4,809      4,806      4,718      4,618',\n",
       " '1   157 04 001       62350 AZ     St. Johns city                            3,269       3,785      3,800      3,788      3,804      3,744      3,674',\n",
       " '1   157 04 001       68990 AZ     Springerville town                        1,972       2,050      2,057      2,058      2,080      2,054      2,015',\n",
       " '1   157 04 001             AZ     Balance of Apache County                 60,149      57,358     57,800     58,028     58,750     58,107     57,236',\n",
       " '1   050 04 003             AZ   Cochise County                            117,755     113,549    112,394    112,406    111,693    110,151    110,191',\n",
       " '1   157 04 003       05770 AZ     Benson city                               4,711       4,277      4,266      4,296      4,285      4,233      4,258',\n",
       " '1   157 04 003       06260 AZ     Bisbee city                               6,090       6,191      6,241      6,378      6,481      6,526      6,683',\n",
       " '1   157 04 003       20050 AZ     Douglas city                             14,312      15,240     15,225     15,325     15,270     15,135     15,256',\n",
       " '1   157 04 003       34120 AZ     Huachuca City town                        1,751       1,972      1,956      1,964      1,955      1,928      1,934',\n",
       " '1   157 04 003       66820 AZ     Sierra Vista city                        37,775      38,866     38,520     38,511     38,319     37,836     37,942',\n",
       " '1   157 04 003       74400 AZ     Tombstone city                            1,504       1,474      1,467      1,458      1,443      1,429      1,418',\n",
       " '1   157 04 003       83090 AZ     Willcox city                              3,733       3,681      3,666      3,644      3,620      3,590      3,561',\n",
       " '1   157 04 003             AZ     Balance of Cochise County                47,879      41,543     41,053     40,830     40,320     39,474     39,139',\n",
       " '1   050 04 005             AZ   Coconino County                           116,320     115,629    114,368    114,037    113,708    112,059    110,434',\n",
       " '1   157 04 005       23620 AZ     Flagstaff city                           52,894      57,619     57,029     56,798     56,416     55,023     53,761',\n",
       " '1   157 04 005       25720 AZ     Fredonia town                             1,036       1,362      1,339      1,317      1,314      1,325      1,328',\n",
       " '1   157 04 005       51810 AZ     Page city                                 6,809       7,945      7,886      7,844      7,761      7,608      7,495',\n",
       " '1   157 04 005       65350 AZ     Sedona city (pt.)                         2,963       3,026      2,982      2,928      2,847      2,741      2,667',\n",
       " '1   157 04 005       83160 AZ     Williams city                             2,842       2,732      2,716      2,721      2,734      2,747      2,769',\n",
       " '1   157 04 005             AZ     Balance of Coconino County               49,776      42,613     42,416     42,429     42,636     42,615     42,414',\n",
       " '1   050 04 007             AZ   Gila County                                51,335      49,345     49,094     48,817     48,185     47,210     46,070',\n",
       " '1   157 04 007       28030 AZ     Globe city                                7,486       8,168      8,170      8,182      8,168      8,077      7,991',\n",
       " '1   157 04 007       32020 AZ     Hayden town (pt.)                           892         959        968        983        994        991        987',\n",
       " '1   157 04 007       46350 AZ     Miami town                                1,936       2,099      2,120      2,152      2,176      2,175      2,167',\n",
       " '1   157 04 007       53700 AZ     Payson town                              13,620      12,739     12,563     12,260     11,756     11,271     10,704',\n",
       " '1   157 04 007       83790 AZ     Winkelman town (pt.)                        439         806        805        803        799        785        769',\n",
       " '1   157 04 007             AZ     Balance of Gila County                   26,962      24,504     24,468     24,437     24,292     23,911     23,452',\n",
       " '1   050 04 009             AZ   Graham County                              33,489      32,182     32,039     31,702     31,257     30,703     29,933',\n",
       " '1   157 04 009       55560 AZ     Pima town                                 1,989       1,984      1,961      1,929      1,901      1,874      1,856',\n",
       " '1   157 04 009       62000 AZ     Safford city                              9,232       9,220      9,304      9,318      9,267      9,076      8,664',\n",
       " '1   157 04 009       73420 AZ     Thatcher town                             4,022       4,587      4,584      4,514      4,411      4,303      4,147',\n",
       " '1   157 04 009             AZ     Balance of Graham County                 18,246      16,351     16,190     15,941     15,678     15,450     15,266',\n",
       " '1   050 04 011             AZ   Greenlee County                             8,547       8,998      8,935      9,291      9,413      9,318      9,154',\n",
       " '1   157 04 011       14380 AZ     Clifton town                              2,596       3,098      3,091      3,227      3,282      3,259      3,212',\n",
       " '1   157 04 011       20750 AZ     Duncan town                                 812         754        749        778        789        779        765',\n",
       " '1   157 04 011             AZ     Balance of Greenlee County                5,139       5,129      5,095      5,286      5,342      5,280      5,177',\n",
       " '1   050 04 012             AZ   La Paz County                              19,715      14,677     14,745     14,796     14,767     14,600     14,192',\n",
       " '1   157 04 012       53070 AZ     Parker town                               3,140       2,934      2,960      2,992      3,003      2,986      2,919',\n",
       " '1   157 04 012       58010 AZ     Quartzsite town                           3,354       2,024      2,025      2,025      2,015      1,986      1,925',\n",
       " '1   157 04 012             AZ     Balance of La Paz County                 13,221       9,734      9,760      9,779      9,749      9,628      9,348',\n",
       " '1   050 04 013             AZ   Maricopa County                         3,072,149   2,930,153  2,859,937  2,783,415  2,698,220  2,614,077  2,526,113',\n",
       " '1   157 04 013       02830 AZ     Apache Junction city (pt.)                  273         176        170        162        157        153        150',\n",
       " '1   157 04 013       04720 AZ     Avondale city                            35,883      33,346     30,973     27,576     25,558     24,009     22,598',\n",
       " '1   157 04 013       07940 AZ     Buckeye town                              6,537       6,036      6,019      5,998      5,950      5,888      5,829',\n",
       " '1   157 04 013       10180 AZ     Carefree town                             2,927       2,774      2,689      2,568      2,469      2,364      2,248',\n",
       " '1   157 04 013       11300 AZ     Cave Creek town                           3,728       3,791      3,681      3,553      3,400      3,205      3,008',\n",
       " '1   157 04 013       12000 AZ     Chandler city                           176,581     174,061    168,867    160,051    151,266    141,611    128,789',\n",
       " '1   157 04 013       22220 AZ     El Mirage city                            7,609       6,122      6,042      5,906      5,781      5,736      5,697',\n",
       " '1   157 04 013       25300 AZ     Fountain Hills town                      20,235      22,089     20,977     19,022     16,837     15,442     13,900',\n",
       " '1   157 04 013       27050 AZ     Gila Bend town                            1,980       1,787      1,772      1,753      1,740      1,731      1,725',\n",
       " '1   157 04 013       27400 AZ     Gilbert town                            109,697     103,699     98,085     88,387     75,571     64,209     54,959',\n",
       " '1   157 04 013       27820 AZ     Glendale city                           218,812     203,780    201,158    195,363    188,813    184,291    179,059',\n",
       " '1   157 04 013       28380 AZ     Goodyear city                            18,911      20,346     18,247     15,299     12,570     10,651      9,071',\n",
       " '1   157 04 013       30270 AZ     Guadalupe town                            5,228       5,982      5,875      5,737      5,607      5,478      5,374',\n",
       " '1   157 04 013       41330 AZ     Litchfield Park city                      3,810       3,981      3,927      3,861      3,809      3,765      3,713',\n",
       " '1   157 04 013       46000 AZ     Mesa city                               396,375     376,129    368,909    360,880    353,185    345,439    337,507',\n",
       " '1   157 04 013       52930 AZ     Paradise Valley town                     13,664      14,681     14,635     14,577     14,423     14,201     13,888',\n",
       " '1   157 04 013       54050 AZ     Peoria city (pt.)                       108,363      99,454     93,919     85,872     80,129     75,654     71,786',\n",
       " '1   157 04 013       55000 AZ     Phoenix city                          1,321,045   1,217,339  1,209,698  1,198,240  1,182,233  1,158,981  1,134,062',\n",
       " '1   157 04 013       58150 AZ     Queen Creek town (pt.)                    4,197       4,256      3,917      3,651      3,452      3,302      3,189',\n",
       " '1   157 04 013       65000 AZ     Scottsdale city                         202,705     202,976    199,351    193,684    184,895    176,896    167,519',\n",
       " '1   157 04 013       71510 AZ     Surprise city                            30,848      21,189     18,229     14,331     11,582     10,308      9,669',\n",
       " '1   157 04 013       73000 AZ     Tempe city                              158,625     167,110    167,496    167,243    164,343    161,670    158,579',\n",
       " '1   157 04 013       74190 AZ     Tolleson city                             4,974       5,154      5,167      5,089      4,898      4,812      4,738',\n",
       " '1   157 04 013       82740 AZ     Wickenburg town                           5,082       5,356      5,325      5,281      5,181      5,066      4,960',\n",
       " '1   157 04 013       85400 AZ     Youngtown town                            3,010       2,706      2,706      2,705      2,698      2,691      2,685',\n",
       " '1   157 04 013             AZ     Balance of Maricopa County              211,050     207,864    202,103    196,626    191,673    186,524    181,411',\n",
       " '1   050 04 015             AZ   Mohave County                             155,032     137,230    133,431    130,490    128,328    125,856    121,733',\n",
       " '1   157 04 015       08220 AZ     Bullhead City city                       33,769      29,302     28,774     28,147     27,711     27,447     26,928',\n",
       " '1   157 04 015       14870 AZ     Colorado City town                        3,334       4,114      4,003      3,852      3,681      3,482      3,258',\n",
       " '1   157 04 015       37620 AZ     Kingman city                             20,069      19,158     18,746     18,270     17,755     17,134     16,479',\n",
       " '1   157 04 015       39370 AZ     Lake Havasu City city                    41,938      42,613     41,650     40,821     40,344     39,695     38,216',\n",
       " '1   157 04 015             AZ     Balance of Mohave County                 55,922      41,074     40,258     39,400     38,837     38,098     36,852',\n",
       " '1   050 04 017             AZ   Navajo County                              97,470     100,625     98,470     96,905     94,697     92,146     89,659',\n",
       " '1   157 04 017       33280 AZ     Holbrook city                             4,917       5,799      5,741      5,687      5,573      5,430      5,313',\n",
       " '1   157 04 017       55980 AZ     Pinetop-Lakeside town                     3,582       3,686      3,598      3,469      3,392      3,336      3,274',\n",
       " '1   157 04 017       66470 AZ     Show Low city                             7,695       7,433      7,207      6,967      6,723      6,455      6,214',\n",
       " '1   157 04 017       67800 AZ     Snowflake town                            4,460       4,965      4,869      4,747      4,560      4,399      4,271',\n",
       " '1   157 04 017       72420 AZ     Taylor town                               3,176       3,401      3,300      3,200      3,093      3,001      2,896',\n",
       " '1   157 04 017       83930 AZ     Winslow city                              9,520      10,775     10,717     10,700     10,609     10,463     10,296',\n",
       " '1   157 04 017             AZ     Balance of Navajo County                 64,120      64,013     63,038     62,135     60,747     59,062     57,395',\n",
       " '1   050 04 019             AZ   Pima County                               843,746     819,643    803,096    790,744    778,938    767,074    754,505',\n",
       " '1   157 04 019       44270 AZ     Marana town                              13,556      11,308      9,452      7,369      6,445      6,205      5,349',\n",
       " '1   157 04 019       51600 AZ     Oro Valley town                          29,700      24,418     23,000     21,281     19,550     17,987     16,376',\n",
       " '1   157 04 019       62140 AZ     Sahuarita town                            3,242       2,426      2,384      2,328      2,272      2,217      2,141',\n",
       " '1   157 04 019       68850 AZ     South Tucson city                         5,490       5,637      5,621      5,590      5,537      5,500      5,489',\n",
       " '1   157 04 019       77000 AZ     Tucson city                             486,699     471,405    466,963    463,264    459,639    455,532    452,486',\n",
       " '1   157 04 019             AZ     Balance of Pima County                  305,059     300,196    295,676    290,912    285,495    279,633    272,664',\n",
       " '1   050 04 021             AZ   Pinal County                              179,727     156,870    151,675    146,892    142,916    139,446    135,201',\n",
       " '1   157 04 021       02830 AZ     Apache Junction city (pt.)               31,541      23,254     22,428     21,486     20,892     20,489     20,017',\n",
       " '1   157 04 021       10530 AZ     Casa Grande city                         25,224      24,472     23,777     23,160     22,795     22,342     21,652',\n",
       " '1   157 04 021       15500 AZ     Coolidge city                             7,786       7,655      7,684      7,651      7,521      7,428      7,280',\n",
       " '1   157 04 021       22360 AZ     Eloy city                                10,375       8,147      8,167      8,145      8,071      8,002      7,853',\n",
       " '1   157 04 021       23760 AZ     Florence town                            17,054      12,219     12,081     11,908     11,843     11,791     11,741',\n",
       " '1   157 04 021       32020 AZ     Hayden town (pt.)                             0           1          0          0          0          0          0',\n",
       " '1   157 04 021       37200 AZ     Kearny town                               2,249       2,415      2,436      2,450      2,453      2,442      2,414',\n",
       " '1   157 04 021       43990 AZ     Mammoth town                              1,762       2,615      2,535      2,430      2,336      2,255      2,163',\n",
       " '1   157 04 021       58150 AZ     Queen Creek town (pt.)                      119         100         95         91         87         84         79',\n",
       " '1   157 04 021       71300 AZ     Superior town                             3,254       3,619      3,652      3,673      3,679      3,667      3,629',\n",
       " '1   157 04 021       83790 AZ     Winkelman town (pt.)                          4           0          0          0          0          0          0',\n",
       " '1   157 04 021             AZ     Balance of Pinal County                  80,359      71,052     68,820     65,898     63,239     60,946     58,373',\n",
       " '1   050 04 023             AZ   Santa Cruz County                          38,381      40,396     39,283     38,172     37,245     36,187     35,825',\n",
       " '1   157 04 023       49640 AZ     Nogales city                             20,878      22,636     22,385     22,129     21,974     21,694     21,943',\n",
       " '1   157 04 023       53490 AZ     Patagonia town                              881         995        984        970        961        948        958',\n",
       " '1   157 04 023             AZ     Balance of Santa Cruz County             16,622      16,481     15,914     15,073     14,310     13,545     12,924',\n",
       " '1   050 04 025             AZ   Yavapai County                            167,517     157,249    152,612    148,735    144,316    140,068    134,789',\n",
       " '1   157 04 025       09690 AZ     Camp Verde town                           9,451       8,142      8,046      7,964      7,789      7,594      7,379',\n",
       " '1   157 04 025       12840 AZ     Chino Valley town                         7,835       7,211      7,038      6,826      6,667      6,509      6,350',\n",
       " '1   157 04 025       13890 AZ     Clarkdale town                            3,422       3,083      3,033      2,968      2,871      2,789      2,689',\n",
       " '1   157 04 025       16410 AZ     Cottonwood city                           9,179       8,930      8,572      8,108      7,673      7,344      7,101',\n",
       " '1   157 04 025       36290 AZ     Jerome town                                 329         452        457        463        456        437        428',\n",
       " '1   157 04 025       54050 AZ     Peoria city (pt.)                             1          12         12         11         10          9          9',\n",
       " '1   157 04 025       57380 AZ     Prescott city                            33,938      35,586     35,053     34,650     34,033     33,497     32,555',\n",
       " '1   157 04 025       57450 AZ     Prescott Valley town                     23,535      21,512     20,659     19,705     18,750     17,739     16,131',\n",
       " '1   157 04 025       65350 AZ     Sedona city (pt.)                         7,229       7,274      7,152      6,998      6,781      6,504      6,307',\n",
       " '1   157 04 025             AZ     Balance of Yavapai County                72,598      63,865     62,590     61,042     59,286     57,646     55,840',\n",
       " '1   050 04 027             AZ   Yuma County                               160,026     138,545    135,530    131,739    129,087    124,979    121,807',\n",
       " '1   157 04 027       63470 AZ     San Luis city                            15,322      14,665     13,496     11,944     10,215      9,076      8,217',\n",
       " '1   157 04 027       68080 AZ     Somerton city                             7,266       6,847      6,675      6,341      6,204      5,888      5,649',\n",
       " '1   157 04 027       81480 AZ     Wellton town                              1,829       1,215      1,200      1,180      1,159      1,143      1,129',\n",
       " '1   157 04 027       85540 AZ     Yuma city                                77,515      62,664     62,812     62,498     63,022     61,678     60,833',\n",
       " '1   157 04 027             AZ     Balance of Yuma County                   58,094      52,381     51,347     49,776     48,487     47,194     45,979',\n",
       " '1   040 05 000             AR Arkansas                                  2,673,400   2,576,476  2,558,581  2,543,887  2,529,275  2,510,890  2,484,822',\n",
       " '1   050 05 001             AR   Arkansas County                            20,749      20,439     20,745     20,699     20,801     20,982     21,000',\n",
       " '1   157 05 001       01030 AR     Almyra town                                 319         304        306        305        304        307        306',\n",
       " '1   157 05 001       18790 AR     De Witt city                              3,552       3,324      3,364      3,366      3,391      3,419      3,431',\n",
       " '1   157 05 001       26980 AR     Gillett city                                819         831        840        838        844        850        849',\n",
       " '1   157 05 001       33850 AR     Humphrey city (pt.)                         407         382        383        379        379        378        374',\n",
       " '1   157 05 001       61940 AR     St. Charles town                            261         204        205        204        204        205        203',\n",
       " '1   157 05 001       67490 AR     Stuttgart city                            9,745       9,594      9,735      9,746      9,822      9,957     10,007',\n",
       " '1   157 05 001             AR     Balance of Arkansas County                5,646       5,874      5,912      5,861      5,857      5,866      5,830',\n",
       " '1   050 05 003             AR   Ashley County                              24,209      24,207     24,271     24,367     24,372     24,423     24,479',\n",
       " '1   157 05 003       16240 AR     Crossett city                             6,097       6,231      6,270      6,337      6,380      6,446      6,502',\n",
       " '1   157 05 003       24670 AR     Fountain Hill town                          159         204        205        205        204        204        206',\n",
       " '1   157 05 003       29500 AR     Hamburg city                              3,039       3,167      3,175      3,192      3,194      3,190      3,193',\n",
       " '1   157 05 003       46670 AR     Montrose city                               526         537        537        536        535        537        537',\n",
       " '1   157 05 003       53510 AR     Parkdale city                               377         383        383        385        388        389        389',\n",
       " '1   157 05 003       56750 AR     Portland city                               552         538        539        542        546        549        551',\n",
       " '1   157 05 003       75890 AR     Wilmot city                                 786       1,056      1,054      1,055      1,052      1,048      1,047',\n",
       " '1   157 05 003             AR     Balance of Ashley County                 12,673      12,104     12,108     12,115     12,073     12,060     12,054',\n",
       " '1   050 05 005             AR   Baxter County                              38,386      36,930     36,648     36,375     36,260     36,012     35,543',\n",
       " '1   157 05 005       05980 AR     Big Flat town (pt.)                         104          91         90         91         91         93         93',\n",
       " '1   157 05 005       08665 AR     Briarcliff town                             240         259        256        252        249        250        250',\n",
       " '1   157 05 005       15490 AR     Cotter city                                 921         919        918        917        917        919        919',\n",
       " '1   157 05 005       26050 AR     Gassville city                            1,706       1,603      1,594      1,576      1,561      1,556      1,543',\n",
       " '1   157 05 005       38050 AR     Lakeview city                               763         748        735        720        705        687        656',\n",
       " ...]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fname = '../Data/Mine/census/by_city/intercensal_estimates/intercensal_city_estimates_1995_2000.csv'\n",
    "with open(fname) as f:\n",
    "    content = f.readlines()\n",
    "    \n",
    "# you may also want to remove whitespace characters like `\\n` at the end of each line\n",
    "content = [line.strip() for line in content] \n",
    "\n",
    "\n",
    "content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "61706"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['4/1/2000 -----------------------Estimated Population-----------------------',\n",
       " 'Block Summary Level/State/County/MCD/Place/Name                              Census    7/1/2000   7/1/1999   7/1/1998   7/1/1997   7/1/1996   7/1/1995',\n",
       " '',\n",
       " '1   040 01 000             AL Alabama                                   4,447,100   4,385,739  4,369,224  4,350,594  4,320,692  4,290,678  4,263,125',\n",
       " '1   050 01 001             AL   Autauga County                             43,671      43,981     43,021     42,156     41,280     40,241     39,140',\n",
       " '1   157 01 001       03220 AL     Autaugaville town                           820       1,071      1,064      1,054      1,043      1,029      1,015',\n",
       " '1   157 01 001       06460 AL     Billingsley town                            116         152        153        152        153        153        153',\n",
       " '1   157 01 001       48712 AL     Millbrook city (pt.)                         20          15         14         14         14         11         11',\n",
       " '1   157 01 001       62328 AL     Prattville city (pt.)                    23,390      26,498     25,973     25,344     24,711     23,975     23,196',\n",
       " '1   157 01 001             AL     Balance of Autauga County                19,325      15,999     15,817     15,592     15,359     15,073     14,765',\n",
       " '1   050 01 003             AL   Baldwin County                            140,415     139,254    135,671    132,798    128,760    124,243    119,947',\n",
       " '1   157 01 003       04660 AL     Bay Minette city                          7,820       8,165      8,171      8,164      8,055      7,936      7,780',\n",
       " '1   157 01 003       19648 AL     Daphne city                              16,581      16,362     16,170     16,049     15,808     15,492     15,049',\n",
       " '1   157 01 003       23320 AL     Elberta town                                552         521        523        527        529        527        526',\n",
       " '1   157 01 003       25240 AL     Fairhope city                            12,480      13,586     13,282     12,991     12,715     12,472     12,113',\n",
       " '1   157 01 003       26992 AL     Foley city                                7,590       9,396      8,890      8,469      8,010      7,652      7,341',\n",
       " '1   157 01 003       32272 AL     Gulf Shores city                          5,044       4,756      4,678      4,591      4,441      4,221      4,003',\n",
       " '1   157 01 003       44608 AL     Loxley town                               1,348       1,498      1,488      1,481      1,466      1,436      1,405',\n",
       " '1   157 01 003       57144 AL     Orange Beach city                         3,784       4,176      3,965      3,707      3,565      3,255      2,809',\n",
       " '1   157 01 003       65208 AL     Robertsdale city                          3,782       3,778      3,676      3,570      3,437      3,260      3,056',\n",
       " '1   157 01 003       70536 AL     Silverhill town                             616         625        620        628        628        619        616',\n",
       " '1   157 01 003       71976 AL     Spanish Fort city                         5,423       4,221      4,164      4,100      3,984      3,853      3,757',\n",
       " '1   157 01 003       73872 AL     Summerdale town                             655         667        665        665        657        647        639',\n",
       " '1   157 01 003             AL     Balance of Baldwin County                74,740      70,588     69,379     67,856     65,465     62,873     60,853',\n",
       " '1   050 01 005             AL   Barbour County                             29,038      26,706     26,713     26,914     26,739     26,853     26,654',\n",
       " '1   157 01 005       07672 AL     Blue Springs town                           121          50         49         51         50         51         50',\n",
       " '1   157 01 005       15376 AL     Clayton town                              1,475       1,461      1,478      1,516      1,537      1,572      1,589',\n",
       " '1   157 01 005       15640 AL     Clio town                                 2,206       2,515      2,510      2,507      2,402      2,406      2,339',\n",
       " '1   157 01 005       24568 AL     Eufaula city                             13,908      13,228     13,273     13,427     13,432     13,537     13,529',\n",
       " '1   157 01 005       44344 AL     Louisville town                             612         716        717        726        727        733        731',\n",
       " '1   157 01 005             AL     Balance of Barbour County                10,716       8,734      8,686      8,687      8,591      8,554      8,416',\n",
       " '1   050 01 007             AL   Bibb County                                20,826      19,785     19,551     18,980     18,638     18,253     17,985',\n",
       " '1   157 01 007       09136 AL     Brent city                                4,024       3,276      3,245      3,150      3,093      3,034      2,997',\n",
       " '1   157 01 007       13672 AL     Centreville city                          2,466       2,499      2,520      2,507      2,523      2,520      2,512',\n",
       " '1   157 01 007       55018 AL     North Bibb town (pt.)                       986         905        895        868        845        819        800',\n",
       " '1   157 01 007       78264 AL     Vance town (pt.)                             36          65         63         61         61         60         59',\n",
       " '1   157 01 007       80928 AL     West Blocton town                         1,372       1,756      1,741      1,691      1,661      1,631      1,614',\n",
       " '1   157 01 007             AL     Balance of Bibb County                   11,942      11,223     11,087     10,703     10,455     10,189     10,003',\n",
       " '1   050 01 009             AL   Blount County                              51,024      47,994     47,308     46,276     44,889     43,538     42,581',\n",
       " '1   157 01 009       01396 AL     Allgood town                                629         700        689        666        638        612        590',\n",
       " '1   157 01 009       01660 AL     Altoona town (pt.)                           15           3          3          3          3          3          3',\n",
       " '1   157 01 009       07456 AL     Blountsville town                         1,768       1,659      1,656      1,636      1,603      1,567      1,549',\n",
       " '1   157 01 009       15472 AL     Cleveland town                            1,241       1,101      1,093      1,072      1,044      1,017        999',\n",
       " '1   157 01 009       17968 AL     County Line town (pt.)                      133         180        177        169        161        154        145',\n",
       " '1   157 01 009       29032 AL     Garden City town (pt.)                        0           1          0          0          0          0          0',\n",
       " '1   157 01 009       33640 AL     Hayden town                                 470         487        481        467        452        435        424',\n",
       " '1   157 01 009       34480 AL     Highland Lake town                          408         327        328        325        320        316        313',\n",
       " '1   157 01 009       43888 AL     Locust Fork town                          1,016         782        771        750        723        695        675',\n",
       " '1   157 01 009       53448 AL     Nectar town                                 372         279        277        271        264        256        252',\n",
       " '1   157 01 009       57000 AL     Oneonta city                              5,576       5,496      5,429      5,380      5,259      5,123      5,063',\n",
       " '1   157 01 009       66408 AL     Rosa town                                   313         266        264        260        253        248        244',\n",
       " '1   157 01 009       71280 AL     Snead town                                  748         823        817        801        779        759        744',\n",
       " '1   157 01 009       74160 AL     Susan Moore town                            721         643        640        626        610        594        583',\n",
       " '1   157 01 009       79944 AL     Warrior city (pt.)                            0           0          0          0          0          0          0',\n",
       " '1   157 01 009             AL     Balance of Blount County                 37,614      35,069     34,683     33,850     32,780     31,759     30,997',\n",
       " '1   050 01 011             AL   Bullock County                             11,714      11,262     11,354     11,300     11,312     11,305     11,208',\n",
       " '1   157 01 011       48424 AL     Midway town                                 457         450        455        458        460        464        463',\n",
       " '1   157 01 011       77880 AL     Union Springs city                        3,670       4,330      4,349      4,262      4,270      4,246      4,183',\n",
       " '1   157 01 011             AL     Balance of Bullock County                 7,587       6,503      6,550      6,580      6,582      6,595      6,562',\n",
       " '1   050 01 013             AL   Butler County                              21,399      21,238     21,517     21,639     21,769     21,802     21,772',\n",
       " '1   157 01 013       29560 AL     Georgiana town                            1,737       1,851      1,885      1,902      1,924      1,934      1,940',\n",
       " '1   157 01 013       31912 AL     Greenville city                           7,228       7,410      7,456      7,538      7,602      7,677      7,710',\n",
       " '1   157 01 013       45496 AL     McKenzie town (pt.)                         642         541        549        556        561        562        564',\n",
       " '1   157 01 013             AL     Balance of Butler County                 11,792      11,503     11,627     11,643     11,682     11,629     11,558',\n",
       " '1   050 01 015             AL   Calhoun County                            112,249     111,231    114,767    117,046    117,135    116,580    116,701',\n",
       " '1   157 01 015       01852 AL     Anniston city                            24,276      26,373     27,272     27,719     28,087     28,264     28,597',\n",
       " '1   157 01 015       07552 AL     Blue Mountain town                          233         182        190        195        199        203        208',\n",
       " '1   157 01 015       29992 AL     Glencoe city (pt.)                            9          17         18         16         16         16         13',\n",
       " '1   157 01 015       35152 AL     Hobson City town                            878         823        847        856        864        867        874',\n",
       " '1   157 01 015       38272 AL     Jacksonville city                         8,404      10,090     10,189     10,132     10,030      9,967      9,933',\n",
       " '1   157 01 015       56472 AL     Ohatchee town                             1,215       1,127      1,151      1,148      1,142      1,127      1,121',\n",
       " '1   157 01 015       57576 AL     Oxford city (pt.)                        12,357      12,649     12,771     12,563     12,364     12,088     11,907',\n",
       " '1   157 01 015       59640 AL     Piedmont city (pt.)                       5,120       5,230      5,399      5,466      5,515      5,526      5,568',\n",
       " '1   157 01 015       71832 AL     Southside city (pt.)                        130         177        177        175        172        166        163',\n",
       " '1   157 01 015       80352 AL     Weaver city                               2,619       2,864      2,935      2,947      2,968      2,975      2,992',\n",
       " '1   157 01 015             AL     Balance of Calhoun County                57,008      52,567     53,818     55,829     55,778     55,381     55,325',\n",
       " '1   050 01 017             AL   Chambers County                            36,583      36,529     36,455     36,742     36,640     36,856     37,135',\n",
       " '1   157 01 017       26200 AL     Five Points town                            146         191        191        195        199        201        204',\n",
       " '1   157 01 017       40672 AL     La Fayette city                           3,234       2,991      3,006      3,060      3,078      3,110      3,147',\n",
       " '1   157 01 017       41296 AL     Lanett city                               7,897       8,379      8,426      8,594      8,643      8,748      8,865',\n",
       " '1   157 01 017       78204 AL     Valley city                               9,198       9,347      9,307      9,292      9,238      9,344      9,466',\n",
       " '1   157 01 017       80256 AL     Waverly town (pt.)                          137         122        122        125        123        125        127',\n",
       " '1   157 01 017             AL     Balance of Chambers County               15,971      15,475     15,403     15,476     15,359     15,328     15,326',\n",
       " '1   050 01 019             AL   Cherokee County                            23,988      22,191     21,894     21,835     21,598     21,276     20,955',\n",
       " '1   157 01 019       12760 AL     Cedar Bluff town                          1,467       1,525      1,518      1,518      1,496      1,475      1,460',\n",
       " '1   157 01 019       13648 AL     Centre city                               3,216       3,311      3,266      3,239      3,207      3,208      3,192',\n",
       " '1   157 01 019       16600 AL     Collinsville town (pt.)                       8          10         10         11          9          9          9',\n",
       " '1   157 01 019       29296 AL     Gaylesville town                            140         151        151        153        153        152        151',\n",
       " '1   157 01 019       42016 AL     Leesburg town                               799         732        724        719        708        692        678',\n",
       " '1   157 01 019       59640 AL     Piedmont city (pt.)                           0           2          2          2          2          2          2',\n",
       " '1   157 01 019       67920 AL     Sand Rock town (pt.)                        477         492        489        491        491        486        480',\n",
       " '1   157 01 019             AL     Balance of Cherokee County               17,881      15,891     15,734     15,702     15,532     15,252     14,983',\n",
       " '1   050 01 021             AL   Chilton County                             39,593      38,357     37,550     36,920     36,310     35,628     34,849',\n",
       " '1   157 01 021       11416 AL     Calera city (pt.)                            79          23         22         20         20         18         17',\n",
       " '1   157 01 021       15136 AL     Clanton city                              7,800       9,225      9,063      8,885      8,777      8,648      8,478',\n",
       " '1   157 01 021       38608 AL     Jemison town                              2,248       2,433      2,406      2,380      2,349      2,314      2,273',\n",
       " '1   157 01 021       46504 AL     Maplesville town                            672         861        850        838        825        805        785',\n",
       " '1   157 01 021       76080 AL     Thorsby town                              1,820       2,036      1,989      1,945      1,907      1,871      1,833',\n",
       " '1   157 01 021             AL     Balance of Chilton County                26,974      23,572     23,220     22,852     22,432     21,972     21,463',\n",
       " '1   050 01 023             AL   Choctaw County                             15,922      15,534     15,581     15,834     15,882     15,989     15,991',\n",
       " '1   157 01 023       11032 AL     Butler city                               1,952       1,687      1,711      1,770      1,809      1,854      1,863',\n",
       " '1   157 01 023       29704 AL     Gilbertown town                             187         242        242        247        248        250        251',\n",
       " '1   157 01 023       43384 AL     Lisman town                                 653         553        560        573        574        580        587',\n",
       " '1   157 01 023       53472 AL     Needham town                                 97          93         93         96         97         98         97',\n",
       " '1   157 01 023       58968 AL     Pennington town                             353         302        301        305        305        306        306',\n",
       " '1   157 01 023       70416 AL     Silas town                                  529         480        482        491        493        498        502',\n",
       " '1   157 01 023       76632 AL     Toxey town                                  152         207        206        210        210        211        212',\n",
       " '1   157 01 023             AL     Balance of Choctaw County                11,999      11,980     11,986     12,142     12,146     12,192     12,173',\n",
       " '1   050 01 025             AL   Clarke County                              27,867      28,817     28,787     28,524     28,611     28,076     27,935',\n",
       " '1   157 01 025       16264 AL     Coffeeville town                            360         444        445        442        443        437        433',\n",
       " '1   157 01 025       28504 AL     Fulton town                                 308         399        398        396        397        392        389',\n",
       " '1   157 01 025       32080 AL     Grove Hill town                           1,438       1,584      1,596      1,597      1,592      1,527      1,536',\n",
       " '1   157 01 025       38152 AL     Jackson city                              5,419       6,261      6,281      6,221      6,247      6,142      6,114',\n",
       " '1   157 01 025       75960 AL     Thomasville city                          4,649       4,627      4,594      4,562      4,592      4,534      4,527',\n",
       " '1   157 01 025             AL     Balance of Clarke County                 15,693      15,490     15,473     15,306     15,340     15,044     14,936',\n",
       " '1   050 01 027             AL   Clay County                                14,254      14,100     14,009     13,971     13,835     13,625     13,499',\n",
       " '1   157 01 027       02860 AL     Ashland city                              1,965       2,145      2,148      2,160      2,149      2,124      2,106',\n",
       " '1   157 01 027       43264 AL     Lineville city                            2,401       2,655      2,614      2,561      2,541      2,509      2,497',\n",
       " '1   157 01 027             AL     Balance of Clay County                    9,888       9,275      9,247      9,250      9,145      8,992      8,896',\n",
       " '1   050 01 029             AL   Cleburne County                            14,123      14,628     14,462     14,294     14,092     13,522     13,302',\n",
       " '1   157 01 029       23176 AL     Edwardsville town                           186         139        138        136        134        128        126',\n",
       " '1   157 01 029       28432 AL     Fruithurst city                             270         208        206        204        199        190        187',\n",
       " '1   157 01 029       33976 AL     Heflin city                               3,002       3,329      3,304      3,287      3,266      3,170      3,154',\n",
       " '1   157 01 029       63408 AL     Ranburne town                               459         501        497        492        488        468        460',\n",
       " '1   157 01 029             AL     Balance of Cleburne County               10,206      10,407     10,317     10,175     10,005      9,566      9,375',\n",
       " '1   050 01 031             AL   Coffee County                              43,615      41,955     42,173     42,178     42,036     42,123     42,327',\n",
       " '1   157 01 031       23296 AL     Elba city                                 4,185       4,198      4,236      4,226      4,248      4,301      4,314',\n",
       " '1   157 01 031       24184 AL     Enterprise city (pt.)                    20,993      21,170     21,235     21,268     21,156     21,096     21,160',\n",
       " '1   157 01 031       40096 AL     Kinston town                                602         594        597        597        599        604        609',\n",
       " '1   157 01 031       53856 AL     New Brockton town                         1,250       1,165      1,179      1,192      1,199      1,215      1,236',\n",
       " '1   157 01 031             AL     Balance of Coffee County                 16,585      14,877     14,926     14,895     14,834     14,907     15,008',\n",
       " '1   050 01 033             AL   Colbert County                             54,984      52,539     52,428     52,874     53,090     52,620     52,413',\n",
       " '1   157 01 033       14152 AL     Cherokee town                             1,237       1,425      1,427      1,446      1,461      1,461      1,466',\n",
       " '1   157 01 033       42160 AL     Leighton town                               849         965        966        977        987        985        989',\n",
       " '1   157 01 033       43648 AL     Littleville town                            978         973        963        961        958        942        941',\n",
       " '1   157 01 033       53016 AL     Muscle Shoals city                       11,924      11,168     11,062     11,010     10,861     10,569     10,284',\n",
       " '1   157 01 033       69648 AL     Sheffield city                            9,652       9,789      9,858     10,065     10,254     10,320     10,380',\n",
       " '1   157 01 033       77280 AL     Tuscumbia city                            7,856       8,192      8,216      8,351      8,425      8,347      8,422',\n",
       " '1   157 01 033             AL     Balance of Colbert County                22,488      19,992     19,936     20,064     20,144     19,996     19,931',\n",
       " '1   050 01 035             AL   Conecuh County                             14,089      13,622     13,751     13,876     14,036     14,175     14,086',\n",
       " '1   157 01 035       12496 AL     Castleberry town                            590         673        677        681        686        690        683',\n",
       " '1   157 01 035       24808 AL     Evergreen city                            3,630       3,632      3,665      3,708      3,786      3,867      3,881',\n",
       " '1   157 01 035       45496 AL     McKenzie town (pt.)                           2           3          3          3          3          3          3',\n",
       " '1   157 01 035       64368 AL     Repton town                                 280         282        285        289        290        293        292',\n",
       " '1   157 01 035             AL     Balance of Conecuh County                 9,587       9,062      9,121      9,195      9,271      9,322      9,227',\n",
       " '1   050 01 037             AL   Coosa County                               12,202      11,719     11,679     11,603     11,587     11,550     11,694',\n",
       " '1   157 01 037       30640 AL     Goodwater city                            1,633       1,752      1,763      1,779      1,793      1,806      1,861',\n",
       " '1   157 01 037       65472 AL     Rockford town                               428         472        471        469        469        469        477',\n",
       " '1   157 01 037             AL     Balance of Coosa County                  10,141       9,483      9,445      9,355      9,325      9,275      9,356',\n",
       " '1   050 01 039             AL   Covington County                           37,631      37,114     37,429     37,407     37,434     37,412     37,254',\n",
       " '1   157 01 039       01708 AL     Andalusia city                            8,794       8,665      8,795      8,905      9,031      9,140      9,212',\n",
       " '1   157 01 039       03556 AL     Babbie town                                 627         661        658        649        640        631        618',\n",
       " '1   157 01 039       12160 AL     Carolina town                               248         224        224        220        220        218        214',\n",
       " '1   157 01 039       26848 AL     Florala city                              1,964       1,869      1,898      1,921      1,948      1,973      1,987',\n",
       " '1   157 01 039       28936 AL     Gantt town                                  241         282        282        281        279        277        276',\n",
       " '1   157 01 039       33904 AL     Heath town                                  249         225        225        223        220        219        215',\n",
       " '1   157 01 039       36088 AL     Horn Hill town                              235         274        273        268        263        258        252',\n",
       " '1   157 01 039       42808 AL     Libertyville town                           106         147        147        146        146        144        141',\n",
       " '1   157 01 039       43816 AL     Lockhart town                               548         476        480        481        484        485        486',\n",
       " '1   157 01 039       57024 AL     Onycha town                                 208         183        182        177        174        171        167',\n",
       " '1   157 01 039       57120 AL     Opp city                                  6,607       6,722      6,806      6,844      6,869      6,922      6,956',\n",
       " '1   157 01 039       63768 AL     Red Level town                              556         616        619        617        616        612        608',\n",
       " '1   157 01 039       64776 AL     River Falls town                            616         760        758        749        741        731        721',\n",
       " '1   157 01 039       68016 AL     Sanford town                                269         334        333        327        323        316        309',\n",
       " '1   157 01 039             AL     Balance of Covington County              16,363      15,749     15,749     15,599     15,480     15,315     15,092',\n",
       " '1   050 01 041             AL   Crenshaw County                            13,665      13,707     13,595     13,608     13,698     13,583     13,590',\n",
       " '1   157 01 041       09016 AL     Brantley town                               920         860        865        882        902        912        931',\n",
       " '1   157 01 041       21448 AL     Dozier town                                 391         462        462        465        470        469        474',\n",
       " '1   157 01 041       30160 AL     Glenwood town                               191         194        193        193        194        193        194',\n",
       " '1   157 01 041       44728 AL     Luverne city                              2,635       2,458      2,467      2,509      2,563      2,567      2,574',\n",
       " '1   157 01 041       59328 AL     Petrey town                                  63          75         75         75         77         77         79',\n",
       " '1   157 01 041       67176 AL     Rutledge town                               476         622        614        610        609        598        594',\n",
       " '1   157 01 041             AL     Balance of Crenshaw County                8,989       9,006      8,919      8,874      8,883      8,767      8,744',\n",
       " '1   050 01 043             AL   Cullman County                             77,483      76,099     75,685     74,977     74,087     73,412     72,288',\n",
       " '1   157 01 043       02116 AL     Arab city (pt.)                              28          37         35         36         34         32         30',\n",
       " '1   157 01 043       03676 AL     Baileyton town                              684         743        742        736        729        726        719',\n",
       " '1   157 01 043       16684 AL     Colony town                                 385         329        327        320        312        306        298',\n",
       " '1   157 01 043       18976 AL     Cullman city                             13,995      14,594     14,639     14,612     14,529     14,464     14,375',\n",
       " '1   157 01 043       20955 AL     Dodge City town                             612         470        466        462        453        448        439',\n",
       " '1   157 01 043       25384 AL     Fairview town                               522         559        557        551        542        540        532',\n",
       " '1   157 01 043       29032 AL     Garden City town (pt.)                      564         598        601        601        601        603        602',\n",
       " '1   157 01 043       30496 AL     Good Hope town                            1,966       1,970      1,962      1,943      1,921      1,906      1,882',\n",
       " '1   157 01 043       32968 AL     Hanceville city                           2,951       3,104      3,023      3,029      3,020      2,940      2,685',\n",
       " '1   157 01 043       35560 AL     Holly Pond town                             645         674        674        672        668        668        665',\n",
       " '1   157 01 043       71900 AL     South Vinemont town                         425         612        597        577        569        566        558',\n",
       " '1   157 01 043       81528 AL     West Point town                             295         291        289        288        283        282        278',\n",
       " '1   157 01 043             AL     Balance of Cullman County                54,411      52,004     51,773     51,150     50,426     49,931     49,225',\n",
       " '1   050 01 045             AL   Dale County                                49,129      49,048     49,032     48,914     49,115     49,475     50,251',\n",
       " '1   157 01 045       02428 AL     Ariton town                                 772         671        687        677        700        736        794',\n",
       " '1   157 01 045       15304 AL     Clayhatchee town                            501         430        439        430        442        460        493',\n",
       " '1   157 01 045       19360 AL     Daleville city                            4,653       5,464      5,546      5,440      5,582      5,815      6,224',\n",
       " '1   157 01 045       21184 AL     Dothan city (pt.)                           650         855        851        804        799        806        824',\n",
       " '1   157 01 045       24184 AL     Enterprise city (pt.)                       185         366        368        352        352        353        365',\n",
       " '1   157 01 045       32056 AL     Grimes town                                 459         402        412        408        421        440        476',\n",
       " '1   157 01 045       42472 AL     Level Plains town                         1,544       1,577      1,597      1,549      1,570      1,609      1,686',\n",
       " '1   157 01 045       48400 AL     Midland City town                         1,703       1,688      1,729      1,703      1,749      1,823      1,939',\n",
       " '1   157 01 045       53256 AL     Napier Field town                           404         507        504        496        491        486        479',\n",
       " '1   157 01 045       54480 AL     Newton town                               1,708       1,591      1,626      1,599      1,643      1,714      1,839',\n",
       " '1   157 01 045       57648 AL     Ozark city                               15,119      16,056     15,997     16,074     16,044     15,986     15,956',\n",
       " '1   157 01 045       59832 AL     Pinckard town                               667         677        675        664        653        646        640',\n",
       " '1   157 01 045             AL     Balance of Dale County                   20,764      18,753     18,601     18,718     18,669     18,601     18,536',\n",
       " '1   050 01 047             AL   Dallas County                              46,365      46,262     46,728     46,768     47,107     47,349     47,707',\n",
       " '1   157 01 047       57240 AL     Orrville town                               230         241        246        249        252        256        263',\n",
       " '1   157 01 047       69120 AL     Selma city                               20,512      21,716     21,997     22,223     22,574     22,882     23,262',\n",
       " '1   157 01 047             AL     Balance of Dallas County                 25,623      24,415     24,485     24,296     24,281     24,211     24,182',\n",
       " '1   050 01 049             AL   DeKalb County                              64,452      59,605     59,014     58,305     57,663     57,383     57,293',\n",
       " '1   157 01 049       16600 AL     Collinsville town (pt.)                   1,636       1,478      1,476      1,472      1,466      1,468      1,477',\n",
       " '1   157 01 049       18856 AL     Crossville town                           1,431       1,327      1,328      1,327      1,327      1,333      1,345',\n",
       " '1   157 01 049       27616 AL     Fort Payne city                          12,938      12,835     12,736     12,565     12,502     12,488     12,454',\n",
       " '1   157 01 049       28672 AL     Fyffe town                                  971       1,052      1,053      1,056      1,055      1,065      1,077',\n",
       " '1   157 01 049       29608 AL     Geraldine town                              786         830        828        824        820        823        827',\n",
       " '1   157 01 049       32896 AL     Hammondville town                           486         465        461        455        449        445        445',\n",
       " '1   157 01 049       34096 AL     Henagar town                              2,400       2,137      2,120      2,093      2,062      2,047      2,043',\n",
       " '1   157 01 049       37312 AL     Ider town                                   664         757        754        747        739        736        739',\n",
       " '1   157 01 049       40888 AL     Lakeview town                               163         185        183        179        178        175        175',\n",
       " '1   157 01 049       48064 AL     Mentone town                                451         478        478        477        476        479        484',\n",
       " '1   157 01 049       60372 AL     Pine Ridge town                             243         391        387        380        375        370        369',\n",
       " '1   157 01 049       62075 AL     Powell town                                 926         828        822        815        804        801        799',\n",
       " '1   157 01 049       63336 AL     Rainsville city                           4,499       4,184      4,169      4,143      4,123      4,138      4,166',\n",
       " '1   157 01 049       67920 AL     Sand Rock town (pt.)                         32           3          3          3          3          3          3',\n",
       " '1   157 01 049       69840 AL     Shiloh town                                 289         282        280        278        272        271        271',\n",
       " '1   157 01 049       74400 AL     Sylvania town                             1,186       1,009      1,002        990        978        973        972',\n",
       " '1   157 01 049       78240 AL     Valley Head town                            611         627        626        620        615        613        620',\n",
       " '1   157 01 049             AL     Balance of DeKalb County                 34,740      30,582     30,308     29,881     29,419     29,155     29,027',\n",
       " '1   050 01 051             AL   Elmore County                              65,874      65,542     64,011     61,982     60,322     58,560     57,067',\n",
       " '1   157 01 051       17176 AL     Coosada town                              1,382       1,471      1,444      1,397      1,355      1,309      1,238',\n",
       " '1   157 01 051       20008 AL     Deatsville town                             340         442        438        431        424        417        411',\n",
       " '1   157 01 051       22816 AL     Eclectic town                             1,037       1,455      1,445      1,422      1,403      1,389      1,372',\n",
       " '1   157 01 051       23656 AL     Elmore town                                 199         414        410        403        396        392        383',\n",
       " '1   157 01 051       48712 AL     Millbrook city (pt.)                     10,366      12,090     11,594     10,895     10,029      9,077      8,379',\n",
       " '1   157 01 051       62328 AL     Prattville city (pt.)                       913       1,272      1,229      1,167      1,109      1,054        996',\n",
       " '1   157 01 051       74688 AL     Tallassee city (pt.)                      3,271       3,959      3,948      3,923      3,904      3,907      3,885',\n",
       " '1   157 01 051       81720 AL     Wetumpka city                             5,726       6,976      6,720      6,433      6,198      5,951      5,734',\n",
       " '1   157 01 051             AL     Balance of Elmore County                 42,640      37,072     36,783     35,911     35,504     35,064     34,669',\n",
       " '1   050 01 053             AL   Escambia County                            38,440      36,690     36,720     36,707     36,621     36,384     36,228',\n",
       " '1   157 01 053       03004 AL     Atmore city                               7,676       8,114      8,128      8,156      8,122      8,098      8,183',\n",
       " '1   157 01 053       09208 AL     Brewton city                              5,498       5,854      5,873      5,941      5,966      5,925      5,848',\n",
       " '1   157 01 053       22216 AL     East Brewton city                         2,496       2,702      2,678      2,642      2,636      2,622      2,636',\n",
       " '1   157 01 053       26824 AL     Flomaton town                             1,588       1,793      1,796      1,810      1,812      1,810      1,820',\n",
       " '1   157 01 053       61536 AL     Pollard town                                120          98         99         99         98         97         97',\n",
       " '1   157 01 053       65016 AL     Riverview town                               99         102        101         99         98         97         95',\n",
       " '1   157 01 053             AL     Balance of Escambia County               20,963      18,029     18,045     17,960     17,889     17,735     17,549',\n",
       " '1   050 01 055             AL   Etowah County                             103,459     102,831    103,577    103,984    103,791    102,773    102,099',\n",
       " '1   157 01 055       01660 AL     Altoona town (pt.)                          969         905        921        940        952        956        961',\n",
       " '1   157 01 055       03028 AL     Attalla city                              6,592       6,941      7,063      7,174      7,216      7,236      7,238',\n",
       " '1   157 01 055       07912 AL     Boaz city (pt.)                             646         646        651        662        667        667        664',\n",
       " '1   157 01 055       28696 AL     Gadsden city                             38,978      42,110     42,138     42,160     41,995     41,493     41,429',\n",
       " '1   157 01 055       29992 AL     Glencoe city (pt.)                        5,143       5,026      5,073      5,109      5,107      5,036      4,974',\n",
       " '1   157 01 055       35392 AL     Hokes Bluff city                          4,149       4,684      4,622      4,533      4,455      4,350      4,202',\n",
       " '1   157 01 055       51672 AL     Mountainboro town                           338         311        317        321        324        323        325',\n",
       " '1   157 01 055       63288 AL     Rainbow City city                         8,428       8,665      8,751      8,779      8,736      8,643      8,507',\n",
       " '1   157 01 055       63984 AL     Reece City town                             634         675        680        684        689        690        687',\n",
       " '1   157 01 055       64656 AL     Ridgeville town                             158         237        241        243        245        245        245',\n",
       " '1   157 01 055       68280 AL     Sardis City town                          1,438       1,438      1,397      1,382      1,391      1,378      1,368',\n",
       " '1   157 01 055       71832 AL     Southside city (pt.)                      6,906       6,754      6,797      6,791      6,712      6,558      6,411',\n",
       " '1   157 01 055       79728 AL     Walnut Grove town                           710         754        761        767        767        759        752',\n",
       " '1   157 01 055             AL     Balance of Etowah County                 28,370      23,857     24,165     24,439     24,535     24,439     24,336',\n",
       " '1   050 01 057             AL   Fayette County                             18,495      18,064     18,103     18,115     18,108     18,064     18,010',\n",
       " '1   157 01 057       05164 AL     Belk town                                   214         269        268        268        265        264        262',\n",
       " '1   157 01 057       05932 AL     Berry town                                1,238       1,284      1,282      1,280      1,273      1,262      1,251',\n",
       " '1   157 01 057       25840 AL     Fayette city                              4,922       4,504      4,535      4,562      4,621      4,665      4,710',\n",
       " '1   157 01 057       29944 AL     Glen Allen town (pt.)                       396         447        447        446        443        439        435',\n",
       " '1   157 01 057       32536 AL     Gu-Win town (pt.)                             0           0          0          0          0          0          0',\n",
       " '1   157 01 057       82992 AL     Winfield city (pt.)                         773         484        487        488        489        491        494',\n",
       " '1   157 01 057             AL     Balance of Fayette County                10,952      11,083     11,084     11,071     11,017     10,943     10,858',\n",
       " '1   050 01 059             AL   Franklin County                            31,223      29,727     29,789     29,702     29,610     29,400     29,191',\n",
       " '1   157 01 059       35200 AL     Hodges town                                 261         287        289        287        287        285        282',\n",
       " '1   157 01 059       59496 AL     Phil Campbell town                        1,091       1,307      1,315      1,319      1,323      1,326      1,327',\n",
       " '1   157 01 059       63576 AL     Red Bay city                              3,374       3,635      3,627      3,623      3,620      3,612      3,607',\n",
       " '1   157 01 059       67056 AL     Russellville city                         8,971       8,583      8,618      8,618      8,587      8,487      8,393',\n",
       " '1   157 01 059       78984 AL     Vina town                                   400         371        373        371        372        370        370',\n",
       " '1   157 01 059             AL     Balance of Franklin County               17,126      15,555     15,567     15,484     15,421     15,320     15,212',\n",
       " '1   050 01 061             AL   Geneva County                              25,764      25,181     25,005     24,851     24,841     24,748     24,651',\n",
       " '1   157 01 061       07120 AL     Black town                                  202         193        191        188        188        186        185',\n",
       " '1   157 01 061       16240 AL     Coffee Springs town                         251         312        312        312        313        311        311',\n",
       " '1   157 01 061       24616 AL     Eunola town                                 182         214        211        211        209        209        206',\n",
       " '1   157 01 061       29464 AL     Geneva city                               4,388       4,967      4,946      4,925      4,930      4,919      4,911',\n",
       " '1   157 01 061       33424 AL     Hartford city                             2,369       2,513      2,511      2,512      2,523      2,527      2,537',\n",
       " '1   157 01 061       46264 AL     Malvern town                              1,215       1,059      1,049      1,037      1,032      1,026      1,020',\n",
       " '1   157 01 061       67800 AL     Samson city                               2,071       2,224      2,222      2,224      2,238      2,246      2,254',\n",
       " '1   157 01 061       71040 AL     Slocomb city                              2,052       1,975      1,968      1,958      1,968      1,969      1,958',\n",
       " '1   157 01 061       75096 AL     Taylor town (pt.)                            10           2          2          2          2          1          1',\n",
       " '1   157 01 061             AL     Balance of Geneva County                 13,024      11,674     11,593     11,482     11,438     11,354     11,268',\n",
       " '1   050 01 063             AL   Greene County                               9,974       9,691      9,755      9,843      9,931      9,970      9,938',\n",
       " '1   157 01 063       08104 AL     Boligee town                                369         400        402        406        409        412        410',\n",
       " '1   157 01 063       24664 AL     Eutaw city                                1,878       1,861      1,889      1,947      2,007      2,061      2,102',\n",
       " '1   157 01 063       27376 AL     Forkland town                               629         733        734        733        734        731        722',\n",
       " '1   157 01 063       77616 AL     Union town                                  227         325        325        326        327        326        324',\n",
       " '1   157 01 063             AL     Balance of Greene County                  6,871       6,387      6,405      6,431      6,454      6,440      6,380',\n",
       " '1   050 01 065             AL   Hale County                                17,185      17,098     16,841     16,737     16,441     16,356     16,201',\n",
       " '1   157 01 065       00676 AL     Akron town                                  521         489        486        486        479        479        479',\n",
       " '1   157 01 065       31720 AL     Greensboro city                           2,731       3,096      3,087      3,103      3,079      3,095      3,096',\n",
       " '1   157 01 065       51648 AL     Moundville town (pt.)                     1,580       1,329      1,305      1,311      1,302      1,310      1,313',\n",
       " '1   157 01 065       53784 AL     Newbern town                                231         232        230        231        228        229        229',\n",
       " '1   157 01 065             AL     Balance of Hale County                   12,122      11,885     11,733     11,606     11,353     11,243     11,084',\n",
       " '1   050 01 067             AL   Henry County                               16,310      15,993     15,790     15,791     15,697     15,568     15,684',\n",
       " '1   157 01 067       00124 AL     Abbeville city                            2,987       3,032      3,030      3,066      3,074      3,081      3,135',\n",
       " '1   157 01 067       21184 AL     Dothan city (pt.)                             5          11         10         10         10         11         11',\n",
       " '1   157 01 067       32656 AL     Haleburg town                               108          90         90         91         92         93         95',\n",
       " '1   157 01 067       33856 AL     Headland city                             3,523       3,582      3,529      3,500      3,476      3,447      3,462',\n",
       " '1   157 01 067       54600 AL     Newville town                               553         510        511        520        525        526        538',\n",
       " '1   157 01 067             AL     Balance of Henry County                   9,134       8,715      8,620      8,604      8,520      8,410      8,443',\n",
       " '1   050 01 069             AL   Houston County                             88,787      86,550     86,077     85,538     85,120     84,683     83,820',\n",
       " '1   157 01 069       02836 AL     Ashford city                              1,853       1,953      1,955      1,956      1,958      1,960      1,951',\n",
       " '1   157 01 069       03364 AL     Avon town                                   466         509        507        498        490        479        473',\n",
       " '1   157 01 069       16744 AL     Columbia town                               804         982        978        970        962        954        944',\n",
       " '1   157 01 069       17824 AL     Cottonwood town                           1,170       1,284      1,294      1,302      1,313      1,322      1,328',\n",
       " '1   157 01 069       18088 AL     Cowarts town                              1,546       1,531      1,523      1,509      1,497      1,483      1,463',\n",
       " '1   157 01 069       21184 AL     Dothan city (pt.)                        57,082      57,658     57,446     57,158     56,960     56,776     56,246',\n",
       " '1   157 01 069       30760 AL     Gordon town                                 408         495        495        493        487        488        484',\n",
       " '1   157 01 069       40072 AL     Kinsey town                               1,796       1,738      1,721      1,699      1,702      1,697      1,678',\n",
       " '1   157 01 069       45904 AL     Madrid town                                 303         273        271        264        251        238        224',\n",
       " '1   157 01 069       64152 AL     Rehobeth town                               993         763        761        760        761        757        756',\n",
       " '1   157 01 069       75096 AL     Taylor town (pt.)                         1,888       1,791      1,788      1,779      1,767      1,757      1,741',\n",
       " '1   157 01 069       80376 AL     Webb town                                 1,298       1,142      1,134      1,119      1,108      1,092      1,074',\n",
       " '1   157 01 069             AL     Balance of Houston County                19,180      16,301     16,204     16,031     15,864     15,680     15,458',\n",
       " '1   050 01 071             AL   Jackson County                             53,926      52,034     51,588     51,340     50,703     50,653     49,939',\n",
       " '1   157 01 071       09328 AL     Bridgeport city                           2,728       2,860      2,859      2,872      2,863      2,893      2,883',\n",
       " '1   157 01 071       21952 AL     Dutton town                                 310         296        294        293        290        290        286',\n",
       " '1   157 01 071       35632 AL     Hollywood town                              950         889        889        896        895        906        904',\n",
       " '1   157 01 071       37264 AL     Hytop town                                  315         186        186        184        181        182        179',\n",
       " '1   157 01 071       41368 AL     Langston town                               254         237        235        233        228        227        223',\n",
       " '1   157 01 071       57696 AL     Paint Rock town                             185         227        225        224        222        223        220',\n",
       " '1   157 01 071       60720 AL     Pisgah town                                 706         789        784        781        771        770        759',\n",
       " '1   157 01 071       61038 AL     Pleasant Groves town                        447         290        288        284        279        278        273',\n",
       " '1   157 01 071       68736 AL     Scottsboro city                          14,762      14,044     14,046     14,097     14,034     14,140     14,072',\n",
       " '1   157 01 071       69000 AL     Section town                                769         898        892        889        878        876        864',\n",
       " '1   157 01 071       70896 AL     Skyline town                                843         835        828        819        806        803        786',\n",
       " '1   157 01 071       73080 AL     Stevenson city                            1,770       2,347      2,328      2,310      2,276      2,269      2,230',\n",
       " '1   157 01 071       83664 AL     Woodville town                              761         859        852        849        839        840        828',\n",
       " '1   157 01 071             AL     Balance of Jackson County                29,126      27,159     26,882     26,609     26,141     25,956     25,432',\n",
       " '1   050 01 073             AL   Jefferson County                          662,047     656,327    657,793    659,925    660,271    662,474    663,186',\n",
       " '1   157 01 073       00460 AL     Adamsville city                           4,965       5,257      5,458      5,511      5,577      5,763      5,865',\n",
       " '1   157 01 073       02320 AL     Argo town (pt.)                              93          93         96         95         94         96         96',\n",
       " '1   157 01 073       05980 AL     Bessemer city                            29,672      28,857     30,083     30,546     30,985     32,167     33,057',\n",
       " '1   157 01 073       07000 AL     Birmingham city (pt.)                   242,307     249,250    248,713    250,800    251,647    251,526    253,227',\n",
       " '1   157 01 073       09400 AL     Brighton city                             3,640       4,008      4,184      4,256      4,341      4,528      4,646',\n",
       " '1   157 01 073       09736 AL     Brookside town                            1,393       1,394      1,450      1,464      1,482      1,538      1,563',\n",
       " '1   157 01 073       12040 AL     Cardiff town                                 82          64         66         67         68         71         73',\n",
       " '1   157 01 073       17968 AL     County Line town (pt.)                      124         137        142        142        145        148        149',\n",
       " '1   157 01 073       25120 AL     Fairfield city                           12,381      10,482     10,972     11,224     11,467     11,964     12,266',\n",
       " '1   157 01 073       28552 AL     Fultondale city                           6,595       6,638      6,885      6,931      6,930      7,122      7,177',\n",
       " '1   157 01 073       29056 AL     Gardendale city                          11,626      10,059     10,288     10,264     10,286     10,512     10,668',\n",
       " '1   157 01 073       31384 AL     Graysville city                           2,344       2,431      2,530      2,568      2,608      2,713      2,776',\n",
       " '1   157 01 073       34024 AL     Helena city (pt.)                             3           0          0          0          0          0          0',\n",
       " '1   157 01 073       35800 AL     Homewood city                            25,043      20,971     21,814     22,183     22,593     23,616     24,244',\n",
       " '1   157 01 073       35896 AL     Hoover city (pt.)                        46,868      52,014     50,758     49,324     47,919     46,095     43,615',\n",
       " '1   157 01 073       36448 AL     Hueytown city                            15,364      14,479     15,035     15,209     15,394     15,943     16,214',\n",
       " '1   157 01 073       37864 AL     Irondale city                             9,813       9,762      9,704      9,618      9,551      9,499      9,538',\n",
       " '1   157 01 073       39856 AL     Kimberly town                             1,801       1,608      1,575      1,484      1,434      1,431      1,434',\n",
       " '1   157 01 073       41968 AL     Leeds city (pt.)                          9,028       9,037      9,297      9,302      9,298      9,499      9,594',\n",
       " '1   157 01 073       43336 AL     Lipscomb city                             2,458       3,077      3,196      3,229      3,270      3,385      3,445',\n",
       " '1   157 01 073       47728 AL     Maytown town                                435         497        514        519        523        542        553',\n",
       " '1   157 01 073       48376 AL     Midfield city                             5,626       4,892      5,114      5,218      5,334      5,582      5,744',\n",
       " '1   157 01 073       51456 AL     Morris town                               1,827       1,795      1,842      1,820      1,773      1,727      1,655',\n",
       " '1   157 01 073       51696 AL     Mountain Brook city                      20,604      19,806     19,797     19,744     19,842     19,974     20,052',\n",
       " '1   157 01 073       52776 AL     Mulga town                                  973         921        962        983      1,004      1,050      1,081',\n",
       " '1   157 01 073       55152 AL     North Johns town                            142         169        176        177        181        187        192',\n",
       " '1   157 01 073       61008 AL     Pleasant Grove city                       9,983       8,885      9,107      9,062      9,059      9,257      9,323',\n",
       " '1   157 01 073       73848 AL     Sumiton city (pt.)                            2           0          0          0          0          0          0',\n",
       " '1   157 01 073       74424 AL     Sylvan Springs town                       1,465       1,669      1,698      1,659      1,665      1,713      1,740',\n",
       " '1   157 01 073       74976 AL     Tarrant city                              7,022       6,881      7,217      7,389      7,583      7,960      8,212',\n",
       " '1   157 01 073       76680 AL     Trafford town                               523         635        659        666        671        697        713',\n",
       " '1   157 01 073       76944 AL     Trussville city (pt.)                    12,875      12,134     12,242     11,874     11,619     11,579     11,308',\n",
       " '1   157 01 073       78552 AL     Vestavia Hills city (pt.)                24,455      22,692     22,179     21,840     21,504     21,129     21,142',\n",
       " '1   157 01 073       79944 AL     Warrior city (pt.)                        3,169       3,376      3,513      3,555      3,606      3,734      3,792',\n",
       " '1   157 01 073       81336 AL     West Jefferson town                         344         392        403        403        405        413        415',\n",
       " '1   157 01 073             AL     Balance of Jefferson County             147,002     142,238    140,124    140,799    140,413    139,314    137,617',\n",
       " '1   050 01 075             AL   Lamar County                               15,904      16,091     16,051     15,998     15,958     15,886     15,874',\n",
       " '1   157 01 075       04948 AL     Beaverton town                              226         327        327        326        325        323        324',\n",
       " '1   157 01 075       20392 AL     Detroit town                                247         285        286        286        288        289        290',\n",
       " '1   157 01 075       39520 AL     Kennedy town                                541         530        529        529        530        529        529',\n",
       " '1   157 01 075       48808 AL     Millport town                             1,160       1,174      1,179      1,188      1,200      1,205      1,213',\n",
       " '1   157 01 075       73728 AL     Sulligent city                            2,151       2,029      2,038      2,048      2,066      2,073      2,088',\n",
       " '1   157 01 075       78480 AL     Vernon city                               2,143       2,430      2,418      2,390      2,312      2,290      2,270',\n",
       " '1   157 01 075             AL     Balance of Lamar County                   9,436       9,304      9,274      9,231      9,237      9,177      9,160',\n",
       " '1   050 01 077             AL   Lauderdale County                          87,966      84,484     84,330     84,214     83,905     83,971     83,440',\n",
       " '1   157 01 077       01756 AL     Anderson town                               354         334        334        334        334        334        333',\n",
       " '1   157 01 077       26896 AL     Florence city                            36,264      38,831     38,885     39,004     39,015     39,224     39,016',\n",
       " '1   157 01 077       39784 AL     Killen town                               1,119       1,033      1,030      1,029      1,025      1,026      1,023',\n",
       " '1   157 01 077       42640 AL     Lexington town                              840         813        813        813        813        814        815',\n",
       " '1   157 01 077       66216 AL     Rogersville town                          1,199       1,205      1,203      1,203      1,200      1,203      1,201',\n",
       " '1   157 01 077       67536 AL     St. Florian town                            335         574        556        534        506        471        431',\n",
       " '1   157 01 077       80064 AL     Waterloo town                               208         254        253        254        252        253        254',\n",
       " '1   157 01 077             AL     Balance of Lauderdale County             47,647      41,389     41,256     41,043     40,760     40,646     40,367',\n",
       " '1   050 01 079             AL   Lawrence County                            34,803      34,058     33,786     33,458     33,277     33,075     32,764',\n",
       " '1   157 01 079       18040 AL     Courtland town                              769         878        874        869        867        865        859',\n",
       " '1   157 01 079       34816 AL     Hillsboro town                              608         580        583        585        589        591        594',\n",
       " '1   157 01 079       51600 AL     Moulton city                              3,260       3,183      3,180      3,182      3,200      3,221      3,237',\n",
       " '1   157 01 079       55044 AL     North Courtland town                        799       1,034      1,024      1,010      1,003        992        977',\n",
       " '1   157 01 079       76584 AL     Town Creek town                           1,216       1,455      1,448      1,437      1,431      1,426      1,414',\n",
       " '1   157 01 079             AL     Balance of Lawrence County               28,151      26,856     26,677     26,375     26,187     25,980     25,683',\n",
       " '1   050 01 081             AL   Lee County                                115,092     103,633    102,093    100,500     98,494     95,465     93,866',\n",
       " '1   157 01 081       03076 AL     Auburn city                              42,987      43,057     42,399     41,430     40,322     39,093     38,649',\n",
       " '1   157 01 081       43744 AL     Loachapoka town                             165         252        253        257        257        255        257',\n",
       " '1   157 01 081       55440 AL     Notasulga town (pt.)                         27          34         34         33         33         31         31',\n",
       " '1   157 01 081       57048 AL     Opelika city                             23,498      24,432     24,272     24,091     23,928     23,375     22,812',\n",
       " '1   157 01 081       59472 AL     Phenix City city (pt.)                    1,980       1,350      1,326      1,291      1,256      1,200      1,157',\n",
       " '1   157 01 081       80256 AL     Waverly town (pt.)                           47          55         56         55         55         54         55',\n",
       " '1   157 01 081             AL     Balance of Lee County                    46,388      34,053     33,753     33,343     32,643     31,457     30,905',\n",
       " '1   050 01 083             AL   Limestone County                           65,676      64,044     63,181     62,237     61,124     59,996     59,175',\n",
       " '1   157 01 083       02260 AL     Ardmore town                              1,034       1,190      1,176      1,157      1,138      1,133      1,132',\n",
       " '1   157 01 083       02956 AL     Athens city                              18,967      20,830     20,603     20,334     19,984     19,685     19,483',\n",
       " '1   157 01 083       20104 AL     Decatur city (pt.)                           83         358        341        318        293        256        231',\n",
       " '1   157 01 083       23488 AL     Elkmont town                                470         414        413        411        408        406        403',\n",
       " '1   157 01 083       37000 AL     Huntsville city (pt.)                       264         563        542        504        465        440        417',\n",
       " '1   157 01 083       42352 AL     Lester town                                 107         101         99         99         97         97         94',\n",
       " '1   157 01 083       45784 AL     Madison city (pt.)                          139         455        421        371        342        322        303',\n",
       " '1   157 01 083       51264 AL     Mooresville town                             59          39         38         38         40         40         40',\n",
       " '1   157 01 083             AL     Balance of Limestone County              44,553      39,869     39,548     39,005     38,357     37,617     37,072',\n",
       " '1   050 01 085             AL   Lowndes County                             13,473      13,233     13,110     13,017     12,874     12,838     12,951',\n",
       " '1   157 01 085       05692 AL     Benton town                                  47          43         44         44         45         45         46',\n",
       " '1   157 01 085       27520 AL     Fort Deposit town                         1,270       1,441      1,436      1,437      1,431      1,437      1,458',\n",
       " '1   157 01 085       30808 AL     Gordonville town                            318         422        420        417        412        415        418',\n",
       " '1   157 01 085       33712 AL     Hayneville town                           1,177         945        943        943        940        944        958',\n",
       " '1   157 01 085       44536 AL     Lowndesboro town                            140         117        118        119        120        122        125',\n",
       " '1   157 01 085       51520 AL     Mosses town                               1,101       1,163      1,153      1,145      1,132      1,129      1,139',\n",
       " '1   157 01 085       81912 AL     White Hall town                           1,014         809        804        803        796        797        806',\n",
       " '1   157 01 085             AL     Balance of Lowndes County                 8,406       8,260      8,192      8,109      7,998      7,949      8,001',\n",
       " '1   050 01 087             AL   Macon County                               24,105      23,031     23,104     23,166     23,079     23,530     23,586',\n",
       " '1   157 01 087       28024 AL     Franklin town                               149         129        131        132        133        137        138',\n",
       " '1   157 01 087       55440 AL     Notasulga town (pt.)                        889         912        915        927        937        947        950',\n",
       " '1   157 01 087       70128 AL     Shorter town                                355         414        415        421        427        434        435',\n",
       " '1   157 01 087       77304 AL     Tuskegee city                            11,846      11,322     11,345     11,293     11,076     11,395     11,400',\n",
       " '1   157 01 087             AL     Balance of Macon County                  10,866      10,269     10,298     10,393     10,506     10,617     10,663',\n",
       " '1   050 01 089             AL   Madison County                            276,700     284,218    280,756    278,157    272,483    270,393    268,792',\n",
       " '1   157 01 089       32440 AL     Gurley town                                 876       1,180      1,176      1,192      1,152      1,146      1,146',\n",
       " '1   157 01 089       37000 AL     Huntsville city (pt.)                   157,952     178,490    177,681    175,902    174,198    173,144    172,126',\n",
       " '1   157 01 089       45784 AL     Madison city (pt.)                       29,190      29,700     28,408     26,947     25,337     24,787     24,295',\n",
       " '1   157 01 089       54168 AL     New Hope city                             2,539       3,106      3,023      2,969      2,812      2,757      2,707',\n",
       " '1   157 01 089       57504 AL     Owens Cross Roads town                    1,124       1,310      1,296      1,295      1,246      1,225      1,220',\n",
       " '1   157 01 089       76824 AL     Triana town                                 458         632        629        634        616        610        611',\n",
       " '1   157 01 089             AL     Balance of Madison County                84,561      68,894     68,543     69,218     67,122     66,724     66,687',\n",
       " '1   050 01 091             AL   Marengo County                             22,539      23,280     23,176     23,344     23,506     23,434     23,496',\n",
       " '1   157 01 091       19912 AL     Dayton town                                  60          76         75         77         77         78         78',\n",
       " '1   157 01 091       20296 AL     Demopolis city                            7,540       7,344      7,364      7,488      7,580      7,557      7,581',\n",
       " '1   157 01 091       25816 AL     Faunsdale town                               87          90         91         91         93         93         95',\n",
       " '1   157 01 091       43240 AL     Linden city                               2,424       2,415      2,409      2,422      2,466      2,494      2,537',\n",
       " '1   157 01 091       53112 AL     Myrtlewood town                             139         190        189        192        195        194        197',\n",
       " '1   157 01 091       62688 AL     Providence town                             311         324        322        322        323        320        318',\n",
       " '1   157 01 091       74304 AL     Sweet Water town                            234         266        266        269        271        272        274',\n",
       " '1   157 01 091       75936 AL     Thomaston town                              383         476        476        482        486        490        494',\n",
       " '1   157 01 091             AL     Balance of Marengo County                11,361      12,070     11,984     12,001     12,015     11,936     11,922',\n",
       " '1   050 01 093             AL   Marion County                              31,214      30,351     30,492     30,843     30,919     30,881     30,483',\n",
       " '1   157 01 093       04852 AL     Bear Creek town                           1,053         979        979        985        980        973        957',\n",
       " '1   157 01 093       09424 AL     Brilliant town                              762         751        756        768        772        774        768',\n",
       " '1   157 01 093       29944 AL     Glen Allen town (pt.)                        46          54         54         55         56         55         55',\n",
       " '1   157 01 093       32224 AL     Guin city                                 2,389       2,393      2,416      2,465      2,490      2,511      2,507',\n",
       " '1   157 01 093       32536 AL     Gu-Win town (pt.)                           204         179        179        182        183        184        183',\n",
       " '1   157 01 093       32560 AL     Hackleburg town                           1,527       1,406      1,417      1,445      1,458      1,467      1,462',\n",
       " '1   157 01 093       32704 AL     Haleyville city (pt.)                        58          53         53         55         54         54         55',\n",
       " '1   157 01 093       32848 AL     Hamilton city                             6,786       6,387      6,441      6,538      6,604      6,621      6,495',\n",
       " '1   157 01 093       82992 AL     Winfield city (pt.)                       3,767       3,762      3,755      3,776      3,771      3,767      3,731',\n",
       " '1   157 01 093             AL     Balance of Marion County                 14,622      14,418     14,442     14,574     14,551     14,475     14,270',\n",
       " '1   050 01 095             AL   Marshall County                            82,231      80,726     80,552     80,186     79,950     79,324     78,130',\n",
       " '1   157 01 095       00988 AL     Albertville city                         17,247      17,133     17,064     16,915     16,806     16,657     16,416',\n",
       " '1   157 01 095       02116 AL     Arab city (pt.)                           7,146       7,490      7,491      7,463      7,451      7,371      7,247',\n",
       " '1   157 01 095       07912 AL     Boaz city (pt.)                           6,765       7,044      7,041      7,056      7,094      7,093      7,021',\n",
       " '1   157 01 095       21328 AL     Douglas town                                530         640        638        637        634        628        618',\n",
       " '1   157 01 095       31096 AL     Grant town                                  665         746        745        741        740        734        725',\n",
       " '1   157 01 095       32416 AL     Guntersville city                         7,395       8,247      8,244      8,256      8,259      8,197      8,082',\n",
       " '1   157 01 095       77784 AL     Union Grove town                             94         135        137        136        138        139        136',\n",
       " '1   157 01 095             AL     Balance of Marshall County               42,389      39,237     39,192     38,982     38,828     38,505     37,885',\n",
       " '1   050 01 097             AL   Mobile County                             399,843     400,636    399,809    398,903    398,281    396,468    395,917',\n",
       " '1   157 01 097       04684 AL     Bayou La Batre city                       2,313       2,342      2,462      2,516      2,622      2,674      2,774',\n",
       " '1   157 01 097       14392 AL     Chickasaw city                            6,364       5,879      6,237      6,444      6,784      6,982      7,308',\n",
       " '1   157 01 097       15064 AL     Citronelle city                           3,659       3,844      4,020      4,056      4,164      4,188      4,279',\n",
       " '1   157 01 097       18304 AL     Creola town                               2,002       2,402      2,469      2,453      2,483      2,445      2,452',\n",
       " '1   157 01 097       19744 AL     Dauphin Island town                       1,371         887        915        906        904        874        876',\n",
       " '1   157 01 097       50000 AL     Mobile city                             198,915     200,619    200,206    200,625    200,345    200,297    200,187',\n",
       " '1   157 01 097       52608 AL     Mount Vernon town                           844       1,113      1,150      1,149      1,171      1,167      1,183',\n",
       " '1   157 01 097       62496 AL     Prichard city                            28,633      30,699     32,304     32,939     34,402     35,234     36,656',\n",
       " '1   157 01 097       68160 AL     Saraland city                            12,288      12,784     13,341     13,452     13,870     14,003     14,355',\n",
       " '1   157 01 097       68352 AL     Satsuma city                              5,687       5,782      6,030      6,139      6,370      6,468      6,675',\n",
       " '1   157 01 097             AL     Balance of Mobile County                137,767     134,022    130,675    128,224    125,166    122,136    119,172',\n",
       " '1   050 01 099             AL   Monroe County                              24,324      23,640     23,851     23,972     24,150     24,395     24,460',\n",
       " '1   157 01 099       04900 AL     Beatrice town                               412         435        438        442        447        451        454',\n",
       " '1   157 01 099       24880 AL     Excel town                                  582         578        583        584        587        592        590',\n",
       " '1   157 01 099       28312 AL     Frisco City town                          1,460       1,609      1,625      1,643      1,664      1,685      1,683',\n",
       " '1   157 01 099       50192 AL     Monroeville city                          6,862       6,741      6,829      6,928      7,039      7,179      7,257',\n",
       " '1   157 01 099       79272 AL     Vredenburgh town                            327         288        290        293        296        301        303',\n",
       " '1   157 01 099             AL     Balance of Monroe County                 14,681      14,040     14,086     14,082     14,117     14,187     14,173',\n",
       " '1   050 01 101             AL   Montgomery County                         223,510     215,067    215,887    217,353    217,750    217,634    217,678',\n",
       " '1   157 01 101       51000 AL     Montgomery city                         201,568     194,632    195,285    196,935    197,559    197,656    197,842',\n",
       " '1   157 01 101       59760 AL     Pike Road city                              310         186        187        187        187        186        186',\n",
       " '1   157 01 101             AL     Balance of Montgomery County             21,632      20,425     20,415     20,231     20,004     19,792     19,650',\n",
       " '1   050 01 103             AL   Morgan County                             111,064     110,197    109,752    109,255    108,388    107,403    106,716',\n",
       " '1   157 01 103       20104 AL     Decatur city (pt.)                       53,846      54,259     54,334     54,386     54,225     53,893     53,718',\n",
       " '1   157 01 103       24688 AL     Eva town                                    491         468        468        469        467        467        468',\n",
       " '1   157 01 103       25648 AL     Falkville town                            1,202       1,240      1,241      1,240      1,237      1,223      1,200',\n",
       " '1   157 01 103       33448 AL     Hartselle city                           12,019      12,881     12,734     12,585     12,405     12,241     12,151',\n",
       " '1   157 01 103       62472 AL     Priceville town                           1,631       2,016      1,979      1,930      1,879      1,838      1,815',\n",
       " '1   157 01 103       71496 AL     Somerville town                             347         742        737        730        720        712        704',\n",
       " '1   157 01 103       76872 AL     Trinity town                              1,841       1,888      1,855      1,810      1,771      1,729      1,692',\n",
       " '1   157 01 103             AL     Balance of Morgan County                 39,687      36,576     36,404     36,105     35,684     35,300     34,968',\n",
       " '1   050 01 105             AL   Perry County                               11,861      12,447     12,576     12,702     12,612     12,614     12,786',\n",
       " '1   157 01 105       46768 AL     Marion city                               3,511       4,063      4,100      4,189      4,135      4,109      4,313',\n",
       " '1   157 01 105       77904 AL     Uniontown city                            1,636       1,797      1,820      1,852      1,868      1,870      1,816',\n",
       " '1   157 01 105             AL     Balance of Perry County                   6,714       6,617      6,656      6,661      6,609      6,635      6,657',\n",
       " '1   050 01 107             AL   Pickens County                             20,949      20,906     21,019     21,010     20,946     20,982     20,891',\n",
       " '1   157 01 107       01228 AL     Aliceville city                           2,567       2,793      2,824      2,859      2,885      2,904      2,876',\n",
       " '1   157 01 107       12304 AL     Carrollton town                             987       1,152      1,158      1,161      1,161      1,168      1,169',\n",
       " '1   157 01 107       24472 AL     Ethelsville town                             81          50         50         49         50         49         50',\n",
       " '1   157 01 107       30736 AL     Gordo town                                1,677       1,809      1,834      1,857      1,877      1,909      1,933',\n",
       " '1   157 01 107       45316 AL     Macedonia town                              291         273        271        269        263        261        256',\n",
       " '1   157 01 107       45640 AL     McMullen town                                66         114        113        115        114        116        115',\n",
       " '1   157 01 107       48052 AL     Memphis town                                 33          61         62         60         59         57         58',\n",
       " '1   157 01 107       59592 AL     Pickensville town                           662         703        701        690        681        672        662',\n",
       " '1   157 01 107       64104 AL     Reform city                               1,978       1,902      1,923      1,937      1,947      1,976      1,997',\n",
       " '1   157 01 107             AL     Balance of Pickens County                12,607      12,074     12,083     12,013     11,909     11,870     11,775',\n",
       " '1   050 01 109             AL   Pike County                                29,605      28,563     28,487     28,689     28,544     28,360     28,557',\n",
       " '1   157 01 109       03940 AL     Banks town                                  224         190        192        193        194        193        195',\n",
       " '1   157 01 109       10240 AL     Brundidge city                            2,341       2,353      2,374      2,416      2,439      2,456      2,484',\n",
       " '1   157 01 109       30880 AL     Goshen town                                 300         298        298        302        303        304        303',\n",
       " '1   157 01 109       76920 AL     Troy city                                13,935      13,956     13,903     14,039     13,933     13,842     14,062',\n",
       " '1   157 01 109             AL     Balance of Pike County                   12,805      11,743     11,720     11,739     11,675     11,565     11,513',\n",
       " '1   050 01 111             AL   Randolph County                            22,380      20,325     20,146     19,997     19,962     20,207     20,184',\n",
       " '1   157 01 111       65040 AL     Roanoke city                              6,563       6,260      6,239      6,214      6,229      6,346      6,367',\n",
       " '1   157 01 111       79344 AL     Wadley town                                 640         491        490        519        522        505        506',\n",
       " '1   157 01 111       80496 AL     Wedowee town                                818         882        879        877        880        895        899',\n",
       " '1   157 01 111       83400 AL     Woodland town                               192         188        188        186        187        189        191',\n",
       " '1   157 01 111             AL     Balance of Randolph County               14,167      12,456     12,350     12,201     12,144     12,272     12,221',\n",
       " '1   050 01 113             AL   Russell County                             49,756      49,788     50,071     50,366     50,738     51,598     51,377',\n",
       " '1   157 01 113       37096 AL     Hurtsboro town                              592         677        686        700        712        733        740',\n",
       " '1   157 01 113       59472 AL     Phenix City city (pt.)                   26,285      26,311     26,440     26,627     26,922     27,450     27,349',\n",
       " '1   157 01 113             AL     Balance of Russell County                22,879      22,864     22,945     23,039     23,104     23,415     23,288',\n",
       " '1   050 01 115             AL   St. Clair County                           64,742      65,487     63,974     62,009     60,645     59,380     57,817',\n",
       " '1   157 01 115       02320 AL     Argo town (pt.)                           1,687       1,538      1,510      1,461      1,431      1,402      1,362',\n",
       " '1   157 01 115       02908 AL     Ashville town                             2,260       2,247      2,214      2,155      2,127      2,106      2,060',\n",
       " '1   157 01 115       08920 AL     Branchville town                            825         978        949        906        877        848        820',\n",
       " '1   157 01 115       41968 AL     Leeds city (pt.)                          1,325       1,452      1,418      1,368      1,330      1,295      1,253',\n",
       " '1   157 01 115       46696 AL     Margaret town                             1,169       1,185      1,166      1,135      1,117      1,101      1,073',\n",
       " '1   157 01 115       51096 AL     Moody town                                8,053      10,205      9,921      9,546      9,285      8,973      8,675',\n",
       " '1   157 01 115       56400 AL     Odenville town                            1,131         981        970        949        938        931        912',\n",
       " '1   157 01 115       58896 AL     Pell City city                            9,565      11,275     11,124     10,736     10,305      9,999      9,742',\n",
       " '1   157 01 115       63216 AL     Ragland town                              1,918       2,222      2,201      2,165      2,152      2,142      2,112',\n",
       " '1   157 01 115       64920 AL     Riverside town                            1,564       1,792      1,768      1,716      1,686      1,648      1,576',\n",
       " '1   157 01 115       72600 AL     Springville town                          2,521       2,766      2,698      2,612      2,556      2,498      2,423',\n",
       " '1   157 01 115       72888 AL     Steele town                               1,093       1,269      1,257      1,235      1,227      1,219      1,201',\n",
       " '1   157 01 115       76944 AL     Trussville city (pt.)                        49          48         49         45         46         43         43',\n",
       " '1   157 01 115       79008 AL     Vincent town (pt.)                            0           0          0          0          0          0          0',\n",
       " '1   157 01 115             AL     Balance of St. Clair County              31,582      27,141     26,729     25,980     25,568     25,175     24,565',\n",
       " '1   050 01 117             AL   Shelby County                             143,293     150,850    146,292    140,937    135,834    130,178    125,342',\n",
       " '1   157 01 117       00820 AL     Alabaster city                           22,619      26,257     25,943     25,108     23,530     21,089     19,602',\n",
       " '1   157 01 117       07000 AL     Birmingham city (pt.)                       513         769        769        762        757        743        745',\n",
       " '1   157 01 117       11416 AL     Calera city (pt.)                         3,079       3,818      3,597      3,473      3,419      3,358      3,299',\n",
       " '1   157 01 117       14104 AL     Chelsea town                              2,949       2,200      2,158      2,091      2,040      1,977      1,910',\n",
       " '1   157 01 117       14464 AL     Childersburg city (pt.)                       0           0          0          0          0          0          0',\n",
       " '1   157 01 117       16768 AL     Columbiana city                           3,316       3,573      3,591      3,594      3,604      3,594      3,574',\n",
       " '1   157 01 117       33256 AL     Harpersville town                         1,620       2,411      2,364      2,282      2,220      2,144      2,065',\n",
       " '1   157 01 117       34024 AL     Helena city (pt.)                        10,293      11,660     10,927      9,814      9,175      8,604      7,946',\n",
       " '1   157 01 117       35896 AL     Hoover city (pt.)                        15,874      10,890     10,599     10,089      9,342      9,410      9,533',\n",
       " '1   157 01 117       37465 AL     Indian Springs Village town               2,225       2,363      2,333      2,281      2,248      2,204      2,154',\n",
       " '1   157 01 117       41968 AL     Leeds city (pt.)                            102         161        158        154        149        144        139',\n",
       " '1   157 01 117       50312 AL     Montevallo city                           4,825       5,181      5,094      5,077      5,107      5,058      5,096',\n",
       " '1   157 01 117       58848 AL     Pelham city                              14,369      16,105     15,532     14,769     14,129     13,422     12,653',\n",
       " '1   157 01 117       78552 AL     Vestavia Hills city (pt.)                    21          18         17         17         17         17         17',\n",
       " '1   157 01 117       79008 AL     Vincent town (pt.)                        1,853       2,587      2,536      2,451      2,387      2,306      2,223',\n",
       " '1   157 01 117       82848 AL     Wilsonville town                          1,551       1,509      1,514      1,510      1,507      1,497      1,483',\n",
       " '1   157 01 117       82872 AL     Wilton town                                 580         645        650        650        655        653        641',\n",
       " '1   157 01 117             AL     Balance of Shelby County                 57,504      59,542     58,510     56,815     55,548     53,958     52,262',\n",
       " '1   050 01 119             AL   Sumter County                              14,798      15,322     15,507     15,754     15,908     16,171     16,228',\n",
       " '1   157 01 119       18952 AL     Cuba town                                   363         359        364        369        373        381        382',\n",
       " '1   157 01 119       23872 AL     Emelle town                                  31          44         44         45         44         46         45',\n",
       " '1   157 01 119       24256 AL     Epes town                                   206         254        256        258        262        265        266',\n",
       " '1   157 01 119       28768 AL     Gainesville town                            220         429        433        437        441        448        446',\n",
       " '1   157 01 119       29392 AL     Geiger town                                 161         269        272        272        274        276        275',\n",
       " '1   157 01 119       43720 AL     Livingston city                           3,297       3,119      3,166      3,327      3,390      3,491      3,611',\n",
       " '1   157 01 119       84096 AL     York city                                 2,854       2,683      2,728      2,785      2,845      2,925      2,956',\n",
       " '1   157 01 119             AL     Balance of Sumter County                  7,666       8,209      8,244      8,261      8,279      8,339      8,247',\n",
       " '1   050 01 121             AL   Talladega County                           80,321      77,818     77,602     77,012     76,651     76,421     76,068',\n",
       " '1   157 01 121       08248 AL     Bon Air town                                 96         164        162        161        161        161        158',\n",
       " '1   157 01 121       14464 AL     Childersburg city (pt.)                   4,927       5,097      5,100      5,082      5,062      5,061      5,033',\n",
       " '1   157 01 121       28984 AL     Gantts Quarry town                            0           8          7          7          7          7          7',\n",
       " '1   157 01 121       43120 AL     Lincoln city                              4,577       3,685      3,638      3,559      3,499      3,456      3,404',\n",
       " '1   157 01 121       55752 AL     Oak Grove town                              457         458        455        447        442        435        428',\n",
       " '1   157 01 121       57576 AL     Oxford city (pt.)                         2,235       1,745      1,703      1,646      1,594      1,549      1,501',\n",
       " '1   157 01 121       74352 AL     Sylacauga city                           12,616      12,032     12,072     12,094     12,146     12,222     12,223',\n",
       " '1   157 01 121       74592 AL     Talladega city                           15,143      17,811     17,884     17,863     17,962     18,046     18,218',\n",
       " '1   157 01 121       74616 AL     Talladega Springs town                      124         154        153        152        151        151        150',\n",
       " '1   157 01 121       79008 AL     Vincent town (pt.)                            0           0          0          0          0          0          0',\n",
       " '1   157 01 121       79488 AL     Waldo town                                  281         332        330        328        325        324        321',\n",
       " '1   157 01 121             AL     Balance of Talladega County              39,865      36,267     36,098     35,673     35,302     35,009     34,625',\n",
       " '1   050 01 123             AL   Tallapoosa County                          41,475      39,943     40,302     40,338     40,291     40,075     39,522',\n",
       " '1   157 01 123       01132 AL     Alexander City city                      15,008      15,807     15,949     15,971     15,936     15,816     15,585',\n",
       " '1   157 01 123       11680 AL     Camp Hill town                            1,273       1,310      1,328      1,346      1,361      1,378      1,376',\n",
       " '1   157 01 123       19336 AL     Dadeville city                            3,212       3,266      3,285      3,305      3,317      3,306      3,276',\n",
       " '1   157 01 123       19816 AL     Daviston town                               267         266        267        267        268        267        263',\n",
       " '1   157 01 123       30448 AL     Goldville town                               37          67         67         67         66         64         64',\n",
       " \"1   157 01 123       38248 AL     Jacksons' Gap town                          761         850        851        845        839        832        817\",\n",
       " '1   157 01 123       54432 AL     New Site town                               848         636        641        640        639        637        628',\n",
       " '1   157 01 123       74688 AL     Tallassee city (pt.)                      1,663       1,632      1,655      1,677      1,697      1,718      1,718',\n",
       " '1   157 01 123             AL     Balance of Tallapoosa County             18,406      16,193     16,259     16,220     16,168     16,057     15,795',\n",
       " '1   050 01 125             AL   Tuscaloosa County                         164,875     161,803    161,478    160,805    159,939    158,562    158,757',\n",
       " '1   157 01 125       09808 AL     Brookwood town                            1,483       1,094      1,088      1,077      1,070      1,054      1,049',\n",
       " '1   157 01 125       16000 AL     Coaling city                              1,115         874        872        870        866        860        862',\n",
       " '1   157 01 125       16312 AL     Coker town                                  808         772        769        761        756        746        744',\n",
       " '1   157 01 125       40928 AL     Lake View town                            1,357         546        548        553        559        559        568',\n",
       " '1   157 01 125       51648 AL     Moundville town (pt.)                       229          96         92         91         87         86         85',\n",
       " '1   157 01 125       55018 AL     North Bibb town (pt.)                         0           7          8          7          7          7          7',\n",
       " '1   157 01 125       55200 AL     Northport city                           19,435      21,167     21,152     21,148     21,157     21,058     21,037',\n",
       " '1   157 01 125       77256 AL     Tuscaloosa city                          77,906      84,609     84,542     84,142     83,423     82,690     82,822',\n",
       " '1   157 01 125       78264 AL     Vance town (pt.)                            464         477        473        467        464        456        453',\n",
       " '1   157 01 125             AL     Balance of Tuscaloosa County             62,078      52,057     51,934     51,689     51,550     51,046     51,130',\n",
       " '1   050 01 127             AL   Walker County                              70,713      71,101     71,143     70,956     70,676     70,169     69,457',\n",
       " '1   157 01 127       12016 AL     Carbon Hill city                          2,071       2,243      2,247      2,248      2,245      2,239      2,225',\n",
       " '1   157 01 127       17368 AL     Cordova city                              2,423       2,331      2,360      2,394      2,428      2,459      2,485',\n",
       " '1   157 01 127       21136 AL     Dora city                                 2,413       2,337      2,357      2,373      2,385      2,387      2,389',\n",
       " '1   157 01 127       23344 AL     Eldridge town                               184         240        240        242        243        244        244',\n",
       " '1   157 01 127       38416 AL     Jasper city                              14,052      14,018     14,119     14,218     14,268     14,251     14,172',\n",
       " '1   157 01 127       39280 AL     Kansas town                                 260         257        257        258        258        258        254',\n",
       " '1   157 01 127       53400 AL     Nauvoo town (pt.)                           281         240        240        240        240        240        237',\n",
       " '1   157 01 127       55992 AL     Oakman town                                 944         778        785        791        798        801        804',\n",
       " '1   157 01 127       58272 AL     Parrish town                              1,268       1,585      1,586      1,586      1,582      1,576      1,564',\n",
       " '1   157 01 127       70704 AL     Sipsey town                                 552         534        537        542        546        549        551',\n",
       " '1   157 01 127       73848 AL     Sumiton city (pt.)                        2,663       2,828      2,830      2,821      2,812      2,796      2,770',\n",
       " '1   157 01 127             AL     Balance of Walker County                 43,602      43,710     43,585     43,243     42,871     42,369     41,762',\n",
       " '1   050 01 129             AL   Washington County                          18,097      17,783     17,690     17,629     17,585     17,426     17,263',\n",
       " '1   157 01 129       14008 AL     Chatom town                               1,193       1,040      1,045      1,052      1,064      1,072      1,080',\n",
       " '1   157 01 129       45472 AL     McIntosh town                               244         252        252        252        255        254        253',\n",
       " '1   157 01 129       48832 AL     Millry town                                 615         882        878        878        876        869        863',\n",
       " '1   157 01 129             AL     Balance of Washington County             16,045      15,583     15,515     15,447     15,390     15,231     15,067',\n",
       " '1   050 01 131             AL   Wilcox County                              13,183      13,318     13,405     13,436     13,454     13,602     13,640',\n",
       " '1   157 01 131       11512 AL     Camden town                               2,257       2,091      2,341      2,136      2,176      2,307      2,384',\n",
       " '1   157 01 131       55848 AL     Oak Hill town                                37          21         24         21         23         25         25',\n",
       " '1   157 01 131       59880 AL     Pine Apple town                             145         297        336        305        312        332        345',\n",
       " '1   157 01 131       60240 AL     Pine Hill town                              966         987        980        963        949        936        925',\n",
       " '1   157 01 131       83976 AL     Yellow Bluff town                           181         235        263        234        236        247        252',\n",
       " '1   157 01 131             AL     Balance of Wilcox County                  9,597       9,707      9,461      9,777      9,758      9,755      9,709',\n",
       " '1   050 01 133             AL   Winston County                             24,843      24,591     24,399     24,097     23,970     23,738     23,337',\n",
       " '1   157 01 133       00484 AL     Addison town                                723         700        698        691        689        684        675',\n",
       " '1   157 01 133       02500 AL     Arley town                                  290         373        370        367        365        362        356',\n",
       " '1   157 01 133       21280 AL     Double Springs town                       1,003       1,276      1,257      1,234      1,233      1,229      1,215',\n",
       " '1   157 01 133       32704 AL     Haleyville city (pt.)                     4,124       4,286      4,296      4,295      4,320      4,335      4,315',\n",
       " '1   157 01 133       44800 AL     Lynn town                                   597         687        684        675        669        661        650',\n",
       " '1   157 01 133       53376 AL     Natural Bridge town                          28          23         23         23         23         24         24',\n",
       " '1   157 01 133       53400 AL     Nauvoo town (pt.)                             3           7          6          6          6          6          6',\n",
       " '1   157 01 133             AL     Balance of Winston County                18,075      17,187     17,065     16,806     16,665     16,437     16,096',\n",
       " '1   040 02 000             AK Alaska                                      626,932     622,091    619,596    615,292    608,867    604,924    601,349',\n",
       " '1   050 02 013             AK   Aleutians East Borough                      2,697       2,059      2,157      2,222      2,295      2,305      2,287',\n",
       " '1   157 02 013       01090 AK     Akutan city                                 713         388        392        395        399        402        401',\n",
       " '1   157 02 013       16530 AK     Cold Bay city                                88         125        133        139        145        146        145',\n",
       " '1   157 02 013       24660 AK     False Pass city                              64          57         61         64         67         67         67',\n",
       " '1   157 02 013       39410 AK     King Cove city                              792         639        657        678        700        703        699',\n",
       " '1   157 02 013       67020 AK     Sand Point city                             952         794        830        858        890        893        882',\n",
       " '1   157 02 013             AK     Balance of Aleutians East Borough            88          80         84         88         94         94         93',\n",
       " '1   050 02 016             AK   Aleutians West Census Area                  5,465       3,762      3,837      3,939      4,113      4,752      4,914',\n",
       " '1   157 02 016       04210 AK     Atka city                                    92          26         28         29         31         33         34',\n",
       " '1   157 02 016       65800 AK     St. George city                             152          45         47         49         54         57         59',\n",
       " '1   157 02 016       66470 AK     St. Paul city                               532         340        347        358        378        386        372',\n",
       " '1   157 02 016       80770 AK     Unalaska city                             4,283       2,203      2,219      2,244      2,286      2,306      2,325',\n",
       " '1   157 02 016             AK     Balance of Aleutians West Census Are        406       1,166      1,196      1,259      1,364      1,970      2,124',\n",
       " '1   050 02 020             AK   Anchorage Municipality                    260,283     258,790    257,680    255,751    251,415    249,606    251,047',\n",
       " '1   157 02 020       03000 AK     Anchorage municipality                  260,283     258,476    257,680    255,751    251,415    249,606    251,047',\n",
       " '1   050 02 050             AK   Bethel Census Area                         16,006      16,624     16,338     16,022     15,772     15,582     15,383',\n",
       " '1   157 02 050       00870 AK     Akiak city                                  309         310        308        304        302        303        303',\n",
       " '1   157 02 050       03550 AK     Aniak city                                  572         610        605        599        597        600        601',\n",
       " '1   157 02 050       06520 AK     Bethel city                               5,471       6,693      6,564      6,369      6,143      5,926      5,690',\n",
       " '1   157 02 050       12680 AK     Chefornak city                              394         308        306        302        301        301        301',\n",
       " '1   157 02 050       14330 AK     Chuathbaluk city                            119         103        103        101        101        101        101',\n",
       " '1   157 02 050       21040 AK     Eek city                                    280         277        275        271        270        270        270',\n",
       " '1   157 02 050       29290 AK     Goodnews Bay city                           230         270        267        264        263        263        263',\n",
       " '1   157 02 050       42380 AK     Kwethluk city                               713         724        717        707        704        704        710',\n",
       " '1   157 02 050       45460 AK     Lower Kalskag city                          267         317        314        310        309        309        309',\n",
       " '1   157 02 050       47990 AK     Mekoryuk city                               210         192        191        188        187        187        188',\n",
       " '1   157 02 050       52390 AK     Napakiak city                               353         344        341        337        335        339        339',\n",
       " '1   157 02 050       52720 AK     Napaskiak city                              390         365        363        357        356        356        360',\n",
       " '1   157 02 050       53930 AK     Nightmute city                              208         166        163        160        160        164        165',\n",
       " '1   157 02 050       56680 AK     Nunapitchuk city                            466         413        409        404        402        402        403',\n",
       " '1   157 02 050       61080 AK     Platinum city                                41          63         63         62         63         63         63',\n",
       " '1   157 02 050       64600 AK     Quinhagak city                              555         552        548        541        538        539        544',\n",
       " '1   157 02 050       78240 AK     Toksook Bay city                            532         458        455        449        447        447        448',\n",
       " '1   157 02 050       81320 AK     Upper Kalskag city                          230         188        185        182        185        185        185',\n",
       " '1   157 02 050             AK     Balance of Bethel Census Area             4,666       4,197      4,161      4,115      4,109      4,123      4,140',\n",
       " '1   050 02 060             AK   Bristol Bay Borough                         1,258         966      1,048      1,084      1,092      1,052      1,007',\n",
       " '1   050 02 068             AK   Denali Borough                              1,893       1,828      1,857      1,937      1,968      2,006      1,908',\n",
       " '1   157 02 068       03220 AK     Anderson city                               367         638        643        658        671        691        674',\n",
       " '1   157 02 068             AK     Balance of Denali Borough                 1,526       1,197      1,214      1,279      1,297      1,315      1,234',\n",
       " '1   050 02 070             AK   Dillingham Census Area                      4,922       4,600      4,568      4,484      4,448      4,426      4,377',\n",
       " '1   157 02 070       01420 AK     Aleknagik city                              221         158        158        162        172        174        176',\n",
       " \"1   157 02 070       15450 AK     Clark's Point city                           75          52         52         53         57         58         59\",\n",
       " '1   157 02 070       18950 AK     Dillingham city                           2,466       2,362      2,341      2,310      2,357      2,312      2,236',\n",
       " '1   157 02 070       21810 AK     Ekwok city                                  130         138        137        139        150        151        153',\n",
       " '1   157 02 070       46890 AK     Manokotak city                              399         613        613        534        388        391        396',\n",
       " '1   157 02 070       53710 AK     New Stuyahok city                           471         360        359        364        390        394        398',\n",
       " '1   157 02 070       77690 AK     Togiak city                                 809         654        653        662        655        664        672',\n",
       " '1   157 02 070             AK     Balance of Dillingham Census Area           351         254        255        260        279        282        287',\n",
       " '1   050 02 090             AK   Fairbanks North Star Borough               82,840      83,840     84,451     84,242     83,301     83,587     82,527',\n",
       " '1   157 02 090       24230 AK     Fairbanks city                           30,224      32,652     32,929     32,856     32,305     32,828     32,749',\n",
       " '1   157 02 090       55910 AK     North Pole city                           1,570       1,708      1,716      1,696      1,645      1,627      1,589',\n",
       " '1   157 02 090             AK     Balance of Fairbanks North Star Boro     51,046      49,621     49,806     49,690     49,351     49,132     48,189',\n",
       " '1   050 02 100             AK   Haines Borough                              2,392       2,335      2,292      2,318      2,309      2,271      2,272',\n",
       " '1   157 02 100       31050 AK     Haines city                               1,811       1,741      1,712      1,727      1,712      1,677      1,687',\n",
       " '1   157 02 100             AK     Balance of Haines Borough                   581         583        580        591        597        594        585',\n",
       " '1   050 02 110             AK   Juneau City and Borough                    30,711      30,139     30,205     30,130     30,279     29,902     29,194',\n",
       " '1   157 02 110       36400 AK     Juneau city and borough                  30,711      30,151     30,205     30,130     30,279     29,902     29,194',\n",
       " '1   050 02 122             AK   Kenai Peninsula Borough                    49,691      48,625     48,768     48,345     47,805     47,230     46,202',\n",
       " '1   157 02 122       33140 AK     Homer city                                3,946       4,974      4,962      4,878      4,778      4,653      4,416',\n",
       " '1   157 02 122       36550 AK     Kachemak city                               431         393        396        394        393        391        385',\n",
       " '1   157 02 122       38420 AK     Kenai city                                6,942       8,126      8,094      7,932      7,786      7,674      7,436',\n",
       " '1   157 02 122       68340 AK     Seldovia city                               286         384        384        378        372        371        365',\n",
       " '1   157 02 122       68560 AK     Seward city                               2,830       3,261      3,260      3,300      3,263      3,182      3,099',\n",
       " '1   157 02 122       71640 AK     Soldotna city                             3,759       4,676      4,663      4,556      4,406      4,301      4,149',\n",
       " '1   157 02 122             AK     Balance of Kenai Peninsula Borough       31,497      26,840     27,009     26,907     26,807     26,658     26,352',\n",
       " '1   050 02 130             AK   Ketchikan Gateway Borough                  14,070      13,803     14,125     14,213     14,623     14,827     14,676',\n",
       " '1   157 02 130       38970 AK     Ketchikan city                            7,922       7,689      7,866      7,957      8,275      8,501      8,559',\n",
       " '1   157 02 130       67570 AK     Saxman city                                 431         363        373        377        389        399        401',\n",
       " '1   157 02 130             AK     Balance of Ketchikan Gateway Borough      5,717       5,830      5,886      5,879      5,959      5,927      5,716',\n",
       " '1   050 02 150             AK   Kodiak Island Borough                      13,913      14,748     14,453     14,470     14,728     14,912     14,890',\n",
       " '1   157 02 150       00650 AK     Akhiok city                                  80          74         74         75         79         80         80',\n",
       " '1   157 02 150       40950 AK     Kodiak city                               6,334       7,875      7,696      7,675      7,703      7,652      7,522',\n",
       " '1   157 02 150       43040 AK     Larsen Bay city                             115         145        145        147        153        156        157',\n",
       " '1   157 02 150       57340 AK     Old Harbor city                             237         284        282        289        299        304        305',\n",
       " '1   157 02 150       58550 AK     Ouzinkie city                               225         211        211        214        220        224        223',\n",
       " '1   157 02 150       63610 AK     Port Lions city                             256         222        220        224        232        237        235',\n",
       " '1   157 02 150             AK     Balance of Kodiak Island Borough          6,666       5,861      5,825      5,846      6,042      6,259      6,368',\n",
       " '1   050 02 164             AK   Lake and Peninsula Borough                  1,823       1,694      1,735      1,737      1,725      1,743      1,768',\n",
       " '1   157 02 164       13550 AK     Chignik city                                 79         180        183        185        185        188        193',\n",
       " '1   157 02 164       21150 AK     Egegik city                                 116         116        118        120        120        122        123',\n",
       " '1   157 02 164       53270 AK     Newhalen city                               160         214        216        208        188        181        176',\n",
       " '1   157 02 164       55030 AK     Nondalton city                              221         198        202        202        203        205        208',\n",
       " '1   157 02 164       60640 AK     Pilot Point city                            100          51         52         52         52         54         55',\n",
       " '1   157 02 164       63390 AK     Port Heiden city                            119         125        128        128        128        129        132',\n",
       " '1   157 02 164             AK     Balance of Lake and Peninsula Boroug      1,028         820        836        842        849        864        881',\n",
       " '1   050 02 170             AK   Matanuska-Susitna Borough                  59,322      60,028     57,994     55,808     53,902     51,996     49,978',\n",
       " '1   157 02 170       33800 AK     Houston city                              1,202         865        847        829        837        837        833',\n",
       " '1   157 02 170       58660 AK     Palmer city                               4,533       4,758      4,501      4,140      4,022      3,906      3,704',\n",
       " '1   157 02 170       83080 AK     Wasilla city                              5,469       6,351      6,101      5,747      5,543      5,322      5,123',\n",
       " '1   157 02 170             AK     Balance of Matanuska-Susitna Borough     48,118      47,537     46,545     45,092     43,500     41,931     40,318',\n",
       " '1   050 02 180             AK   Nome Census Area                            9,196       8,901      8,938      9,006      8,935      8,859      8,774',\n",
       " '1   157 02 180       08740 AK     Brevig Mission city                         276         181        184        186        187        186        186',\n",
       " '1   157 02 180       19060 AK     Diomede city                                146         204        205        208        208        208        208',\n",
       " '1   157 02 180       22250 AK     Elim city                                   313         265        268        272        272        271        271',\n",
       " '1   157 02 180       27640 AK     Gambell city                                649         524        526        539        540        538        538',\n",
       " '1   157 02 180       29180 AK     Golovin city                                144         126        128        130        130        129        129',\n",
       " '1   157 02 180       41940 AK     Koyuk city                                  297         232        234        237        238        237        237',\n",
       " '1   157 02 180       54920 AK     Nome city                                 3,505       3,821      3,816      3,828      3,809      3,761      3,711',\n",
       " '1   157 02 180       66360 AK     St. Michael city                            368         295        295        303        304        303        303',\n",
       " '1   157 02 180       67460 AK     Savoonga city                               643         607        611        591        542        540        540',\n",
       " '1   157 02 180       68890 AK     Shaktoolik city                             230         245        246        253        253        230        182',\n",
       " '1   157 02 180       69770 AK     Shishmaref city                             562         559        561        569        570        568        572',\n",
       " '1   157 02 180       72960 AK     Stebbins city                               547         405        406        412        413        416        416',\n",
       " '1   157 02 180       75930 AK     Teller city                                 268         227        230        234        234        236        236',\n",
       " '1   157 02 180       80660 AK     Unalakleet city                             747         737        743        748        740        737        741',\n",
       " '1   157 02 180       82860 AK     Wales city                                  152         155        156        161        161        160        163',\n",
       " '1   157 02 180       84070 AK     White Mountain city                         203         178        179        182        182        184        185',\n",
       " '1   157 02 180             AK     Balance of Nome Census Area                 146         148        150        153        152        155        156',\n",
       " '1   050 02 185             AK   North Slope Borough                         7,385       7,126      7,148      7,032      7,217      7,089      6,978',\n",
       " '1   157 02 185       02080 AK     Anaktuvuk Pass city                         282         244        245        250        268        271        278',\n",
       " '1   157 02 185       04500 AK     Atqasuk city                                228         202        204        208        220        222        228',\n",
       " '1   157 02 185       05200 AK     Barrow city                               4,581       4,801      4,829      4,670      4,621      4,462      4,297',\n",
       " '1   157 02 185       36990 AK     Kaktovik city                               293         222        225        224        229        232        238',\n",
       " '1   157 02 185       56320 AK     Nuiqsut city                                433         333        335        342        362        367        376',\n",
       " '1   157 02 185       61630 AK     Point Hope city                             757         598        601        616        653        661        678',\n",
       " '1   157 02 185       82750 AK     Wainwright city                             546         488        491        501        534        541        545',\n",
       " '1   157 02 185             AK     Balance of North Slope Borough              265         242        218        221        330        333        338',\n",
       " '1   050 02 188             AK   Northwest Arctic Borough                    7,208       6,834      6,751      6,764      6,664      6,524      6,496',\n",
       " '1   157 02 188       01970 AK     Ambler city                                 309         337        334        334        332        329        323',\n",
       " '1   157 02 188       09600 AK     Buckland city                               406         395        390        390        387        384        364',\n",
       " '1   157 02 188       18510 AK     Deering city                                136         159        156        160        158        157        158',\n",
       " '1   157 02 188       39300 AK     Kiana city                                  388         357        354        354        351        349        351',\n",
       " '1   157 02 188       39960 AK     Kivalina city                               377         328        323        324        321        323        325',\n",
       " '1   157 02 188       40840 AK     Kobuk city                                  109          82         80         80         80         79         80',\n",
       " '1   157 02 188       41830 AK     Kotzebue city                             3,082       3,024      2,999      3,003      2,986      2,963      2,941',\n",
       " '1   157 02 188       55140 AK     Noorvik city                                634         630        625        625        621        620        624',\n",
       " '1   157 02 188       68230 AK     Selawik city                                772         782        776        777        714        609        613',\n",
       " '1   157 02 188       70100 AK     Shungnak city                               256         229        227        228        226        224        225',\n",
       " '1   157 02 188             AK     Balance of Northwest Arctic Borough         739         489        487        489        488        487        492',\n",
       " '1   050 02 201             AK   Prince of Wales-Outer Ketchikan Census      6,146       6,662      6,698      6,865      6,986      7,001      6,930',\n",
       " '1   157 02 201       16360 AK     Coffman Cove city                           199         171        171        176        180        194        194',\n",
       " '1   157 02 201       17740 AK     Craig city                                1,397       1,678      1,680      1,693      1,698      1,673      1,630',\n",
       " '1   157 02 201       34460 AK     Hydaburg city                               382         458        459        469        479        483        483',\n",
       " '1   157 02 201       37650 AK     Kasaan city                                  39          60         61         62         63         63         63',\n",
       " '1   157 02 201       40400 AK     Klawock city                                854         819        824        839        859        860        847',\n",
       " '1   157 02 201       77140 AK     Thorne Bay city                             557         644        648        656        661        652        652',\n",
       " '1   157 02 201             AK     Balance of Prince of Wales-Outer Ket      2,718       2,840      2,855      2,970      3,046      3,076      3,061',\n",
       " '1   050 02 220             AK   Sitka City and Borough                      8,835       8,191      8,214      8,278      8,454      8,431      8,601',\n",
       " '1   157 02 220       70540 AK     Sitka city and borough                    8,835       8,196      8,214      8,278      8,454      8,431      8,601',\n",
       " '1   050 02 232             AK   Skagway-Hoonah-Angoon Census Area           3,436       3,527      3,539      3,653      3,781      3,841      3,853',\n",
       " '1   157 02 232       03440 AK     Angoon city                                 572         610        612        629        646        645        660',\n",
       " '1   157 02 232       33360 AK     Hoonah city                                 860         876        882        903        934        918        915',\n",
       " '1   157 02 232       59650 AK     Pelican city                                163         176        177        183        184        221        224',\n",
       " '1   157 02 232       70760 AK     Skagway city                                862         760        752        762        783        775        772',\n",
       " '1   157 02 232       76260 AK     Tenakee Springs city                        104          90         90         93         97         97         98',\n",
       " '1   157 02 232             AK     Balance of Skagway-Hoonah-Angoon Cen        875       1,017      1,026      1,083      1,137      1,185      1,184',\n",
       " '1   050 02 240             AK   Southeast Fairbanks Census Area             6,174       5,842      5,866      6,005      5,889      5,949      6,166',\n",
       " '1   157 02 240       18620 AK     Delta Junction city                         840         736        739        755        742        751        773',\n",
       " '1   157 02 240       20380 AK     Eagle city                                  129         143        143        147        146        147        153',\n",
       " '1   157 02 240             AK     Balance of Southeast Fairbanks Censu      5,205       4,968      4,984      5,103      5,001      5,051      5,240',\n",
       " '1   050 02 261             AK   Valdez-Cordova Census Area                 10,195      10,348     10,177     10,227     10,337     10,266     10,344',\n",
       " '1   157 02 261       17410 AK     Cordova city                              2,454       2,645      2,615      2,649      2,699      2,680      2,713',\n",
       " '1   157 02 261       82200 AK     Valdez city                               4,036       4,380      4,307      4,283      4,264      4,221      4,211',\n",
       " '1   157 02 261       84510 AK     Whittier city                               182         256        253        255        261        259        263',\n",
       " '1   157 02 261             AK     Balance of Valdez-Cordova Census Are      3,523       3,023      3,002      3,040      3,113      3,106      3,157',\n",
       " '1   050 02 270             AK   Wade Hampton Census Area                    7,028       7,136      6,994      6,865      6,791      6,643      6,530',\n",
       " '1   157 02 270       01200 AK     Alakanuk city                               652         734        725        710        702        667        608',\n",
       " '1   157 02 270       13230 AK     Chevak city                                 765         599        588        580        574        565        571',\n",
       " '1   157 02 270       22910 AK     Emmonak city                                767         908        893        879        869        857        824',\n",
       " '1   157 02 270       33470 AK     Hooper Bay city                           1,014         984        970        949        940        932        935',\n",
       " '1   157 02 270       41720 AK     Kotlik city                                 591         549        542        526        516        508        510',\n",
       " '1   157 02 270       47000 AK     Marshall city                               349         322        319        313        309        305        309',\n",
       " '1   157 02 270       51180 AK     Mountain Village city                       755         780        769        754        749        738        745',\n",
       " '1   157 02 270       60750 AK     Pilot Station city                          550         541        531        525        519        511        517',\n",
       " '1   157 02 270       65700 AK     Russian Mission city                        296         289        285        279        276        272        273',\n",
       " \"1   157 02 270       66140 AK     St. Mary's city                             500         609        599        590        583        551        493\",\n",
       " '1   157 02 270       67680 AK     Scammon Bay city                            465         369        365        358        354        349        350',\n",
       " '1   157 02 270       69220 AK     Sheldon Point (Nunam Iqua) city             164         138        135        132        131        121        125',\n",
       " '1   157 02 270             AK     Balance of Wade Hampton Census Area         160         277        273        270        269        267        270',\n",
       " '1   050 02 280             AK   Wrangell-Petersburg Census Area             6,684       6,802      6,785      6,812      6,897      6,917      7,019',\n",
       " '1   157 02 280       36770 AK     Kake city                                   710         670        671        682        645        651        667',\n",
       " '1   157 02 280       42160 AK     Kupreanof city                               23          18         18         19         19         19         21',\n",
       " '1   157 02 280       60310 AK     Petersburg city                           3,224       3,292      3,275      3,254      3,286      3,267      3,287',\n",
       " '1   157 02 280       62510 AK     Port Alexander city                          81         103        103        105        108        109        113',\n",
       " '1   157 02 280       86380 AK     Wrangell city                             2,308       2,293      2,295      2,321      2,393      2,410      2,448',\n",
       " '1   157 02 280             AK     Balance of Wrangell-Petersburg Censu        338         421        423        431        446        461        483',\n",
       " '1   050 02 282             AK   Yakutat City and Borough                      808         691        742        758        838        855        809',\n",
       " '1   050 02 290             AK   Yukon-Koyukuk Census Area                   6,551       6,190      6,236      6,325      6,303      6,352      6,419',\n",
       " '1   157 02 290       01860 AK     Allakaket city                               97         173        174        177        178        181        182',\n",
       " '1   157 02 290       03880 AK     Anvik city                                  104          89         89         91         91         93         94',\n",
       " '1   157 02 290       06630 AK     Bettles city                                 43          35         35         36         35         35         37',\n",
       " '1   157 02 290       26760 AK     Fort Yukon city                             595         554        557        563        561        565        569',\n",
       " '1   157 02 290       27530 AK     Galena city                                 675         484        486        496        501        505        510',\n",
       " '1   157 02 290       30060 AK     Grayling city                               194         192        193        197        198        199        200',\n",
       " '1   157 02 290       33030 AK     Holy Cross city                             227         257        258        263        265        266        268',\n",
       " '1   157 02 290       33910 AK     Hughes city                                  78          59         59         60         60         60         63',\n",
       " '1   157 02 290       34350 AK     Huslia city                                 293         263        264        243        196        197        198',\n",
       " '1   157 02 290       37430 AK     Kaltag city                                 230         222        223        227        229        230        231',\n",
       " '1   157 02 290       42050 AK     Koyukuk city                                101         116        116        119        119        120        121',\n",
       " '1   157 02 290       46010 AK     McGrath city                                401         498        500        507        508        508        511',\n",
       " '1   157 02 290       53050 AK     Nenana city                                 402         521        524        533        533        529        535',\n",
       " '1   157 02 290       54150 AK     Nikolai city                                100         177        178        181        182        183        184',\n",
       " '1   157 02 290       56350 AK     Nulato city                                 336         329        331        337        339        340        346',\n",
       " '1   157 02 290       65590 AK     Ruby city                                   188         174        175        172        163        165        166',\n",
       " '1   157 02 290       68670 AK     Shageluk city                               129         128        129        131        132        132        133',\n",
       " '1   157 02 290       75160 AK     Tanana city                                 308         333        334        340        340        339        341',\n",
       " '1   157 02 290             AK     Balance of Yukon-Koyukuk Census Area      2,050       1,597      1,611      1,652      1,673      1,705      1,730',\n",
       " '1   040 04 000             AZ Arizona                                   5,130,632   4,882,966  4,774,104  4,666,824  4,552,210  4,432,497  4,307,149',\n",
       " '1   050 04 001             AZ   Apache County                              69,423      67,875     68,495     68,683     69,440     68,623     67,543',\n",
       " '1   157 04 001       20960 AZ     Eagar town                                4,033       4,828      4,838      4,809      4,806      4,718      4,618',\n",
       " '1   157 04 001       62350 AZ     St. Johns city                            3,269       3,785      3,800      3,788      3,804      3,744      3,674',\n",
       " '1   157 04 001       68990 AZ     Springerville town                        1,972       2,050      2,057      2,058      2,080      2,054      2,015',\n",
       " '1   157 04 001             AZ     Balance of Apache County                 60,149      57,358     57,800     58,028     58,750     58,107     57,236',\n",
       " '1   050 04 003             AZ   Cochise County                            117,755     113,549    112,394    112,406    111,693    110,151    110,191',\n",
       " '1   157 04 003       05770 AZ     Benson city                               4,711       4,277      4,266      4,296      4,285      4,233      4,258',\n",
       " '1   157 04 003       06260 AZ     Bisbee city                               6,090       6,191      6,241      6,378      6,481      6,526      6,683',\n",
       " '1   157 04 003       20050 AZ     Douglas city                             14,312      15,240     15,225     15,325     15,270     15,135     15,256',\n",
       " '1   157 04 003       34120 AZ     Huachuca City town                        1,751       1,972      1,956      1,964      1,955      1,928      1,934',\n",
       " '1   157 04 003       66820 AZ     Sierra Vista city                        37,775      38,866     38,520     38,511     38,319     37,836     37,942',\n",
       " '1   157 04 003       74400 AZ     Tombstone city                            1,504       1,474      1,467      1,458      1,443      1,429      1,418',\n",
       " '1   157 04 003       83090 AZ     Willcox city                              3,733       3,681      3,666      3,644      3,620      3,590      3,561',\n",
       " '1   157 04 003             AZ     Balance of Cochise County                47,879      41,543     41,053     40,830     40,320     39,474     39,139',\n",
       " '1   050 04 005             AZ   Coconino County                           116,320     115,629    114,368    114,037    113,708    112,059    110,434',\n",
       " '1   157 04 005       23620 AZ     Flagstaff city                           52,894      57,619     57,029     56,798     56,416     55,023     53,761',\n",
       " '1   157 04 005       25720 AZ     Fredonia town                             1,036       1,362      1,339      1,317      1,314      1,325      1,328',\n",
       " '1   157 04 005       51810 AZ     Page city                                 6,809       7,945      7,886      7,844      7,761      7,608      7,495',\n",
       " '1   157 04 005       65350 AZ     Sedona city (pt.)                         2,963       3,026      2,982      2,928      2,847      2,741      2,667',\n",
       " '1   157 04 005       83160 AZ     Williams city                             2,842       2,732      2,716      2,721      2,734      2,747      2,769',\n",
       " '1   157 04 005             AZ     Balance of Coconino County               49,776      42,613     42,416     42,429     42,636     42,615     42,414',\n",
       " '1   050 04 007             AZ   Gila County                                51,335      49,345     49,094     48,817     48,185     47,210     46,070',\n",
       " '1   157 04 007       28030 AZ     Globe city                                7,486       8,168      8,170      8,182      8,168      8,077      7,991',\n",
       " '1   157 04 007       32020 AZ     Hayden town (pt.)                           892         959        968        983        994        991        987',\n",
       " '1   157 04 007       46350 AZ     Miami town                                1,936       2,099      2,120      2,152      2,176      2,175      2,167',\n",
       " '1   157 04 007       53700 AZ     Payson town                              13,620      12,739     12,563     12,260     11,756     11,271     10,704',\n",
       " '1   157 04 007       83790 AZ     Winkelman town (pt.)                        439         806        805        803        799        785        769',\n",
       " '1   157 04 007             AZ     Balance of Gila County                   26,962      24,504     24,468     24,437     24,292     23,911     23,452',\n",
       " '1   050 04 009             AZ   Graham County                              33,489      32,182     32,039     31,702     31,257     30,703     29,933',\n",
       " '1   157 04 009       55560 AZ     Pima town                                 1,989       1,984      1,961      1,929      1,901      1,874      1,856',\n",
       " '1   157 04 009       62000 AZ     Safford city                              9,232       9,220      9,304      9,318      9,267      9,076      8,664',\n",
       " '1   157 04 009       73420 AZ     Thatcher town                             4,022       4,587      4,584      4,514      4,411      4,303      4,147',\n",
       " '1   157 04 009             AZ     Balance of Graham County                 18,246      16,351     16,190     15,941     15,678     15,450     15,266',\n",
       " '1   050 04 011             AZ   Greenlee County                             8,547       8,998      8,935      9,291      9,413      9,318      9,154',\n",
       " '1   157 04 011       14380 AZ     Clifton town                              2,596       3,098      3,091      3,227      3,282      3,259      3,212',\n",
       " '1   157 04 011       20750 AZ     Duncan town                                 812         754        749        778        789        779        765',\n",
       " '1   157 04 011             AZ     Balance of Greenlee County                5,139       5,129      5,095      5,286      5,342      5,280      5,177',\n",
       " '1   050 04 012             AZ   La Paz County                              19,715      14,677     14,745     14,796     14,767     14,600     14,192',\n",
       " '1   157 04 012       53070 AZ     Parker town                               3,140       2,934      2,960      2,992      3,003      2,986      2,919',\n",
       " '1   157 04 012       58010 AZ     Quartzsite town                           3,354       2,024      2,025      2,025      2,015      1,986      1,925',\n",
       " '1   157 04 012             AZ     Balance of La Paz County                 13,221       9,734      9,760      9,779      9,749      9,628      9,348',\n",
       " '1   050 04 013             AZ   Maricopa County                         3,072,149   2,930,153  2,859,937  2,783,415  2,698,220  2,614,077  2,526,113',\n",
       " '1   157 04 013       02830 AZ     Apache Junction city (pt.)                  273         176        170        162        157        153        150',\n",
       " '1   157 04 013       04720 AZ     Avondale city                            35,883      33,346     30,973     27,576     25,558     24,009     22,598',\n",
       " '1   157 04 013       07940 AZ     Buckeye town                              6,537       6,036      6,019      5,998      5,950      5,888      5,829',\n",
       " '1   157 04 013       10180 AZ     Carefree town                             2,927       2,774      2,689      2,568      2,469      2,364      2,248',\n",
       " '1   157 04 013       11300 AZ     Cave Creek town                           3,728       3,791      3,681      3,553      3,400      3,205      3,008',\n",
       " '1   157 04 013       12000 AZ     Chandler city                           176,581     174,061    168,867    160,051    151,266    141,611    128,789',\n",
       " '1   157 04 013       22220 AZ     El Mirage city                            7,609       6,122      6,042      5,906      5,781      5,736      5,697',\n",
       " '1   157 04 013       25300 AZ     Fountain Hills town                      20,235      22,089     20,977     19,022     16,837     15,442     13,900',\n",
       " '1   157 04 013       27050 AZ     Gila Bend town                            1,980       1,787      1,772      1,753      1,740      1,731      1,725',\n",
       " '1   157 04 013       27400 AZ     Gilbert town                            109,697     103,699     98,085     88,387     75,571     64,209     54,959',\n",
       " '1   157 04 013       27820 AZ     Glendale city                           218,812     203,780    201,158    195,363    188,813    184,291    179,059',\n",
       " '1   157 04 013       28380 AZ     Goodyear city                            18,911      20,346     18,247     15,299     12,570     10,651      9,071',\n",
       " '1   157 04 013       30270 AZ     Guadalupe town                            5,228       5,982      5,875      5,737      5,607      5,478      5,374',\n",
       " '1   157 04 013       41330 AZ     Litchfield Park city                      3,810       3,981      3,927      3,861      3,809      3,765      3,713',\n",
       " '1   157 04 013       46000 AZ     Mesa city                               396,375     376,129    368,909    360,880    353,185    345,439    337,507',\n",
       " '1   157 04 013       52930 AZ     Paradise Valley town                     13,664      14,681     14,635     14,577     14,423     14,201     13,888',\n",
       " '1   157 04 013       54050 AZ     Peoria city (pt.)                       108,363      99,454     93,919     85,872     80,129     75,654     71,786',\n",
       " '1   157 04 013       55000 AZ     Phoenix city                          1,321,045   1,217,339  1,209,698  1,198,240  1,182,233  1,158,981  1,134,062',\n",
       " '1   157 04 013       58150 AZ     Queen Creek town (pt.)                    4,197       4,256      3,917      3,651      3,452      3,302      3,189',\n",
       " '1   157 04 013       65000 AZ     Scottsdale city                         202,705     202,976    199,351    193,684    184,895    176,896    167,519',\n",
       " '1   157 04 013       71510 AZ     Surprise city                            30,848      21,189     18,229     14,331     11,582     10,308      9,669',\n",
       " '1   157 04 013       73000 AZ     Tempe city                              158,625     167,110    167,496    167,243    164,343    161,670    158,579',\n",
       " '1   157 04 013       74190 AZ     Tolleson city                             4,974       5,154      5,167      5,089      4,898      4,812      4,738',\n",
       " '1   157 04 013       82740 AZ     Wickenburg town                           5,082       5,356      5,325      5,281      5,181      5,066      4,960',\n",
       " '1   157 04 013       85400 AZ     Youngtown town                            3,010       2,706      2,706      2,705      2,698      2,691      2,685',\n",
       " '1   157 04 013             AZ     Balance of Maricopa County              211,050     207,864    202,103    196,626    191,673    186,524    181,411',\n",
       " '1   050 04 015             AZ   Mohave County                             155,032     137,230    133,431    130,490    128,328    125,856    121,733',\n",
       " '1   157 04 015       08220 AZ     Bullhead City city                       33,769      29,302     28,774     28,147     27,711     27,447     26,928',\n",
       " '1   157 04 015       14870 AZ     Colorado City town                        3,334       4,114      4,003      3,852      3,681      3,482      3,258',\n",
       " '1   157 04 015       37620 AZ     Kingman city                             20,069      19,158     18,746     18,270     17,755     17,134     16,479',\n",
       " '1   157 04 015       39370 AZ     Lake Havasu City city                    41,938      42,613     41,650     40,821     40,344     39,695     38,216',\n",
       " '1   157 04 015             AZ     Balance of Mohave County                 55,922      41,074     40,258     39,400     38,837     38,098     36,852',\n",
       " '1   050 04 017             AZ   Navajo County                              97,470     100,625     98,470     96,905     94,697     92,146     89,659',\n",
       " '1   157 04 017       33280 AZ     Holbrook city                             4,917       5,799      5,741      5,687      5,573      5,430      5,313',\n",
       " '1   157 04 017       55980 AZ     Pinetop-Lakeside town                     3,582       3,686      3,598      3,469      3,392      3,336      3,274',\n",
       " '1   157 04 017       66470 AZ     Show Low city                             7,695       7,433      7,207      6,967      6,723      6,455      6,214',\n",
       " '1   157 04 017       67800 AZ     Snowflake town                            4,460       4,965      4,869      4,747      4,560      4,399      4,271',\n",
       " '1   157 04 017       72420 AZ     Taylor town                               3,176       3,401      3,300      3,200      3,093      3,001      2,896',\n",
       " '1   157 04 017       83930 AZ     Winslow city                              9,520      10,775     10,717     10,700     10,609     10,463     10,296',\n",
       " '1   157 04 017             AZ     Balance of Navajo County                 64,120      64,013     63,038     62,135     60,747     59,062     57,395',\n",
       " '1   050 04 019             AZ   Pima County                               843,746     819,643    803,096    790,744    778,938    767,074    754,505',\n",
       " '1   157 04 019       44270 AZ     Marana town                              13,556      11,308      9,452      7,369      6,445      6,205      5,349',\n",
       " '1   157 04 019       51600 AZ     Oro Valley town                          29,700      24,418     23,000     21,281     19,550     17,987     16,376',\n",
       " '1   157 04 019       62140 AZ     Sahuarita town                            3,242       2,426      2,384      2,328      2,272      2,217      2,141',\n",
       " '1   157 04 019       68850 AZ     South Tucson city                         5,490       5,637      5,621      5,590      5,537      5,500      5,489',\n",
       " '1   157 04 019       77000 AZ     Tucson city                             486,699     471,405    466,963    463,264    459,639    455,532    452,486',\n",
       " '1   157 04 019             AZ     Balance of Pima County                  305,059     300,196    295,676    290,912    285,495    279,633    272,664',\n",
       " '1   050 04 021             AZ   Pinal County                              179,727     156,870    151,675    146,892    142,916    139,446    135,201',\n",
       " '1   157 04 021       02830 AZ     Apache Junction city (pt.)               31,541      23,254     22,428     21,486     20,892     20,489     20,017',\n",
       " '1   157 04 021       10530 AZ     Casa Grande city                         25,224      24,472     23,777     23,160     22,795     22,342     21,652',\n",
       " '1   157 04 021       15500 AZ     Coolidge city                             7,786       7,655      7,684      7,651      7,521      7,428      7,280',\n",
       " '1   157 04 021       22360 AZ     Eloy city                                10,375       8,147      8,167      8,145      8,071      8,002      7,853',\n",
       " '1   157 04 021       23760 AZ     Florence town                            17,054      12,219     12,081     11,908     11,843     11,791     11,741',\n",
       " '1   157 04 021       32020 AZ     Hayden town (pt.)                             0           1          0          0          0          0          0',\n",
       " '1   157 04 021       37200 AZ     Kearny town                               2,249       2,415      2,436      2,450      2,453      2,442      2,414',\n",
       " '1   157 04 021       43990 AZ     Mammoth town                              1,762       2,615      2,535      2,430      2,336      2,255      2,163',\n",
       " '1   157 04 021       58150 AZ     Queen Creek town (pt.)                      119         100         95         91         87         84         79',\n",
       " '1   157 04 021       71300 AZ     Superior town                             3,254       3,619      3,652      3,673      3,679      3,667      3,629',\n",
       " '1   157 04 021       83790 AZ     Winkelman town (pt.)                          4           0          0          0          0          0          0',\n",
       " '1   157 04 021             AZ     Balance of Pinal County                  80,359      71,052     68,820     65,898     63,239     60,946     58,373',\n",
       " '1   050 04 023             AZ   Santa Cruz County                          38,381      40,396     39,283     38,172     37,245     36,187     35,825',\n",
       " '1   157 04 023       49640 AZ     Nogales city                             20,878      22,636     22,385     22,129     21,974     21,694     21,943',\n",
       " '1   157 04 023       53490 AZ     Patagonia town                              881         995        984        970        961        948        958',\n",
       " '1   157 04 023             AZ     Balance of Santa Cruz County             16,622      16,481     15,914     15,073     14,310     13,545     12,924',\n",
       " '1   050 04 025             AZ   Yavapai County                            167,517     157,249    152,612    148,735    144,316    140,068    134,789',\n",
       " '1   157 04 025       09690 AZ     Camp Verde town                           9,451       8,142      8,046      7,964      7,789      7,594      7,379',\n",
       " '1   157 04 025       12840 AZ     Chino Valley town                         7,835       7,211      7,038      6,826      6,667      6,509      6,350',\n",
       " '1   157 04 025       13890 AZ     Clarkdale town                            3,422       3,083      3,033      2,968      2,871      2,789      2,689',\n",
       " '1   157 04 025       16410 AZ     Cottonwood city                           9,179       8,930      8,572      8,108      7,673      7,344      7,101',\n",
       " '1   157 04 025       36290 AZ     Jerome town                                 329         452        457        463        456        437        428',\n",
       " '1   157 04 025       54050 AZ     Peoria city (pt.)                             1          12         12         11         10          9          9',\n",
       " '1   157 04 025       57380 AZ     Prescott city                            33,938      35,586     35,053     34,650     34,033     33,497     32,555',\n",
       " '1   157 04 025       57450 AZ     Prescott Valley town                     23,535      21,512     20,659     19,705     18,750     17,739     16,131',\n",
       " '1   157 04 025       65350 AZ     Sedona city (pt.)                         7,229       7,274      7,152      6,998      6,781      6,504      6,307',\n",
       " '1   157 04 025             AZ     Balance of Yavapai County                72,598      63,865     62,590     61,042     59,286     57,646     55,840',\n",
       " '1   050 04 027             AZ   Yuma County                               160,026     138,545    135,530    131,739    129,087    124,979    121,807',\n",
       " '1   157 04 027       63470 AZ     San Luis city                            15,322      14,665     13,496     11,944     10,215      9,076      8,217',\n",
       " '1   157 04 027       68080 AZ     Somerton city                             7,266       6,847      6,675      6,341      6,204      5,888      5,649',\n",
       " '1   157 04 027       81480 AZ     Wellton town                              1,829       1,215      1,200      1,180      1,159      1,143      1,129',\n",
       " '1   157 04 027       85540 AZ     Yuma city                                77,515      62,664     62,812     62,498     63,022     61,678     60,833',\n",
       " '1   157 04 027             AZ     Balance of Yuma County                   58,094      52,381     51,347     49,776     48,487     47,194     45,979',\n",
       " '1   040 05 000             AR Arkansas                                  2,673,400   2,576,476  2,558,581  2,543,887  2,529,275  2,510,890  2,484,822',\n",
       " '1   050 05 001             AR   Arkansas County                            20,749      20,439     20,745     20,699     20,801     20,982     21,000',\n",
       " '1   157 05 001       01030 AR     Almyra town                                 319         304        306        305        304        307        306',\n",
       " '1   157 05 001       18790 AR     De Witt city                              3,552       3,324      3,364      3,366      3,391      3,419      3,431',\n",
       " '1   157 05 001       26980 AR     Gillett city                                819         831        840        838        844        850        849',\n",
       " '1   157 05 001       33850 AR     Humphrey city (pt.)                         407         382        383        379        379        378        374',\n",
       " '1   157 05 001       61940 AR     St. Charles town                            261         204        205        204        204        205        203',\n",
       " '1   157 05 001       67490 AR     Stuttgart city                            9,745       9,594      9,735      9,746      9,822      9,957     10,007',\n",
       " '1   157 05 001             AR     Balance of Arkansas County                5,646       5,874      5,912      5,861      5,857      5,866      5,830',\n",
       " '1   050 05 003             AR   Ashley County                              24,209      24,207     24,271     24,367     24,372     24,423     24,479',\n",
       " '1   157 05 003       16240 AR     Crossett city                             6,097       6,231      6,270      6,337      6,380      6,446      6,502',\n",
       " '1   157 05 003       24670 AR     Fountain Hill town                          159         204        205        205        204        204        206',\n",
       " '1   157 05 003       29500 AR     Hamburg city                              3,039       3,167      3,175      3,192      3,194      3,190      3,193',\n",
       " '1   157 05 003       46670 AR     Montrose city                               526         537        537        536        535        537        537',\n",
       " '1   157 05 003       53510 AR     Parkdale city                               377         383        383        385        388        389        389',\n",
       " '1   157 05 003       56750 AR     Portland city                               552         538        539        542        546        549        551',\n",
       " '1   157 05 003       75890 AR     Wilmot city                                 786       1,056      1,054      1,055      1,052      1,048      1,047',\n",
       " '1   157 05 003             AR     Balance of Ashley County                 12,673      12,104     12,108     12,115     12,073     12,060     12,054',\n",
       " '1   050 05 005             AR   Baxter County                              38,386      36,930     36,648     36,375     36,260     36,012     35,543',\n",
       " '1   157 05 005       05980 AR     Big Flat town (pt.)                         104          91         90         91         91         93         93',\n",
       " '1   157 05 005       08665 AR     Briarcliff town                             240         259        256        252        249        250        250',\n",
       " '1   157 05 005       15490 AR     Cotter city                                 921         919        918        917        917        919        919',\n",
       " '1   157 05 005       26050 AR     Gassville city                            1,706       1,603      1,594      1,576      1,561      1,556      1,543',\n",
       " '1   157 05 005       38050 AR     Lakeview city                               763         748        735        720        705        687        656',\n",
       " '1   157 05 005       47390 AR     Mountain Home city                       11,012      10,149     10,100     10,045     10,037     10,534     10,606',\n",
       " '1   157 05 005       50000 AR     Norfork city                                484         532        523        507        498        535        545',\n",
       " '1   157 05 005       62240 AR     Salesville city                             437         512        496        474        464        446        428',\n",
       " '1   157 05 005             AR     Balance of Baxter County                 22,719      22,041     21,936     21,793     21,738     20,992     20,503',\n",
       " '1   050 05 007             AR   Benton County                             153,406     143,753    138,837    134,084    130,576    126,517    121,413',\n",
       " '1   157 05 007       03040 AR     Avoca town                                  423         330        326        321        318        316        313',\n",
       " '1   157 05 007       05320 AR     Bentonville city                         19,730      22,292     21,414     20,300     19,054     17,710     16,340',\n",
       " '1   157 05 007       05740 AR     Bethel Heights town                         714         773        771        768        726        601        470',\n",
       " '1   157 05 007       12340 AR     Cave Springs city                         1,103       1,252      1,184      1,103      1,058      1,048      1,013',\n",
       " '1   157 05 007       12820 AR     Centerton city                            2,146       2,251      2,090      1,883      1,671      1,437      1,220',\n",
       " '1   157 05 007       17740 AR     Decatur city                              1,314       1,463      1,431      1,373      1,321      1,256      1,229',\n",
       " '1   157 05 007       21430 AR     Elm Springs city (pt.)                       13           8          8          8          8          8          8',\n",
       " '1   157 05 007       25750 AR     Garfield town                               490         366        362        353        351        347        340',\n",
       " '1   157 05 007       26110 AR     Gateway town                                116          76         75         74         72         72         72',\n",
       " '1   157 05 007       26290 AR     Gentry city                               2,165       2,386      2,282      2,153      2,068      2,033      1,981',\n",
       " '1   157 05 007       28360 AR     Gravette city                             1,810       2,139      2,093      2,043      2,031      1,976      1,810',\n",
       " ...]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['1', '040', '01', '000', 'AL', 'Alabama', '4,447,100', '4,385,739', '4,369,224', '4,350,594', '4,320,692', '4,290,678', '4,263,125']\n",
      "['1', '040', '02', '000', 'AK', 'Alaska', '626,932', '622,091', '619,596', '615,292', '608,867', '604,924', '601,349']\n",
      "['1', '040', '04', '000', 'AZ', 'Arizona', '5,130,632', '4,882,966', '4,774,104', '4,666,824', '4,552,210', '4,432,497', '4,307,149']\n",
      "['1', '040', '05', '000', 'AR', 'Arkansas', '2,673,400', '2,576,476', '2,558,581', '2,543,887', '2,529,275', '2,510,890', '2,484,822']\n",
      "['1', '040', '06', '000', 'CA', 'California', '33,871,648', '33,634,154', '33,169,777', '32,696,221', '32,232,517', '31,802,670', '31,516,300']\n",
      "['1', '040', '08', '000', 'CO', 'Colorado', '4,301,261', '4,136,998', '4,057,854', '3,969,993', '3,891,835', '3,813,253', '3,738,874']\n",
      "['1', '040', '09', '000', 'CT', 'Connecticut', '3,405,565', '3,297,615', '3,283,174', '3,273,627', '3,268,896', '3,267,402', '3,266,033']\n",
      "['1', '040', '10', '000', 'DE', 'Delaware', '783,600', '762,269', '753,407', '744,435', '735,220', '727,213', '718,433']\n",
      "['1', '040', '11', '000', 'DC', 'District', 'of', 'Columbia', '572,059', '518,342', '521,063', '521,557', '528,990', '538,529', '551,537']\n",
      "['1', '040', '12', '000', 'FL', 'Florida', '15,982,378', '15,332,382', '15,113,610', '14,919,136', '14,696,561', '14,439,807', '14,196,978']\n",
      "['1', '040', '13', '000', 'GA', 'Georgia', '8,186,453', '7,942,706', '7,786,307', '7,635,570', '7,487,498', '7,333,341', '7,189,882']\n",
      "['1', '040', '15', '000', 'HI', 'Hawaii', '1,211,537', '1,178,955', '1,180,408', '1,188,452', '1,188,140', '1,183,600', '1,180,010']\n",
      "['1', '040', '16', '000', 'ID', 'Idaho', '1,293,953', '1,273,338', '1,251,870', '1,231,545', '1,210,676', '1,188,134', '1,165,100']\n",
      "['1', '040', '17', '000', 'IL', 'Illinois', '12,419,293', '12,185,213', '12,128,399', '12,067,031', '12,006,418', '11,947,905', '11,879,690']\n",
      "['1', '040', '18', '000', 'IN', 'Indiana', '6,080,485', '5,976,510', '5,939,934', '5,905,492', '5,873,363', '5,835,611', '5,792,645']\n",
      "['1', '040', '19', '000', 'IA', 'Iowa', '2,926,324', '2,877,770', '2,870,906', '2,861,377', '2,854,745', '2,848,674', '2,841,128']\n",
      "['1', '040', '20', '000', 'KS', 'Kansas', '2,688,418', '2,666,127', '2,654,727', '2,639,582', '2,616,888', '2,598,639', '2,587,413']\n",
      "['1', '040', '21', '000', 'KY', 'Kentucky', '4,041,769', '3,985,794', '3,960,119', '3,934,140', '3,908,047', '3,881,264', '3,855,526']\n",
      "['1', '040', '22', '000', 'LA', 'Louisiana', '4,468,976', '4,375,055', '4,372,680', '4,361,664', '4,351,680', '4,338,864', '4,328,217']\n",
      "['1', '040', '23', '000', 'ME', 'Maine', '1,274,923', '1,258,725', '1,249,750', '1,244,055', '1,241,645', '1,237,834', '1,234,086']\n",
      "['1', '040', '24', '000', 'MD', 'Maryland', '5,296,486', '5,223,866', '5,175,466', '5,133,748', '5,094,952', '5,057,978', '5,024,521']\n",
      "['1', '040', '25', '000', 'MA', 'Massachusetts', '6,349,097', '6,204,260', '6,176,411', '6,146,726', '6,116,556', '6,085,720', '6,062,684']\n",
      "['1', '040', '26', '000', 'MI', 'Michigan', '9,938,444', '9,918,208', '9,866,392', '9,821,330', '9,786,240', '9,739,509', '9,660,490']\n",
      "['1', '040', '27', '000', 'MN', 'Minnesota', '4,919,479', '4,828,097', '4,777,055', '4,727,678', '4,688,281', '4,648,142', '4,605,959']\n",
      "['1', '040', '28', '000', 'MS', 'Mississippi', '2,844,658', '2,787,021', '2,771,275', '2,754,047', '2,732,574', '2,710,046', '2,690,902']\n",
      "['1', '040', '29', '000', 'MO', 'Missouri', '5,595,211', '5,502,695', '5,467,820', '5,437,935', '5,407,580', '5,368,196', '5,325,157']\n",
      "['1', '040', '30', '000', 'MT', 'Montana', '902,195', '887,885', '883,162', '879,701', '878,720', '876,659', '868,574']\n",
      "['1', '040', '31', '000', 'NE', 'Nebraska', '1,711,263', '1,670,458', '1,665,876', '1,661,259', '1,656,173', '1,647,818', '1,635,370']\n",
      "['1', '040', '32', '000', 'NV', 'Nevada', '1,998,257', '1,879,800', '1,813,880', '1,750,247', '1,678,236', '1,596,380', '1,525,791']\n",
      "['1', '040', '33', '000', 'NH', 'New', 'Hampshire', '1,235,786', '1,215,986', '1,200,085', '1,186,616', '1,172,656', '1,160,398', '1,145,679']\n",
      "['1', '040', '34', '000', 'NJ', 'New', 'Jersey', '8,414,350', '8,204,412', '8,153,427', '8,104,405', '8,058,675', '8,012,140', '7,968,225']\n",
      "['1', '040', '35', '000', 'NM', 'New', 'Mexico', '1,819,046', '1,746,843', '1,739,332', '1,732,400', '1,721,386', '1,706,588', '1,682,525']\n",
      "['1', '040', '36', '000', 'NY', 'New', 'York', '18,976,457', '18,279,410', '18,226,519', '18,174,556', '18,148,675', '18,152,399', '18,158,980']\n",
      "['1', '040', '37', '000', 'NC', 'North', 'Carolina', '8,049,313', '7,747,707', '7,650,268', '7,546,582', '7,430,243', '7,308,907', '7,186,609']\n",
      "['1', '040', '38', '000', 'ND', 'North', 'Dakota', '642,200', '629,316', '633,129', '637,553', '640,903', '642,762', '641,464']\n",
      "['1', '040', '39', '000', 'OH', 'Ohio', '11,353,140', '11,270,877', '11,253,809', '11,238,448', '11,212,937', '11,186,963', '11,155,565']\n",
      "['1', '040', '40', '000', 'OK', 'Oklahoma', '3,450,654', '3,379,999', '3,368,915', '3,344,727', '3,320,110', '3,294,973', '3,270,527']\n",
      "['1', '040', '41', '000', 'OR', 'Oregon', '3,421,399', '3,341,584', '3,314,122', '3,282,191', '3,243,505', '3,195,549', '3,141,881']\n",
      "['1', '040', '42', '000', 'PA', 'Pennsylvania', '12,281,054', '11,984,572', '11,988,687', '11,999,656', '12,010,957', '12,032,709', '12,040,086']\n",
      "['1', '040', '44', '000', 'RI', 'Rhode', 'Island', '1,048,319', '996,110', '991,054', '987,326', '986,891', '987,720', '989,114']\n",
      "['1', '040', '45', '000', 'SC', 'South', 'Carolina', '4,012,012', '3,923,807', '3,884,591', '3,840,071', '3,791,374', '3,738,446', '3,701,082']\n",
      "['1', '040', '46', '000', 'SD', 'South', 'Dakota', '754,844', '737,333', '733,291', '730,864', '730,890', '730,694', '728,290']\n",
      "['1', '040', '47', '000', 'TN', 'Tennessee', '5,689,283', '5,533,756', '5,483,324', '5,432,381', '5,379,058', '5,314,086', '5,241,794']\n",
      "['1', '040', '48', '000', 'TX', 'Texas', '20,851,820', '20,393,784', '20,060,997', '19,721,171', '19,363,188', '19,020,201', '18,694,137']\n",
      "['1', '040', '49', '000', 'UT', 'Utah', '2,233,169', '2,164,765', '2,133,658', '2,104,596', '2,066,859', '2,023,381', '1,977,655']\n",
      "['1', '040', '50', '000', 'VT', 'Vermont', '608,827', '597,921', '593,574', '590,555', '588,589', '586,267', '582,800']\n",
      "['1', '040', '51', '000', 'VA', 'Virginia', '7,078,515', '6,970,263', '6,878,631', '6,793,358', '6,734,844', '6,669,956', '6,603,135']\n",
      "['1', '040', '53', '000', 'WA', 'Washington', '5,894,121', '5,811,180', '5,752,518', '5,689,954', '5,605,785', '5,511,105', '5,432,380']\n",
      "['1', '040', '54', '000', 'WV', 'West', 'Virginia', '1,808,344', '1,802,555', '1,807,550', '1,811,952', '1,815,981', '1,820,173', '1,821,583']\n",
      "['1', '040', '55', '000', 'WI', 'Wisconsin', '5,363,675', '5,280,411', '5,247,595', '5,221,927', '5,199,754', '5,172,699', '5,136,858']\n",
      "['1', '040', '56', '000', 'WY', 'Wyoming', '493,782', '480,893', '479,582', '479,997', '480,006', '480,042', '478,400']\n",
      "written:  ../Data/testing.csv\n"
     ]
    }
   ],
   "source": [
    "# import csv\n",
    "\n",
    "# row = ['4', ' Danny', ' New York']\n",
    "\n",
    "# with open('people1.csv', 'a') as csvFile:\n",
    "#     writer = csv.writer(csvFile)\n",
    "#     writer.writerow(row)\n",
    "\n",
    "# csvFile.close()\n",
    "\n",
    "\n",
    "################\n",
    "\n",
    "import csv\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "fname = '../Data/Mine/census/by_city/intercensal_estimates/intercensal_city_estimates_1995_2000.csv'\n",
    "with open(fname) as f:\n",
    "    content = f.readlines()    \n",
    "content = [line.strip() for line in content] \n",
    "content = content[16:]  # remove the initial text in the file\n",
    "\n",
    "\n",
    "with open('../Data/testing.csv', 'a') as csvFile:\n",
    "    writer = csv.writer(csvFile)\n",
    "    \n",
    "\n",
    "\n",
    "\n",
    "\n",
    "    for line in content:\n",
    "\n",
    "        try:\n",
    "\n",
    "            elements  = line.split()\n",
    "            \n",
    "\n",
    "            #State = elements\n",
    "            code = elements[3]\n",
    "            if code =='000':\n",
    "               # pass\n",
    "                print (elements)\n",
    "                writer.writerow(elements)\n",
    "                #input()\n",
    "        except IndexError: pass\n",
    "\n",
    "    \n",
    "csvFile.close()\n",
    "print (\"written:  ../Data/testing.csv\" )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['1', '040', '01', '000', 'AL', 'Alabama', '4,447,100', '4,385,739', '4,369,224', '4,350,594', '4,320,692', '4,290,678', '4,263,125']\n",
      "['1', '040', '02', '000', 'AK', 'Alaska', '626,932', '622,091', '619,596', '615,292', '608,867', '604,924', '601,349']\n",
      "['1', '040', '04', '000', 'AZ', 'Arizona', '5,130,632', '4,882,966', '4,774,104', '4,666,824', '4,552,210', '4,432,497', '4,307,149']\n",
      "['1', '040', '05', '000', 'AR', 'Arkansas', '2,673,400', '2,576,476', '2,558,581', '2,543,887', '2,529,275', '2,510,890', '2,484,822']\n",
      "['1', '040', '06', '000', 'CA', 'California', '33,871,648', '33,634,154', '33,169,777', '32,696,221', '32,232,517', '31,802,670', '31,516,300']\n",
      "['1', '040', '08', '000', 'CO', 'Colorado', '4,301,261', '4,136,998', '4,057,854', '3,969,993', '3,891,835', '3,813,253', '3,738,874']\n",
      "['1', '040', '09', '000', 'CT', 'Connecticut', '3,405,565', '3,297,615', '3,283,174', '3,273,627', '3,268,896', '3,267,402', '3,266,033']\n",
      "['1', '040', '10', '000', 'DE', 'Delaware', '783,600', '762,269', '753,407', '744,435', '735,220', '727,213', '718,433']\n",
      "['1', '040', '11', '000', 'DC', 'District', 'of', 'Columbia', '572,059', '518,342', '521,063', '521,557', '528,990', '538,529', '551,537']\n",
      "['1', '040', '12', '000', 'FL', 'Florida', '15,982,378', '15,332,382', '15,113,610', '14,919,136', '14,696,561', '14,439,807', '14,196,978']\n",
      "['1', '040', '13', '000', 'GA', 'Georgia', '8,186,453', '7,942,706', '7,786,307', '7,635,570', '7,487,498', '7,333,341', '7,189,882']\n",
      "['1', '040', '15', '000', 'HI', 'Hawaii', '1,211,537', '1,178,955', '1,180,408', '1,188,452', '1,188,140', '1,183,600', '1,180,010']\n",
      "['1', '040', '16', '000', 'ID', 'Idaho', '1,293,953', '1,273,338', '1,251,870', '1,231,545', '1,210,676', '1,188,134', '1,165,100']\n",
      "['1', '040', '17', '000', 'IL', 'Illinois', '12,419,293', '12,185,213', '12,128,399', '12,067,031', '12,006,418', '11,947,905', '11,879,690']\n",
      "['1', '040', '18', '000', 'IN', 'Indiana', '6,080,485', '5,976,510', '5,939,934', '5,905,492', '5,873,363', '5,835,611', '5,792,645']\n",
      "['1', '040', '19', '000', 'IA', 'Iowa', '2,926,324', '2,877,770', '2,870,906', '2,861,377', '2,854,745', '2,848,674', '2,841,128']\n",
      "['1', '040', '20', '000', 'KS', 'Kansas', '2,688,418', '2,666,127', '2,654,727', '2,639,582', '2,616,888', '2,598,639', '2,587,413']\n",
      "['1', '040', '21', '000', 'KY', 'Kentucky', '4,041,769', '3,985,794', '3,960,119', '3,934,140', '3,908,047', '3,881,264', '3,855,526']\n",
      "['1', '040', '22', '000', 'LA', 'Louisiana', '4,468,976', '4,375,055', '4,372,680', '4,361,664', '4,351,680', '4,338,864', '4,328,217']\n",
      "['1', '040', '23', '000', 'ME', 'Maine', '1,274,923', '1,258,725', '1,249,750', '1,244,055', '1,241,645', '1,237,834', '1,234,086']\n",
      "['1', '040', '24', '000', 'MD', 'Maryland', '5,296,486', '5,223,866', '5,175,466', '5,133,748', '5,094,952', '5,057,978', '5,024,521']\n",
      "['1', '040', '25', '000', 'MA', 'Massachusetts', '6,349,097', '6,204,260', '6,176,411', '6,146,726', '6,116,556', '6,085,720', '6,062,684']\n",
      "['1', '040', '26', '000', 'MI', 'Michigan', '9,938,444', '9,918,208', '9,866,392', '9,821,330', '9,786,240', '9,739,509', '9,660,490']\n",
      "['1', '040', '27', '000', 'MN', 'Minnesota', '4,919,479', '4,828,097', '4,777,055', '4,727,678', '4,688,281', '4,648,142', '4,605,959']\n",
      "['1', '040', '28', '000', 'MS', 'Mississippi', '2,844,658', '2,787,021', '2,771,275', '2,754,047', '2,732,574', '2,710,046', '2,690,902']\n",
      "['1', '040', '29', '000', 'MO', 'Missouri', '5,595,211', '5,502,695', '5,467,820', '5,437,935', '5,407,580', '5,368,196', '5,325,157']\n",
      "['1', '040', '30', '000', 'MT', 'Montana', '902,195', '887,885', '883,162', '879,701', '878,720', '876,659', '868,574']\n",
      "['1', '040', '31', '000', 'NE', 'Nebraska', '1,711,263', '1,670,458', '1,665,876', '1,661,259', '1,656,173', '1,647,818', '1,635,370']\n",
      "['1', '040', '32', '000', 'NV', 'Nevada', '1,998,257', '1,879,800', '1,813,880', '1,750,247', '1,678,236', '1,596,380', '1,525,791']\n",
      "['1', '040', '33', '000', 'NH', 'New', 'Hampshire', '1,235,786', '1,215,986', '1,200,085', '1,186,616', '1,172,656', '1,160,398', '1,145,679']\n",
      "['1', '040', '34', '000', 'NJ', 'New', 'Jersey', '8,414,350', '8,204,412', '8,153,427', '8,104,405', '8,058,675', '8,012,140', '7,968,225']\n",
      "['1', '040', '35', '000', 'NM', 'New', 'Mexico', '1,819,046', '1,746,843', '1,739,332', '1,732,400', '1,721,386', '1,706,588', '1,682,525']\n",
      "['1', '040', '36', '000', 'NY', 'New', 'York', '18,976,457', '18,279,410', '18,226,519', '18,174,556', '18,148,675', '18,152,399', '18,158,980']\n",
      "['1', '040', '37', '000', 'NC', 'North', 'Carolina', '8,049,313', '7,747,707', '7,650,268', '7,546,582', '7,430,243', '7,308,907', '7,186,609']\n",
      "['1', '040', '38', '000', 'ND', 'North', 'Dakota', '642,200', '629,316', '633,129', '637,553', '640,903', '642,762', '641,464']\n",
      "['1', '040', '39', '000', 'OH', 'Ohio', '11,353,140', '11,270,877', '11,253,809', '11,238,448', '11,212,937', '11,186,963', '11,155,565']\n",
      "['1', '040', '40', '000', 'OK', 'Oklahoma', '3,450,654', '3,379,999', '3,368,915', '3,344,727', '3,320,110', '3,294,973', '3,270,527']\n",
      "['1', '040', '41', '000', 'OR', 'Oregon', '3,421,399', '3,341,584', '3,314,122', '3,282,191', '3,243,505', '3,195,549', '3,141,881']\n",
      "['1', '040', '42', '000', 'PA', 'Pennsylvania', '12,281,054', '11,984,572', '11,988,687', '11,999,656', '12,010,957', '12,032,709', '12,040,086']\n",
      "['1', '040', '44', '000', 'RI', 'Rhode', 'Island', '1,048,319', '996,110', '991,054', '987,326', '986,891', '987,720', '989,114']\n",
      "['1', '040', '45', '000', 'SC', 'South', 'Carolina', '4,012,012', '3,923,807', '3,884,591', '3,840,071', '3,791,374', '3,738,446', '3,701,082']\n",
      "['1', '040', '46', '000', 'SD', 'South', 'Dakota', '754,844', '737,333', '733,291', '730,864', '730,890', '730,694', '728,290']\n",
      "['1', '040', '47', '000', 'TN', 'Tennessee', '5,689,283', '5,533,756', '5,483,324', '5,432,381', '5,379,058', '5,314,086', '5,241,794']\n",
      "['1', '040', '48', '000', 'TX', 'Texas', '20,851,820', '20,393,784', '20,060,997', '19,721,171', '19,363,188', '19,020,201', '18,694,137']\n",
      "['1', '040', '49', '000', 'UT', 'Utah', '2,233,169', '2,164,765', '2,133,658', '2,104,596', '2,066,859', '2,023,381', '1,977,655']\n",
      "['1', '040', '50', '000', 'VT', 'Vermont', '608,827', '597,921', '593,574', '590,555', '588,589', '586,267', '582,800']\n",
      "['1', '040', '51', '000', 'VA', 'Virginia', '7,078,515', '6,970,263', '6,878,631', '6,793,358', '6,734,844', '6,669,956', '6,603,135']\n",
      "['1', '040', '53', '000', 'WA', 'Washington', '5,894,121', '5,811,180', '5,752,518', '5,689,954', '5,605,785', '5,511,105', '5,432,380']\n",
      "['1', '040', '54', '000', 'WV', 'West', 'Virginia', '1,808,344', '1,802,555', '1,807,550', '1,811,952', '1,815,981', '1,820,173', '1,821,583']\n",
      "['1', '040', '55', '000', 'WI', 'Wisconsin', '5,363,675', '5,280,411', '5,247,595', '5,221,927', '5,199,754', '5,172,699', '5,136,858']\n",
      "['1', '040', '56', '000', 'WY', 'Wyoming', '493,782', '480,893', '479,582', '479,997', '480,006', '480,042', '478,400']\n"
     ]
    }
   ],
   "source": [
    "\n",
    "fname = '../Data/Mine/census/by_city/intercensal_estimates/intercensal_city_estimates_1995_2000.csv'\n",
    "with open(fname) as f:\n",
    "    content = f.readlines()    \n",
    "content = [line.strip() for line in content] \n",
    "content = content[16:]  # remove the initial text in the file\n",
    "\n",
    "\n",
    "\n",
    "list_of_lists = []\n",
    "for line in content:   \n",
    "    #print (line)\n",
    "\n",
    "    try:\n",
    "\n",
    "        elements  = line.split()\n",
    "       # print(elements)\n",
    "\n",
    "        #State = elements\n",
    "        code = elements[3]\n",
    "        if code =='000':\n",
    "           # pass\n",
    "            print (elements)\n",
    "            list_of_lists.append(elements)\n",
    "\n",
    "            #input()\n",
    "    except IndexError: pass\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "for e in list_of_lists:\n",
    "    if len(e)>13:\n",
    "        \n",
    "        print(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['']"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "elements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "''"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'asdfasd  dd'"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "line = 'asdfasd  ddd'\n",
    "line = line[:-1]\n",
    "line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1,040,01,000,AL,Alabama,\"4,447,100\",\"4,385,739\",\"4,369,224\",\"4,350,594\",\"4,320,692\",\"4,290,678\",\"4,263,125\"'"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "string = '1,040,01,000,AL,Alabama,\"4,447,100\",\"4,385,739\",\"4,369,224\",\"4,350,594\",\"4,320,692\",\"4,290,678\",\"4,263,125\"'\n",
    "string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ## when there is no nans (it works well), but if there are:\n",
    "# col_x = 'Year'\n",
    "# col_y = 'TotalPop'\n",
    "# x = np.array(df_census_city[col_x].tolist())\n",
    "# y = np.array(df_census_city[col_y].tolist())\n",
    "\n",
    "# print (x)\n",
    "# print (y)\n",
    "# ### i remove nans for the interpolation\n",
    "# aux_y = y[np.isfinite(y)]\n",
    "# len_y = len(aux_y)\n",
    "# aux_x = x[-len(aux_y):]   # last n items in the array\n",
    "\n",
    "\n",
    "# print (aux_x)\n",
    "# print (aux_y)\n",
    "\n",
    "\n",
    "# f = interpolate.interp1d(aux_x, aux_y, kind='cubic', fill_value='extrapolate')  # it returns the interpolation function\n",
    "\n",
    "# x_fit = np.arange(min(aux_x),max(aux_x)+1,1)  \n",
    "# y_fit = f(x_fit)   # use interpolation function returned by `interp1d`\n",
    "# plt.plot(x, y, 'o', x_fit, y_fit, '-')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "aux_y = y[np.isfinite(y)]\n",
    "aux_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# ### when there is no nans: (it works well)\n",
    "# x = np.array(df_census_city[col_x].tolist())\n",
    "# y = np.array(df_census_city[col_y].tolist())\n",
    "\n",
    "# f = interpolate.interp1d(x, y, kind='cubic')  # it returns the interpolation function\n",
    "\n",
    "# x_fit = np.arange(min(x),max(x),1)  \n",
    "# y_fit = f(x_fit)   # use interpolation function returned by `interp1d`\n",
    "# plt.plot(x, y, 'o', x_fit, y_fit, '-')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x[-2:]   # last two items in the array\n",
    "x[-len(aux_y):]   # last two items in the array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "x = np.arange(0, 10)\n",
    "y = np.exp(-x/3.0)\n",
    "f = interpolate.interp1d(x, y, kind='cubic')\n",
    "\n",
    "xnew = np.arange(0, 9, 0.1)\n",
    "ynew = f(xnew)   # use interpolation function returned by `interp1d`\n",
    "plt.plot(x, y, 'o', xnew, ynew, '-')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# def get_x_y_polynomial_fit (df, col_x, col_y, pol_grade):\n",
    "    \n",
    "#     x = np.array(df[col_x].tolist())\n",
    "#     y = np.array(df[col_y].tolist())\n",
    "   \n",
    "    \n",
    "    \n",
    "#     ## CHOOSE ONE:\n",
    "    \n",
    "# #     ### remove the nan entries for the fit\n",
    "\n",
    "# #     aux_y = y[np.isfinite(y)]\n",
    "# #     if len(aux_y)<6:\n",
    "# #         print (\"you should do a linear fit instead for \", col_y)        \n",
    "# #         pol_grade = 1\n",
    "        \n",
    "        \n",
    "        \n",
    "#     ### or replace the nans by zeros for the fit    \n",
    "#     aux_y = y[np.isfinite(y)]\n",
    "#     if len(aux_y)<6:\n",
    "#         y = np.nan_to_num(y)\n",
    "#         pol_grade = 1\n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "# #     ### sometimes i have nans, sometimes i have zeros (for minority populations)    : if so, linear fit instead\n",
    "# #     cont_zero = 0    \n",
    "# #     for item in y:\n",
    "# #         if int(item) ==0:\n",
    "# #             cont_zero +=1\n",
    "             \n",
    "                \n",
    "# #     if cont_zero >0:\n",
    "# #         pol_grade = 1\n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "        \n",
    "    \n",
    "#     z = np.polyfit(x, y, pol_grade)  ## fit to a n-grade polinomial. It returns array with Polynomial coefficients, highest power first\n",
    "\n",
    "\n",
    "#     # i create the values from the fitted polynomial, for plotting the fit\n",
    "#     max_x = max(x)+1\n",
    "#     min_x = min(x)\n",
    "    \n",
    "#     x_fit = np.arange(min(x),max_x,1)  ### lin space for the coordenate x\n",
    "\n",
    "    \n",
    "#     if pol_grade == 1:\n",
    "#         y_fit =  x_fit*z[0] + z[1]\n",
    "#     elif pol_grade == 2:\n",
    "#         y_fit =  x_fit*x_fit*z[0] + x_fit*z[1] + z[2]\n",
    "#     elif pol_grade == 3:\n",
    "#         y_fit = x_fit*x_fit*x_fit*z[0] + x_fit*x_fit*z[1] + x_fit*z[2] + z[3]\n",
    "#     elif pol_grade == 4:\n",
    "#         y_fit =  x_fit*x_fit*x_fit*x_fit*z[0] + x_fit*x_fit*x_fit*z[1] + x_fit*x_fit*z[2] + x_fit*z[3] + z[4]\n",
    "#     elif pol_grade == 5:\n",
    "#         y_fit =   x_fit*x_fit*x_fit*x_fit*x_fit*z[0] +x_fit*x_fit*x_fit*x_fit*z[1] +\\\n",
    "#         x_fit*x_fit*x_fit*z[2] + x_fit*x_fit*z[3] + x_fit*z[4] + z[5]\n",
    "\n",
    "\n",
    "    \n",
    "#     for item in y_fit:\n",
    "#         if item <0:\n",
    "#             #print (y_fit, \"clipping!!\")\n",
    "            \n",
    "#             y_fit = y_fit.clip(0)  # replace negative values for zeros\n",
    "#            # print (y_fit)\n",
    "#             break\n",
    "    \n",
    "#     return x_fit, y_fit, pol_grade\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def get_x_y_interpolation (df, col_x, col_y):\n",
    "    \n",
    "#     ### when there is no nans (it works well), but if there are, i need to remove them first:\n",
    "#     x = np.array(df[col_x].tolist())\n",
    "#     y = np.array(df[col_y].tolist())\n",
    "   \n",
    "#     ### i remove nans for the interpolation\n",
    "#     aux_y = y[np.isfinite(y)]\n",
    "#     len_y = len(aux_y)\n",
    "#     aux_x = x[-len(aux_y):]   # last n items in the array (i remove nans if need be, and the corresponding year values too)\n",
    "\n",
    "    \n",
    "    \n",
    "#     kind_interpolation = 'cubic'  # if i only have 3 points, the kind of interpolation needs to be linear, not cubic (otherwise, gives error)\n",
    "#     if len_y < 4:\n",
    "#         kind_interpolation = 'linear'\n",
    "    \n",
    "#     f = interpolate.interp1d(aux_x, aux_y, kind=kind_interpolation)  # it returns the interpolation function\n",
    "\n",
    "    \n",
    "#     x_interpolate = np.arange(min(aux_x),max(aux_x)+1,1)  \n",
    "#     y_interpolate = f(x_interpolate)   # use interpolation function returned by `interp1d`\n",
    "    \n",
    "#     return x_interpolate, y_interpolate\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# #### creating the interpolation files for each city, as well as plotting them:\n",
    "\n",
    "# pol_grade = 3   \n",
    "\n",
    "# col_x = 'Year'\n",
    "# col_y = 'TotalPop'   #BlackPop'    #TotalPop'\n",
    "\n",
    "\n",
    "# flag_plot = 'yes'\n",
    "    \n",
    "\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "#   ###OJO, IN THE FUNCTION FOR INTERPOLATION, SET  max_x = max(x)+1  (SO IT INCLUDES ALL VALUES)        \n",
    "    \n",
    "    \n",
    "#   ####################  FALTA::   ADD INTERPOLATION FOR ALL VARIABLES AT ONCE, NOT JUST ONE!\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "#     ############ FALTA: ADD FUTURE VALUES TO THE PLOT, NOT TO THE CSV INTERPOLATION FILE\n",
    "    \n",
    "    \n",
    "    \n",
    "# # # for filename in list_files:\n",
    "\n",
    "\n",
    "\n",
    "# #filename = '/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/IL_Chicago.csv'\n",
    "\n",
    "\n",
    "# cont = 1\n",
    "# for filename in glob.glob('/home/staff/julia/at_Northwestern/US_Crime/Data/Adam/census/MO*.csv'):\n",
    "#     print (filename)\n",
    "\n",
    "\n",
    "#     print (cont)\n",
    "\n",
    "#     df_census_city = pd.read_csv(filename)\n",
    "\n",
    "#     name = filename.split('/')[-1]\n",
    "#     path = filename.replace(name, '')\n",
    "#     city = filename.split('/')[-1].replace('.csv','')\n",
    " \n",
    "#     print (df_census_city.shape)\n",
    "\n",
    "\n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "    \n",
    "#     ### plot the data vs the polynomial fit:   \n",
    "\n",
    "#     x = np.array(df_census_city[col_x].tolist())\n",
    "#     y = np.array(df_census_city[col_y].tolist())\n",
    "\n",
    "#     dict_year_value = dict(zip(df_census_city[col_x], df_census_city[col_y]))\n",
    "\n",
    "#     x_fit, y_fit = get_x_y_fit(df_census_city, col_x, col_y, pol_grade)\n",
    "\n",
    "\n",
    "\n",
    "#     trace1 = go.Scatter(\n",
    "#         x = x,\n",
    "#         y = y,\n",
    "#         name = 'data',\n",
    "#         mode = 'markers',  # 'markers+lines'\n",
    "#         marker=dict(\n",
    "#             color = '#006d2c', \n",
    "#             size = 12)\n",
    "#     )\n",
    "\n",
    "#     trace2 = go.Scatter(\n",
    "#         x = x_fit,\n",
    "#         y = y_fit,\n",
    "#         name='fit',\n",
    "#         mode = 'lines',\n",
    "#         line = dict(\n",
    "#             color = ('#66c2a4'),\n",
    "#             width = 4,\n",
    "#             dash = 'dash')\n",
    "#     )\n",
    "\n",
    "#     data = [ trace1, trace2]\n",
    "\n",
    "#     # Edit the layout\n",
    "#     layout = dict(title = city,\n",
    "#                   xaxis = dict(title = 'Year'),\n",
    "#                   yaxis = dict(title = col_y),\n",
    "#                   )\n",
    "\n",
    "#     fig = dict(data=data, layout=layout)\n",
    "#     # py.iplot(fig, filename='styled-line')\n",
    "\n",
    "    \n",
    "#     if flag_plot == 'yes':\n",
    "    \n",
    "#         offline.plot(fig, auto_open=True, image = 'png', image_filename=\"time_evol_population_\"+city ,image_width=2000, image_height=1000, \n",
    "#                    filename='/home/staff/julia/at_Northwestern/US_Crime/Figures/time_evol_population_'+city+'.html', validate=True)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "#     ########### now i populate the interpolation files (preserving data for the years i do have):\n",
    "\n",
    "#     dict_year_real_value = dict(zip(df_census_city[col_x], df_census_city[col_y]))   \n",
    "#     dict_year_fit_value = dict(zip(x_fit, y_fit))\n",
    "\n",
    "\n",
    "\n",
    "#     for llave in sorted(dict_year_real_value):  # replace fit values for real ones in the census years specifically\n",
    "#         dict_year_fit_value[llave] = dict_year_real_value[llave]\n",
    "\n",
    "#     list_values = []    \n",
    "#     for llave in sorted(dict_year_fit_value): \n",
    "#         list_values.append(int(dict_year_fit_value[llave]))\n",
    "\n",
    "\n",
    "#     interpolation_file = path+'interpolations/'+'interpolation_'+name\n",
    "#     df_interpolation = pd.read_csv(interpolation_file)\n",
    "\n",
    "    \n",
    "#     print (len(list_values), df_interpolation.shape)\n",
    "\n",
    "#     new_col =  col_y +\"_\"+'interpolation'\n",
    "#     df_interpolation[new_col] = list_values \n",
    "\n",
    "    \n",
    "\n",
    "\n",
    "#     ##### i print out the interpolation file\n",
    "#     df_interpolation.to_csv( interpolation_file, sep=',', na_rep='NA', index=False)\n",
    "#    # print (\"written:\", interpolation_file)\n",
    "    \n",
    "#     cont +=1"
   ]
  }
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