Week+3.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "_You are currently looking at **version 1.0** of this notebook. To download notebooks and datafiles, as well as get help on Jupyter notebooks in the Coursera platform, visit the [Jupyter Notebook FAQ](https://www.coursera.org/learn/python-data-analysis/resources/0dhYG) course resource._\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Merging Dataframes\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cost</th>\n",
       "      <th>Item Purchased</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Store 1</th>\n",
       "      <td>22.5</td>\n",
       "      <td>Sponge</td>\n",
       "      <td>Chris</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store 1</th>\n",
       "      <td>2.5</td>\n",
       "      <td>Kitty Litter</td>\n",
       "      <td>Kevyn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store 2</th>\n",
       "      <td>5.0</td>\n",
       "      <td>Spoon</td>\n",
       "      <td>Filip</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Cost Item Purchased   Name\n",
       "Store 1  22.5         Sponge  Chris\n",
       "Store 1   2.5   Kitty Litter  Kevyn\n",
       "Store 2   5.0          Spoon  Filip"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.DataFrame([{'Name': 'Chris', 'Item Purchased': 'Sponge', 'Cost': 22.50},\n",
    "                   {'Name': 'Kevyn', 'Item Purchased': 'Kitty Litter', 'Cost': 2.50},\n",
    "                   {'Name': 'Filip', 'Item Purchased': 'Spoon', 'Cost': 5.00}],\n",
    "                  index=['Store 1', 'Store 1', 'Store 2'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cost</th>\n",
       "      <th>Item Purchased</th>\n",
       "      <th>Name</th>\n",
       "      <th>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Store 1</th>\n",
       "      <td>22.5</td>\n",
       "      <td>Sponge</td>\n",
       "      <td>Chris</td>\n",
       "      <td>December 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store 1</th>\n",
       "      <td>2.5</td>\n",
       "      <td>Kitty Litter</td>\n",
       "      <td>Kevyn</td>\n",
       "      <td>January 1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store 2</th>\n",
       "      <td>5.0</td>\n",
       "      <td>Spoon</td>\n",
       "      <td>Filip</td>\n",
       "      <td>mid-May</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Cost Item Purchased   Name        Date\n",
       "Store 1  22.5         Sponge  Chris  December 1\n",
       "Store 1   2.5   Kitty Litter  Kevyn   January 1\n",
       "Store 2   5.0          Spoon  Filip     mid-May"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Date'] = ['December 1', 'January 1', 'mid-May']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cost</th>\n",
       "      <th>Item Purchased</th>\n",
       "      <th>Name</th>\n",
       "      <th>Date</th>\n",
       "      <th>Delivered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Store 1</th>\n",
       "      <td>22.5</td>\n",
       "      <td>Sponge</td>\n",
       "      <td>Chris</td>\n",
       "      <td>December 1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store 1</th>\n",
       "      <td>2.5</td>\n",
       "      <td>Kitty Litter</td>\n",
       "      <td>Kevyn</td>\n",
       "      <td>January 1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store 2</th>\n",
       "      <td>5.0</td>\n",
       "      <td>Spoon</td>\n",
       "      <td>Filip</td>\n",
       "      <td>mid-May</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Cost Item Purchased   Name        Date Delivered\n",
       "Store 1  22.5         Sponge  Chris  December 1      True\n",
       "Store 1   2.5   Kitty Litter  Kevyn   January 1      True\n",
       "Store 2   5.0          Spoon  Filip     mid-May      True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Delivered'] = True\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Cost</th>\n",
       "      <th>Item Purchased</th>\n",
       "      <th>Name</th>\n",
       "      <th>Date</th>\n",
       "      <th>Delivered</th>\n",
       "      <th>Feedback</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Store 1</th>\n",
       "      <td>22.5</td>\n",
       "      <td>Sponge</td>\n",
       "      <td>Chris</td>\n",
       "      <td>December 1</td>\n",
       "      <td>True</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store 1</th>\n",
       "      <td>2.5</td>\n",
       "      <td>Kitty Litter</td>\n",
       "      <td>Kevyn</td>\n",
       "      <td>January 1</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Store 2</th>\n",
       "      <td>5.0</td>\n",
       "      <td>Spoon</td>\n",
       "      <td>Filip</td>\n",
       "      <td>mid-May</td>\n",
       "      <td>True</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Cost Item Purchased   Name        Date Delivered  Feedback\n",
       "Store 1  22.5         Sponge  Chris  December 1      True  Positive\n",
       "Store 1   2.5   Kitty Litter  Kevyn   January 1      True      None\n",
       "Store 2   5.0          Spoon  Filip     mid-May      True  Negative"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Feedback'] = ['Positive', None, 'Negative']\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Cost</th>\n",
       "      <th>Item Purchased</th>\n",
       "      <th>Name</th>\n",
       "      <th>Date</th>\n",
       "      <th>Delivered</th>\n",
       "      <th>Feedback</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Store 1</td>\n",
       "      <td>22.5</td>\n",
       "      <td>Sponge</td>\n",
       "      <td>Chris</td>\n",
       "      <td>December 1</td>\n",
       "      <td>True</td>\n",
       "      <td>Positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Store 1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Kitty Litter</td>\n",
       "      <td>Kevyn</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Store 2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Spoon</td>\n",
       "      <td>Filip</td>\n",
       "      <td>mid-May</td>\n",
       "      <td>True</td>\n",
       "      <td>Negative</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     index  Cost Item Purchased   Name        Date Delivered  Feedback\n",
       "0  Store 1  22.5         Sponge  Chris  December 1      True  Positive\n",
       "1  Store 1   2.5   Kitty Litter  Kevyn         NaN      True      None\n",
       "2  Store 2   5.0          Spoon  Filip     mid-May      True  Negative"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adf = df.reset_index()\n",
    "adf['Date'] = pd.Series({0: 'December 1', 2: 'mid-May'})\n",
    "adf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 Role\n",
      "Name                 \n",
      "Kelly  Director of HR\n",
      "Sally  Course liasion\n",
      "James          Grader\n",
      "\n",
      "            School\n",
      "Name              \n",
      "James     Business\n",
      "Mike           Law\n",
      "Sally  Engineering\n"
     ]
    }
   ],
   "source": [
    "staff_df = pd.DataFrame([{'Name': 'Kelly', 'Role': 'Director of HR'},\n",
    "                         {'Name': 'Sally', 'Role': 'Course liasion'},\n",
    "                         {'Name': 'James', 'Role': 'Grader'}])\n",
    "staff_df = staff_df.set_index('Name')\n",
    "student_df = pd.DataFrame([{'Name': 'James', 'School': 'Business'},\n",
    "                           {'Name': 'Mike', 'School': 'Law'},\n",
    "                           {'Name': 'Sally', 'School': 'Engineering'}])\n",
    "student_df = student_df.set_index('Name')\n",
    "print(staff_df.head())\n",
    "print()\n",
    "print(student_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Role</th>\n",
       "      <th>School</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>James</th>\n",
       "      <td>Grader</td>\n",
       "      <td>Business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kelly</th>\n",
       "      <td>Director of HR</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mike</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Law</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sally</th>\n",
       "      <td>Course liasion</td>\n",
       "      <td>Engineering</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Role       School\n",
       "Name                              \n",
       "James          Grader     Business\n",
       "Kelly  Director of HR          NaN\n",
       "Mike              NaN          Law\n",
       "Sally  Course liasion  Engineering"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(staff_df, student_df, how='outer', left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Role</th>\n",
       "      <th>School</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>James</th>\n",
       "      <td>Grader</td>\n",
       "      <td>Business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sally</th>\n",
       "      <td>Course liasion</td>\n",
       "      <td>Engineering</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Role       School\n",
       "Name                              \n",
       "James          Grader     Business\n",
       "Sally  Course liasion  Engineering"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(staff_df, student_df, how='inner', left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Role</th>\n",
       "      <th>School</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Kelly</th>\n",
       "      <td>Director of HR</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sally</th>\n",
       "      <td>Course liasion</td>\n",
       "      <td>Engineering</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James</th>\n",
       "      <td>Grader</td>\n",
       "      <td>Business</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Role       School\n",
       "Name                              \n",
       "Kelly  Director of HR          NaN\n",
       "Sally  Course liasion  Engineering\n",
       "James          Grader     Business"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(staff_df, student_df, how='left', left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Role</th>\n",
       "      <th>School</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>James</th>\n",
       "      <td>Grader</td>\n",
       "      <td>Business</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mike</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Law</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sally</th>\n",
       "      <td>Course liasion</td>\n",
       "      <td>Engineering</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Role       School\n",
       "Name                              \n",
       "James          Grader     Business\n",
       "Mike              NaN          Law\n",
       "Sally  Course liasion  Engineering"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(staff_df, student_df, how='right', left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Role</th>\n",
       "      <th>School</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Kelly</td>\n",
       "      <td>Director of HR</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sally</td>\n",
       "      <td>Course liasion</td>\n",
       "      <td>Engineering</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>James</td>\n",
       "      <td>Grader</td>\n",
       "      <td>Business</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Name            Role       School\n",
       "0  Kelly  Director of HR          NaN\n",
       "1  Sally  Course liasion  Engineering\n",
       "2  James          Grader     Business"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "staff_df = staff_df.reset_index()\n",
    "student_df = student_df.reset_index()\n",
    "pd.merge(staff_df, student_df, how='left', left_on='Name', right_on='Name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Location_x</th>\n",
       "      <th>Name</th>\n",
       "      <th>Role</th>\n",
       "      <th>Location_y</th>\n",
       "      <th>School</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>State Street</td>\n",
       "      <td>Kelly</td>\n",
       "      <td>Director of HR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Washington Avenue</td>\n",
       "      <td>Sally</td>\n",
       "      <td>Course liasion</td>\n",
       "      <td>512 Wilson Crescent</td>\n",
       "      <td>Engineering</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Washington Avenue</td>\n",
       "      <td>James</td>\n",
       "      <td>Grader</td>\n",
       "      <td>1024 Billiard Avenue</td>\n",
       "      <td>Business</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Location_x   Name            Role            Location_y       School\n",
       "0       State Street  Kelly  Director of HR                   NaN          NaN\n",
       "1  Washington Avenue  Sally  Course liasion   512 Wilson Crescent  Engineering\n",
       "2  Washington Avenue  James          Grader  1024 Billiard Avenue     Business"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "staff_df = pd.DataFrame([{'Name': 'Kelly', 'Role': 'Director of HR', 'Location': 'State Street'},\n",
    "                         {'Name': 'Sally', 'Role': 'Course liasion', 'Location': 'Washington Avenue'},\n",
    "                         {'Name': 'James', 'Role': 'Grader', 'Location': 'Washington Avenue'}])\n",
    "student_df = pd.DataFrame([{'Name': 'James', 'School': 'Business', 'Location': '1024 Billiard Avenue'},\n",
    "                           {'Name': 'Mike', 'School': 'Law', 'Location': 'Fraternity House #22'},\n",
    "                           {'Name': 'Sally', 'School': 'Engineering', 'Location': '512 Wilson Crescent'}])\n",
    "pd.merge(staff_df, student_df, how='left', left_on='Name', right_on='Name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>First Name</th>\n",
       "      <th>Last Name</th>\n",
       "      <th>Role</th>\n",
       "      <th>School</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sally</td>\n",
       "      <td>Brooks</td>\n",
       "      <td>Course liasion</td>\n",
       "      <td>Engineering</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  First Name Last Name            Role       School\n",
       "0      Sally    Brooks  Course liasion  Engineering"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "staff_df = pd.DataFrame([{'First Name': 'Kelly', 'Last Name': 'Desjardins', 'Role': 'Director of HR'},\n",
    "                         {'First Name': 'Sally', 'Last Name': 'Brooks', 'Role': 'Course liasion'},\n",
    "                         {'First Name': 'James', 'Last Name': 'Wilde', 'Role': 'Grader'}])\n",
    "student_df = pd.DataFrame([{'First Name': 'James', 'Last Name': 'Hammond', 'School': 'Business'},\n",
    "                           {'First Name': 'Mike', 'Last Name': 'Smith', 'School': 'Law'},\n",
    "                           {'First Name': 'Sally', 'Last Name': 'Brooks', 'School': 'Engineering'}])\n",
    "staff_df\n",
    "student_df\n",
    "pd.merge(staff_df, student_df, how='inner', left_on=['First Name','Last Name'], right_on=['First Name','Last Name'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Idiomatic Pandas: Making Code Pandorable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SUMLEV</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>COUNTY</th>\n",
       "      <th>STNAME</th>\n",
       "      <th>CTYNAME</th>\n",
       "      <th>CENSUS2010POP</th>\n",
       "      <th>ESTIMATESBASE2010</th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>...</th>\n",
       "      <th>RDOMESTICMIG2011</th>\n",
       "      <th>RDOMESTICMIG2012</th>\n",
       "      <th>RDOMESTICMIG2013</th>\n",
       "      <th>RDOMESTICMIG2014</th>\n",
       "      <th>RDOMESTICMIG2015</th>\n",
       "      <th>RNETMIG2011</th>\n",
       "      <th>RNETMIG2012</th>\n",
       "      <th>RNETMIG2013</th>\n",
       "      <th>RNETMIG2014</th>\n",
       "      <th>RNETMIG2015</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>4779736</td>\n",
       "      <td>4780127</td>\n",
       "      <td>4785161</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002295</td>\n",
       "      <td>-0.193196</td>\n",
       "      <td>0.381066</td>\n",
       "      <td>0.582002</td>\n",
       "      <td>-0.467369</td>\n",
       "      <td>1.030015</td>\n",
       "      <td>0.826644</td>\n",
       "      <td>1.383282</td>\n",
       "      <td>1.724718</td>\n",
       "      <td>0.712594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Autauga County</td>\n",
       "      <td>54571</td>\n",
       "      <td>54571</td>\n",
       "      <td>54660</td>\n",
       "      <td>...</td>\n",
       "      <td>7.242091</td>\n",
       "      <td>-2.915927</td>\n",
       "      <td>-3.012349</td>\n",
       "      <td>2.265971</td>\n",
       "      <td>-2.530799</td>\n",
       "      <td>7.606016</td>\n",
       "      <td>-2.626146</td>\n",
       "      <td>-2.722002</td>\n",
       "      <td>2.592270</td>\n",
       "      <td>-2.187333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Baldwin County</td>\n",
       "      <td>182265</td>\n",
       "      <td>182265</td>\n",
       "      <td>183193</td>\n",
       "      <td>...</td>\n",
       "      <td>14.832960</td>\n",
       "      <td>17.647293</td>\n",
       "      <td>21.845705</td>\n",
       "      <td>19.243287</td>\n",
       "      <td>17.197872</td>\n",
       "      <td>15.844176</td>\n",
       "      <td>18.559627</td>\n",
       "      <td>22.727626</td>\n",
       "      <td>20.317142</td>\n",
       "      <td>18.293499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Barbour County</td>\n",
       "      <td>27457</td>\n",
       "      <td>27457</td>\n",
       "      <td>27341</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.728132</td>\n",
       "      <td>-2.500690</td>\n",
       "      <td>-7.056824</td>\n",
       "      <td>-3.904217</td>\n",
       "      <td>-10.543299</td>\n",
       "      <td>-4.874741</td>\n",
       "      <td>-2.758113</td>\n",
       "      <td>-7.167664</td>\n",
       "      <td>-3.978583</td>\n",
       "      <td>-10.543299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Bibb County</td>\n",
       "      <td>22915</td>\n",
       "      <td>22919</td>\n",
       "      <td>22861</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.527043</td>\n",
       "      <td>-5.068871</td>\n",
       "      <td>-6.201001</td>\n",
       "      <td>-0.177537</td>\n",
       "      <td>0.177258</td>\n",
       "      <td>-5.088389</td>\n",
       "      <td>-4.363636</td>\n",
       "      <td>-5.403729</td>\n",
       "      <td>0.754533</td>\n",
       "      <td>1.107861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Blount County</td>\n",
       "      <td>57322</td>\n",
       "      <td>57322</td>\n",
       "      <td>57373</td>\n",
       "      <td>...</td>\n",
       "      <td>1.807375</td>\n",
       "      <td>-1.177622</td>\n",
       "      <td>-1.748766</td>\n",
       "      <td>-2.062535</td>\n",
       "      <td>-1.369970</td>\n",
       "      <td>1.859511</td>\n",
       "      <td>-0.848580</td>\n",
       "      <td>-1.402476</td>\n",
       "      <td>-1.577232</td>\n",
       "      <td>-0.884411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Bullock County</td>\n",
       "      <td>10914</td>\n",
       "      <td>10915</td>\n",
       "      <td>10887</td>\n",
       "      <td>...</td>\n",
       "      <td>-30.953709</td>\n",
       "      <td>-5.180127</td>\n",
       "      <td>-1.130263</td>\n",
       "      <td>14.354290</td>\n",
       "      <td>-16.167247</td>\n",
       "      <td>-29.001673</td>\n",
       "      <td>-2.825524</td>\n",
       "      <td>1.507017</td>\n",
       "      <td>17.243790</td>\n",
       "      <td>-13.193961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Butler County</td>\n",
       "      <td>20947</td>\n",
       "      <td>20946</td>\n",
       "      <td>20944</td>\n",
       "      <td>...</td>\n",
       "      <td>-14.032727</td>\n",
       "      <td>-11.684234</td>\n",
       "      <td>-5.655413</td>\n",
       "      <td>1.085428</td>\n",
       "      <td>-6.529805</td>\n",
       "      <td>-13.936612</td>\n",
       "      <td>-11.586865</td>\n",
       "      <td>-5.557058</td>\n",
       "      <td>1.184103</td>\n",
       "      <td>-6.430868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Calhoun County</td>\n",
       "      <td>118572</td>\n",
       "      <td>118586</td>\n",
       "      <td>118437</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.155670</td>\n",
       "      <td>-4.611706</td>\n",
       "      <td>-5.524649</td>\n",
       "      <td>-4.463211</td>\n",
       "      <td>-3.376322</td>\n",
       "      <td>-5.791579</td>\n",
       "      <td>-4.092677</td>\n",
       "      <td>-5.062836</td>\n",
       "      <td>-3.912834</td>\n",
       "      <td>-2.806406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Chambers County</td>\n",
       "      <td>34215</td>\n",
       "      <td>34170</td>\n",
       "      <td>34098</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.731639</td>\n",
       "      <td>3.849092</td>\n",
       "      <td>2.872721</td>\n",
       "      <td>-2.287222</td>\n",
       "      <td>1.349468</td>\n",
       "      <td>-1.821092</td>\n",
       "      <td>4.701181</td>\n",
       "      <td>3.781439</td>\n",
       "      <td>-1.290228</td>\n",
       "      <td>2.346901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Cherokee County</td>\n",
       "      <td>25989</td>\n",
       "      <td>25986</td>\n",
       "      <td>25976</td>\n",
       "      <td>...</td>\n",
       "      <td>6.339327</td>\n",
       "      <td>1.113180</td>\n",
       "      <td>5.488706</td>\n",
       "      <td>-0.076806</td>\n",
       "      <td>-3.239866</td>\n",
       "      <td>6.416167</td>\n",
       "      <td>1.420264</td>\n",
       "      <td>5.757384</td>\n",
       "      <td>0.230419</td>\n",
       "      <td>-2.931307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Chilton County</td>\n",
       "      <td>43643</td>\n",
       "      <td>43631</td>\n",
       "      <td>43665</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.372935</td>\n",
       "      <td>-2.653369</td>\n",
       "      <td>0.480044</td>\n",
       "      <td>0.456017</td>\n",
       "      <td>-2.253483</td>\n",
       "      <td>-0.823761</td>\n",
       "      <td>-2.447504</td>\n",
       "      <td>0.868651</td>\n",
       "      <td>0.957636</td>\n",
       "      <td>-1.752709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Choctaw County</td>\n",
       "      <td>13859</td>\n",
       "      <td>13858</td>\n",
       "      <td>13841</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.455274</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "      <td>-15.528177</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Clarke County</td>\n",
       "      <td>25833</td>\n",
       "      <td>25840</td>\n",
       "      <td>25767</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.194363</td>\n",
       "      <td>-17.667705</td>\n",
       "      <td>-0.318345</td>\n",
       "      <td>-8.686428</td>\n",
       "      <td>-5.613667</td>\n",
       "      <td>-6.077488</td>\n",
       "      <td>-17.509958</td>\n",
       "      <td>-0.159172</td>\n",
       "      <td>-8.486280</td>\n",
       "      <td>-5.411736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Clay County</td>\n",
       "      <td>13932</td>\n",
       "      <td>13932</td>\n",
       "      <td>13880</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.744102</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.902871</td>\n",
       "      <td>5.702648</td>\n",
       "      <td>3.912450</td>\n",
       "      <td>-10.816697</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.977157</td>\n",
       "      <td>5.776708</td>\n",
       "      <td>3.986270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Cleburne County</td>\n",
       "      <td>14972</td>\n",
       "      <td>14972</td>\n",
       "      <td>14973</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Coffee County</td>\n",
       "      <td>49948</td>\n",
       "      <td>49948</td>\n",
       "      <td>50177</td>\n",
       "      <td>...</td>\n",
       "      <td>0.377640</td>\n",
       "      <td>7.675579</td>\n",
       "      <td>-13.146535</td>\n",
       "      <td>-3.602859</td>\n",
       "      <td>2.214774</td>\n",
       "      <td>2.166460</td>\n",
       "      <td>11.513368</td>\n",
       "      <td>-10.438741</td>\n",
       "      <td>-0.767822</td>\n",
       "      <td>5.350738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Colbert County</td>\n",
       "      <td>54428</td>\n",
       "      <td>54428</td>\n",
       "      <td>54514</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.073423</td>\n",
       "      <td>1.065051</td>\n",
       "      <td>1.762390</td>\n",
       "      <td>1.835688</td>\n",
       "      <td>-0.110260</td>\n",
       "      <td>0.513964</td>\n",
       "      <td>1.469035</td>\n",
       "      <td>2.276420</td>\n",
       "      <td>2.533249</td>\n",
       "      <td>0.588052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Conecuh County</td>\n",
       "      <td>13228</td>\n",
       "      <td>13228</td>\n",
       "      <td>13208</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Coosa County</td>\n",
       "      <td>11539</td>\n",
       "      <td>11758</td>\n",
       "      <td>11758</td>\n",
       "      <td>...</td>\n",
       "      <td>-33.930581</td>\n",
       "      <td>-10.291443</td>\n",
       "      <td>-4.313831</td>\n",
       "      <td>-22.958017</td>\n",
       "      <td>-5.387581</td>\n",
       "      <td>-34.017138</td>\n",
       "      <td>-10.380162</td>\n",
       "      <td>-4.403703</td>\n",
       "      <td>-23.049483</td>\n",
       "      <td>-5.387581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Covington County</td>\n",
       "      <td>37765</td>\n",
       "      <td>37765</td>\n",
       "      <td>37796</td>\n",
       "      <td>...</td>\n",
       "      <td>6.696899</td>\n",
       "      <td>-4.612668</td>\n",
       "      <td>0.740271</td>\n",
       "      <td>3.697932</td>\n",
       "      <td>-0.316945</td>\n",
       "      <td>6.881460</td>\n",
       "      <td>-4.559952</td>\n",
       "      <td>0.793147</td>\n",
       "      <td>3.750759</td>\n",
       "      <td>-0.264121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Crenshaw County</td>\n",
       "      <td>13906</td>\n",
       "      <td>13906</td>\n",
       "      <td>13853</td>\n",
       "      <td>...</td>\n",
       "      <td>1.729792</td>\n",
       "      <td>3.950156</td>\n",
       "      <td>-1.864936</td>\n",
       "      <td>3.084648</td>\n",
       "      <td>3.439504</td>\n",
       "      <td>2.666763</td>\n",
       "      <td>5.099293</td>\n",
       "      <td>-0.502098</td>\n",
       "      <td>4.734577</td>\n",
       "      <td>5.087600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Cullman County</td>\n",
       "      <td>80406</td>\n",
       "      <td>80410</td>\n",
       "      <td>80473</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.404233</td>\n",
       "      <td>-1.019628</td>\n",
       "      <td>4.071247</td>\n",
       "      <td>5.087142</td>\n",
       "      <td>7.915406</td>\n",
       "      <td>-1.031427</td>\n",
       "      <td>-0.634159</td>\n",
       "      <td>4.542916</td>\n",
       "      <td>5.593387</td>\n",
       "      <td>8.417777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Dale County</td>\n",
       "      <td>50251</td>\n",
       "      <td>50251</td>\n",
       "      <td>50358</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.749798</td>\n",
       "      <td>-5.277150</td>\n",
       "      <td>-15.236079</td>\n",
       "      <td>-11.979785</td>\n",
       "      <td>-5.107706</td>\n",
       "      <td>-9.575283</td>\n",
       "      <td>-0.776637</td>\n",
       "      <td>-12.640155</td>\n",
       "      <td>-9.503292</td>\n",
       "      <td>-1.998668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Dallas County</td>\n",
       "      <td>43820</td>\n",
       "      <td>43820</td>\n",
       "      <td>43803</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.635599</td>\n",
       "      <td>-11.308243</td>\n",
       "      <td>-16.745678</td>\n",
       "      <td>-9.344789</td>\n",
       "      <td>-14.687232</td>\n",
       "      <td>-15.727573</td>\n",
       "      <td>-11.378047</td>\n",
       "      <td>-16.792849</td>\n",
       "      <td>-9.368689</td>\n",
       "      <td>-14.711389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>DeKalb County</td>\n",
       "      <td>71109</td>\n",
       "      <td>71115</td>\n",
       "      <td>71142</td>\n",
       "      <td>...</td>\n",
       "      <td>0.294677</td>\n",
       "      <td>-9.302391</td>\n",
       "      <td>-1.748807</td>\n",
       "      <td>0.267830</td>\n",
       "      <td>0.028141</td>\n",
       "      <td>1.375159</td>\n",
       "      <td>-8.656001</td>\n",
       "      <td>-1.029539</td>\n",
       "      <td>1.198187</td>\n",
       "      <td>0.956790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Elmore County</td>\n",
       "      <td>79303</td>\n",
       "      <td>79296</td>\n",
       "      <td>79465</td>\n",
       "      <td>...</td>\n",
       "      <td>3.235576</td>\n",
       "      <td>0.822717</td>\n",
       "      <td>1.760531</td>\n",
       "      <td>-1.507057</td>\n",
       "      <td>2.067820</td>\n",
       "      <td>3.674511</td>\n",
       "      <td>1.558176</td>\n",
       "      <td>2.306047</td>\n",
       "      <td>-0.951175</td>\n",
       "      <td>2.757093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Escambia County</td>\n",
       "      <td>38319</td>\n",
       "      <td>38319</td>\n",
       "      <td>38309</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.449988</td>\n",
       "      <td>-3.855889</td>\n",
       "      <td>-4.822706</td>\n",
       "      <td>-1.189831</td>\n",
       "      <td>1.190902</td>\n",
       "      <td>-3.397716</td>\n",
       "      <td>-3.803428</td>\n",
       "      <td>-4.769999</td>\n",
       "      <td>-1.136950</td>\n",
       "      <td>1.243830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Etowah County</td>\n",
       "      <td>104430</td>\n",
       "      <td>104427</td>\n",
       "      <td>104442</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.015919</td>\n",
       "      <td>2.062637</td>\n",
       "      <td>-1.931884</td>\n",
       "      <td>-1.726932</td>\n",
       "      <td>-2.082234</td>\n",
       "      <td>-0.632554</td>\n",
       "      <td>2.446383</td>\n",
       "      <td>-1.518596</td>\n",
       "      <td>-1.234901</td>\n",
       "      <td>-1.588308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Fayette County</td>\n",
       "      <td>17241</td>\n",
       "      <td>17241</td>\n",
       "      <td>17231</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.015601</td>\n",
       "      <td>-0.646640</td>\n",
       "      <td>-3.725937</td>\n",
       "      <td>0.296745</td>\n",
       "      <td>-2.797536</td>\n",
       "      <td>-5.132243</td>\n",
       "      <td>-0.705426</td>\n",
       "      <td>-3.785079</td>\n",
       "      <td>0.237396</td>\n",
       "      <td>-2.857058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3163</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>131</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Washington County</td>\n",
       "      <td>131887</td>\n",
       "      <td>131885</td>\n",
       "      <td>131967</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.794876</td>\n",
       "      <td>0.785279</td>\n",
       "      <td>-2.215465</td>\n",
       "      <td>1.601149</td>\n",
       "      <td>-0.434498</td>\n",
       "      <td>-0.431504</td>\n",
       "      <td>1.162817</td>\n",
       "      <td>-1.763330</td>\n",
       "      <td>2.104796</td>\n",
       "      <td>0.059931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3164</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>133</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Waukesha County</td>\n",
       "      <td>389891</td>\n",
       "      <td>389938</td>\n",
       "      <td>390076</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.765799</td>\n",
       "      <td>2.128860</td>\n",
       "      <td>0.038132</td>\n",
       "      <td>0.760109</td>\n",
       "      <td>-0.719858</td>\n",
       "      <td>0.102448</td>\n",
       "      <td>3.180527</td>\n",
       "      <td>1.189727</td>\n",
       "      <td>2.077633</td>\n",
       "      <td>0.593567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3165</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>135</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Waupaca County</td>\n",
       "      <td>52410</td>\n",
       "      <td>52410</td>\n",
       "      <td>52422</td>\n",
       "      <td>...</td>\n",
       "      <td>3.111756</td>\n",
       "      <td>-2.241873</td>\n",
       "      <td>6.292687</td>\n",
       "      <td>-0.441031</td>\n",
       "      <td>-0.480617</td>\n",
       "      <td>3.359933</td>\n",
       "      <td>-2.011937</td>\n",
       "      <td>6.561277</td>\n",
       "      <td>-0.134227</td>\n",
       "      <td>-0.173022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3166</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>137</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Waushara County</td>\n",
       "      <td>24496</td>\n",
       "      <td>24496</td>\n",
       "      <td>24506</td>\n",
       "      <td>...</td>\n",
       "      <td>4.930022</td>\n",
       "      <td>-2.404973</td>\n",
       "      <td>-4.097017</td>\n",
       "      <td>-4.906711</td>\n",
       "      <td>-4.397793</td>\n",
       "      <td>5.174486</td>\n",
       "      <td>-2.160399</td>\n",
       "      <td>-3.810226</td>\n",
       "      <td>-4.535615</td>\n",
       "      <td>-4.024395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3167</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>139</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Winnebago County</td>\n",
       "      <td>166994</td>\n",
       "      <td>166994</td>\n",
       "      <td>167059</td>\n",
       "      <td>...</td>\n",
       "      <td>0.316712</td>\n",
       "      <td>2.889873</td>\n",
       "      <td>0.833819</td>\n",
       "      <td>-2.406192</td>\n",
       "      <td>-4.557985</td>\n",
       "      <td>0.842573</td>\n",
       "      <td>3.502335</td>\n",
       "      <td>1.531624</td>\n",
       "      <td>-1.545153</td>\n",
       "      <td>-3.685304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3168</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>141</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Wood County</td>\n",
       "      <td>74749</td>\n",
       "      <td>74749</td>\n",
       "      <td>74807</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.081523</td>\n",
       "      <td>-5.019090</td>\n",
       "      <td>-6.901200</td>\n",
       "      <td>-5.596471</td>\n",
       "      <td>-3.958322</td>\n",
       "      <td>-3.733590</td>\n",
       "      <td>-4.562809</td>\n",
       "      <td>-6.442917</td>\n",
       "      <td>-5.040889</td>\n",
       "      <td>-3.414223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3169</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>563626</td>\n",
       "      <td>563767</td>\n",
       "      <td>564516</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.381530</td>\n",
       "      <td>9.636214</td>\n",
       "      <td>4.487115</td>\n",
       "      <td>-4.788275</td>\n",
       "      <td>-3.221091</td>\n",
       "      <td>0.289680</td>\n",
       "      <td>10.694870</td>\n",
       "      <td>5.440390</td>\n",
       "      <td>-3.727831</td>\n",
       "      <td>-2.091573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3170</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Albany County</td>\n",
       "      <td>36299</td>\n",
       "      <td>36299</td>\n",
       "      <td>36428</td>\n",
       "      <td>...</td>\n",
       "      <td>3.708956</td>\n",
       "      <td>2.637812</td>\n",
       "      <td>-3.544634</td>\n",
       "      <td>-3.334877</td>\n",
       "      <td>-9.911169</td>\n",
       "      <td>6.736119</td>\n",
       "      <td>6.433032</td>\n",
       "      <td>0.719587</td>\n",
       "      <td>1.429233</td>\n",
       "      <td>-5.166460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3171</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Big Horn County</td>\n",
       "      <td>11668</td>\n",
       "      <td>11668</td>\n",
       "      <td>11672</td>\n",
       "      <td>...</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>2.804930</td>\n",
       "      <td>16.815908</td>\n",
       "      <td>-8.026420</td>\n",
       "      <td>5.095861</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>3.144921</td>\n",
       "      <td>17.236306</td>\n",
       "      <td>-7.608378</td>\n",
       "      <td>5.513554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3172</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>5</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Campbell County</td>\n",
       "      <td>46133</td>\n",
       "      <td>46133</td>\n",
       "      <td>46244</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.843479</td>\n",
       "      <td>15.601020</td>\n",
       "      <td>-5.895711</td>\n",
       "      <td>-8.550911</td>\n",
       "      <td>10.916963</td>\n",
       "      <td>-2.649606</td>\n",
       "      <td>15.558684</td>\n",
       "      <td>-5.916543</td>\n",
       "      <td>-8.509402</td>\n",
       "      <td>10.978525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3173</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>7</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Carbon County</td>\n",
       "      <td>15885</td>\n",
       "      <td>15885</td>\n",
       "      <td>15837</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.581980</td>\n",
       "      <td>-13.081441</td>\n",
       "      <td>3.178134</td>\n",
       "      <td>-2.970641</td>\n",
       "      <td>-23.300971</td>\n",
       "      <td>-7.392431</td>\n",
       "      <td>-12.636926</td>\n",
       "      <td>3.623073</td>\n",
       "      <td>-2.338590</td>\n",
       "      <td>-22.600668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3174</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>9</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Converse County</td>\n",
       "      <td>13833</td>\n",
       "      <td>13833</td>\n",
       "      <td>13826</td>\n",
       "      <td>...</td>\n",
       "      <td>-12.847499</td>\n",
       "      <td>15.493820</td>\n",
       "      <td>19.035533</td>\n",
       "      <td>-20.550587</td>\n",
       "      <td>-0.070403</td>\n",
       "      <td>-12.774915</td>\n",
       "      <td>16.502720</td>\n",
       "      <td>20.093063</td>\n",
       "      <td>-19.358233</td>\n",
       "      <td>1.126443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3175</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>11</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Crook County</td>\n",
       "      <td>7083</td>\n",
       "      <td>7083</td>\n",
       "      <td>7114</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.544618</td>\n",
       "      <td>-4.202564</td>\n",
       "      <td>1.397819</td>\n",
       "      <td>6.378258</td>\n",
       "      <td>18.629317</td>\n",
       "      <td>-0.982939</td>\n",
       "      <td>-3.642222</td>\n",
       "      <td>2.096729</td>\n",
       "      <td>7.071547</td>\n",
       "      <td>19.309219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3176</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>13</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Fremont County</td>\n",
       "      <td>40123</td>\n",
       "      <td>40123</td>\n",
       "      <td>40222</td>\n",
       "      <td>...</td>\n",
       "      <td>2.747083</td>\n",
       "      <td>7.782673</td>\n",
       "      <td>-4.990688</td>\n",
       "      <td>-12.331633</td>\n",
       "      <td>-13.673610</td>\n",
       "      <td>3.093562</td>\n",
       "      <td>8.027411</td>\n",
       "      <td>-4.747240</td>\n",
       "      <td>-12.013555</td>\n",
       "      <td>-13.352750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3177</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>15</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Goshen County</td>\n",
       "      <td>13249</td>\n",
       "      <td>13247</td>\n",
       "      <td>13408</td>\n",
       "      <td>...</td>\n",
       "      <td>14.293649</td>\n",
       "      <td>3.961413</td>\n",
       "      <td>-8.079028</td>\n",
       "      <td>-7.017803</td>\n",
       "      <td>-11.899450</td>\n",
       "      <td>14.886132</td>\n",
       "      <td>4.841727</td>\n",
       "      <td>-6.903896</td>\n",
       "      <td>-5.761986</td>\n",
       "      <td>-10.635133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3178</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>17</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Hot Springs County</td>\n",
       "      <td>4812</td>\n",
       "      <td>4812</td>\n",
       "      <td>4813</td>\n",
       "      <td>...</td>\n",
       "      <td>3.322604</td>\n",
       "      <td>6.208609</td>\n",
       "      <td>3.095336</td>\n",
       "      <td>-6.017222</td>\n",
       "      <td>-5.454164</td>\n",
       "      <td>5.191569</td>\n",
       "      <td>6.001656</td>\n",
       "      <td>2.888981</td>\n",
       "      <td>-6.224712</td>\n",
       "      <td>-5.663940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3179</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Johnson County</td>\n",
       "      <td>8569</td>\n",
       "      <td>8569</td>\n",
       "      <td>8581</td>\n",
       "      <td>...</td>\n",
       "      <td>4.995063</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "      <td>5.227392</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3180</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>21</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Laramie County</td>\n",
       "      <td>91738</td>\n",
       "      <td>91881</td>\n",
       "      <td>92271</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.200428</td>\n",
       "      <td>15.547274</td>\n",
       "      <td>4.787847</td>\n",
       "      <td>-1.226133</td>\n",
       "      <td>0.278940</td>\n",
       "      <td>-0.973320</td>\n",
       "      <td>17.914554</td>\n",
       "      <td>6.003143</td>\n",
       "      <td>-0.207819</td>\n",
       "      <td>1.673640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3181</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>23</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Lincoln County</td>\n",
       "      <td>18106</td>\n",
       "      <td>18106</td>\n",
       "      <td>18091</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.802564</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.564556</td>\n",
       "      <td>6.125989</td>\n",
       "      <td>1.555544</td>\n",
       "      <td>-9.691801</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.619696</td>\n",
       "      <td>6.234414</td>\n",
       "      <td>1.662823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3182</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>25</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Natrona County</td>\n",
       "      <td>75450</td>\n",
       "      <td>75450</td>\n",
       "      <td>75472</td>\n",
       "      <td>...</td>\n",
       "      <td>7.189319</td>\n",
       "      <td>23.066162</td>\n",
       "      <td>24.322042</td>\n",
       "      <td>-0.958472</td>\n",
       "      <td>-0.061057</td>\n",
       "      <td>7.689674</td>\n",
       "      <td>23.749508</td>\n",
       "      <td>25.085233</td>\n",
       "      <td>-0.110593</td>\n",
       "      <td>0.793743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3183</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>27</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Niobrara County</td>\n",
       "      <td>2484</td>\n",
       "      <td>2484</td>\n",
       "      <td>2492</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3184</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>29</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Park County</td>\n",
       "      <td>28205</td>\n",
       "      <td>28205</td>\n",
       "      <td>28259</td>\n",
       "      <td>...</td>\n",
       "      <td>4.582951</td>\n",
       "      <td>8.057765</td>\n",
       "      <td>7.641997</td>\n",
       "      <td>-9.252437</td>\n",
       "      <td>-2.878980</td>\n",
       "      <td>6.486639</td>\n",
       "      <td>11.127389</td>\n",
       "      <td>10.877797</td>\n",
       "      <td>-5.585731</td>\n",
       "      <td>0.856839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3185</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>31</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Platte County</td>\n",
       "      <td>8667</td>\n",
       "      <td>8667</td>\n",
       "      <td>8678</td>\n",
       "      <td>...</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>5.392073</td>\n",
       "      <td>2.634593</td>\n",
       "      <td>6.055759</td>\n",
       "      <td>4.662270</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>4.933173</td>\n",
       "      <td>2.176403</td>\n",
       "      <td>5.598720</td>\n",
       "      <td>4.207414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3186</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>33</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Sheridan County</td>\n",
       "      <td>29116</td>\n",
       "      <td>29116</td>\n",
       "      <td>29146</td>\n",
       "      <td>...</td>\n",
       "      <td>0.958559</td>\n",
       "      <td>8.425487</td>\n",
       "      <td>4.546373</td>\n",
       "      <td>3.678069</td>\n",
       "      <td>-3.298406</td>\n",
       "      <td>2.122524</td>\n",
       "      <td>9.342778</td>\n",
       "      <td>5.523001</td>\n",
       "      <td>4.781489</td>\n",
       "      <td>-2.198937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3187</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Sublette County</td>\n",
       "      <td>10247</td>\n",
       "      <td>10247</td>\n",
       "      <td>10244</td>\n",
       "      <td>...</td>\n",
       "      <td>-23.741784</td>\n",
       "      <td>15.272374</td>\n",
       "      <td>-40.870074</td>\n",
       "      <td>-16.596273</td>\n",
       "      <td>-22.870900</td>\n",
       "      <td>-21.092907</td>\n",
       "      <td>16.828794</td>\n",
       "      <td>-39.211861</td>\n",
       "      <td>-14.409938</td>\n",
       "      <td>-20.664059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3188</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>37</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Sweetwater County</td>\n",
       "      <td>43806</td>\n",
       "      <td>43806</td>\n",
       "      <td>43593</td>\n",
       "      <td>...</td>\n",
       "      <td>1.072643</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.339774</td>\n",
       "      <td>-14.252889</td>\n",
       "      <td>-14.248864</td>\n",
       "      <td>1.255221</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.295460</td>\n",
       "      <td>-14.075283</td>\n",
       "      <td>-14.070195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3189</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>39</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Teton County</td>\n",
       "      <td>21294</td>\n",
       "      <td>21294</td>\n",
       "      <td>21297</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.589565</td>\n",
       "      <td>0.972695</td>\n",
       "      <td>19.525929</td>\n",
       "      <td>14.143021</td>\n",
       "      <td>-0.564849</td>\n",
       "      <td>0.654527</td>\n",
       "      <td>2.408578</td>\n",
       "      <td>21.160658</td>\n",
       "      <td>16.308671</td>\n",
       "      <td>1.520747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3190</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>41</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Uinta County</td>\n",
       "      <td>21118</td>\n",
       "      <td>21118</td>\n",
       "      <td>21102</td>\n",
       "      <td>...</td>\n",
       "      <td>-17.755986</td>\n",
       "      <td>-4.916350</td>\n",
       "      <td>-6.902954</td>\n",
       "      <td>-14.215862</td>\n",
       "      <td>-12.127022</td>\n",
       "      <td>-18.136812</td>\n",
       "      <td>-5.536861</td>\n",
       "      <td>-7.521840</td>\n",
       "      <td>-14.740608</td>\n",
       "      <td>-12.606351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3191</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>43</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Washakie County</td>\n",
       "      <td>8533</td>\n",
       "      <td>8533</td>\n",
       "      <td>8545</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.637475</td>\n",
       "      <td>-0.827815</td>\n",
       "      <td>-2.013502</td>\n",
       "      <td>-17.781491</td>\n",
       "      <td>1.682288</td>\n",
       "      <td>-11.990126</td>\n",
       "      <td>-1.182592</td>\n",
       "      <td>-2.250385</td>\n",
       "      <td>-18.020168</td>\n",
       "      <td>1.441961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3192</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Weston County</td>\n",
       "      <td>7208</td>\n",
       "      <td>7208</td>\n",
       "      <td>7181</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.752361</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "      <td>-12.032179</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3193 rows × 100 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      SUMLEV  REGION  DIVISION  STATE  COUNTY     STNAME             CTYNAME  \\\n",
       "0         40       3         6      1       0    Alabama             Alabama   \n",
       "1         50       3         6      1       1    Alabama      Autauga County   \n",
       "2         50       3         6      1       3    Alabama      Baldwin County   \n",
       "3         50       3         6      1       5    Alabama      Barbour County   \n",
       "4         50       3         6      1       7    Alabama         Bibb County   \n",
       "5         50       3         6      1       9    Alabama       Blount County   \n",
       "6         50       3         6      1      11    Alabama      Bullock County   \n",
       "7         50       3         6      1      13    Alabama       Butler County   \n",
       "8         50       3         6      1      15    Alabama      Calhoun County   \n",
       "9         50       3         6      1      17    Alabama     Chambers County   \n",
       "10        50       3         6      1      19    Alabama     Cherokee County   \n",
       "11        50       3         6      1      21    Alabama      Chilton County   \n",
       "12        50       3         6      1      23    Alabama      Choctaw County   \n",
       "13        50       3         6      1      25    Alabama       Clarke County   \n",
       "14        50       3         6      1      27    Alabama         Clay County   \n",
       "15        50       3         6      1      29    Alabama     Cleburne County   \n",
       "16        50       3         6      1      31    Alabama       Coffee County   \n",
       "17        50       3         6      1      33    Alabama      Colbert County   \n",
       "18        50       3         6      1      35    Alabama      Conecuh County   \n",
       "19        50       3         6      1      37    Alabama        Coosa County   \n",
       "20        50       3         6      1      39    Alabama    Covington County   \n",
       "21        50       3         6      1      41    Alabama     Crenshaw County   \n",
       "22        50       3         6      1      43    Alabama      Cullman County   \n",
       "23        50       3         6      1      45    Alabama         Dale County   \n",
       "24        50       3         6      1      47    Alabama       Dallas County   \n",
       "25        50       3         6      1      49    Alabama       DeKalb County   \n",
       "26        50       3         6      1      51    Alabama       Elmore County   \n",
       "27        50       3         6      1      53    Alabama     Escambia County   \n",
       "28        50       3         6      1      55    Alabama       Etowah County   \n",
       "29        50       3         6      1      57    Alabama      Fayette County   \n",
       "...      ...     ...       ...    ...     ...        ...                 ...   \n",
       "3163      50       2         3     55     131  Wisconsin   Washington County   \n",
       "3164      50       2         3     55     133  Wisconsin     Waukesha County   \n",
       "3165      50       2         3     55     135  Wisconsin      Waupaca County   \n",
       "3166      50       2         3     55     137  Wisconsin     Waushara County   \n",
       "3167      50       2         3     55     139  Wisconsin    Winnebago County   \n",
       "3168      50       2         3     55     141  Wisconsin         Wood County   \n",
       "3169      40       4         8     56       0    Wyoming             Wyoming   \n",
       "3170      50       4         8     56       1    Wyoming       Albany County   \n",
       "3171      50       4         8     56       3    Wyoming     Big Horn County   \n",
       "3172      50       4         8     56       5    Wyoming     Campbell County   \n",
       "3173      50       4         8     56       7    Wyoming       Carbon County   \n",
       "3174      50       4         8     56       9    Wyoming     Converse County   \n",
       "3175      50       4         8     56      11    Wyoming        Crook County   \n",
       "3176      50       4         8     56      13    Wyoming      Fremont County   \n",
       "3177      50       4         8     56      15    Wyoming       Goshen County   \n",
       "3178      50       4         8     56      17    Wyoming  Hot Springs County   \n",
       "3179      50       4         8     56      19    Wyoming      Johnson County   \n",
       "3180      50       4         8     56      21    Wyoming      Laramie County   \n",
       "3181      50       4         8     56      23    Wyoming      Lincoln County   \n",
       "3182      50       4         8     56      25    Wyoming      Natrona County   \n",
       "3183      50       4         8     56      27    Wyoming     Niobrara County   \n",
       "3184      50       4         8     56      29    Wyoming         Park County   \n",
       "3185      50       4         8     56      31    Wyoming       Platte County   \n",
       "3186      50       4         8     56      33    Wyoming     Sheridan County   \n",
       "3187      50       4         8     56      35    Wyoming     Sublette County   \n",
       "3188      50       4         8     56      37    Wyoming   Sweetwater County   \n",
       "3189      50       4         8     56      39    Wyoming        Teton County   \n",
       "3190      50       4         8     56      41    Wyoming        Uinta County   \n",
       "3191      50       4         8     56      43    Wyoming     Washakie County   \n",
       "3192      50       4         8     56      45    Wyoming       Weston County   \n",
       "\n",
       "      CENSUS2010POP  ESTIMATESBASE2010  POPESTIMATE2010     ...       \\\n",
       "0           4779736            4780127          4785161     ...        \n",
       "1             54571              54571            54660     ...        \n",
       "2            182265             182265           183193     ...        \n",
       "3             27457              27457            27341     ...        \n",
       "4             22915              22919            22861     ...        \n",
       "5             57322              57322            57373     ...        \n",
       "6             10914              10915            10887     ...        \n",
       "7             20947              20946            20944     ...        \n",
       "8            118572             118586           118437     ...        \n",
       "9             34215              34170            34098     ...        \n",
       "10            25989              25986            25976     ...        \n",
       "11            43643              43631            43665     ...        \n",
       "12            13859              13858            13841     ...        \n",
       "13            25833              25840            25767     ...        \n",
       "14            13932              13932            13880     ...        \n",
       "15            14972              14972            14973     ...        \n",
       "16            49948              49948            50177     ...        \n",
       "17            54428              54428            54514     ...        \n",
       "18            13228              13228            13208     ...        \n",
       "19            11539              11758            11758     ...        \n",
       "20            37765              37765            37796     ...        \n",
       "21            13906              13906            13853     ...        \n",
       "22            80406              80410            80473     ...        \n",
       "23            50251              50251            50358     ...        \n",
       "24            43820              43820            43803     ...        \n",
       "25            71109              71115            71142     ...        \n",
       "26            79303              79296            79465     ...        \n",
       "27            38319              38319            38309     ...        \n",
       "28           104430             104427           104442     ...        \n",
       "29            17241              17241            17231     ...        \n",
       "...             ...                ...              ...     ...        \n",
       "3163         131887             131885           131967     ...        \n",
       "3164         389891             389938           390076     ...        \n",
       "3165          52410              52410            52422     ...        \n",
       "3166          24496              24496            24506     ...        \n",
       "3167         166994             166994           167059     ...        \n",
       "3168          74749              74749            74807     ...        \n",
       "3169         563626             563767           564516     ...        \n",
       "3170          36299              36299            36428     ...        \n",
       "3171          11668              11668            11672     ...        \n",
       "3172          46133              46133            46244     ...        \n",
       "3173          15885              15885            15837     ...        \n",
       "3174          13833              13833            13826     ...        \n",
       "3175           7083               7083             7114     ...        \n",
       "3176          40123              40123            40222     ...        \n",
       "3177          13249              13247            13408     ...        \n",
       "3178           4812               4812             4813     ...        \n",
       "3179           8569               8569             8581     ...        \n",
       "3180          91738              91881            92271     ...        \n",
       "3181          18106              18106            18091     ...        \n",
       "3182          75450              75450            75472     ...        \n",
       "3183           2484               2484             2492     ...        \n",
       "3184          28205              28205            28259     ...        \n",
       "3185           8667               8667             8678     ...        \n",
       "3186          29116              29116            29146     ...        \n",
       "3187          10247              10247            10244     ...        \n",
       "3188          43806              43806            43593     ...        \n",
       "3189          21294              21294            21297     ...        \n",
       "3190          21118              21118            21102     ...        \n",
       "3191           8533               8533             8545     ...        \n",
       "3192           7208               7208             7181     ...        \n",
       "\n",
       "      RDOMESTICMIG2011  RDOMESTICMIG2012  RDOMESTICMIG2013  RDOMESTICMIG2014  \\\n",
       "0             0.002295         -0.193196          0.381066          0.582002   \n",
       "1             7.242091         -2.915927         -3.012349          2.265971   \n",
       "2            14.832960         17.647293         21.845705         19.243287   \n",
       "3            -4.728132         -2.500690         -7.056824         -3.904217   \n",
       "4            -5.527043         -5.068871         -6.201001         -0.177537   \n",
       "5             1.807375         -1.177622         -1.748766         -2.062535   \n",
       "6           -30.953709         -5.180127         -1.130263         14.354290   \n",
       "7           -14.032727        -11.684234         -5.655413          1.085428   \n",
       "8            -6.155670         -4.611706         -5.524649         -4.463211   \n",
       "9            -2.731639          3.849092          2.872721         -2.287222   \n",
       "10            6.339327          1.113180          5.488706         -0.076806   \n",
       "11           -1.372935         -2.653369          0.480044          0.456017   \n",
       "12          -15.455274         -0.737028         -8.766391         -1.274984   \n",
       "13           -6.194363        -17.667705         -0.318345         -8.686428   \n",
       "14          -10.744102        -13.345130          4.902871          5.702648   \n",
       "15           -3.673524         -5.151880          7.345821          3.654485   \n",
       "16            0.377640          7.675579        -13.146535         -3.602859   \n",
       "17           -0.073423          1.065051          1.762390          1.835688   \n",
       "18           -4.861559         -7.504690         -6.107224        -14.645416   \n",
       "19          -33.930581        -10.291443         -4.313831        -22.958017   \n",
       "20            6.696899         -4.612668          0.740271          3.697932   \n",
       "21            1.729792          3.950156         -1.864936          3.084648   \n",
       "22           -1.404233         -1.019628          4.071247          5.087142   \n",
       "23          -10.749798         -5.277150        -15.236079        -11.979785   \n",
       "24          -15.635599        -11.308243        -16.745678         -9.344789   \n",
       "25            0.294677         -9.302391         -1.748807          0.267830   \n",
       "26            3.235576          0.822717          1.760531         -1.507057   \n",
       "27           -3.449988         -3.855889         -4.822706         -1.189831   \n",
       "28           -1.015919          2.062637         -1.931884         -1.726932   \n",
       "29           -5.015601         -0.646640         -3.725937          0.296745   \n",
       "...                ...               ...               ...               ...   \n",
       "3163         -0.794876          0.785279         -2.215465          1.601149   \n",
       "3164         -0.765799          2.128860          0.038132          0.760109   \n",
       "3165          3.111756         -2.241873          6.292687         -0.441031   \n",
       "3166          4.930022         -2.404973         -4.097017         -4.906711   \n",
       "3167          0.316712          2.889873          0.833819         -2.406192   \n",
       "3168         -4.081523         -5.019090         -6.901200         -5.596471   \n",
       "3169         -0.381530          9.636214          4.487115         -4.788275   \n",
       "3170          3.708956          2.637812         -3.544634         -3.334877   \n",
       "3171          4.868258          2.804930         16.815908         -8.026420   \n",
       "3172         -2.843479         15.601020         -5.895711         -8.550911   \n",
       "3173         -7.581980        -13.081441          3.178134         -2.970641   \n",
       "3174        -12.847499         15.493820         19.035533        -20.550587   \n",
       "3175         -1.544618         -4.202564          1.397819          6.378258   \n",
       "3176          2.747083          7.782673         -4.990688        -12.331633   \n",
       "3177         14.293649          3.961413         -8.079028         -7.017803   \n",
       "3178          3.322604          6.208609          3.095336         -6.017222   \n",
       "3179          4.995063         -4.058912         -0.812583        -10.715742   \n",
       "3180         -1.200428         15.547274          4.787847         -1.226133   \n",
       "3181         -9.802564        -11.566801         13.564556          6.125989   \n",
       "3182          7.189319         23.066162         24.322042         -0.958472   \n",
       "3183         -0.401849          0.806452         29.066295        -12.603387   \n",
       "3184          4.582951          8.057765          7.641997         -9.252437   \n",
       "3185          4.373094          5.392073          2.634593          6.055759   \n",
       "3186          0.958559          8.425487          4.546373          3.678069   \n",
       "3187        -23.741784         15.272374        -40.870074        -16.596273   \n",
       "3188          1.072643         16.243199         -5.339774        -14.252889   \n",
       "3189         -1.589565          0.972695         19.525929         14.143021   \n",
       "3190        -17.755986         -4.916350         -6.902954        -14.215862   \n",
       "3191        -11.637475         -0.827815         -2.013502        -17.781491   \n",
       "3192        -11.752361         -8.040059         12.372583          1.533635   \n",
       "\n",
       "      RDOMESTICMIG2015  RNETMIG2011  RNETMIG2012  RNETMIG2013  RNETMIG2014  \\\n",
       "0            -0.467369     1.030015     0.826644     1.383282     1.724718   \n",
       "1            -2.530799     7.606016    -2.626146    -2.722002     2.592270   \n",
       "2            17.197872    15.844176    18.559627    22.727626    20.317142   \n",
       "3           -10.543299    -4.874741    -2.758113    -7.167664    -3.978583   \n",
       "4             0.177258    -5.088389    -4.363636    -5.403729     0.754533   \n",
       "5            -1.369970     1.859511    -0.848580    -1.402476    -1.577232   \n",
       "6           -16.167247   -29.001673    -2.825524     1.507017    17.243790   \n",
       "7            -6.529805   -13.936612   -11.586865    -5.557058     1.184103   \n",
       "8            -3.376322    -5.791579    -4.092677    -5.062836    -3.912834   \n",
       "9             1.349468    -1.821092     4.701181     3.781439    -1.290228   \n",
       "10           -3.239866     6.416167     1.420264     5.757384     0.230419   \n",
       "11           -2.253483    -0.823761    -2.447504     0.868651     0.957636   \n",
       "12           -5.291205   -15.528177    -0.737028    -8.766391    -1.274984   \n",
       "13           -5.613667    -6.077488   -17.509958    -0.159172    -8.486280   \n",
       "14            3.912450   -10.816697   -13.345130     4.977157     5.776708   \n",
       "15           -3.123961    -3.673524    -5.151880     7.345821     3.654485   \n",
       "16            2.214774     2.166460    11.513368   -10.438741    -0.767822   \n",
       "17           -0.110260     0.513964     1.469035     2.276420     2.533249   \n",
       "18            2.684140    -4.861559    -7.504690    -6.107224   -14.645416   \n",
       "19           -5.387581   -34.017138   -10.380162    -4.403703   -23.049483   \n",
       "20           -0.316945     6.881460    -4.559952     0.793147     3.750759   \n",
       "21            3.439504     2.666763     5.099293    -0.502098     4.734577   \n",
       "22            7.915406    -1.031427    -0.634159     4.542916     5.593387   \n",
       "23           -5.107706    -9.575283    -0.776637   -12.640155    -9.503292   \n",
       "24          -14.687232   -15.727573   -11.378047   -16.792849    -9.368689   \n",
       "25            0.028141     1.375159    -8.656001    -1.029539     1.198187   \n",
       "26            2.067820     3.674511     1.558176     2.306047    -0.951175   \n",
       "27            1.190902    -3.397716    -3.803428    -4.769999    -1.136950   \n",
       "28           -2.082234    -0.632554     2.446383    -1.518596    -1.234901   \n",
       "29           -2.797536    -5.132243    -0.705426    -3.785079     0.237396   \n",
       "...                ...          ...          ...          ...          ...   \n",
       "3163         -0.434498    -0.431504     1.162817    -1.763330     2.104796   \n",
       "3164         -0.719858     0.102448     3.180527     1.189727     2.077633   \n",
       "3165         -0.480617     3.359933    -2.011937     6.561277    -0.134227   \n",
       "3166         -4.397793     5.174486    -2.160399    -3.810226    -4.535615   \n",
       "3167         -4.557985     0.842573     3.502335     1.531624    -1.545153   \n",
       "3168         -3.958322    -3.733590    -4.562809    -6.442917    -5.040889   \n",
       "3169         -3.221091     0.289680    10.694870     5.440390    -3.727831   \n",
       "3170         -9.911169     6.736119     6.433032     0.719587     1.429233   \n",
       "3171          5.095861     4.868258     3.144921    17.236306    -7.608378   \n",
       "3172         10.916963    -2.649606    15.558684    -5.916543    -8.509402   \n",
       "3173        -23.300971    -7.392431   -12.636926     3.623073    -2.338590   \n",
       "3174         -0.070403   -12.774915    16.502720    20.093063   -19.358233   \n",
       "3175         18.629317    -0.982939    -3.642222     2.096729     7.071547   \n",
       "3176        -13.673610     3.093562     8.027411    -4.747240   -12.013555   \n",
       "3177        -11.899450    14.886132     4.841727    -6.903896    -5.761986   \n",
       "3178         -5.454164     5.191569     6.001656     2.888981    -6.224712   \n",
       "3179          0.933652     5.227392    -4.058912    -0.812583   -10.715742   \n",
       "3180          0.278940    -0.973320    17.914554     6.003143    -0.207819   \n",
       "3181          1.555544    -9.691801   -11.566801    13.619696     6.234414   \n",
       "3182         -0.061057     7.689674    23.749508    25.085233    -0.110593   \n",
       "3183          7.492114    -0.401849     0.806452    29.066295   -12.603387   \n",
       "3184         -2.878980     6.486639    11.127389    10.877797    -5.585731   \n",
       "3185          4.662270     4.373094     4.933173     2.176403     5.598720   \n",
       "3186         -3.298406     2.122524     9.342778     5.523001     4.781489   \n",
       "3187        -22.870900   -21.092907    16.828794   -39.211861   -14.409938   \n",
       "3188        -14.248864     1.255221    16.243199    -5.295460   -14.075283   \n",
       "3189         -0.564849     0.654527     2.408578    21.160658    16.308671   \n",
       "3190        -12.127022   -18.136812    -5.536861    -7.521840   -14.740608   \n",
       "3191          1.682288   -11.990126    -1.182592    -2.250385   -18.020168   \n",
       "3192          6.935294   -12.032179    -8.040059    12.372583     1.533635   \n",
       "\n",
       "      RNETMIG2015  \n",
       "0        0.712594  \n",
       "1       -2.187333  \n",
       "2       18.293499  \n",
       "3      -10.543299  \n",
       "4        1.107861  \n",
       "5       -0.884411  \n",
       "6      -13.193961  \n",
       "7       -6.430868  \n",
       "8       -2.806406  \n",
       "9        2.346901  \n",
       "10      -2.931307  \n",
       "11      -1.752709  \n",
       "12      -5.291205  \n",
       "13      -5.411736  \n",
       "14       3.986270  \n",
       "15      -3.123961  \n",
       "16       5.350738  \n",
       "17       0.588052  \n",
       "18       2.684140  \n",
       "19      -5.387581  \n",
       "20      -0.264121  \n",
       "21       5.087600  \n",
       "22       8.417777  \n",
       "23      -1.998668  \n",
       "24     -14.711389  \n",
       "25       0.956790  \n",
       "26       2.757093  \n",
       "27       1.243830  \n",
       "28      -1.588308  \n",
       "29      -2.857058  \n",
       "...           ...  \n",
       "3163     0.059931  \n",
       "3164     0.593567  \n",
       "3165    -0.173022  \n",
       "3166    -4.024395  \n",
       "3167    -3.685304  \n",
       "3168    -3.414223  \n",
       "3169    -2.091573  \n",
       "3170    -5.166460  \n",
       "3171     5.513554  \n",
       "3172    10.978525  \n",
       "3173   -22.600668  \n",
       "3174     1.126443  \n",
       "3175    19.309219  \n",
       "3176   -13.352750  \n",
       "3177   -10.635133  \n",
       "3178    -5.663940  \n",
       "3179     0.933652  \n",
       "3180     1.673640  \n",
       "3181     1.662823  \n",
       "3182     0.793743  \n",
       "3183     7.492114  \n",
       "3184     0.856839  \n",
       "3185     4.207414  \n",
       "3186    -2.198937  \n",
       "3187   -20.664059  \n",
       "3188   -14.070195  \n",
       "3189     1.520747  \n",
       "3190   -12.606351  \n",
       "3191     1.441961  \n",
       "3192     6.935294  \n",
       "\n",
       "[3193 rows x 100 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('census.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>SUMLEV</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>COUNTY</th>\n",
       "      <th>CENSUS2010POP</th>\n",
       "      <th>Estimates Base 2010</th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>POPESTIMATE2011</th>\n",
       "      <th>POPESTIMATE2012</th>\n",
       "      <th>...</th>\n",
       "      <th>RDOMESTICMIG2011</th>\n",
       "      <th>RDOMESTICMIG2012</th>\n",
       "      <th>RDOMESTICMIG2013</th>\n",
       "      <th>RDOMESTICMIG2014</th>\n",
       "      <th>RDOMESTICMIG2015</th>\n",
       "      <th>RNETMIG2011</th>\n",
       "      <th>RNETMIG2012</th>\n",
       "      <th>RNETMIG2013</th>\n",
       "      <th>RNETMIG2014</th>\n",
       "      <th>RNETMIG2015</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STNAME</th>\n",
       "      <th>CTYNAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">Alabama</th>\n",
       "      <th>Autauga County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>54660.0</td>\n",
       "      <td>55253.0</td>\n",
       "      <td>55175.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.242091</td>\n",
       "      <td>-2.915927</td>\n",
       "      <td>-3.012349</td>\n",
       "      <td>2.265971</td>\n",
       "      <td>-2.530799</td>\n",
       "      <td>7.606016</td>\n",
       "      <td>-2.626146</td>\n",
       "      <td>-2.722002</td>\n",
       "      <td>2.592270</td>\n",
       "      <td>-2.187333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baldwin County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>182265.0</td>\n",
       "      <td>182265.0</td>\n",
       "      <td>183193.0</td>\n",
       "      <td>186659.0</td>\n",
       "      <td>190396.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.832960</td>\n",
       "      <td>17.647293</td>\n",
       "      <td>21.845705</td>\n",
       "      <td>19.243287</td>\n",
       "      <td>17.197872</td>\n",
       "      <td>15.844176</td>\n",
       "      <td>18.559627</td>\n",
       "      <td>22.727626</td>\n",
       "      <td>20.317142</td>\n",
       "      <td>18.293499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barbour County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>27457.0</td>\n",
       "      <td>27457.0</td>\n",
       "      <td>27341.0</td>\n",
       "      <td>27226.0</td>\n",
       "      <td>27159.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.728132</td>\n",
       "      <td>-2.500690</td>\n",
       "      <td>-7.056824</td>\n",
       "      <td>-3.904217</td>\n",
       "      <td>-10.543299</td>\n",
       "      <td>-4.874741</td>\n",
       "      <td>-2.758113</td>\n",
       "      <td>-7.167664</td>\n",
       "      <td>-3.978583</td>\n",
       "      <td>-10.543299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bibb County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>22915.0</td>\n",
       "      <td>22919.0</td>\n",
       "      <td>22861.0</td>\n",
       "      <td>22733.0</td>\n",
       "      <td>22642.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.527043</td>\n",
       "      <td>-5.068871</td>\n",
       "      <td>-6.201001</td>\n",
       "      <td>-0.177537</td>\n",
       "      <td>0.177258</td>\n",
       "      <td>-5.088389</td>\n",
       "      <td>-4.363636</td>\n",
       "      <td>-5.403729</td>\n",
       "      <td>0.754533</td>\n",
       "      <td>1.107861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blount County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>57322.0</td>\n",
       "      <td>57322.0</td>\n",
       "      <td>57373.0</td>\n",
       "      <td>57711.0</td>\n",
       "      <td>57776.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.807375</td>\n",
       "      <td>-1.177622</td>\n",
       "      <td>-1.748766</td>\n",
       "      <td>-2.062535</td>\n",
       "      <td>-1.369970</td>\n",
       "      <td>1.859511</td>\n",
       "      <td>-0.848580</td>\n",
       "      <td>-1.402476</td>\n",
       "      <td>-1.577232</td>\n",
       "      <td>-0.884411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bullock County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10914.0</td>\n",
       "      <td>10915.0</td>\n",
       "      <td>10887.0</td>\n",
       "      <td>10629.0</td>\n",
       "      <td>10606.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-30.953709</td>\n",
       "      <td>-5.180127</td>\n",
       "      <td>-1.130263</td>\n",
       "      <td>14.354290</td>\n",
       "      <td>-16.167247</td>\n",
       "      <td>-29.001673</td>\n",
       "      <td>-2.825524</td>\n",
       "      <td>1.507017</td>\n",
       "      <td>17.243790</td>\n",
       "      <td>-13.193961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Butler County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>20947.0</td>\n",
       "      <td>20946.0</td>\n",
       "      <td>20944.0</td>\n",
       "      <td>20673.0</td>\n",
       "      <td>20408.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-14.032727</td>\n",
       "      <td>-11.684234</td>\n",
       "      <td>-5.655413</td>\n",
       "      <td>1.085428</td>\n",
       "      <td>-6.529805</td>\n",
       "      <td>-13.936612</td>\n",
       "      <td>-11.586865</td>\n",
       "      <td>-5.557058</td>\n",
       "      <td>1.184103</td>\n",
       "      <td>-6.430868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calhoun County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>118572.0</td>\n",
       "      <td>118586.0</td>\n",
       "      <td>118437.0</td>\n",
       "      <td>117768.0</td>\n",
       "      <td>117286.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.155670</td>\n",
       "      <td>-4.611706</td>\n",
       "      <td>-5.524649</td>\n",
       "      <td>-4.463211</td>\n",
       "      <td>-3.376322</td>\n",
       "      <td>-5.791579</td>\n",
       "      <td>-4.092677</td>\n",
       "      <td>-5.062836</td>\n",
       "      <td>-3.912834</td>\n",
       "      <td>-2.806406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chambers County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>34215.0</td>\n",
       "      <td>34170.0</td>\n",
       "      <td>34098.0</td>\n",
       "      <td>33993.0</td>\n",
       "      <td>34075.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.731639</td>\n",
       "      <td>3.849092</td>\n",
       "      <td>2.872721</td>\n",
       "      <td>-2.287222</td>\n",
       "      <td>1.349468</td>\n",
       "      <td>-1.821092</td>\n",
       "      <td>4.701181</td>\n",
       "      <td>3.781439</td>\n",
       "      <td>-1.290228</td>\n",
       "      <td>2.346901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherokee County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>25989.0</td>\n",
       "      <td>25986.0</td>\n",
       "      <td>25976.0</td>\n",
       "      <td>26080.0</td>\n",
       "      <td>26023.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.339327</td>\n",
       "      <td>1.113180</td>\n",
       "      <td>5.488706</td>\n",
       "      <td>-0.076806</td>\n",
       "      <td>-3.239866</td>\n",
       "      <td>6.416167</td>\n",
       "      <td>1.420264</td>\n",
       "      <td>5.757384</td>\n",
       "      <td>0.230419</td>\n",
       "      <td>-2.931307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chilton County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>43643.0</td>\n",
       "      <td>43631.0</td>\n",
       "      <td>43665.0</td>\n",
       "      <td>43739.0</td>\n",
       "      <td>43697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.372935</td>\n",
       "      <td>-2.653369</td>\n",
       "      <td>0.480044</td>\n",
       "      <td>0.456017</td>\n",
       "      <td>-2.253483</td>\n",
       "      <td>-0.823761</td>\n",
       "      <td>-2.447504</td>\n",
       "      <td>0.868651</td>\n",
       "      <td>0.957636</td>\n",
       "      <td>-1.752709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Choctaw County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>13859.0</td>\n",
       "      <td>13858.0</td>\n",
       "      <td>13841.0</td>\n",
       "      <td>13593.0</td>\n",
       "      <td>13543.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.455274</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "      <td>-15.528177</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clarke County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25833.0</td>\n",
       "      <td>25840.0</td>\n",
       "      <td>25767.0</td>\n",
       "      <td>25570.0</td>\n",
       "      <td>25144.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.194363</td>\n",
       "      <td>-17.667705</td>\n",
       "      <td>-0.318345</td>\n",
       "      <td>-8.686428</td>\n",
       "      <td>-5.613667</td>\n",
       "      <td>-6.077488</td>\n",
       "      <td>-17.509958</td>\n",
       "      <td>-0.159172</td>\n",
       "      <td>-8.486280</td>\n",
       "      <td>-5.411736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clay County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>13932.0</td>\n",
       "      <td>13932.0</td>\n",
       "      <td>13880.0</td>\n",
       "      <td>13670.0</td>\n",
       "      <td>13456.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.744102</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.902871</td>\n",
       "      <td>5.702648</td>\n",
       "      <td>3.912450</td>\n",
       "      <td>-10.816697</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.977157</td>\n",
       "      <td>5.776708</td>\n",
       "      <td>3.986270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cleburne County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>14972.0</td>\n",
       "      <td>14972.0</td>\n",
       "      <td>14973.0</td>\n",
       "      <td>14971.0</td>\n",
       "      <td>14921.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coffee County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>49948.0</td>\n",
       "      <td>49948.0</td>\n",
       "      <td>50177.0</td>\n",
       "      <td>50448.0</td>\n",
       "      <td>51173.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.377640</td>\n",
       "      <td>7.675579</td>\n",
       "      <td>-13.146535</td>\n",
       "      <td>-3.602859</td>\n",
       "      <td>2.214774</td>\n",
       "      <td>2.166460</td>\n",
       "      <td>11.513368</td>\n",
       "      <td>-10.438741</td>\n",
       "      <td>-0.767822</td>\n",
       "      <td>5.350738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colbert County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>54428.0</td>\n",
       "      <td>54428.0</td>\n",
       "      <td>54514.0</td>\n",
       "      <td>54443.0</td>\n",
       "      <td>54472.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.073423</td>\n",
       "      <td>1.065051</td>\n",
       "      <td>1.762390</td>\n",
       "      <td>1.835688</td>\n",
       "      <td>-0.110260</td>\n",
       "      <td>0.513964</td>\n",
       "      <td>1.469035</td>\n",
       "      <td>2.276420</td>\n",
       "      <td>2.533249</td>\n",
       "      <td>0.588052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Conecuh County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>13228.0</td>\n",
       "      <td>13228.0</td>\n",
       "      <td>13208.0</td>\n",
       "      <td>13121.0</td>\n",
       "      <td>12996.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coosa County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>11539.0</td>\n",
       "      <td>11758.0</td>\n",
       "      <td>11758.0</td>\n",
       "      <td>11348.0</td>\n",
       "      <td>11195.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-33.930581</td>\n",
       "      <td>-10.291443</td>\n",
       "      <td>-4.313831</td>\n",
       "      <td>-22.958017</td>\n",
       "      <td>-5.387581</td>\n",
       "      <td>-34.017138</td>\n",
       "      <td>-10.380162</td>\n",
       "      <td>-4.403703</td>\n",
       "      <td>-23.049483</td>\n",
       "      <td>-5.387581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Covington County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37765.0</td>\n",
       "      <td>37765.0</td>\n",
       "      <td>37796.0</td>\n",
       "      <td>38060.0</td>\n",
       "      <td>37818.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.696899</td>\n",
       "      <td>-4.612668</td>\n",
       "      <td>0.740271</td>\n",
       "      <td>3.697932</td>\n",
       "      <td>-0.316945</td>\n",
       "      <td>6.881460</td>\n",
       "      <td>-4.559952</td>\n",
       "      <td>0.793147</td>\n",
       "      <td>3.750759</td>\n",
       "      <td>-0.264121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crenshaw County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>13906.0</td>\n",
       "      <td>13906.0</td>\n",
       "      <td>13853.0</td>\n",
       "      <td>13896.0</td>\n",
       "      <td>13951.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.729792</td>\n",
       "      <td>3.950156</td>\n",
       "      <td>-1.864936</td>\n",
       "      <td>3.084648</td>\n",
       "      <td>3.439504</td>\n",
       "      <td>2.666763</td>\n",
       "      <td>5.099293</td>\n",
       "      <td>-0.502098</td>\n",
       "      <td>4.734577</td>\n",
       "      <td>5.087600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cullman County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>80406.0</td>\n",
       "      <td>80410.0</td>\n",
       "      <td>80473.0</td>\n",
       "      <td>80469.0</td>\n",
       "      <td>80374.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.404233</td>\n",
       "      <td>-1.019628</td>\n",
       "      <td>4.071247</td>\n",
       "      <td>5.087142</td>\n",
       "      <td>7.915406</td>\n",
       "      <td>-1.031427</td>\n",
       "      <td>-0.634159</td>\n",
       "      <td>4.542916</td>\n",
       "      <td>5.593387</td>\n",
       "      <td>8.417777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dale County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50251.0</td>\n",
       "      <td>50251.0</td>\n",
       "      <td>50358.0</td>\n",
       "      <td>50109.0</td>\n",
       "      <td>50324.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.749798</td>\n",
       "      <td>-5.277150</td>\n",
       "      <td>-15.236079</td>\n",
       "      <td>-11.979785</td>\n",
       "      <td>-5.107706</td>\n",
       "      <td>-9.575283</td>\n",
       "      <td>-0.776637</td>\n",
       "      <td>-12.640155</td>\n",
       "      <td>-9.503292</td>\n",
       "      <td>-1.998668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dallas County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>43820.0</td>\n",
       "      <td>43820.0</td>\n",
       "      <td>43803.0</td>\n",
       "      <td>43178.0</td>\n",
       "      <td>42777.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.635599</td>\n",
       "      <td>-11.308243</td>\n",
       "      <td>-16.745678</td>\n",
       "      <td>-9.344789</td>\n",
       "      <td>-14.687232</td>\n",
       "      <td>-15.727573</td>\n",
       "      <td>-11.378047</td>\n",
       "      <td>-16.792849</td>\n",
       "      <td>-9.368689</td>\n",
       "      <td>-14.711389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeKalb County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>71109.0</td>\n",
       "      <td>71115.0</td>\n",
       "      <td>71142.0</td>\n",
       "      <td>71387.0</td>\n",
       "      <td>70942.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.294677</td>\n",
       "      <td>-9.302391</td>\n",
       "      <td>-1.748807</td>\n",
       "      <td>0.267830</td>\n",
       "      <td>0.028141</td>\n",
       "      <td>1.375159</td>\n",
       "      <td>-8.656001</td>\n",
       "      <td>-1.029539</td>\n",
       "      <td>1.198187</td>\n",
       "      <td>0.956790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Elmore County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>79303.0</td>\n",
       "      <td>79296.0</td>\n",
       "      <td>79465.0</td>\n",
       "      <td>80012.0</td>\n",
       "      <td>80432.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.235576</td>\n",
       "      <td>0.822717</td>\n",
       "      <td>1.760531</td>\n",
       "      <td>-1.507057</td>\n",
       "      <td>2.067820</td>\n",
       "      <td>3.674511</td>\n",
       "      <td>1.558176</td>\n",
       "      <td>2.306047</td>\n",
       "      <td>-0.951175</td>\n",
       "      <td>2.757093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Escambia County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>38319.0</td>\n",
       "      <td>38319.0</td>\n",
       "      <td>38309.0</td>\n",
       "      <td>38213.0</td>\n",
       "      <td>38034.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.449988</td>\n",
       "      <td>-3.855889</td>\n",
       "      <td>-4.822706</td>\n",
       "      <td>-1.189831</td>\n",
       "      <td>1.190902</td>\n",
       "      <td>-3.397716</td>\n",
       "      <td>-3.803428</td>\n",
       "      <td>-4.769999</td>\n",
       "      <td>-1.136950</td>\n",
       "      <td>1.243830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Etowah County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>104430.0</td>\n",
       "      <td>104427.0</td>\n",
       "      <td>104442.0</td>\n",
       "      <td>104236.0</td>\n",
       "      <td>104235.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.015919</td>\n",
       "      <td>2.062637</td>\n",
       "      <td>-1.931884</td>\n",
       "      <td>-1.726932</td>\n",
       "      <td>-2.082234</td>\n",
       "      <td>-0.632554</td>\n",
       "      <td>2.446383</td>\n",
       "      <td>-1.518596</td>\n",
       "      <td>-1.234901</td>\n",
       "      <td>-1.588308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fayette County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>17241.0</td>\n",
       "      <td>17241.0</td>\n",
       "      <td>17231.0</td>\n",
       "      <td>17062.0</td>\n",
       "      <td>16960.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.015601</td>\n",
       "      <td>-0.646640</td>\n",
       "      <td>-3.725937</td>\n",
       "      <td>0.296745</td>\n",
       "      <td>-2.797536</td>\n",
       "      <td>-5.132243</td>\n",
       "      <td>-0.705426</td>\n",
       "      <td>-3.785079</td>\n",
       "      <td>0.237396</td>\n",
       "      <td>-2.857058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Franklin County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>31704.0</td>\n",
       "      <td>31709.0</td>\n",
       "      <td>31734.0</td>\n",
       "      <td>31729.0</td>\n",
       "      <td>31648.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.638750</td>\n",
       "      <td>-5.459394</td>\n",
       "      <td>-8.043702</td>\n",
       "      <td>-1.267849</td>\n",
       "      <td>-2.401719</td>\n",
       "      <td>0.063029</td>\n",
       "      <td>-3.471291</td>\n",
       "      <td>-5.700261</td>\n",
       "      <td>1.553115</td>\n",
       "      <td>0.442422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Wisconsin</th>\n",
       "      <th>Washburn County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>15911.0</td>\n",
       "      <td>15911.0</td>\n",
       "      <td>15930.0</td>\n",
       "      <td>15784.0</td>\n",
       "      <td>15831.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.873936</td>\n",
       "      <td>7.338289</td>\n",
       "      <td>-6.732724</td>\n",
       "      <td>3.510452</td>\n",
       "      <td>-5.123279</td>\n",
       "      <td>-6.747809</td>\n",
       "      <td>7.464811</td>\n",
       "      <td>-6.605691</td>\n",
       "      <td>3.638104</td>\n",
       "      <td>-4.995197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>131887.0</td>\n",
       "      <td>131885.0</td>\n",
       "      <td>131967.0</td>\n",
       "      <td>132225.0</td>\n",
       "      <td>132649.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.794876</td>\n",
       "      <td>0.785279</td>\n",
       "      <td>-2.215465</td>\n",
       "      <td>1.601149</td>\n",
       "      <td>-0.434498</td>\n",
       "      <td>-0.431504</td>\n",
       "      <td>1.162817</td>\n",
       "      <td>-1.763330</td>\n",
       "      <td>2.104796</td>\n",
       "      <td>0.059931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waukesha County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>389891.0</td>\n",
       "      <td>389938.0</td>\n",
       "      <td>390076.0</td>\n",
       "      <td>390808.0</td>\n",
       "      <td>392710.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.765799</td>\n",
       "      <td>2.128860</td>\n",
       "      <td>0.038132</td>\n",
       "      <td>0.760109</td>\n",
       "      <td>-0.719858</td>\n",
       "      <td>0.102448</td>\n",
       "      <td>3.180527</td>\n",
       "      <td>1.189727</td>\n",
       "      <td>2.077633</td>\n",
       "      <td>0.593567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waupaca County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>52410.0</td>\n",
       "      <td>52410.0</td>\n",
       "      <td>52422.0</td>\n",
       "      <td>52342.0</td>\n",
       "      <td>52035.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.111756</td>\n",
       "      <td>-2.241873</td>\n",
       "      <td>6.292687</td>\n",
       "      <td>-0.441031</td>\n",
       "      <td>-0.480617</td>\n",
       "      <td>3.359933</td>\n",
       "      <td>-2.011937</td>\n",
       "      <td>6.561277</td>\n",
       "      <td>-0.134227</td>\n",
       "      <td>-0.173022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waushara County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>24496.0</td>\n",
       "      <td>24496.0</td>\n",
       "      <td>24506.0</td>\n",
       "      <td>24581.0</td>\n",
       "      <td>24484.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.930022</td>\n",
       "      <td>-2.404973</td>\n",
       "      <td>-4.097017</td>\n",
       "      <td>-4.906711</td>\n",
       "      <td>-4.397793</td>\n",
       "      <td>5.174486</td>\n",
       "      <td>-2.160399</td>\n",
       "      <td>-3.810226</td>\n",
       "      <td>-4.535615</td>\n",
       "      <td>-4.024395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Winnebago County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>166994.0</td>\n",
       "      <td>166994.0</td>\n",
       "      <td>167059.0</td>\n",
       "      <td>167630.0</td>\n",
       "      <td>168717.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.316712</td>\n",
       "      <td>2.889873</td>\n",
       "      <td>0.833819</td>\n",
       "      <td>-2.406192</td>\n",
       "      <td>-4.557985</td>\n",
       "      <td>0.842573</td>\n",
       "      <td>3.502335</td>\n",
       "      <td>1.531624</td>\n",
       "      <td>-1.545153</td>\n",
       "      <td>-3.685304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wood County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>74749.0</td>\n",
       "      <td>74749.0</td>\n",
       "      <td>74807.0</td>\n",
       "      <td>74647.0</td>\n",
       "      <td>74384.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.081523</td>\n",
       "      <td>-5.019090</td>\n",
       "      <td>-6.901200</td>\n",
       "      <td>-5.596471</td>\n",
       "      <td>-3.958322</td>\n",
       "      <td>-3.733590</td>\n",
       "      <td>-4.562809</td>\n",
       "      <td>-6.442917</td>\n",
       "      <td>-5.040889</td>\n",
       "      <td>-3.414223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"23\" valign=\"top\">Wyoming</th>\n",
       "      <th>Albany County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36299.0</td>\n",
       "      <td>36299.0</td>\n",
       "      <td>36428.0</td>\n",
       "      <td>36908.0</td>\n",
       "      <td>37396.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.708956</td>\n",
       "      <td>2.637812</td>\n",
       "      <td>-3.544634</td>\n",
       "      <td>-3.334877</td>\n",
       "      <td>-9.911169</td>\n",
       "      <td>6.736119</td>\n",
       "      <td>6.433032</td>\n",
       "      <td>0.719587</td>\n",
       "      <td>1.429233</td>\n",
       "      <td>-5.166460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Big Horn County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11668.0</td>\n",
       "      <td>11668.0</td>\n",
       "      <td>11672.0</td>\n",
       "      <td>11745.0</td>\n",
       "      <td>11785.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>2.804930</td>\n",
       "      <td>16.815908</td>\n",
       "      <td>-8.026420</td>\n",
       "      <td>5.095861</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>3.144921</td>\n",
       "      <td>17.236306</td>\n",
       "      <td>-7.608378</td>\n",
       "      <td>5.513554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Campbell County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>46133.0</td>\n",
       "      <td>46133.0</td>\n",
       "      <td>46244.0</td>\n",
       "      <td>46600.0</td>\n",
       "      <td>47881.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.843479</td>\n",
       "      <td>15.601020</td>\n",
       "      <td>-5.895711</td>\n",
       "      <td>-8.550911</td>\n",
       "      <td>10.916963</td>\n",
       "      <td>-2.649606</td>\n",
       "      <td>15.558684</td>\n",
       "      <td>-5.916543</td>\n",
       "      <td>-8.509402</td>\n",
       "      <td>10.978525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carbon County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15885.0</td>\n",
       "      <td>15885.0</td>\n",
       "      <td>15837.0</td>\n",
       "      <td>15817.0</td>\n",
       "      <td>15678.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.581980</td>\n",
       "      <td>-13.081441</td>\n",
       "      <td>3.178134</td>\n",
       "      <td>-2.970641</td>\n",
       "      <td>-23.300971</td>\n",
       "      <td>-7.392431</td>\n",
       "      <td>-12.636926</td>\n",
       "      <td>3.623073</td>\n",
       "      <td>-2.338590</td>\n",
       "      <td>-22.600668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Converse County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13833.0</td>\n",
       "      <td>13833.0</td>\n",
       "      <td>13826.0</td>\n",
       "      <td>13728.0</td>\n",
       "      <td>14025.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-12.847499</td>\n",
       "      <td>15.493820</td>\n",
       "      <td>19.035533</td>\n",
       "      <td>-20.550587</td>\n",
       "      <td>-0.070403</td>\n",
       "      <td>-12.774915</td>\n",
       "      <td>16.502720</td>\n",
       "      <td>20.093063</td>\n",
       "      <td>-19.358233</td>\n",
       "      <td>1.126443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crook County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7083.0</td>\n",
       "      <td>7083.0</td>\n",
       "      <td>7114.0</td>\n",
       "      <td>7129.0</td>\n",
       "      <td>7148.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.544618</td>\n",
       "      <td>-4.202564</td>\n",
       "      <td>1.397819</td>\n",
       "      <td>6.378258</td>\n",
       "      <td>18.629317</td>\n",
       "      <td>-0.982939</td>\n",
       "      <td>-3.642222</td>\n",
       "      <td>2.096729</td>\n",
       "      <td>7.071547</td>\n",
       "      <td>19.309219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fremont County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>40123.0</td>\n",
       "      <td>40123.0</td>\n",
       "      <td>40222.0</td>\n",
       "      <td>40591.0</td>\n",
       "      <td>41129.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.747083</td>\n",
       "      <td>7.782673</td>\n",
       "      <td>-4.990688</td>\n",
       "      <td>-12.331633</td>\n",
       "      <td>-13.673610</td>\n",
       "      <td>3.093562</td>\n",
       "      <td>8.027411</td>\n",
       "      <td>-4.747240</td>\n",
       "      <td>-12.013555</td>\n",
       "      <td>-13.352750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goshen County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13249.0</td>\n",
       "      <td>13247.0</td>\n",
       "      <td>13408.0</td>\n",
       "      <td>13597.0</td>\n",
       "      <td>13666.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14.293649</td>\n",
       "      <td>3.961413</td>\n",
       "      <td>-8.079028</td>\n",
       "      <td>-7.017803</td>\n",
       "      <td>-11.899450</td>\n",
       "      <td>14.886132</td>\n",
       "      <td>4.841727</td>\n",
       "      <td>-6.903896</td>\n",
       "      <td>-5.761986</td>\n",
       "      <td>-10.635133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Springs County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>4812.0</td>\n",
       "      <td>4812.0</td>\n",
       "      <td>4813.0</td>\n",
       "      <td>4818.0</td>\n",
       "      <td>4846.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.322604</td>\n",
       "      <td>6.208609</td>\n",
       "      <td>3.095336</td>\n",
       "      <td>-6.017222</td>\n",
       "      <td>-5.454164</td>\n",
       "      <td>5.191569</td>\n",
       "      <td>6.001656</td>\n",
       "      <td>2.888981</td>\n",
       "      <td>-6.224712</td>\n",
       "      <td>-5.663940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Johnson County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>8569.0</td>\n",
       "      <td>8569.0</td>\n",
       "      <td>8581.0</td>\n",
       "      <td>8636.0</td>\n",
       "      <td>8610.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.995063</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "      <td>5.227392</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Laramie County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>91738.0</td>\n",
       "      <td>91881.0</td>\n",
       "      <td>92271.0</td>\n",
       "      <td>92663.0</td>\n",
       "      <td>94894.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.200428</td>\n",
       "      <td>15.547274</td>\n",
       "      <td>4.787847</td>\n",
       "      <td>-1.226133</td>\n",
       "      <td>0.278940</td>\n",
       "      <td>-0.973320</td>\n",
       "      <td>17.914554</td>\n",
       "      <td>6.003143</td>\n",
       "      <td>-0.207819</td>\n",
       "      <td>1.673640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lincoln County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>18106.0</td>\n",
       "      <td>18106.0</td>\n",
       "      <td>18091.0</td>\n",
       "      <td>18022.0</td>\n",
       "      <td>17943.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.802564</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.564556</td>\n",
       "      <td>6.125989</td>\n",
       "      <td>1.555544</td>\n",
       "      <td>-9.691801</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.619696</td>\n",
       "      <td>6.234414</td>\n",
       "      <td>1.662823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Natrona County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>75450.0</td>\n",
       "      <td>75450.0</td>\n",
       "      <td>75472.0</td>\n",
       "      <td>76420.0</td>\n",
       "      <td>78699.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.189319</td>\n",
       "      <td>23.066162</td>\n",
       "      <td>24.322042</td>\n",
       "      <td>-0.958472</td>\n",
       "      <td>-0.061057</td>\n",
       "      <td>7.689674</td>\n",
       "      <td>23.749508</td>\n",
       "      <td>25.085233</td>\n",
       "      <td>-0.110593</td>\n",
       "      <td>0.793743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niobrara County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2484.0</td>\n",
       "      <td>2484.0</td>\n",
       "      <td>2492.0</td>\n",
       "      <td>2485.0</td>\n",
       "      <td>2475.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Park County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28205.0</td>\n",
       "      <td>28205.0</td>\n",
       "      <td>28259.0</td>\n",
       "      <td>28473.0</td>\n",
       "      <td>28863.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.582951</td>\n",
       "      <td>8.057765</td>\n",
       "      <td>7.641997</td>\n",
       "      <td>-9.252437</td>\n",
       "      <td>-2.878980</td>\n",
       "      <td>6.486639</td>\n",
       "      <td>11.127389</td>\n",
       "      <td>10.877797</td>\n",
       "      <td>-5.585731</td>\n",
       "      <td>0.856839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Platte County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>8667.0</td>\n",
       "      <td>8667.0</td>\n",
       "      <td>8678.0</td>\n",
       "      <td>8701.0</td>\n",
       "      <td>8732.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>5.392073</td>\n",
       "      <td>2.634593</td>\n",
       "      <td>6.055759</td>\n",
       "      <td>4.662270</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>4.933173</td>\n",
       "      <td>2.176403</td>\n",
       "      <td>5.598720</td>\n",
       "      <td>4.207414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sheridan County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>29116.0</td>\n",
       "      <td>29116.0</td>\n",
       "      <td>29146.0</td>\n",
       "      <td>29275.0</td>\n",
       "      <td>29594.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.958559</td>\n",
       "      <td>8.425487</td>\n",
       "      <td>4.546373</td>\n",
       "      <td>3.678069</td>\n",
       "      <td>-3.298406</td>\n",
       "      <td>2.122524</td>\n",
       "      <td>9.342778</td>\n",
       "      <td>5.523001</td>\n",
       "      <td>4.781489</td>\n",
       "      <td>-2.198937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sublette County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>10247.0</td>\n",
       "      <td>10247.0</td>\n",
       "      <td>10244.0</td>\n",
       "      <td>10142.0</td>\n",
       "      <td>10418.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-23.741784</td>\n",
       "      <td>15.272374</td>\n",
       "      <td>-40.870074</td>\n",
       "      <td>-16.596273</td>\n",
       "      <td>-22.870900</td>\n",
       "      <td>-21.092907</td>\n",
       "      <td>16.828794</td>\n",
       "      <td>-39.211861</td>\n",
       "      <td>-14.409938</td>\n",
       "      <td>-20.664059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweetwater County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>43806.0</td>\n",
       "      <td>43806.0</td>\n",
       "      <td>43593.0</td>\n",
       "      <td>44041.0</td>\n",
       "      <td>45104.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.072643</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.339774</td>\n",
       "      <td>-14.252889</td>\n",
       "      <td>-14.248864</td>\n",
       "      <td>1.255221</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.295460</td>\n",
       "      <td>-14.075283</td>\n",
       "      <td>-14.070195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Teton County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>21294.0</td>\n",
       "      <td>21294.0</td>\n",
       "      <td>21297.0</td>\n",
       "      <td>21482.0</td>\n",
       "      <td>21697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.589565</td>\n",
       "      <td>0.972695</td>\n",
       "      <td>19.525929</td>\n",
       "      <td>14.143021</td>\n",
       "      <td>-0.564849</td>\n",
       "      <td>0.654527</td>\n",
       "      <td>2.408578</td>\n",
       "      <td>21.160658</td>\n",
       "      <td>16.308671</td>\n",
       "      <td>1.520747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uinta County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>21118.0</td>\n",
       "      <td>21118.0</td>\n",
       "      <td>21102.0</td>\n",
       "      <td>20912.0</td>\n",
       "      <td>20989.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-17.755986</td>\n",
       "      <td>-4.916350</td>\n",
       "      <td>-6.902954</td>\n",
       "      <td>-14.215862</td>\n",
       "      <td>-12.127022</td>\n",
       "      <td>-18.136812</td>\n",
       "      <td>-5.536861</td>\n",
       "      <td>-7.521840</td>\n",
       "      <td>-14.740608</td>\n",
       "      <td>-12.606351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washakie County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>8533.0</td>\n",
       "      <td>8533.0</td>\n",
       "      <td>8545.0</td>\n",
       "      <td>8469.0</td>\n",
       "      <td>8443.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.637475</td>\n",
       "      <td>-0.827815</td>\n",
       "      <td>-2.013502</td>\n",
       "      <td>-17.781491</td>\n",
       "      <td>1.682288</td>\n",
       "      <td>-11.990126</td>\n",
       "      <td>-1.182592</td>\n",
       "      <td>-2.250385</td>\n",
       "      <td>-18.020168</td>\n",
       "      <td>1.441961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weston County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7208.0</td>\n",
       "      <td>7208.0</td>\n",
       "      <td>7181.0</td>\n",
       "      <td>7114.0</td>\n",
       "      <td>7065.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.752361</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "      <td>-12.032179</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3142 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              SUMLEV  REGION  DIVISION  STATE  COUNTY  \\\n",
       "STNAME    CTYNAME                                                       \n",
       "Alabama   Autauga County        50.0     3.0       6.0    1.0     1.0   \n",
       "          Baldwin County        50.0     3.0       6.0    1.0     3.0   \n",
       "          Barbour County        50.0     3.0       6.0    1.0     5.0   \n",
       "          Bibb County           50.0     3.0       6.0    1.0     7.0   \n",
       "          Blount County         50.0     3.0       6.0    1.0     9.0   \n",
       "          Bullock County        50.0     3.0       6.0    1.0    11.0   \n",
       "          Butler County         50.0     3.0       6.0    1.0    13.0   \n",
       "          Calhoun County        50.0     3.0       6.0    1.0    15.0   \n",
       "          Chambers County       50.0     3.0       6.0    1.0    17.0   \n",
       "          Cherokee County       50.0     3.0       6.0    1.0    19.0   \n",
       "          Chilton County        50.0     3.0       6.0    1.0    21.0   \n",
       "          Choctaw County        50.0     3.0       6.0    1.0    23.0   \n",
       "          Clarke County         50.0     3.0       6.0    1.0    25.0   \n",
       "          Clay County           50.0     3.0       6.0    1.0    27.0   \n",
       "          Cleburne County       50.0     3.0       6.0    1.0    29.0   \n",
       "          Coffee County         50.0     3.0       6.0    1.0    31.0   \n",
       "          Colbert County        50.0     3.0       6.0    1.0    33.0   \n",
       "          Conecuh County        50.0     3.0       6.0    1.0    35.0   \n",
       "          Coosa County          50.0     3.0       6.0    1.0    37.0   \n",
       "          Covington County      50.0     3.0       6.0    1.0    39.0   \n",
       "          Crenshaw County       50.0     3.0       6.0    1.0    41.0   \n",
       "          Cullman County        50.0     3.0       6.0    1.0    43.0   \n",
       "          Dale County           50.0     3.0       6.0    1.0    45.0   \n",
       "          Dallas County         50.0     3.0       6.0    1.0    47.0   \n",
       "          DeKalb County         50.0     3.0       6.0    1.0    49.0   \n",
       "          Elmore County         50.0     3.0       6.0    1.0    51.0   \n",
       "          Escambia County       50.0     3.0       6.0    1.0    53.0   \n",
       "          Etowah County         50.0     3.0       6.0    1.0    55.0   \n",
       "          Fayette County        50.0     3.0       6.0    1.0    57.0   \n",
       "          Franklin County       50.0     3.0       6.0    1.0    59.0   \n",
       "...                              ...     ...       ...    ...     ...   \n",
       "Wisconsin Washburn County       50.0     2.0       3.0   55.0   129.0   \n",
       "          Washington County     50.0     2.0       3.0   55.0   131.0   \n",
       "          Waukesha County       50.0     2.0       3.0   55.0   133.0   \n",
       "          Waupaca County        50.0     2.0       3.0   55.0   135.0   \n",
       "          Waushara County       50.0     2.0       3.0   55.0   137.0   \n",
       "          Winnebago County      50.0     2.0       3.0   55.0   139.0   \n",
       "          Wood County           50.0     2.0       3.0   55.0   141.0   \n",
       "Wyoming   Albany County         50.0     4.0       8.0   56.0     1.0   \n",
       "          Big Horn County       50.0     4.0       8.0   56.0     3.0   \n",
       "          Campbell County       50.0     4.0       8.0   56.0     5.0   \n",
       "          Carbon County         50.0     4.0       8.0   56.0     7.0   \n",
       "          Converse County       50.0     4.0       8.0   56.0     9.0   \n",
       "          Crook County          50.0     4.0       8.0   56.0    11.0   \n",
       "          Fremont County        50.0     4.0       8.0   56.0    13.0   \n",
       "          Goshen County         50.0     4.0       8.0   56.0    15.0   \n",
       "          Hot Springs County    50.0     4.0       8.0   56.0    17.0   \n",
       "          Johnson County        50.0     4.0       8.0   56.0    19.0   \n",
       "          Laramie County        50.0     4.0       8.0   56.0    21.0   \n",
       "          Lincoln County        50.0     4.0       8.0   56.0    23.0   \n",
       "          Natrona County        50.0     4.0       8.0   56.0    25.0   \n",
       "          Niobrara County       50.0     4.0       8.0   56.0    27.0   \n",
       "          Park County           50.0     4.0       8.0   56.0    29.0   \n",
       "          Platte County         50.0     4.0       8.0   56.0    31.0   \n",
       "          Sheridan County       50.0     4.0       8.0   56.0    33.0   \n",
       "          Sublette County       50.0     4.0       8.0   56.0    35.0   \n",
       "          Sweetwater County     50.0     4.0       8.0   56.0    37.0   \n",
       "          Teton County          50.0     4.0       8.0   56.0    39.0   \n",
       "          Uinta County          50.0     4.0       8.0   56.0    41.0   \n",
       "          Washakie County       50.0     4.0       8.0   56.0    43.0   \n",
       "          Weston County         50.0     4.0       8.0   56.0    45.0   \n",
       "\n",
       "                              CENSUS2010POP  Estimates Base 2010  \\\n",
       "STNAME    CTYNAME                                                  \n",
       "Alabama   Autauga County            54571.0              54571.0   \n",
       "          Baldwin County           182265.0             182265.0   \n",
       "          Barbour County            27457.0              27457.0   \n",
       "          Bibb County               22915.0              22919.0   \n",
       "          Blount County             57322.0              57322.0   \n",
       "          Bullock County            10914.0              10915.0   \n",
       "          Butler County             20947.0              20946.0   \n",
       "          Calhoun County           118572.0             118586.0   \n",
       "          Chambers County           34215.0              34170.0   \n",
       "          Cherokee County           25989.0              25986.0   \n",
       "          Chilton County            43643.0              43631.0   \n",
       "          Choctaw County            13859.0              13858.0   \n",
       "          Clarke County             25833.0              25840.0   \n",
       "          Clay County               13932.0              13932.0   \n",
       "          Cleburne County           14972.0              14972.0   \n",
       "          Coffee County             49948.0              49948.0   \n",
       "          Colbert County            54428.0              54428.0   \n",
       "          Conecuh County            13228.0              13228.0   \n",
       "          Coosa County              11539.0              11758.0   \n",
       "          Covington County          37765.0              37765.0   \n",
       "          Crenshaw County           13906.0              13906.0   \n",
       "          Cullman County            80406.0              80410.0   \n",
       "          Dale County               50251.0              50251.0   \n",
       "          Dallas County             43820.0              43820.0   \n",
       "          DeKalb County             71109.0              71115.0   \n",
       "          Elmore County             79303.0              79296.0   \n",
       "          Escambia County           38319.0              38319.0   \n",
       "          Etowah County            104430.0             104427.0   \n",
       "          Fayette County            17241.0              17241.0   \n",
       "          Franklin County           31704.0              31709.0   \n",
       "...                                     ...                  ...   \n",
       "Wisconsin Washburn County           15911.0              15911.0   \n",
       "          Washington County        131887.0             131885.0   \n",
       "          Waukesha County          389891.0             389938.0   \n",
       "          Waupaca County            52410.0              52410.0   \n",
       "          Waushara County           24496.0              24496.0   \n",
       "          Winnebago County         166994.0             166994.0   \n",
       "          Wood County               74749.0              74749.0   \n",
       "Wyoming   Albany County             36299.0              36299.0   \n",
       "          Big Horn County           11668.0              11668.0   \n",
       "          Campbell County           46133.0              46133.0   \n",
       "          Carbon County             15885.0              15885.0   \n",
       "          Converse County           13833.0              13833.0   \n",
       "          Crook County               7083.0               7083.0   \n",
       "          Fremont County            40123.0              40123.0   \n",
       "          Goshen County             13249.0              13247.0   \n",
       "          Hot Springs County         4812.0               4812.0   \n",
       "          Johnson County             8569.0               8569.0   \n",
       "          Laramie County            91738.0              91881.0   \n",
       "          Lincoln County            18106.0              18106.0   \n",
       "          Natrona County            75450.0              75450.0   \n",
       "          Niobrara County            2484.0               2484.0   \n",
       "          Park County               28205.0              28205.0   \n",
       "          Platte County              8667.0               8667.0   \n",
       "          Sheridan County           29116.0              29116.0   \n",
       "          Sublette County           10247.0              10247.0   \n",
       "          Sweetwater County         43806.0              43806.0   \n",
       "          Teton County              21294.0              21294.0   \n",
       "          Uinta County              21118.0              21118.0   \n",
       "          Washakie County            8533.0               8533.0   \n",
       "          Weston County              7208.0               7208.0   \n",
       "\n",
       "                              POPESTIMATE2010  POPESTIMATE2011  \\\n",
       "STNAME    CTYNAME                                                \n",
       "Alabama   Autauga County              54660.0          55253.0   \n",
       "          Baldwin County             183193.0         186659.0   \n",
       "          Barbour County              27341.0          27226.0   \n",
       "          Bibb County                 22861.0          22733.0   \n",
       "          Blount County               57373.0          57711.0   \n",
       "          Bullock County              10887.0          10629.0   \n",
       "          Butler County               20944.0          20673.0   \n",
       "          Calhoun County             118437.0         117768.0   \n",
       "          Chambers County             34098.0          33993.0   \n",
       "          Cherokee County             25976.0          26080.0   \n",
       "          Chilton County              43665.0          43739.0   \n",
       "          Choctaw County              13841.0          13593.0   \n",
       "          Clarke County               25767.0          25570.0   \n",
       "          Clay County                 13880.0          13670.0   \n",
       "          Cleburne County             14973.0          14971.0   \n",
       "          Coffee County               50177.0          50448.0   \n",
       "          Colbert County              54514.0          54443.0   \n",
       "          Conecuh County              13208.0          13121.0   \n",
       "          Coosa County                11758.0          11348.0   \n",
       "          Covington County            37796.0          38060.0   \n",
       "          Crenshaw County             13853.0          13896.0   \n",
       "          Cullman County              80473.0          80469.0   \n",
       "          Dale County                 50358.0          50109.0   \n",
       "          Dallas County               43803.0          43178.0   \n",
       "          DeKalb County               71142.0          71387.0   \n",
       "          Elmore County               79465.0          80012.0   \n",
       "          Escambia County             38309.0          38213.0   \n",
       "          Etowah County              104442.0         104236.0   \n",
       "          Fayette County              17231.0          17062.0   \n",
       "          Franklin County             31734.0          31729.0   \n",
       "...                                       ...              ...   \n",
       "Wisconsin Washburn County             15930.0          15784.0   \n",
       "          Washington County          131967.0         132225.0   \n",
       "          Waukesha County            390076.0         390808.0   \n",
       "          Waupaca County              52422.0          52342.0   \n",
       "          Waushara County             24506.0          24581.0   \n",
       "          Winnebago County           167059.0         167630.0   \n",
       "          Wood County                 74807.0          74647.0   \n",
       "Wyoming   Albany County               36428.0          36908.0   \n",
       "          Big Horn County             11672.0          11745.0   \n",
       "          Campbell County             46244.0          46600.0   \n",
       "          Carbon County               15837.0          15817.0   \n",
       "          Converse County             13826.0          13728.0   \n",
       "          Crook County                 7114.0           7129.0   \n",
       "          Fremont County              40222.0          40591.0   \n",
       "          Goshen County               13408.0          13597.0   \n",
       "          Hot Springs County           4813.0           4818.0   \n",
       "          Johnson County               8581.0           8636.0   \n",
       "          Laramie County              92271.0          92663.0   \n",
       "          Lincoln County              18091.0          18022.0   \n",
       "          Natrona County              75472.0          76420.0   \n",
       "          Niobrara County              2492.0           2485.0   \n",
       "          Park County                 28259.0          28473.0   \n",
       "          Platte County                8678.0           8701.0   \n",
       "          Sheridan County             29146.0          29275.0   \n",
       "          Sublette County             10244.0          10142.0   \n",
       "          Sweetwater County           43593.0          44041.0   \n",
       "          Teton County                21297.0          21482.0   \n",
       "          Uinta County                21102.0          20912.0   \n",
       "          Washakie County              8545.0           8469.0   \n",
       "          Weston County                7181.0           7114.0   \n",
       "\n",
       "                              POPESTIMATE2012     ...       RDOMESTICMIG2011  \\\n",
       "STNAME    CTYNAME                                 ...                          \n",
       "Alabama   Autauga County              55175.0     ...               7.242091   \n",
       "          Baldwin County             190396.0     ...              14.832960   \n",
       "          Barbour County              27159.0     ...              -4.728132   \n",
       "          Bibb County                 22642.0     ...              -5.527043   \n",
       "          Blount County               57776.0     ...               1.807375   \n",
       "          Bullock County              10606.0     ...             -30.953709   \n",
       "          Butler County               20408.0     ...             -14.032727   \n",
       "          Calhoun County             117286.0     ...              -6.155670   \n",
       "          Chambers County             34075.0     ...              -2.731639   \n",
       "          Cherokee County             26023.0     ...               6.339327   \n",
       "          Chilton County              43697.0     ...              -1.372935   \n",
       "          Choctaw County              13543.0     ...             -15.455274   \n",
       "          Clarke County               25144.0     ...              -6.194363   \n",
       "          Clay County                 13456.0     ...             -10.744102   \n",
       "          Cleburne County             14921.0     ...              -3.673524   \n",
       "          Coffee County               51173.0     ...               0.377640   \n",
       "          Colbert County              54472.0     ...              -0.073423   \n",
       "          Conecuh County              12996.0     ...              -4.861559   \n",
       "          Coosa County                11195.0     ...             -33.930581   \n",
       "          Covington County            37818.0     ...               6.696899   \n",
       "          Crenshaw County             13951.0     ...               1.729792   \n",
       "          Cullman County              80374.0     ...              -1.404233   \n",
       "          Dale County                 50324.0     ...             -10.749798   \n",
       "          Dallas County               42777.0     ...             -15.635599   \n",
       "          DeKalb County               70942.0     ...               0.294677   \n",
       "          Elmore County               80432.0     ...               3.235576   \n",
       "          Escambia County             38034.0     ...              -3.449988   \n",
       "          Etowah County              104235.0     ...              -1.015919   \n",
       "          Fayette County              16960.0     ...              -5.015601   \n",
       "          Franklin County             31648.0     ...              -1.638750   \n",
       "...                                       ...     ...                    ...   \n",
       "Wisconsin Washburn County             15831.0     ...              -6.873936   \n",
       "          Washington County          132649.0     ...              -0.794876   \n",
       "          Waukesha County            392710.0     ...              -0.765799   \n",
       "          Waupaca County              52035.0     ...               3.111756   \n",
       "          Waushara County             24484.0     ...               4.930022   \n",
       "          Winnebago County           168717.0     ...               0.316712   \n",
       "          Wood County                 74384.0     ...              -4.081523   \n",
       "Wyoming   Albany County               37396.0     ...               3.708956   \n",
       "          Big Horn County             11785.0     ...               4.868258   \n",
       "          Campbell County             47881.0     ...              -2.843479   \n",
       "          Carbon County               15678.0     ...              -7.581980   \n",
       "          Converse County             14025.0     ...             -12.847499   \n",
       "          Crook County                 7148.0     ...              -1.544618   \n",
       "          Fremont County              41129.0     ...               2.747083   \n",
       "          Goshen County               13666.0     ...              14.293649   \n",
       "          Hot Springs County           4846.0     ...               3.322604   \n",
       "          Johnson County               8610.0     ...               4.995063   \n",
       "          Laramie County              94894.0     ...              -1.200428   \n",
       "          Lincoln County              17943.0     ...              -9.802564   \n",
       "          Natrona County              78699.0     ...               7.189319   \n",
       "          Niobrara County              2475.0     ...              -0.401849   \n",
       "          Park County                 28863.0     ...               4.582951   \n",
       "          Platte County                8732.0     ...               4.373094   \n",
       "          Sheridan County             29594.0     ...               0.958559   \n",
       "          Sublette County             10418.0     ...             -23.741784   \n",
       "          Sweetwater County           45104.0     ...               1.072643   \n",
       "          Teton County                21697.0     ...              -1.589565   \n",
       "          Uinta County                20989.0     ...             -17.755986   \n",
       "          Washakie County              8443.0     ...             -11.637475   \n",
       "          Weston County                7065.0     ...             -11.752361   \n",
       "\n",
       "                              RDOMESTICMIG2012  RDOMESTICMIG2013  \\\n",
       "STNAME    CTYNAME                                                  \n",
       "Alabama   Autauga County             -2.915927         -3.012349   \n",
       "          Baldwin County             17.647293         21.845705   \n",
       "          Barbour County             -2.500690         -7.056824   \n",
       "          Bibb County                -5.068871         -6.201001   \n",
       "          Blount County              -1.177622         -1.748766   \n",
       "          Bullock County             -5.180127         -1.130263   \n",
       "          Butler County             -11.684234         -5.655413   \n",
       "          Calhoun County             -4.611706         -5.524649   \n",
       "          Chambers County             3.849092          2.872721   \n",
       "          Cherokee County             1.113180          5.488706   \n",
       "          Chilton County             -2.653369          0.480044   \n",
       "          Choctaw County             -0.737028         -8.766391   \n",
       "          Clarke County             -17.667705         -0.318345   \n",
       "          Clay County               -13.345130          4.902871   \n",
       "          Cleburne County            -5.151880          7.345821   \n",
       "          Coffee County               7.675579        -13.146535   \n",
       "          Colbert County              1.065051          1.762390   \n",
       "          Conecuh County             -7.504690         -6.107224   \n",
       "          Coosa County              -10.291443         -4.313831   \n",
       "          Covington County           -4.612668          0.740271   \n",
       "          Crenshaw County             3.950156         -1.864936   \n",
       "          Cullman County             -1.019628          4.071247   \n",
       "          Dale County                -5.277150        -15.236079   \n",
       "          Dallas County             -11.308243        -16.745678   \n",
       "          DeKalb County              -9.302391         -1.748807   \n",
       "          Elmore County               0.822717          1.760531   \n",
       "          Escambia County            -3.855889         -4.822706   \n",
       "          Etowah County               2.062637         -1.931884   \n",
       "          Fayette County             -0.646640         -3.725937   \n",
       "          Franklin County            -5.459394         -8.043702   \n",
       "...                                        ...               ...   \n",
       "Wisconsin Washburn County             7.338289         -6.732724   \n",
       "          Washington County           0.785279         -2.215465   \n",
       "          Waukesha County             2.128860          0.038132   \n",
       "          Waupaca County             -2.241873          6.292687   \n",
       "          Waushara County            -2.404973         -4.097017   \n",
       "          Winnebago County            2.889873          0.833819   \n",
       "          Wood County                -5.019090         -6.901200   \n",
       "Wyoming   Albany County               2.637812         -3.544634   \n",
       "          Big Horn County             2.804930         16.815908   \n",
       "          Campbell County            15.601020         -5.895711   \n",
       "          Carbon County             -13.081441          3.178134   \n",
       "          Converse County            15.493820         19.035533   \n",
       "          Crook County               -4.202564          1.397819   \n",
       "          Fremont County              7.782673         -4.990688   \n",
       "          Goshen County               3.961413         -8.079028   \n",
       "          Hot Springs County          6.208609          3.095336   \n",
       "          Johnson County             -4.058912         -0.812583   \n",
       "          Laramie County             15.547274          4.787847   \n",
       "          Lincoln County            -11.566801         13.564556   \n",
       "          Natrona County             23.066162         24.322042   \n",
       "          Niobrara County             0.806452         29.066295   \n",
       "          Park County                 8.057765          7.641997   \n",
       "          Platte County               5.392073          2.634593   \n",
       "          Sheridan County             8.425487          4.546373   \n",
       "          Sublette County            15.272374        -40.870074   \n",
       "          Sweetwater County          16.243199         -5.339774   \n",
       "          Teton County                0.972695         19.525929   \n",
       "          Uinta County               -4.916350         -6.902954   \n",
       "          Washakie County            -0.827815         -2.013502   \n",
       "          Weston County              -8.040059         12.372583   \n",
       "\n",
       "                              RDOMESTICMIG2014  RDOMESTICMIG2015  RNETMIG2011  \\\n",
       "STNAME    CTYNAME                                                               \n",
       "Alabama   Autauga County              2.265971         -2.530799     7.606016   \n",
       "          Baldwin County             19.243287         17.197872    15.844176   \n",
       "          Barbour County             -3.904217        -10.543299    -4.874741   \n",
       "          Bibb County                -0.177537          0.177258    -5.088389   \n",
       "          Blount County              -2.062535         -1.369970     1.859511   \n",
       "          Bullock County             14.354290        -16.167247   -29.001673   \n",
       "          Butler County               1.085428         -6.529805   -13.936612   \n",
       "          Calhoun County             -4.463211         -3.376322    -5.791579   \n",
       "          Chambers County            -2.287222          1.349468    -1.821092   \n",
       "          Cherokee County            -0.076806         -3.239866     6.416167   \n",
       "          Chilton County              0.456017         -2.253483    -0.823761   \n",
       "          Choctaw County             -1.274984         -5.291205   -15.528177   \n",
       "          Clarke County              -8.686428         -5.613667    -6.077488   \n",
       "          Clay County                 5.702648          3.912450   -10.816697   \n",
       "          Cleburne County             3.654485         -3.123961    -3.673524   \n",
       "          Coffee County              -3.602859          2.214774     2.166460   \n",
       "          Colbert County              1.835688         -0.110260     0.513964   \n",
       "          Conecuh County            -14.645416          2.684140    -4.861559   \n",
       "          Coosa County              -22.958017         -5.387581   -34.017138   \n",
       "          Covington County            3.697932         -0.316945     6.881460   \n",
       "          Crenshaw County             3.084648          3.439504     2.666763   \n",
       "          Cullman County              5.087142          7.915406    -1.031427   \n",
       "          Dale County               -11.979785         -5.107706    -9.575283   \n",
       "          Dallas County              -9.344789        -14.687232   -15.727573   \n",
       "          DeKalb County               0.267830          0.028141     1.375159   \n",
       "          Elmore County              -1.507057          2.067820     3.674511   \n",
       "          Escambia County            -1.189831          1.190902    -3.397716   \n",
       "          Etowah County              -1.726932         -2.082234    -0.632554   \n",
       "          Fayette County              0.296745         -2.797536    -5.132243   \n",
       "          Franklin County            -1.267849         -2.401719     0.063029   \n",
       "...                                        ...               ...          ...   \n",
       "Wisconsin Washburn County             3.510452         -5.123279    -6.747809   \n",
       "          Washington County           1.601149         -0.434498    -0.431504   \n",
       "          Waukesha County             0.760109         -0.719858     0.102448   \n",
       "          Waupaca County             -0.441031         -0.480617     3.359933   \n",
       "          Waushara County            -4.906711         -4.397793     5.174486   \n",
       "          Winnebago County           -2.406192         -4.557985     0.842573   \n",
       "          Wood County                -5.596471         -3.958322    -3.733590   \n",
       "Wyoming   Albany County              -3.334877         -9.911169     6.736119   \n",
       "          Big Horn County            -8.026420          5.095861     4.868258   \n",
       "          Campbell County            -8.550911         10.916963    -2.649606   \n",
       "          Carbon County              -2.970641        -23.300971    -7.392431   \n",
       "          Converse County           -20.550587         -0.070403   -12.774915   \n",
       "          Crook County                6.378258         18.629317    -0.982939   \n",
       "          Fremont County            -12.331633        -13.673610     3.093562   \n",
       "          Goshen County              -7.017803        -11.899450    14.886132   \n",
       "          Hot Springs County         -6.017222         -5.454164     5.191569   \n",
       "          Johnson County            -10.715742          0.933652     5.227392   \n",
       "          Laramie County             -1.226133          0.278940    -0.973320   \n",
       "          Lincoln County              6.125989          1.555544    -9.691801   \n",
       "          Natrona County             -0.958472         -0.061057     7.689674   \n",
       "          Niobrara County           -12.603387          7.492114    -0.401849   \n",
       "          Park County                -9.252437         -2.878980     6.486639   \n",
       "          Platte County               6.055759          4.662270     4.373094   \n",
       "          Sheridan County             3.678069         -3.298406     2.122524   \n",
       "          Sublette County           -16.596273        -22.870900   -21.092907   \n",
       "          Sweetwater County         -14.252889        -14.248864     1.255221   \n",
       "          Teton County               14.143021         -0.564849     0.654527   \n",
       "          Uinta County              -14.215862        -12.127022   -18.136812   \n",
       "          Washakie County           -17.781491          1.682288   -11.990126   \n",
       "          Weston County               1.533635          6.935294   -12.032179   \n",
       "\n",
       "                              RNETMIG2012  RNETMIG2013  RNETMIG2014  \\\n",
       "STNAME    CTYNAME                                                     \n",
       "Alabama   Autauga County        -2.626146    -2.722002     2.592270   \n",
       "          Baldwin County        18.559627    22.727626    20.317142   \n",
       "          Barbour County        -2.758113    -7.167664    -3.978583   \n",
       "          Bibb County           -4.363636    -5.403729     0.754533   \n",
       "          Blount County         -0.848580    -1.402476    -1.577232   \n",
       "          Bullock County        -2.825524     1.507017    17.243790   \n",
       "          Butler County        -11.586865    -5.557058     1.184103   \n",
       "          Calhoun County        -4.092677    -5.062836    -3.912834   \n",
       "          Chambers County        4.701181     3.781439    -1.290228   \n",
       "          Cherokee County        1.420264     5.757384     0.230419   \n",
       "          Chilton County        -2.447504     0.868651     0.957636   \n",
       "          Choctaw County        -0.737028    -8.766391    -1.274984   \n",
       "          Clarke County        -17.509958    -0.159172    -8.486280   \n",
       "          Clay County          -13.345130     4.977157     5.776708   \n",
       "          Cleburne County       -5.151880     7.345821     3.654485   \n",
       "          Coffee County         11.513368   -10.438741    -0.767822   \n",
       "          Colbert County         1.469035     2.276420     2.533249   \n",
       "          Conecuh County        -7.504690    -6.107224   -14.645416   \n",
       "          Coosa County         -10.380162    -4.403703   -23.049483   \n",
       "          Covington County      -4.559952     0.793147     3.750759   \n",
       "          Crenshaw County        5.099293    -0.502098     4.734577   \n",
       "          Cullman County        -0.634159     4.542916     5.593387   \n",
       "          Dale County           -0.776637   -12.640155    -9.503292   \n",
       "          Dallas County        -11.378047   -16.792849    -9.368689   \n",
       "          DeKalb County         -8.656001    -1.029539     1.198187   \n",
       "          Elmore County          1.558176     2.306047    -0.951175   \n",
       "          Escambia County       -3.803428    -4.769999    -1.136950   \n",
       "          Etowah County          2.446383    -1.518596    -1.234901   \n",
       "          Fayette County        -0.705426    -3.785079     0.237396   \n",
       "          Franklin County       -3.471291    -5.700261     1.553115   \n",
       "...                                   ...          ...          ...   \n",
       "Wisconsin Washburn County        7.464811    -6.605691     3.638104   \n",
       "          Washington County      1.162817    -1.763330     2.104796   \n",
       "          Waukesha County        3.180527     1.189727     2.077633   \n",
       "          Waupaca County        -2.011937     6.561277    -0.134227   \n",
       "          Waushara County       -2.160399    -3.810226    -4.535615   \n",
       "          Winnebago County       3.502335     1.531624    -1.545153   \n",
       "          Wood County           -4.562809    -6.442917    -5.040889   \n",
       "Wyoming   Albany County          6.433032     0.719587     1.429233   \n",
       "          Big Horn County        3.144921    17.236306    -7.608378   \n",
       "          Campbell County       15.558684    -5.916543    -8.509402   \n",
       "          Carbon County        -12.636926     3.623073    -2.338590   \n",
       "          Converse County       16.502720    20.093063   -19.358233   \n",
       "          Crook County          -3.642222     2.096729     7.071547   \n",
       "          Fremont County         8.027411    -4.747240   -12.013555   \n",
       "          Goshen County          4.841727    -6.903896    -5.761986   \n",
       "          Hot Springs County     6.001656     2.888981    -6.224712   \n",
       "          Johnson County        -4.058912    -0.812583   -10.715742   \n",
       "          Laramie County        17.914554     6.003143    -0.207819   \n",
       "          Lincoln County       -11.566801    13.619696     6.234414   \n",
       "          Natrona County        23.749508    25.085233    -0.110593   \n",
       "          Niobrara County        0.806452    29.066295   -12.603387   \n",
       "          Park County           11.127389    10.877797    -5.585731   \n",
       "          Platte County          4.933173     2.176403     5.598720   \n",
       "          Sheridan County        9.342778     5.523001     4.781489   \n",
       "          Sublette County       16.828794   -39.211861   -14.409938   \n",
       "          Sweetwater County     16.243199    -5.295460   -14.075283   \n",
       "          Teton County           2.408578    21.160658    16.308671   \n",
       "          Uinta County          -5.536861    -7.521840   -14.740608   \n",
       "          Washakie County       -1.182592    -2.250385   -18.020168   \n",
       "          Weston County         -8.040059    12.372583     1.533635   \n",
       "\n",
       "                              RNETMIG2015  \n",
       "STNAME    CTYNAME                          \n",
       "Alabama   Autauga County        -2.187333  \n",
       "          Baldwin County        18.293499  \n",
       "          Barbour County       -10.543299  \n",
       "          Bibb County            1.107861  \n",
       "          Blount County         -0.884411  \n",
       "          Bullock County       -13.193961  \n",
       "          Butler County         -6.430868  \n",
       "          Calhoun County        -2.806406  \n",
       "          Chambers County        2.346901  \n",
       "          Cherokee County       -2.931307  \n",
       "          Chilton County        -1.752709  \n",
       "          Choctaw County        -5.291205  \n",
       "          Clarke County         -5.411736  \n",
       "          Clay County            3.986270  \n",
       "          Cleburne County       -3.123961  \n",
       "          Coffee County          5.350738  \n",
       "          Colbert County         0.588052  \n",
       "          Conecuh County         2.684140  \n",
       "          Coosa County          -5.387581  \n",
       "          Covington County      -0.264121  \n",
       "          Crenshaw County        5.087600  \n",
       "          Cullman County         8.417777  \n",
       "          Dale County           -1.998668  \n",
       "          Dallas County        -14.711389  \n",
       "          DeKalb County          0.956790  \n",
       "          Elmore County          2.757093  \n",
       "          Escambia County        1.243830  \n",
       "          Etowah County         -1.588308  \n",
       "          Fayette County        -2.857058  \n",
       "          Franklin County        0.442422  \n",
       "...                                   ...  \n",
       "Wisconsin Washburn County       -4.995197  \n",
       "          Washington County      0.059931  \n",
       "          Waukesha County        0.593567  \n",
       "          Waupaca County        -0.173022  \n",
       "          Waushara County       -4.024395  \n",
       "          Winnebago County      -3.685304  \n",
       "          Wood County           -3.414223  \n",
       "Wyoming   Albany County         -5.166460  \n",
       "          Big Horn County        5.513554  \n",
       "          Campbell County       10.978525  \n",
       "          Carbon County        -22.600668  \n",
       "          Converse County        1.126443  \n",
       "          Crook County          19.309219  \n",
       "          Fremont County       -13.352750  \n",
       "          Goshen County        -10.635133  \n",
       "          Hot Springs County    -5.663940  \n",
       "          Johnson County         0.933652  \n",
       "          Laramie County         1.673640  \n",
       "          Lincoln County         1.662823  \n",
       "          Natrona County         0.793743  \n",
       "          Niobrara County        7.492114  \n",
       "          Park County            0.856839  \n",
       "          Platte County          4.207414  \n",
       "          Sheridan County       -2.198937  \n",
       "          Sublette County      -20.664059  \n",
       "          Sweetwater County    -14.070195  \n",
       "          Teton County           1.520747  \n",
       "          Uinta County         -12.606351  \n",
       "          Washakie County        1.441961  \n",
       "          Weston County          6.935294  \n",
       "\n",
       "[3142 rows x 98 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df.where(df['SUMLEV']==50)\n",
    "    .dropna()\n",
    "    .set_index(['STNAME','CTYNAME'])\n",
    "    .rename(columns={'ESTIMATESBASE2010': 'Estimates Base 2010'}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>SUMLEV</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>COUNTY</th>\n",
       "      <th>CENSUS2010POP</th>\n",
       "      <th>Estimates Base 2010</th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>POPESTIMATE2011</th>\n",
       "      <th>POPESTIMATE2012</th>\n",
       "      <th>...</th>\n",
       "      <th>RDOMESTICMIG2011</th>\n",
       "      <th>RDOMESTICMIG2012</th>\n",
       "      <th>RDOMESTICMIG2013</th>\n",
       "      <th>RDOMESTICMIG2014</th>\n",
       "      <th>RDOMESTICMIG2015</th>\n",
       "      <th>RNETMIG2011</th>\n",
       "      <th>RNETMIG2012</th>\n",
       "      <th>RNETMIG2013</th>\n",
       "      <th>RNETMIG2014</th>\n",
       "      <th>RNETMIG2015</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STNAME</th>\n",
       "      <th>CTYNAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">Alabama</th>\n",
       "      <th>Autauga County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>54571</td>\n",
       "      <td>54571</td>\n",
       "      <td>54660</td>\n",
       "      <td>55253</td>\n",
       "      <td>55175</td>\n",
       "      <td>...</td>\n",
       "      <td>7.242091</td>\n",
       "      <td>-2.915927</td>\n",
       "      <td>-3.012349</td>\n",
       "      <td>2.265971</td>\n",
       "      <td>-2.530799</td>\n",
       "      <td>7.606016</td>\n",
       "      <td>-2.626146</td>\n",
       "      <td>-2.722002</td>\n",
       "      <td>2.592270</td>\n",
       "      <td>-2.187333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baldwin County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>182265</td>\n",
       "      <td>182265</td>\n",
       "      <td>183193</td>\n",
       "      <td>186659</td>\n",
       "      <td>190396</td>\n",
       "      <td>...</td>\n",
       "      <td>14.832960</td>\n",
       "      <td>17.647293</td>\n",
       "      <td>21.845705</td>\n",
       "      <td>19.243287</td>\n",
       "      <td>17.197872</td>\n",
       "      <td>15.844176</td>\n",
       "      <td>18.559627</td>\n",
       "      <td>22.727626</td>\n",
       "      <td>20.317142</td>\n",
       "      <td>18.293499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barbour County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>27457</td>\n",
       "      <td>27457</td>\n",
       "      <td>27341</td>\n",
       "      <td>27226</td>\n",
       "      <td>27159</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.728132</td>\n",
       "      <td>-2.500690</td>\n",
       "      <td>-7.056824</td>\n",
       "      <td>-3.904217</td>\n",
       "      <td>-10.543299</td>\n",
       "      <td>-4.874741</td>\n",
       "      <td>-2.758113</td>\n",
       "      <td>-7.167664</td>\n",
       "      <td>-3.978583</td>\n",
       "      <td>-10.543299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bibb County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>22915</td>\n",
       "      <td>22919</td>\n",
       "      <td>22861</td>\n",
       "      <td>22733</td>\n",
       "      <td>22642</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.527043</td>\n",
       "      <td>-5.068871</td>\n",
       "      <td>-6.201001</td>\n",
       "      <td>-0.177537</td>\n",
       "      <td>0.177258</td>\n",
       "      <td>-5.088389</td>\n",
       "      <td>-4.363636</td>\n",
       "      <td>-5.403729</td>\n",
       "      <td>0.754533</td>\n",
       "      <td>1.107861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blount County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>57322</td>\n",
       "      <td>57322</td>\n",
       "      <td>57373</td>\n",
       "      <td>57711</td>\n",
       "      <td>57776</td>\n",
       "      <td>...</td>\n",
       "      <td>1.807375</td>\n",
       "      <td>-1.177622</td>\n",
       "      <td>-1.748766</td>\n",
       "      <td>-2.062535</td>\n",
       "      <td>-1.369970</td>\n",
       "      <td>1.859511</td>\n",
       "      <td>-0.848580</td>\n",
       "      <td>-1.402476</td>\n",
       "      <td>-1.577232</td>\n",
       "      <td>-0.884411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bullock County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>10914</td>\n",
       "      <td>10915</td>\n",
       "      <td>10887</td>\n",
       "      <td>10629</td>\n",
       "      <td>10606</td>\n",
       "      <td>...</td>\n",
       "      <td>-30.953709</td>\n",
       "      <td>-5.180127</td>\n",
       "      <td>-1.130263</td>\n",
       "      <td>14.354290</td>\n",
       "      <td>-16.167247</td>\n",
       "      <td>-29.001673</td>\n",
       "      <td>-2.825524</td>\n",
       "      <td>1.507017</td>\n",
       "      <td>17.243790</td>\n",
       "      <td>-13.193961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Butler County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>20947</td>\n",
       "      <td>20946</td>\n",
       "      <td>20944</td>\n",
       "      <td>20673</td>\n",
       "      <td>20408</td>\n",
       "      <td>...</td>\n",
       "      <td>-14.032727</td>\n",
       "      <td>-11.684234</td>\n",
       "      <td>-5.655413</td>\n",
       "      <td>1.085428</td>\n",
       "      <td>-6.529805</td>\n",
       "      <td>-13.936612</td>\n",
       "      <td>-11.586865</td>\n",
       "      <td>-5.557058</td>\n",
       "      <td>1.184103</td>\n",
       "      <td>-6.430868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calhoun County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>118572</td>\n",
       "      <td>118586</td>\n",
       "      <td>118437</td>\n",
       "      <td>117768</td>\n",
       "      <td>117286</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.155670</td>\n",
       "      <td>-4.611706</td>\n",
       "      <td>-5.524649</td>\n",
       "      <td>-4.463211</td>\n",
       "      <td>-3.376322</td>\n",
       "      <td>-5.791579</td>\n",
       "      <td>-4.092677</td>\n",
       "      <td>-5.062836</td>\n",
       "      <td>-3.912834</td>\n",
       "      <td>-2.806406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chambers County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>34215</td>\n",
       "      <td>34170</td>\n",
       "      <td>34098</td>\n",
       "      <td>33993</td>\n",
       "      <td>34075</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.731639</td>\n",
       "      <td>3.849092</td>\n",
       "      <td>2.872721</td>\n",
       "      <td>-2.287222</td>\n",
       "      <td>1.349468</td>\n",
       "      <td>-1.821092</td>\n",
       "      <td>4.701181</td>\n",
       "      <td>3.781439</td>\n",
       "      <td>-1.290228</td>\n",
       "      <td>2.346901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherokee County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>25989</td>\n",
       "      <td>25986</td>\n",
       "      <td>25976</td>\n",
       "      <td>26080</td>\n",
       "      <td>26023</td>\n",
       "      <td>...</td>\n",
       "      <td>6.339327</td>\n",
       "      <td>1.113180</td>\n",
       "      <td>5.488706</td>\n",
       "      <td>-0.076806</td>\n",
       "      <td>-3.239866</td>\n",
       "      <td>6.416167</td>\n",
       "      <td>1.420264</td>\n",
       "      <td>5.757384</td>\n",
       "      <td>0.230419</td>\n",
       "      <td>-2.931307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chilton County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>43643</td>\n",
       "      <td>43631</td>\n",
       "      <td>43665</td>\n",
       "      <td>43739</td>\n",
       "      <td>43697</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.372935</td>\n",
       "      <td>-2.653369</td>\n",
       "      <td>0.480044</td>\n",
       "      <td>0.456017</td>\n",
       "      <td>-2.253483</td>\n",
       "      <td>-0.823761</td>\n",
       "      <td>-2.447504</td>\n",
       "      <td>0.868651</td>\n",
       "      <td>0.957636</td>\n",
       "      <td>-1.752709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Choctaw County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>13859</td>\n",
       "      <td>13858</td>\n",
       "      <td>13841</td>\n",
       "      <td>13593</td>\n",
       "      <td>13543</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.455274</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "      <td>-15.528177</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clarke County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>25833</td>\n",
       "      <td>25840</td>\n",
       "      <td>25767</td>\n",
       "      <td>25570</td>\n",
       "      <td>25144</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.194363</td>\n",
       "      <td>-17.667705</td>\n",
       "      <td>-0.318345</td>\n",
       "      <td>-8.686428</td>\n",
       "      <td>-5.613667</td>\n",
       "      <td>-6.077488</td>\n",
       "      <td>-17.509958</td>\n",
       "      <td>-0.159172</td>\n",
       "      <td>-8.486280</td>\n",
       "      <td>-5.411736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clay County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>13932</td>\n",
       "      <td>13932</td>\n",
       "      <td>13880</td>\n",
       "      <td>13670</td>\n",
       "      <td>13456</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.744102</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.902871</td>\n",
       "      <td>5.702648</td>\n",
       "      <td>3.912450</td>\n",
       "      <td>-10.816697</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.977157</td>\n",
       "      <td>5.776708</td>\n",
       "      <td>3.986270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cleburne County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>14972</td>\n",
       "      <td>14972</td>\n",
       "      <td>14973</td>\n",
       "      <td>14971</td>\n",
       "      <td>14921</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coffee County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>49948</td>\n",
       "      <td>49948</td>\n",
       "      <td>50177</td>\n",
       "      <td>50448</td>\n",
       "      <td>51173</td>\n",
       "      <td>...</td>\n",
       "      <td>0.377640</td>\n",
       "      <td>7.675579</td>\n",
       "      <td>-13.146535</td>\n",
       "      <td>-3.602859</td>\n",
       "      <td>2.214774</td>\n",
       "      <td>2.166460</td>\n",
       "      <td>11.513368</td>\n",
       "      <td>-10.438741</td>\n",
       "      <td>-0.767822</td>\n",
       "      <td>5.350738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colbert County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>54428</td>\n",
       "      <td>54428</td>\n",
       "      <td>54514</td>\n",
       "      <td>54443</td>\n",
       "      <td>54472</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.073423</td>\n",
       "      <td>1.065051</td>\n",
       "      <td>1.762390</td>\n",
       "      <td>1.835688</td>\n",
       "      <td>-0.110260</td>\n",
       "      <td>0.513964</td>\n",
       "      <td>1.469035</td>\n",
       "      <td>2.276420</td>\n",
       "      <td>2.533249</td>\n",
       "      <td>0.588052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Conecuh County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>13228</td>\n",
       "      <td>13228</td>\n",
       "      <td>13208</td>\n",
       "      <td>13121</td>\n",
       "      <td>12996</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coosa County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>11539</td>\n",
       "      <td>11758</td>\n",
       "      <td>11758</td>\n",
       "      <td>11348</td>\n",
       "      <td>11195</td>\n",
       "      <td>...</td>\n",
       "      <td>-33.930581</td>\n",
       "      <td>-10.291443</td>\n",
       "      <td>-4.313831</td>\n",
       "      <td>-22.958017</td>\n",
       "      <td>-5.387581</td>\n",
       "      <td>-34.017138</td>\n",
       "      <td>-10.380162</td>\n",
       "      <td>-4.403703</td>\n",
       "      <td>-23.049483</td>\n",
       "      <td>-5.387581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Covington County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>37765</td>\n",
       "      <td>37765</td>\n",
       "      <td>37796</td>\n",
       "      <td>38060</td>\n",
       "      <td>37818</td>\n",
       "      <td>...</td>\n",
       "      <td>6.696899</td>\n",
       "      <td>-4.612668</td>\n",
       "      <td>0.740271</td>\n",
       "      <td>3.697932</td>\n",
       "      <td>-0.316945</td>\n",
       "      <td>6.881460</td>\n",
       "      <td>-4.559952</td>\n",
       "      <td>0.793147</td>\n",
       "      <td>3.750759</td>\n",
       "      <td>-0.264121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crenshaw County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>13906</td>\n",
       "      <td>13906</td>\n",
       "      <td>13853</td>\n",
       "      <td>13896</td>\n",
       "      <td>13951</td>\n",
       "      <td>...</td>\n",
       "      <td>1.729792</td>\n",
       "      <td>3.950156</td>\n",
       "      <td>-1.864936</td>\n",
       "      <td>3.084648</td>\n",
       "      <td>3.439504</td>\n",
       "      <td>2.666763</td>\n",
       "      <td>5.099293</td>\n",
       "      <td>-0.502098</td>\n",
       "      <td>4.734577</td>\n",
       "      <td>5.087600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cullman County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>80406</td>\n",
       "      <td>80410</td>\n",
       "      <td>80473</td>\n",
       "      <td>80469</td>\n",
       "      <td>80374</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.404233</td>\n",
       "      <td>-1.019628</td>\n",
       "      <td>4.071247</td>\n",
       "      <td>5.087142</td>\n",
       "      <td>7.915406</td>\n",
       "      <td>-1.031427</td>\n",
       "      <td>-0.634159</td>\n",
       "      <td>4.542916</td>\n",
       "      <td>5.593387</td>\n",
       "      <td>8.417777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dale County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>50251</td>\n",
       "      <td>50251</td>\n",
       "      <td>50358</td>\n",
       "      <td>50109</td>\n",
       "      <td>50324</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.749798</td>\n",
       "      <td>-5.277150</td>\n",
       "      <td>-15.236079</td>\n",
       "      <td>-11.979785</td>\n",
       "      <td>-5.107706</td>\n",
       "      <td>-9.575283</td>\n",
       "      <td>-0.776637</td>\n",
       "      <td>-12.640155</td>\n",
       "      <td>-9.503292</td>\n",
       "      <td>-1.998668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dallas County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>43820</td>\n",
       "      <td>43820</td>\n",
       "      <td>43803</td>\n",
       "      <td>43178</td>\n",
       "      <td>42777</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.635599</td>\n",
       "      <td>-11.308243</td>\n",
       "      <td>-16.745678</td>\n",
       "      <td>-9.344789</td>\n",
       "      <td>-14.687232</td>\n",
       "      <td>-15.727573</td>\n",
       "      <td>-11.378047</td>\n",
       "      <td>-16.792849</td>\n",
       "      <td>-9.368689</td>\n",
       "      <td>-14.711389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeKalb County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>71109</td>\n",
       "      <td>71115</td>\n",
       "      <td>71142</td>\n",
       "      <td>71387</td>\n",
       "      <td>70942</td>\n",
       "      <td>...</td>\n",
       "      <td>0.294677</td>\n",
       "      <td>-9.302391</td>\n",
       "      <td>-1.748807</td>\n",
       "      <td>0.267830</td>\n",
       "      <td>0.028141</td>\n",
       "      <td>1.375159</td>\n",
       "      <td>-8.656001</td>\n",
       "      <td>-1.029539</td>\n",
       "      <td>1.198187</td>\n",
       "      <td>0.956790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Elmore County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>79303</td>\n",
       "      <td>79296</td>\n",
       "      <td>79465</td>\n",
       "      <td>80012</td>\n",
       "      <td>80432</td>\n",
       "      <td>...</td>\n",
       "      <td>3.235576</td>\n",
       "      <td>0.822717</td>\n",
       "      <td>1.760531</td>\n",
       "      <td>-1.507057</td>\n",
       "      <td>2.067820</td>\n",
       "      <td>3.674511</td>\n",
       "      <td>1.558176</td>\n",
       "      <td>2.306047</td>\n",
       "      <td>-0.951175</td>\n",
       "      <td>2.757093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Escambia County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>38319</td>\n",
       "      <td>38319</td>\n",
       "      <td>38309</td>\n",
       "      <td>38213</td>\n",
       "      <td>38034</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.449988</td>\n",
       "      <td>-3.855889</td>\n",
       "      <td>-4.822706</td>\n",
       "      <td>-1.189831</td>\n",
       "      <td>1.190902</td>\n",
       "      <td>-3.397716</td>\n",
       "      <td>-3.803428</td>\n",
       "      <td>-4.769999</td>\n",
       "      <td>-1.136950</td>\n",
       "      <td>1.243830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Etowah County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>104430</td>\n",
       "      <td>104427</td>\n",
       "      <td>104442</td>\n",
       "      <td>104236</td>\n",
       "      <td>104235</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.015919</td>\n",
       "      <td>2.062637</td>\n",
       "      <td>-1.931884</td>\n",
       "      <td>-1.726932</td>\n",
       "      <td>-2.082234</td>\n",
       "      <td>-0.632554</td>\n",
       "      <td>2.446383</td>\n",
       "      <td>-1.518596</td>\n",
       "      <td>-1.234901</td>\n",
       "      <td>-1.588308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fayette County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>17241</td>\n",
       "      <td>17241</td>\n",
       "      <td>17231</td>\n",
       "      <td>17062</td>\n",
       "      <td>16960</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.015601</td>\n",
       "      <td>-0.646640</td>\n",
       "      <td>-3.725937</td>\n",
       "      <td>0.296745</td>\n",
       "      <td>-2.797536</td>\n",
       "      <td>-5.132243</td>\n",
       "      <td>-0.705426</td>\n",
       "      <td>-3.785079</td>\n",
       "      <td>0.237396</td>\n",
       "      <td>-2.857058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Franklin County</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>31704</td>\n",
       "      <td>31709</td>\n",
       "      <td>31734</td>\n",
       "      <td>31729</td>\n",
       "      <td>31648</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.638750</td>\n",
       "      <td>-5.459394</td>\n",
       "      <td>-8.043702</td>\n",
       "      <td>-1.267849</td>\n",
       "      <td>-2.401719</td>\n",
       "      <td>0.063029</td>\n",
       "      <td>-3.471291</td>\n",
       "      <td>-5.700261</td>\n",
       "      <td>1.553115</td>\n",
       "      <td>0.442422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Wisconsin</th>\n",
       "      <th>Washburn County</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>129</td>\n",
       "      <td>15911</td>\n",
       "      <td>15911</td>\n",
       "      <td>15930</td>\n",
       "      <td>15784</td>\n",
       "      <td>15831</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.873936</td>\n",
       "      <td>7.338289</td>\n",
       "      <td>-6.732724</td>\n",
       "      <td>3.510452</td>\n",
       "      <td>-5.123279</td>\n",
       "      <td>-6.747809</td>\n",
       "      <td>7.464811</td>\n",
       "      <td>-6.605691</td>\n",
       "      <td>3.638104</td>\n",
       "      <td>-4.995197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington County</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>131</td>\n",
       "      <td>131887</td>\n",
       "      <td>131885</td>\n",
       "      <td>131967</td>\n",
       "      <td>132225</td>\n",
       "      <td>132649</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.794876</td>\n",
       "      <td>0.785279</td>\n",
       "      <td>-2.215465</td>\n",
       "      <td>1.601149</td>\n",
       "      <td>-0.434498</td>\n",
       "      <td>-0.431504</td>\n",
       "      <td>1.162817</td>\n",
       "      <td>-1.763330</td>\n",
       "      <td>2.104796</td>\n",
       "      <td>0.059931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waukesha County</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>133</td>\n",
       "      <td>389891</td>\n",
       "      <td>389938</td>\n",
       "      <td>390076</td>\n",
       "      <td>390808</td>\n",
       "      <td>392710</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.765799</td>\n",
       "      <td>2.128860</td>\n",
       "      <td>0.038132</td>\n",
       "      <td>0.760109</td>\n",
       "      <td>-0.719858</td>\n",
       "      <td>0.102448</td>\n",
       "      <td>3.180527</td>\n",
       "      <td>1.189727</td>\n",
       "      <td>2.077633</td>\n",
       "      <td>0.593567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waupaca County</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>135</td>\n",
       "      <td>52410</td>\n",
       "      <td>52410</td>\n",
       "      <td>52422</td>\n",
       "      <td>52342</td>\n",
       "      <td>52035</td>\n",
       "      <td>...</td>\n",
       "      <td>3.111756</td>\n",
       "      <td>-2.241873</td>\n",
       "      <td>6.292687</td>\n",
       "      <td>-0.441031</td>\n",
       "      <td>-0.480617</td>\n",
       "      <td>3.359933</td>\n",
       "      <td>-2.011937</td>\n",
       "      <td>6.561277</td>\n",
       "      <td>-0.134227</td>\n",
       "      <td>-0.173022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waushara County</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>137</td>\n",
       "      <td>24496</td>\n",
       "      <td>24496</td>\n",
       "      <td>24506</td>\n",
       "      <td>24581</td>\n",
       "      <td>24484</td>\n",
       "      <td>...</td>\n",
       "      <td>4.930022</td>\n",
       "      <td>-2.404973</td>\n",
       "      <td>-4.097017</td>\n",
       "      <td>-4.906711</td>\n",
       "      <td>-4.397793</td>\n",
       "      <td>5.174486</td>\n",
       "      <td>-2.160399</td>\n",
       "      <td>-3.810226</td>\n",
       "      <td>-4.535615</td>\n",
       "      <td>-4.024395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Winnebago County</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>139</td>\n",
       "      <td>166994</td>\n",
       "      <td>166994</td>\n",
       "      <td>167059</td>\n",
       "      <td>167630</td>\n",
       "      <td>168717</td>\n",
       "      <td>...</td>\n",
       "      <td>0.316712</td>\n",
       "      <td>2.889873</td>\n",
       "      <td>0.833819</td>\n",
       "      <td>-2.406192</td>\n",
       "      <td>-4.557985</td>\n",
       "      <td>0.842573</td>\n",
       "      <td>3.502335</td>\n",
       "      <td>1.531624</td>\n",
       "      <td>-1.545153</td>\n",
       "      <td>-3.685304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wood County</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>141</td>\n",
       "      <td>74749</td>\n",
       "      <td>74749</td>\n",
       "      <td>74807</td>\n",
       "      <td>74647</td>\n",
       "      <td>74384</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.081523</td>\n",
       "      <td>-5.019090</td>\n",
       "      <td>-6.901200</td>\n",
       "      <td>-5.596471</td>\n",
       "      <td>-3.958322</td>\n",
       "      <td>-3.733590</td>\n",
       "      <td>-4.562809</td>\n",
       "      <td>-6.442917</td>\n",
       "      <td>-5.040889</td>\n",
       "      <td>-3.414223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"23\" valign=\"top\">Wyoming</th>\n",
       "      <th>Albany County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>36299</td>\n",
       "      <td>36299</td>\n",
       "      <td>36428</td>\n",
       "      <td>36908</td>\n",
       "      <td>37396</td>\n",
       "      <td>...</td>\n",
       "      <td>3.708956</td>\n",
       "      <td>2.637812</td>\n",
       "      <td>-3.544634</td>\n",
       "      <td>-3.334877</td>\n",
       "      <td>-9.911169</td>\n",
       "      <td>6.736119</td>\n",
       "      <td>6.433032</td>\n",
       "      <td>0.719587</td>\n",
       "      <td>1.429233</td>\n",
       "      <td>-5.166460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Big Horn County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>11668</td>\n",
       "      <td>11668</td>\n",
       "      <td>11672</td>\n",
       "      <td>11745</td>\n",
       "      <td>11785</td>\n",
       "      <td>...</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>2.804930</td>\n",
       "      <td>16.815908</td>\n",
       "      <td>-8.026420</td>\n",
       "      <td>5.095861</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>3.144921</td>\n",
       "      <td>17.236306</td>\n",
       "      <td>-7.608378</td>\n",
       "      <td>5.513554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Campbell County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>5</td>\n",
       "      <td>46133</td>\n",
       "      <td>46133</td>\n",
       "      <td>46244</td>\n",
       "      <td>46600</td>\n",
       "      <td>47881</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.843479</td>\n",
       "      <td>15.601020</td>\n",
       "      <td>-5.895711</td>\n",
       "      <td>-8.550911</td>\n",
       "      <td>10.916963</td>\n",
       "      <td>-2.649606</td>\n",
       "      <td>15.558684</td>\n",
       "      <td>-5.916543</td>\n",
       "      <td>-8.509402</td>\n",
       "      <td>10.978525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carbon County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>7</td>\n",
       "      <td>15885</td>\n",
       "      <td>15885</td>\n",
       "      <td>15837</td>\n",
       "      <td>15817</td>\n",
       "      <td>15678</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.581980</td>\n",
       "      <td>-13.081441</td>\n",
       "      <td>3.178134</td>\n",
       "      <td>-2.970641</td>\n",
       "      <td>-23.300971</td>\n",
       "      <td>-7.392431</td>\n",
       "      <td>-12.636926</td>\n",
       "      <td>3.623073</td>\n",
       "      <td>-2.338590</td>\n",
       "      <td>-22.600668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Converse County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>9</td>\n",
       "      <td>13833</td>\n",
       "      <td>13833</td>\n",
       "      <td>13826</td>\n",
       "      <td>13728</td>\n",
       "      <td>14025</td>\n",
       "      <td>...</td>\n",
       "      <td>-12.847499</td>\n",
       "      <td>15.493820</td>\n",
       "      <td>19.035533</td>\n",
       "      <td>-20.550587</td>\n",
       "      <td>-0.070403</td>\n",
       "      <td>-12.774915</td>\n",
       "      <td>16.502720</td>\n",
       "      <td>20.093063</td>\n",
       "      <td>-19.358233</td>\n",
       "      <td>1.126443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crook County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>11</td>\n",
       "      <td>7083</td>\n",
       "      <td>7083</td>\n",
       "      <td>7114</td>\n",
       "      <td>7129</td>\n",
       "      <td>7148</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.544618</td>\n",
       "      <td>-4.202564</td>\n",
       "      <td>1.397819</td>\n",
       "      <td>6.378258</td>\n",
       "      <td>18.629317</td>\n",
       "      <td>-0.982939</td>\n",
       "      <td>-3.642222</td>\n",
       "      <td>2.096729</td>\n",
       "      <td>7.071547</td>\n",
       "      <td>19.309219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fremont County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>13</td>\n",
       "      <td>40123</td>\n",
       "      <td>40123</td>\n",
       "      <td>40222</td>\n",
       "      <td>40591</td>\n",
       "      <td>41129</td>\n",
       "      <td>...</td>\n",
       "      <td>2.747083</td>\n",
       "      <td>7.782673</td>\n",
       "      <td>-4.990688</td>\n",
       "      <td>-12.331633</td>\n",
       "      <td>-13.673610</td>\n",
       "      <td>3.093562</td>\n",
       "      <td>8.027411</td>\n",
       "      <td>-4.747240</td>\n",
       "      <td>-12.013555</td>\n",
       "      <td>-13.352750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goshen County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>15</td>\n",
       "      <td>13249</td>\n",
       "      <td>13247</td>\n",
       "      <td>13408</td>\n",
       "      <td>13597</td>\n",
       "      <td>13666</td>\n",
       "      <td>...</td>\n",
       "      <td>14.293649</td>\n",
       "      <td>3.961413</td>\n",
       "      <td>-8.079028</td>\n",
       "      <td>-7.017803</td>\n",
       "      <td>-11.899450</td>\n",
       "      <td>14.886132</td>\n",
       "      <td>4.841727</td>\n",
       "      <td>-6.903896</td>\n",
       "      <td>-5.761986</td>\n",
       "      <td>-10.635133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Springs County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>17</td>\n",
       "      <td>4812</td>\n",
       "      <td>4812</td>\n",
       "      <td>4813</td>\n",
       "      <td>4818</td>\n",
       "      <td>4846</td>\n",
       "      <td>...</td>\n",
       "      <td>3.322604</td>\n",
       "      <td>6.208609</td>\n",
       "      <td>3.095336</td>\n",
       "      <td>-6.017222</td>\n",
       "      <td>-5.454164</td>\n",
       "      <td>5.191569</td>\n",
       "      <td>6.001656</td>\n",
       "      <td>2.888981</td>\n",
       "      <td>-6.224712</td>\n",
       "      <td>-5.663940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Johnson County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>8569</td>\n",
       "      <td>8569</td>\n",
       "      <td>8581</td>\n",
       "      <td>8636</td>\n",
       "      <td>8610</td>\n",
       "      <td>...</td>\n",
       "      <td>4.995063</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "      <td>5.227392</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Laramie County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>21</td>\n",
       "      <td>91738</td>\n",
       "      <td>91881</td>\n",
       "      <td>92271</td>\n",
       "      <td>92663</td>\n",
       "      <td>94894</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.200428</td>\n",
       "      <td>15.547274</td>\n",
       "      <td>4.787847</td>\n",
       "      <td>-1.226133</td>\n",
       "      <td>0.278940</td>\n",
       "      <td>-0.973320</td>\n",
       "      <td>17.914554</td>\n",
       "      <td>6.003143</td>\n",
       "      <td>-0.207819</td>\n",
       "      <td>1.673640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lincoln County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>23</td>\n",
       "      <td>18106</td>\n",
       "      <td>18106</td>\n",
       "      <td>18091</td>\n",
       "      <td>18022</td>\n",
       "      <td>17943</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.802564</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.564556</td>\n",
       "      <td>6.125989</td>\n",
       "      <td>1.555544</td>\n",
       "      <td>-9.691801</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.619696</td>\n",
       "      <td>6.234414</td>\n",
       "      <td>1.662823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Natrona County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>25</td>\n",
       "      <td>75450</td>\n",
       "      <td>75450</td>\n",
       "      <td>75472</td>\n",
       "      <td>76420</td>\n",
       "      <td>78699</td>\n",
       "      <td>...</td>\n",
       "      <td>7.189319</td>\n",
       "      <td>23.066162</td>\n",
       "      <td>24.322042</td>\n",
       "      <td>-0.958472</td>\n",
       "      <td>-0.061057</td>\n",
       "      <td>7.689674</td>\n",
       "      <td>23.749508</td>\n",
       "      <td>25.085233</td>\n",
       "      <td>-0.110593</td>\n",
       "      <td>0.793743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niobrara County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>27</td>\n",
       "      <td>2484</td>\n",
       "      <td>2484</td>\n",
       "      <td>2492</td>\n",
       "      <td>2485</td>\n",
       "      <td>2475</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Park County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>29</td>\n",
       "      <td>28205</td>\n",
       "      <td>28205</td>\n",
       "      <td>28259</td>\n",
       "      <td>28473</td>\n",
       "      <td>28863</td>\n",
       "      <td>...</td>\n",
       "      <td>4.582951</td>\n",
       "      <td>8.057765</td>\n",
       "      <td>7.641997</td>\n",
       "      <td>-9.252437</td>\n",
       "      <td>-2.878980</td>\n",
       "      <td>6.486639</td>\n",
       "      <td>11.127389</td>\n",
       "      <td>10.877797</td>\n",
       "      <td>-5.585731</td>\n",
       "      <td>0.856839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Platte County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>31</td>\n",
       "      <td>8667</td>\n",
       "      <td>8667</td>\n",
       "      <td>8678</td>\n",
       "      <td>8701</td>\n",
       "      <td>8732</td>\n",
       "      <td>...</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>5.392073</td>\n",
       "      <td>2.634593</td>\n",
       "      <td>6.055759</td>\n",
       "      <td>4.662270</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>4.933173</td>\n",
       "      <td>2.176403</td>\n",
       "      <td>5.598720</td>\n",
       "      <td>4.207414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sheridan County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>33</td>\n",
       "      <td>29116</td>\n",
       "      <td>29116</td>\n",
       "      <td>29146</td>\n",
       "      <td>29275</td>\n",
       "      <td>29594</td>\n",
       "      <td>...</td>\n",
       "      <td>0.958559</td>\n",
       "      <td>8.425487</td>\n",
       "      <td>4.546373</td>\n",
       "      <td>3.678069</td>\n",
       "      <td>-3.298406</td>\n",
       "      <td>2.122524</td>\n",
       "      <td>9.342778</td>\n",
       "      <td>5.523001</td>\n",
       "      <td>4.781489</td>\n",
       "      <td>-2.198937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sublette County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>10247</td>\n",
       "      <td>10247</td>\n",
       "      <td>10244</td>\n",
       "      <td>10142</td>\n",
       "      <td>10418</td>\n",
       "      <td>...</td>\n",
       "      <td>-23.741784</td>\n",
       "      <td>15.272374</td>\n",
       "      <td>-40.870074</td>\n",
       "      <td>-16.596273</td>\n",
       "      <td>-22.870900</td>\n",
       "      <td>-21.092907</td>\n",
       "      <td>16.828794</td>\n",
       "      <td>-39.211861</td>\n",
       "      <td>-14.409938</td>\n",
       "      <td>-20.664059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweetwater County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>37</td>\n",
       "      <td>43806</td>\n",
       "      <td>43806</td>\n",
       "      <td>43593</td>\n",
       "      <td>44041</td>\n",
       "      <td>45104</td>\n",
       "      <td>...</td>\n",
       "      <td>1.072643</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.339774</td>\n",
       "      <td>-14.252889</td>\n",
       "      <td>-14.248864</td>\n",
       "      <td>1.255221</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.295460</td>\n",
       "      <td>-14.075283</td>\n",
       "      <td>-14.070195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Teton County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>39</td>\n",
       "      <td>21294</td>\n",
       "      <td>21294</td>\n",
       "      <td>21297</td>\n",
       "      <td>21482</td>\n",
       "      <td>21697</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.589565</td>\n",
       "      <td>0.972695</td>\n",
       "      <td>19.525929</td>\n",
       "      <td>14.143021</td>\n",
       "      <td>-0.564849</td>\n",
       "      <td>0.654527</td>\n",
       "      <td>2.408578</td>\n",
       "      <td>21.160658</td>\n",
       "      <td>16.308671</td>\n",
       "      <td>1.520747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uinta County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>41</td>\n",
       "      <td>21118</td>\n",
       "      <td>21118</td>\n",
       "      <td>21102</td>\n",
       "      <td>20912</td>\n",
       "      <td>20989</td>\n",
       "      <td>...</td>\n",
       "      <td>-17.755986</td>\n",
       "      <td>-4.916350</td>\n",
       "      <td>-6.902954</td>\n",
       "      <td>-14.215862</td>\n",
       "      <td>-12.127022</td>\n",
       "      <td>-18.136812</td>\n",
       "      <td>-5.536861</td>\n",
       "      <td>-7.521840</td>\n",
       "      <td>-14.740608</td>\n",
       "      <td>-12.606351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washakie County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>43</td>\n",
       "      <td>8533</td>\n",
       "      <td>8533</td>\n",
       "      <td>8545</td>\n",
       "      <td>8469</td>\n",
       "      <td>8443</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.637475</td>\n",
       "      <td>-0.827815</td>\n",
       "      <td>-2.013502</td>\n",
       "      <td>-17.781491</td>\n",
       "      <td>1.682288</td>\n",
       "      <td>-11.990126</td>\n",
       "      <td>-1.182592</td>\n",
       "      <td>-2.250385</td>\n",
       "      <td>-18.020168</td>\n",
       "      <td>1.441961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weston County</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>7208</td>\n",
       "      <td>7208</td>\n",
       "      <td>7181</td>\n",
       "      <td>7114</td>\n",
       "      <td>7065</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.752361</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "      <td>-12.032179</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3142 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              SUMLEV  REGION  DIVISION  STATE  COUNTY  \\\n",
       "STNAME    CTYNAME                                                       \n",
       "Alabama   Autauga County          50       3         6      1       1   \n",
       "          Baldwin County          50       3         6      1       3   \n",
       "          Barbour County          50       3         6      1       5   \n",
       "          Bibb County             50       3         6      1       7   \n",
       "          Blount County           50       3         6      1       9   \n",
       "          Bullock County          50       3         6      1      11   \n",
       "          Butler County           50       3         6      1      13   \n",
       "          Calhoun County          50       3         6      1      15   \n",
       "          Chambers County         50       3         6      1      17   \n",
       "          Cherokee County         50       3         6      1      19   \n",
       "          Chilton County          50       3         6      1      21   \n",
       "          Choctaw County          50       3         6      1      23   \n",
       "          Clarke County           50       3         6      1      25   \n",
       "          Clay County             50       3         6      1      27   \n",
       "          Cleburne County         50       3         6      1      29   \n",
       "          Coffee County           50       3         6      1      31   \n",
       "          Colbert County          50       3         6      1      33   \n",
       "          Conecuh County          50       3         6      1      35   \n",
       "          Coosa County            50       3         6      1      37   \n",
       "          Covington County        50       3         6      1      39   \n",
       "          Crenshaw County         50       3         6      1      41   \n",
       "          Cullman County          50       3         6      1      43   \n",
       "          Dale County             50       3         6      1      45   \n",
       "          Dallas County           50       3         6      1      47   \n",
       "          DeKalb County           50       3         6      1      49   \n",
       "          Elmore County           50       3         6      1      51   \n",
       "          Escambia County         50       3         6      1      53   \n",
       "          Etowah County           50       3         6      1      55   \n",
       "          Fayette County          50       3         6      1      57   \n",
       "          Franklin County         50       3         6      1      59   \n",
       "...                              ...     ...       ...    ...     ...   \n",
       "Wisconsin Washburn County         50       2         3     55     129   \n",
       "          Washington County       50       2         3     55     131   \n",
       "          Waukesha County         50       2         3     55     133   \n",
       "          Waupaca County          50       2         3     55     135   \n",
       "          Waushara County         50       2         3     55     137   \n",
       "          Winnebago County        50       2         3     55     139   \n",
       "          Wood County             50       2         3     55     141   \n",
       "Wyoming   Albany County           50       4         8     56       1   \n",
       "          Big Horn County         50       4         8     56       3   \n",
       "          Campbell County         50       4         8     56       5   \n",
       "          Carbon County           50       4         8     56       7   \n",
       "          Converse County         50       4         8     56       9   \n",
       "          Crook County            50       4         8     56      11   \n",
       "          Fremont County          50       4         8     56      13   \n",
       "          Goshen County           50       4         8     56      15   \n",
       "          Hot Springs County      50       4         8     56      17   \n",
       "          Johnson County          50       4         8     56      19   \n",
       "          Laramie County          50       4         8     56      21   \n",
       "          Lincoln County          50       4         8     56      23   \n",
       "          Natrona County          50       4         8     56      25   \n",
       "          Niobrara County         50       4         8     56      27   \n",
       "          Park County             50       4         8     56      29   \n",
       "          Platte County           50       4         8     56      31   \n",
       "          Sheridan County         50       4         8     56      33   \n",
       "          Sublette County         50       4         8     56      35   \n",
       "          Sweetwater County       50       4         8     56      37   \n",
       "          Teton County            50       4         8     56      39   \n",
       "          Uinta County            50       4         8     56      41   \n",
       "          Washakie County         50       4         8     56      43   \n",
       "          Weston County           50       4         8     56      45   \n",
       "\n",
       "                              CENSUS2010POP  Estimates Base 2010  \\\n",
       "STNAME    CTYNAME                                                  \n",
       "Alabama   Autauga County              54571                54571   \n",
       "          Baldwin County             182265               182265   \n",
       "          Barbour County              27457                27457   \n",
       "          Bibb County                 22915                22919   \n",
       "          Blount County               57322                57322   \n",
       "          Bullock County              10914                10915   \n",
       "          Butler County               20947                20946   \n",
       "          Calhoun County             118572               118586   \n",
       "          Chambers County             34215                34170   \n",
       "          Cherokee County             25989                25986   \n",
       "          Chilton County              43643                43631   \n",
       "          Choctaw County              13859                13858   \n",
       "          Clarke County               25833                25840   \n",
       "          Clay County                 13932                13932   \n",
       "          Cleburne County             14972                14972   \n",
       "          Coffee County               49948                49948   \n",
       "          Colbert County              54428                54428   \n",
       "          Conecuh County              13228                13228   \n",
       "          Coosa County                11539                11758   \n",
       "          Covington County            37765                37765   \n",
       "          Crenshaw County             13906                13906   \n",
       "          Cullman County              80406                80410   \n",
       "          Dale County                 50251                50251   \n",
       "          Dallas County               43820                43820   \n",
       "          DeKalb County               71109                71115   \n",
       "          Elmore County               79303                79296   \n",
       "          Escambia County             38319                38319   \n",
       "          Etowah County              104430               104427   \n",
       "          Fayette County              17241                17241   \n",
       "          Franklin County             31704                31709   \n",
       "...                                     ...                  ...   \n",
       "Wisconsin Washburn County             15911                15911   \n",
       "          Washington County          131887               131885   \n",
       "          Waukesha County            389891               389938   \n",
       "          Waupaca County              52410                52410   \n",
       "          Waushara County             24496                24496   \n",
       "          Winnebago County           166994               166994   \n",
       "          Wood County                 74749                74749   \n",
       "Wyoming   Albany County               36299                36299   \n",
       "          Big Horn County             11668                11668   \n",
       "          Campbell County             46133                46133   \n",
       "          Carbon County               15885                15885   \n",
       "          Converse County             13833                13833   \n",
       "          Crook County                 7083                 7083   \n",
       "          Fremont County              40123                40123   \n",
       "          Goshen County               13249                13247   \n",
       "          Hot Springs County           4812                 4812   \n",
       "          Johnson County               8569                 8569   \n",
       "          Laramie County              91738                91881   \n",
       "          Lincoln County              18106                18106   \n",
       "          Natrona County              75450                75450   \n",
       "          Niobrara County              2484                 2484   \n",
       "          Park County                 28205                28205   \n",
       "          Platte County                8667                 8667   \n",
       "          Sheridan County             29116                29116   \n",
       "          Sublette County             10247                10247   \n",
       "          Sweetwater County           43806                43806   \n",
       "          Teton County                21294                21294   \n",
       "          Uinta County                21118                21118   \n",
       "          Washakie County              8533                 8533   \n",
       "          Weston County                7208                 7208   \n",
       "\n",
       "                              POPESTIMATE2010  POPESTIMATE2011  \\\n",
       "STNAME    CTYNAME                                                \n",
       "Alabama   Autauga County                54660            55253   \n",
       "          Baldwin County               183193           186659   \n",
       "          Barbour County                27341            27226   \n",
       "          Bibb County                   22861            22733   \n",
       "          Blount County                 57373            57711   \n",
       "          Bullock County                10887            10629   \n",
       "          Butler County                 20944            20673   \n",
       "          Calhoun County               118437           117768   \n",
       "          Chambers County               34098            33993   \n",
       "          Cherokee County               25976            26080   \n",
       "          Chilton County                43665            43739   \n",
       "          Choctaw County                13841            13593   \n",
       "          Clarke County                 25767            25570   \n",
       "          Clay County                   13880            13670   \n",
       "          Cleburne County               14973            14971   \n",
       "          Coffee County                 50177            50448   \n",
       "          Colbert County                54514            54443   \n",
       "          Conecuh County                13208            13121   \n",
       "          Coosa County                  11758            11348   \n",
       "          Covington County              37796            38060   \n",
       "          Crenshaw County               13853            13896   \n",
       "          Cullman County                80473            80469   \n",
       "          Dale County                   50358            50109   \n",
       "          Dallas County                 43803            43178   \n",
       "          DeKalb County                 71142            71387   \n",
       "          Elmore County                 79465            80012   \n",
       "          Escambia County               38309            38213   \n",
       "          Etowah County                104442           104236   \n",
       "          Fayette County                17231            17062   \n",
       "          Franklin County               31734            31729   \n",
       "...                                       ...              ...   \n",
       "Wisconsin Washburn County               15930            15784   \n",
       "          Washington County            131967           132225   \n",
       "          Waukesha County              390076           390808   \n",
       "          Waupaca County                52422            52342   \n",
       "          Waushara County               24506            24581   \n",
       "          Winnebago County             167059           167630   \n",
       "          Wood County                   74807            74647   \n",
       "Wyoming   Albany County                 36428            36908   \n",
       "          Big Horn County               11672            11745   \n",
       "          Campbell County               46244            46600   \n",
       "          Carbon County                 15837            15817   \n",
       "          Converse County               13826            13728   \n",
       "          Crook County                   7114             7129   \n",
       "          Fremont County                40222            40591   \n",
       "          Goshen County                 13408            13597   \n",
       "          Hot Springs County             4813             4818   \n",
       "          Johnson County                 8581             8636   \n",
       "          Laramie County                92271            92663   \n",
       "          Lincoln County                18091            18022   \n",
       "          Natrona County                75472            76420   \n",
       "          Niobrara County                2492             2485   \n",
       "          Park County                   28259            28473   \n",
       "          Platte County                  8678             8701   \n",
       "          Sheridan County               29146            29275   \n",
       "          Sublette County               10244            10142   \n",
       "          Sweetwater County             43593            44041   \n",
       "          Teton County                  21297            21482   \n",
       "          Uinta County                  21102            20912   \n",
       "          Washakie County                8545             8469   \n",
       "          Weston County                  7181             7114   \n",
       "\n",
       "                              POPESTIMATE2012     ...       RDOMESTICMIG2011  \\\n",
       "STNAME    CTYNAME                                 ...                          \n",
       "Alabama   Autauga County                55175     ...               7.242091   \n",
       "          Baldwin County               190396     ...              14.832960   \n",
       "          Barbour County                27159     ...              -4.728132   \n",
       "          Bibb County                   22642     ...              -5.527043   \n",
       "          Blount County                 57776     ...               1.807375   \n",
       "          Bullock County                10606     ...             -30.953709   \n",
       "          Butler County                 20408     ...             -14.032727   \n",
       "          Calhoun County               117286     ...              -6.155670   \n",
       "          Chambers County               34075     ...              -2.731639   \n",
       "          Cherokee County               26023     ...               6.339327   \n",
       "          Chilton County                43697     ...              -1.372935   \n",
       "          Choctaw County                13543     ...             -15.455274   \n",
       "          Clarke County                 25144     ...              -6.194363   \n",
       "          Clay County                   13456     ...             -10.744102   \n",
       "          Cleburne County               14921     ...              -3.673524   \n",
       "          Coffee County                 51173     ...               0.377640   \n",
       "          Colbert County                54472     ...              -0.073423   \n",
       "          Conecuh County                12996     ...              -4.861559   \n",
       "          Coosa County                  11195     ...             -33.930581   \n",
       "          Covington County              37818     ...               6.696899   \n",
       "          Crenshaw County               13951     ...               1.729792   \n",
       "          Cullman County                80374     ...              -1.404233   \n",
       "          Dale County                   50324     ...             -10.749798   \n",
       "          Dallas County                 42777     ...             -15.635599   \n",
       "          DeKalb County                 70942     ...               0.294677   \n",
       "          Elmore County                 80432     ...               3.235576   \n",
       "          Escambia County               38034     ...              -3.449988   \n",
       "          Etowah County                104235     ...              -1.015919   \n",
       "          Fayette County                16960     ...              -5.015601   \n",
       "          Franklin County               31648     ...              -1.638750   \n",
       "...                                       ...     ...                    ...   \n",
       "Wisconsin Washburn County               15831     ...              -6.873936   \n",
       "          Washington County            132649     ...              -0.794876   \n",
       "          Waukesha County              392710     ...              -0.765799   \n",
       "          Waupaca County                52035     ...               3.111756   \n",
       "          Waushara County               24484     ...               4.930022   \n",
       "          Winnebago County             168717     ...               0.316712   \n",
       "          Wood County                   74384     ...              -4.081523   \n",
       "Wyoming   Albany County                 37396     ...               3.708956   \n",
       "          Big Horn County               11785     ...               4.868258   \n",
       "          Campbell County               47881     ...              -2.843479   \n",
       "          Carbon County                 15678     ...              -7.581980   \n",
       "          Converse County               14025     ...             -12.847499   \n",
       "          Crook County                   7148     ...              -1.544618   \n",
       "          Fremont County                41129     ...               2.747083   \n",
       "          Goshen County                 13666     ...              14.293649   \n",
       "          Hot Springs County             4846     ...               3.322604   \n",
       "          Johnson County                 8610     ...               4.995063   \n",
       "          Laramie County                94894     ...              -1.200428   \n",
       "          Lincoln County                17943     ...              -9.802564   \n",
       "          Natrona County                78699     ...               7.189319   \n",
       "          Niobrara County                2475     ...              -0.401849   \n",
       "          Park County                   28863     ...               4.582951   \n",
       "          Platte County                  8732     ...               4.373094   \n",
       "          Sheridan County               29594     ...               0.958559   \n",
       "          Sublette County               10418     ...             -23.741784   \n",
       "          Sweetwater County             45104     ...               1.072643   \n",
       "          Teton County                  21697     ...              -1.589565   \n",
       "          Uinta County                  20989     ...             -17.755986   \n",
       "          Washakie County                8443     ...             -11.637475   \n",
       "          Weston County                  7065     ...             -11.752361   \n",
       "\n",
       "                              RDOMESTICMIG2012  RDOMESTICMIG2013  \\\n",
       "STNAME    CTYNAME                                                  \n",
       "Alabama   Autauga County             -2.915927         -3.012349   \n",
       "          Baldwin County             17.647293         21.845705   \n",
       "          Barbour County             -2.500690         -7.056824   \n",
       "          Bibb County                -5.068871         -6.201001   \n",
       "          Blount County              -1.177622         -1.748766   \n",
       "          Bullock County             -5.180127         -1.130263   \n",
       "          Butler County             -11.684234         -5.655413   \n",
       "          Calhoun County             -4.611706         -5.524649   \n",
       "          Chambers County             3.849092          2.872721   \n",
       "          Cherokee County             1.113180          5.488706   \n",
       "          Chilton County             -2.653369          0.480044   \n",
       "          Choctaw County             -0.737028         -8.766391   \n",
       "          Clarke County             -17.667705         -0.318345   \n",
       "          Clay County               -13.345130          4.902871   \n",
       "          Cleburne County            -5.151880          7.345821   \n",
       "          Coffee County               7.675579        -13.146535   \n",
       "          Colbert County              1.065051          1.762390   \n",
       "          Conecuh County             -7.504690         -6.107224   \n",
       "          Coosa County              -10.291443         -4.313831   \n",
       "          Covington County           -4.612668          0.740271   \n",
       "          Crenshaw County             3.950156         -1.864936   \n",
       "          Cullman County             -1.019628          4.071247   \n",
       "          Dale County                -5.277150        -15.236079   \n",
       "          Dallas County             -11.308243        -16.745678   \n",
       "          DeKalb County              -9.302391         -1.748807   \n",
       "          Elmore County               0.822717          1.760531   \n",
       "          Escambia County            -3.855889         -4.822706   \n",
       "          Etowah County               2.062637         -1.931884   \n",
       "          Fayette County             -0.646640         -3.725937   \n",
       "          Franklin County            -5.459394         -8.043702   \n",
       "...                                        ...               ...   \n",
       "Wisconsin Washburn County             7.338289         -6.732724   \n",
       "          Washington County           0.785279         -2.215465   \n",
       "          Waukesha County             2.128860          0.038132   \n",
       "          Waupaca County             -2.241873          6.292687   \n",
       "          Waushara County            -2.404973         -4.097017   \n",
       "          Winnebago County            2.889873          0.833819   \n",
       "          Wood County                -5.019090         -6.901200   \n",
       "Wyoming   Albany County               2.637812         -3.544634   \n",
       "          Big Horn County             2.804930         16.815908   \n",
       "          Campbell County            15.601020         -5.895711   \n",
       "          Carbon County             -13.081441          3.178134   \n",
       "          Converse County            15.493820         19.035533   \n",
       "          Crook County               -4.202564          1.397819   \n",
       "          Fremont County              7.782673         -4.990688   \n",
       "          Goshen County               3.961413         -8.079028   \n",
       "          Hot Springs County          6.208609          3.095336   \n",
       "          Johnson County             -4.058912         -0.812583   \n",
       "          Laramie County             15.547274          4.787847   \n",
       "          Lincoln County            -11.566801         13.564556   \n",
       "          Natrona County             23.066162         24.322042   \n",
       "          Niobrara County             0.806452         29.066295   \n",
       "          Park County                 8.057765          7.641997   \n",
       "          Platte County               5.392073          2.634593   \n",
       "          Sheridan County             8.425487          4.546373   \n",
       "          Sublette County            15.272374        -40.870074   \n",
       "          Sweetwater County          16.243199         -5.339774   \n",
       "          Teton County                0.972695         19.525929   \n",
       "          Uinta County               -4.916350         -6.902954   \n",
       "          Washakie County            -0.827815         -2.013502   \n",
       "          Weston County              -8.040059         12.372583   \n",
       "\n",
       "                              RDOMESTICMIG2014  RDOMESTICMIG2015  RNETMIG2011  \\\n",
       "STNAME    CTYNAME                                                               \n",
       "Alabama   Autauga County              2.265971         -2.530799     7.606016   \n",
       "          Baldwin County             19.243287         17.197872    15.844176   \n",
       "          Barbour County             -3.904217        -10.543299    -4.874741   \n",
       "          Bibb County                -0.177537          0.177258    -5.088389   \n",
       "          Blount County              -2.062535         -1.369970     1.859511   \n",
       "          Bullock County             14.354290        -16.167247   -29.001673   \n",
       "          Butler County               1.085428         -6.529805   -13.936612   \n",
       "          Calhoun County             -4.463211         -3.376322    -5.791579   \n",
       "          Chambers County            -2.287222          1.349468    -1.821092   \n",
       "          Cherokee County            -0.076806         -3.239866     6.416167   \n",
       "          Chilton County              0.456017         -2.253483    -0.823761   \n",
       "          Choctaw County             -1.274984         -5.291205   -15.528177   \n",
       "          Clarke County              -8.686428         -5.613667    -6.077488   \n",
       "          Clay County                 5.702648          3.912450   -10.816697   \n",
       "          Cleburne County             3.654485         -3.123961    -3.673524   \n",
       "          Coffee County              -3.602859          2.214774     2.166460   \n",
       "          Colbert County              1.835688         -0.110260     0.513964   \n",
       "          Conecuh County            -14.645416          2.684140    -4.861559   \n",
       "          Coosa County              -22.958017         -5.387581   -34.017138   \n",
       "          Covington County            3.697932         -0.316945     6.881460   \n",
       "          Crenshaw County             3.084648          3.439504     2.666763   \n",
       "          Cullman County              5.087142          7.915406    -1.031427   \n",
       "          Dale County               -11.979785         -5.107706    -9.575283   \n",
       "          Dallas County              -9.344789        -14.687232   -15.727573   \n",
       "          DeKalb County               0.267830          0.028141     1.375159   \n",
       "          Elmore County              -1.507057          2.067820     3.674511   \n",
       "          Escambia County            -1.189831          1.190902    -3.397716   \n",
       "          Etowah County              -1.726932         -2.082234    -0.632554   \n",
       "          Fayette County              0.296745         -2.797536    -5.132243   \n",
       "          Franklin County            -1.267849         -2.401719     0.063029   \n",
       "...                                        ...               ...          ...   \n",
       "Wisconsin Washburn County             3.510452         -5.123279    -6.747809   \n",
       "          Washington County           1.601149         -0.434498    -0.431504   \n",
       "          Waukesha County             0.760109         -0.719858     0.102448   \n",
       "          Waupaca County             -0.441031         -0.480617     3.359933   \n",
       "          Waushara County            -4.906711         -4.397793     5.174486   \n",
       "          Winnebago County           -2.406192         -4.557985     0.842573   \n",
       "          Wood County                -5.596471         -3.958322    -3.733590   \n",
       "Wyoming   Albany County              -3.334877         -9.911169     6.736119   \n",
       "          Big Horn County            -8.026420          5.095861     4.868258   \n",
       "          Campbell County            -8.550911         10.916963    -2.649606   \n",
       "          Carbon County              -2.970641        -23.300971    -7.392431   \n",
       "          Converse County           -20.550587         -0.070403   -12.774915   \n",
       "          Crook County                6.378258         18.629317    -0.982939   \n",
       "          Fremont County            -12.331633        -13.673610     3.093562   \n",
       "          Goshen County              -7.017803        -11.899450    14.886132   \n",
       "          Hot Springs County         -6.017222         -5.454164     5.191569   \n",
       "          Johnson County            -10.715742          0.933652     5.227392   \n",
       "          Laramie County             -1.226133          0.278940    -0.973320   \n",
       "          Lincoln County              6.125989          1.555544    -9.691801   \n",
       "          Natrona County             -0.958472         -0.061057     7.689674   \n",
       "          Niobrara County           -12.603387          7.492114    -0.401849   \n",
       "          Park County                -9.252437         -2.878980     6.486639   \n",
       "          Platte County               6.055759          4.662270     4.373094   \n",
       "          Sheridan County             3.678069         -3.298406     2.122524   \n",
       "          Sublette County           -16.596273        -22.870900   -21.092907   \n",
       "          Sweetwater County         -14.252889        -14.248864     1.255221   \n",
       "          Teton County               14.143021         -0.564849     0.654527   \n",
       "          Uinta County              -14.215862        -12.127022   -18.136812   \n",
       "          Washakie County           -17.781491          1.682288   -11.990126   \n",
       "          Weston County               1.533635          6.935294   -12.032179   \n",
       "\n",
       "                              RNETMIG2012  RNETMIG2013  RNETMIG2014  \\\n",
       "STNAME    CTYNAME                                                     \n",
       "Alabama   Autauga County        -2.626146    -2.722002     2.592270   \n",
       "          Baldwin County        18.559627    22.727626    20.317142   \n",
       "          Barbour County        -2.758113    -7.167664    -3.978583   \n",
       "          Bibb County           -4.363636    -5.403729     0.754533   \n",
       "          Blount County         -0.848580    -1.402476    -1.577232   \n",
       "          Bullock County        -2.825524     1.507017    17.243790   \n",
       "          Butler County        -11.586865    -5.557058     1.184103   \n",
       "          Calhoun County        -4.092677    -5.062836    -3.912834   \n",
       "          Chambers County        4.701181     3.781439    -1.290228   \n",
       "          Cherokee County        1.420264     5.757384     0.230419   \n",
       "          Chilton County        -2.447504     0.868651     0.957636   \n",
       "          Choctaw County        -0.737028    -8.766391    -1.274984   \n",
       "          Clarke County        -17.509958    -0.159172    -8.486280   \n",
       "          Clay County          -13.345130     4.977157     5.776708   \n",
       "          Cleburne County       -5.151880     7.345821     3.654485   \n",
       "          Coffee County         11.513368   -10.438741    -0.767822   \n",
       "          Colbert County         1.469035     2.276420     2.533249   \n",
       "          Conecuh County        -7.504690    -6.107224   -14.645416   \n",
       "          Coosa County         -10.380162    -4.403703   -23.049483   \n",
       "          Covington County      -4.559952     0.793147     3.750759   \n",
       "          Crenshaw County        5.099293    -0.502098     4.734577   \n",
       "          Cullman County        -0.634159     4.542916     5.593387   \n",
       "          Dale County           -0.776637   -12.640155    -9.503292   \n",
       "          Dallas County        -11.378047   -16.792849    -9.368689   \n",
       "          DeKalb County         -8.656001    -1.029539     1.198187   \n",
       "          Elmore County          1.558176     2.306047    -0.951175   \n",
       "          Escambia County       -3.803428    -4.769999    -1.136950   \n",
       "          Etowah County          2.446383    -1.518596    -1.234901   \n",
       "          Fayette County        -0.705426    -3.785079     0.237396   \n",
       "          Franklin County       -3.471291    -5.700261     1.553115   \n",
       "...                                   ...          ...          ...   \n",
       "Wisconsin Washburn County        7.464811    -6.605691     3.638104   \n",
       "          Washington County      1.162817    -1.763330     2.104796   \n",
       "          Waukesha County        3.180527     1.189727     2.077633   \n",
       "          Waupaca County        -2.011937     6.561277    -0.134227   \n",
       "          Waushara County       -2.160399    -3.810226    -4.535615   \n",
       "          Winnebago County       3.502335     1.531624    -1.545153   \n",
       "          Wood County           -4.562809    -6.442917    -5.040889   \n",
       "Wyoming   Albany County          6.433032     0.719587     1.429233   \n",
       "          Big Horn County        3.144921    17.236306    -7.608378   \n",
       "          Campbell County       15.558684    -5.916543    -8.509402   \n",
       "          Carbon County        -12.636926     3.623073    -2.338590   \n",
       "          Converse County       16.502720    20.093063   -19.358233   \n",
       "          Crook County          -3.642222     2.096729     7.071547   \n",
       "          Fremont County         8.027411    -4.747240   -12.013555   \n",
       "          Goshen County          4.841727    -6.903896    -5.761986   \n",
       "          Hot Springs County     6.001656     2.888981    -6.224712   \n",
       "          Johnson County        -4.058912    -0.812583   -10.715742   \n",
       "          Laramie County        17.914554     6.003143    -0.207819   \n",
       "          Lincoln County       -11.566801    13.619696     6.234414   \n",
       "          Natrona County        23.749508    25.085233    -0.110593   \n",
       "          Niobrara County        0.806452    29.066295   -12.603387   \n",
       "          Park County           11.127389    10.877797    -5.585731   \n",
       "          Platte County          4.933173     2.176403     5.598720   \n",
       "          Sheridan County        9.342778     5.523001     4.781489   \n",
       "          Sublette County       16.828794   -39.211861   -14.409938   \n",
       "          Sweetwater County     16.243199    -5.295460   -14.075283   \n",
       "          Teton County           2.408578    21.160658    16.308671   \n",
       "          Uinta County          -5.536861    -7.521840   -14.740608   \n",
       "          Washakie County       -1.182592    -2.250385   -18.020168   \n",
       "          Weston County         -8.040059    12.372583     1.533635   \n",
       "\n",
       "                              RNETMIG2015  \n",
       "STNAME    CTYNAME                          \n",
       "Alabama   Autauga County        -2.187333  \n",
       "          Baldwin County        18.293499  \n",
       "          Barbour County       -10.543299  \n",
       "          Bibb County            1.107861  \n",
       "          Blount County         -0.884411  \n",
       "          Bullock County       -13.193961  \n",
       "          Butler County         -6.430868  \n",
       "          Calhoun County        -2.806406  \n",
       "          Chambers County        2.346901  \n",
       "          Cherokee County       -2.931307  \n",
       "          Chilton County        -1.752709  \n",
       "          Choctaw County        -5.291205  \n",
       "          Clarke County         -5.411736  \n",
       "          Clay County            3.986270  \n",
       "          Cleburne County       -3.123961  \n",
       "          Coffee County          5.350738  \n",
       "          Colbert County         0.588052  \n",
       "          Conecuh County         2.684140  \n",
       "          Coosa County          -5.387581  \n",
       "          Covington County      -0.264121  \n",
       "          Crenshaw County        5.087600  \n",
       "          Cullman County         8.417777  \n",
       "          Dale County           -1.998668  \n",
       "          Dallas County        -14.711389  \n",
       "          DeKalb County          0.956790  \n",
       "          Elmore County          2.757093  \n",
       "          Escambia County        1.243830  \n",
       "          Etowah County         -1.588308  \n",
       "          Fayette County        -2.857058  \n",
       "          Franklin County        0.442422  \n",
       "...                                   ...  \n",
       "Wisconsin Washburn County       -4.995197  \n",
       "          Washington County      0.059931  \n",
       "          Waukesha County        0.593567  \n",
       "          Waupaca County        -0.173022  \n",
       "          Waushara County       -4.024395  \n",
       "          Winnebago County      -3.685304  \n",
       "          Wood County           -3.414223  \n",
       "Wyoming   Albany County         -5.166460  \n",
       "          Big Horn County        5.513554  \n",
       "          Campbell County       10.978525  \n",
       "          Carbon County        -22.600668  \n",
       "          Converse County        1.126443  \n",
       "          Crook County          19.309219  \n",
       "          Fremont County       -13.352750  \n",
       "          Goshen County        -10.635133  \n",
       "          Hot Springs County    -5.663940  \n",
       "          Johnson County         0.933652  \n",
       "          Laramie County         1.673640  \n",
       "          Lincoln County         1.662823  \n",
       "          Natrona County         0.793743  \n",
       "          Niobrara County        7.492114  \n",
       "          Park County            0.856839  \n",
       "          Platte County          4.207414  \n",
       "          Sheridan County       -2.198937  \n",
       "          Sublette County      -20.664059  \n",
       "          Sweetwater County    -14.070195  \n",
       "          Teton County           1.520747  \n",
       "          Uinta County         -12.606351  \n",
       "          Washakie County        1.441961  \n",
       "          Weston County          6.935294  \n",
       "\n",
       "[3142 rows x 98 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df[df['SUMLEV']==50]\n",
    "df.set_index(['STNAME','CTYNAME'], inplace=True)\n",
    "df.rename(columns={'ESTIMATESBASE2010': 'Estimates Base 2010'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "def min_max(row):\n",
    "    data = row[['POPESTIMATE2010',\n",
    "                'POPESTIMATE2011',\n",
    "                'POPESTIMATE2012',\n",
    "                'POPESTIMATE2013',\n",
    "                'POPESTIMATE2014',\n",
    "                'POPESTIMATE2015']]\n",
    "    return pd.Series({'min': np.min(data), 'max': np.max(data)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STNAME</th>\n",
       "      <th>CTYNAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">Alabama</th>\n",
       "      <th>Autauga County</th>\n",
       "      <td>55347.0</td>\n",
       "      <td>54660.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baldwin County</th>\n",
       "      <td>203709.0</td>\n",
       "      <td>183193.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barbour County</th>\n",
       "      <td>27341.0</td>\n",
       "      <td>26489.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bibb County</th>\n",
       "      <td>22861.0</td>\n",
       "      <td>22512.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blount County</th>\n",
       "      <td>57776.0</td>\n",
       "      <td>57373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bullock County</th>\n",
       "      <td>10887.0</td>\n",
       "      <td>10606.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Butler County</th>\n",
       "      <td>20944.0</td>\n",
       "      <td>20154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calhoun County</th>\n",
       "      <td>118437.0</td>\n",
       "      <td>115620.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chambers County</th>\n",
       "      <td>34153.0</td>\n",
       "      <td>33993.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherokee County</th>\n",
       "      <td>26084.0</td>\n",
       "      <td>25859.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chilton County</th>\n",
       "      <td>43943.0</td>\n",
       "      <td>43665.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Choctaw County</th>\n",
       "      <td>13841.0</td>\n",
       "      <td>13170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clarke County</th>\n",
       "      <td>25767.0</td>\n",
       "      <td>24675.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clay County</th>\n",
       "      <td>13880.0</td>\n",
       "      <td>13456.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cleburne County</th>\n",
       "      <td>15072.0</td>\n",
       "      <td>14921.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coffee County</th>\n",
       "      <td>51211.0</td>\n",
       "      <td>50177.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colbert County</th>\n",
       "      <td>54514.0</td>\n",
       "      <td>54354.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Conecuh County</th>\n",
       "      <td>13208.0</td>\n",
       "      <td>12662.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coosa County</th>\n",
       "      <td>11758.0</td>\n",
       "      <td>10724.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Covington County</th>\n",
       "      <td>38060.0</td>\n",
       "      <td>37796.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crenshaw County</th>\n",
       "      <td>13963.0</td>\n",
       "      <td>13853.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cullman County</th>\n",
       "      <td>82005.0</td>\n",
       "      <td>80374.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dale County</th>\n",
       "      <td>50358.0</td>\n",
       "      <td>49501.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dallas County</th>\n",
       "      <td>43803.0</td>\n",
       "      <td>41131.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeKalb County</th>\n",
       "      <td>71387.0</td>\n",
       "      <td>70869.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Elmore County</th>\n",
       "      <td>81468.0</td>\n",
       "      <td>79465.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Escambia County</th>\n",
       "      <td>38309.0</td>\n",
       "      <td>37784.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Etowah County</th>\n",
       "      <td>104442.0</td>\n",
       "      <td>103057.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fayette County</th>\n",
       "      <td>17231.0</td>\n",
       "      <td>16759.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Franklin County</th>\n",
       "      <td>31734.0</td>\n",
       "      <td>31507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Wisconsin</th>\n",
       "      <th>Washburn County</th>\n",
       "      <td>15930.0</td>\n",
       "      <td>15552.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington County</th>\n",
       "      <td>133674.0</td>\n",
       "      <td>131967.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waukesha County</th>\n",
       "      <td>396488.0</td>\n",
       "      <td>390076.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waupaca County</th>\n",
       "      <td>52422.0</td>\n",
       "      <td>51945.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waushara County</th>\n",
       "      <td>24581.0</td>\n",
       "      <td>24033.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Winnebago County</th>\n",
       "      <td>169639.0</td>\n",
       "      <td>167059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wood County</th>\n",
       "      <td>74807.0</td>\n",
       "      <td>73435.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"23\" valign=\"top\">Wyoming</th>\n",
       "      <th>Albany County</th>\n",
       "      <td>37956.0</td>\n",
       "      <td>36428.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Big Horn County</th>\n",
       "      <td>12022.0</td>\n",
       "      <td>11672.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Campbell County</th>\n",
       "      <td>49220.0</td>\n",
       "      <td>46244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carbon County</th>\n",
       "      <td>15856.0</td>\n",
       "      <td>15559.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Converse County</th>\n",
       "      <td>14343.0</td>\n",
       "      <td>13728.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crook County</th>\n",
       "      <td>7444.0</td>\n",
       "      <td>7114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fremont County</th>\n",
       "      <td>41129.0</td>\n",
       "      <td>40222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goshen County</th>\n",
       "      <td>13666.0</td>\n",
       "      <td>13383.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Springs County</th>\n",
       "      <td>4846.0</td>\n",
       "      <td>4741.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Johnson County</th>\n",
       "      <td>8636.0</td>\n",
       "      <td>8552.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Laramie County</th>\n",
       "      <td>97121.0</td>\n",
       "      <td>92271.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lincoln County</th>\n",
       "      <td>18722.0</td>\n",
       "      <td>17943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Natrona County</th>\n",
       "      <td>82178.0</td>\n",
       "      <td>75472.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niobrara County</th>\n",
       "      <td>2548.0</td>\n",
       "      <td>2475.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Park County</th>\n",
       "      <td>29237.0</td>\n",
       "      <td>28259.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Platte County</th>\n",
       "      <td>8812.0</td>\n",
       "      <td>8678.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sheridan County</th>\n",
       "      <td>30020.0</td>\n",
       "      <td>29146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sublette County</th>\n",
       "      <td>10418.0</td>\n",
       "      <td>9899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweetwater County</th>\n",
       "      <td>45162.0</td>\n",
       "      <td>43593.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Teton County</th>\n",
       "      <td>23125.0</td>\n",
       "      <td>21297.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uinta County</th>\n",
       "      <td>21102.0</td>\n",
       "      <td>20822.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washakie County</th>\n",
       "      <td>8545.0</td>\n",
       "      <td>8316.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weston County</th>\n",
       "      <td>7234.0</td>\n",
       "      <td>7065.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3142 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   max       min\n",
       "STNAME    CTYNAME                               \n",
       "Alabama   Autauga County       55347.0   54660.0\n",
       "          Baldwin County      203709.0  183193.0\n",
       "          Barbour County       27341.0   26489.0\n",
       "          Bibb County          22861.0   22512.0\n",
       "          Blount County        57776.0   57373.0\n",
       "          Bullock County       10887.0   10606.0\n",
       "          Butler County        20944.0   20154.0\n",
       "          Calhoun County      118437.0  115620.0\n",
       "          Chambers County      34153.0   33993.0\n",
       "          Cherokee County      26084.0   25859.0\n",
       "          Chilton County       43943.0   43665.0\n",
       "          Choctaw County       13841.0   13170.0\n",
       "          Clarke County        25767.0   24675.0\n",
       "          Clay County          13880.0   13456.0\n",
       "          Cleburne County      15072.0   14921.0\n",
       "          Coffee County        51211.0   50177.0\n",
       "          Colbert County       54514.0   54354.0\n",
       "          Conecuh County       13208.0   12662.0\n",
       "          Coosa County         11758.0   10724.0\n",
       "          Covington County     38060.0   37796.0\n",
       "          Crenshaw County      13963.0   13853.0\n",
       "          Cullman County       82005.0   80374.0\n",
       "          Dale County          50358.0   49501.0\n",
       "          Dallas County        43803.0   41131.0\n",
       "          DeKalb County        71387.0   70869.0\n",
       "          Elmore County        81468.0   79465.0\n",
       "          Escambia County      38309.0   37784.0\n",
       "          Etowah County       104442.0  103057.0\n",
       "          Fayette County       17231.0   16759.0\n",
       "          Franklin County      31734.0   31507.0\n",
       "...                                ...       ...\n",
       "Wisconsin Washburn County      15930.0   15552.0\n",
       "          Washington County   133674.0  131967.0\n",
       "          Waukesha County     396488.0  390076.0\n",
       "          Waupaca County       52422.0   51945.0\n",
       "          Waushara County      24581.0   24033.0\n",
       "          Winnebago County    169639.0  167059.0\n",
       "          Wood County          74807.0   73435.0\n",
       "Wyoming   Albany County        37956.0   36428.0\n",
       "          Big Horn County      12022.0   11672.0\n",
       "          Campbell County      49220.0   46244.0\n",
       "          Carbon County        15856.0   15559.0\n",
       "          Converse County      14343.0   13728.0\n",
       "          Crook County          7444.0    7114.0\n",
       "          Fremont County       41129.0   40222.0\n",
       "          Goshen County        13666.0   13383.0\n",
       "          Hot Springs County    4846.0    4741.0\n",
       "          Johnson County        8636.0    8552.0\n",
       "          Laramie County       97121.0   92271.0\n",
       "          Lincoln County       18722.0   17943.0\n",
       "          Natrona County       82178.0   75472.0\n",
       "          Niobrara County       2548.0    2475.0\n",
       "          Park County          29237.0   28259.0\n",
       "          Platte County         8812.0    8678.0\n",
       "          Sheridan County      30020.0   29146.0\n",
       "          Sublette County      10418.0    9899.0\n",
       "          Sweetwater County    45162.0   43593.0\n",
       "          Teton County         23125.0   21297.0\n",
       "          Uinta County         21102.0   20822.0\n",
       "          Washakie County       8545.0    8316.0\n",
       "          Weston County         7234.0    7065.0\n",
       "\n",
       "[3142 rows x 2 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.apply(min_max, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>SUMLEV</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>COUNTY</th>\n",
       "      <th>CENSUS2010POP</th>\n",
       "      <th>ESTIMATESBASE2010</th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>POPESTIMATE2011</th>\n",
       "      <th>POPESTIMATE2012</th>\n",
       "      <th>...</th>\n",
       "      <th>RDOMESTICMIG2013</th>\n",
       "      <th>RDOMESTICMIG2014</th>\n",
       "      <th>RDOMESTICMIG2015</th>\n",
       "      <th>RNETMIG2011</th>\n",
       "      <th>RNETMIG2012</th>\n",
       "      <th>RNETMIG2013</th>\n",
       "      <th>RNETMIG2014</th>\n",
       "      <th>RNETMIG2015</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STNAME</th>\n",
       "      <th>CTYNAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"30\" valign=\"top\">Alabama</th>\n",
       "      <th>Autauga County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>54660.0</td>\n",
       "      <td>55253.0</td>\n",
       "      <td>55175.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.012349</td>\n",
       "      <td>2.265971</td>\n",
       "      <td>-2.530799</td>\n",
       "      <td>7.606016</td>\n",
       "      <td>-2.626146</td>\n",
       "      <td>-2.722002</td>\n",
       "      <td>2.592270</td>\n",
       "      <td>-2.187333</td>\n",
       "      <td>55347.0</td>\n",
       "      <td>54660.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baldwin County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>182265.0</td>\n",
       "      <td>182265.0</td>\n",
       "      <td>183193.0</td>\n",
       "      <td>186659.0</td>\n",
       "      <td>190396.0</td>\n",
       "      <td>...</td>\n",
       "      <td>21.845705</td>\n",
       "      <td>19.243287</td>\n",
       "      <td>17.197872</td>\n",
       "      <td>15.844176</td>\n",
       "      <td>18.559627</td>\n",
       "      <td>22.727626</td>\n",
       "      <td>20.317142</td>\n",
       "      <td>18.293499</td>\n",
       "      <td>203709.0</td>\n",
       "      <td>183193.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Barbour County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>27457.0</td>\n",
       "      <td>27457.0</td>\n",
       "      <td>27341.0</td>\n",
       "      <td>27226.0</td>\n",
       "      <td>27159.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.056824</td>\n",
       "      <td>-3.904217</td>\n",
       "      <td>-10.543299</td>\n",
       "      <td>-4.874741</td>\n",
       "      <td>-2.758113</td>\n",
       "      <td>-7.167664</td>\n",
       "      <td>-3.978583</td>\n",
       "      <td>-10.543299</td>\n",
       "      <td>27341.0</td>\n",
       "      <td>26489.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bibb County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>22915.0</td>\n",
       "      <td>22919.0</td>\n",
       "      <td>22861.0</td>\n",
       "      <td>22733.0</td>\n",
       "      <td>22642.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.201001</td>\n",
       "      <td>-0.177537</td>\n",
       "      <td>0.177258</td>\n",
       "      <td>-5.088389</td>\n",
       "      <td>-4.363636</td>\n",
       "      <td>-5.403729</td>\n",
       "      <td>0.754533</td>\n",
       "      <td>1.107861</td>\n",
       "      <td>22861.0</td>\n",
       "      <td>22512.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blount County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>57322.0</td>\n",
       "      <td>57322.0</td>\n",
       "      <td>57373.0</td>\n",
       "      <td>57711.0</td>\n",
       "      <td>57776.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.748766</td>\n",
       "      <td>-2.062535</td>\n",
       "      <td>-1.369970</td>\n",
       "      <td>1.859511</td>\n",
       "      <td>-0.848580</td>\n",
       "      <td>-1.402476</td>\n",
       "      <td>-1.577232</td>\n",
       "      <td>-0.884411</td>\n",
       "      <td>57776.0</td>\n",
       "      <td>57373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bullock County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10914.0</td>\n",
       "      <td>10915.0</td>\n",
       "      <td>10887.0</td>\n",
       "      <td>10629.0</td>\n",
       "      <td>10606.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.130263</td>\n",
       "      <td>14.354290</td>\n",
       "      <td>-16.167247</td>\n",
       "      <td>-29.001673</td>\n",
       "      <td>-2.825524</td>\n",
       "      <td>1.507017</td>\n",
       "      <td>17.243790</td>\n",
       "      <td>-13.193961</td>\n",
       "      <td>10887.0</td>\n",
       "      <td>10606.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Butler County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>20947.0</td>\n",
       "      <td>20946.0</td>\n",
       "      <td>20944.0</td>\n",
       "      <td>20673.0</td>\n",
       "      <td>20408.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.655413</td>\n",
       "      <td>1.085428</td>\n",
       "      <td>-6.529805</td>\n",
       "      <td>-13.936612</td>\n",
       "      <td>-11.586865</td>\n",
       "      <td>-5.557058</td>\n",
       "      <td>1.184103</td>\n",
       "      <td>-6.430868</td>\n",
       "      <td>20944.0</td>\n",
       "      <td>20154.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calhoun County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>118572.0</td>\n",
       "      <td>118586.0</td>\n",
       "      <td>118437.0</td>\n",
       "      <td>117768.0</td>\n",
       "      <td>117286.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.524649</td>\n",
       "      <td>-4.463211</td>\n",
       "      <td>-3.376322</td>\n",
       "      <td>-5.791579</td>\n",
       "      <td>-4.092677</td>\n",
       "      <td>-5.062836</td>\n",
       "      <td>-3.912834</td>\n",
       "      <td>-2.806406</td>\n",
       "      <td>118437.0</td>\n",
       "      <td>115620.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chambers County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>34215.0</td>\n",
       "      <td>34170.0</td>\n",
       "      <td>34098.0</td>\n",
       "      <td>33993.0</td>\n",
       "      <td>34075.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.872721</td>\n",
       "      <td>-2.287222</td>\n",
       "      <td>1.349468</td>\n",
       "      <td>-1.821092</td>\n",
       "      <td>4.701181</td>\n",
       "      <td>3.781439</td>\n",
       "      <td>-1.290228</td>\n",
       "      <td>2.346901</td>\n",
       "      <td>34153.0</td>\n",
       "      <td>33993.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cherokee County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>25989.0</td>\n",
       "      <td>25986.0</td>\n",
       "      <td>25976.0</td>\n",
       "      <td>26080.0</td>\n",
       "      <td>26023.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.488706</td>\n",
       "      <td>-0.076806</td>\n",
       "      <td>-3.239866</td>\n",
       "      <td>6.416167</td>\n",
       "      <td>1.420264</td>\n",
       "      <td>5.757384</td>\n",
       "      <td>0.230419</td>\n",
       "      <td>-2.931307</td>\n",
       "      <td>26084.0</td>\n",
       "      <td>25859.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chilton County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>43643.0</td>\n",
       "      <td>43631.0</td>\n",
       "      <td>43665.0</td>\n",
       "      <td>43739.0</td>\n",
       "      <td>43697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.480044</td>\n",
       "      <td>0.456017</td>\n",
       "      <td>-2.253483</td>\n",
       "      <td>-0.823761</td>\n",
       "      <td>-2.447504</td>\n",
       "      <td>0.868651</td>\n",
       "      <td>0.957636</td>\n",
       "      <td>-1.752709</td>\n",
       "      <td>43943.0</td>\n",
       "      <td>43665.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Choctaw County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>13859.0</td>\n",
       "      <td>13858.0</td>\n",
       "      <td>13841.0</td>\n",
       "      <td>13593.0</td>\n",
       "      <td>13543.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "      <td>-15.528177</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "      <td>13841.0</td>\n",
       "      <td>13170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clarke County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>25833.0</td>\n",
       "      <td>25840.0</td>\n",
       "      <td>25767.0</td>\n",
       "      <td>25570.0</td>\n",
       "      <td>25144.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.318345</td>\n",
       "      <td>-8.686428</td>\n",
       "      <td>-5.613667</td>\n",
       "      <td>-6.077488</td>\n",
       "      <td>-17.509958</td>\n",
       "      <td>-0.159172</td>\n",
       "      <td>-8.486280</td>\n",
       "      <td>-5.411736</td>\n",
       "      <td>25767.0</td>\n",
       "      <td>24675.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Clay County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>13932.0</td>\n",
       "      <td>13932.0</td>\n",
       "      <td>13880.0</td>\n",
       "      <td>13670.0</td>\n",
       "      <td>13456.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.902871</td>\n",
       "      <td>5.702648</td>\n",
       "      <td>3.912450</td>\n",
       "      <td>-10.816697</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.977157</td>\n",
       "      <td>5.776708</td>\n",
       "      <td>3.986270</td>\n",
       "      <td>13880.0</td>\n",
       "      <td>13456.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cleburne County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>14972.0</td>\n",
       "      <td>14972.0</td>\n",
       "      <td>14973.0</td>\n",
       "      <td>14971.0</td>\n",
       "      <td>14921.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "      <td>15072.0</td>\n",
       "      <td>14921.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coffee County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>49948.0</td>\n",
       "      <td>49948.0</td>\n",
       "      <td>50177.0</td>\n",
       "      <td>50448.0</td>\n",
       "      <td>51173.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-13.146535</td>\n",
       "      <td>-3.602859</td>\n",
       "      <td>2.214774</td>\n",
       "      <td>2.166460</td>\n",
       "      <td>11.513368</td>\n",
       "      <td>-10.438741</td>\n",
       "      <td>-0.767822</td>\n",
       "      <td>5.350738</td>\n",
       "      <td>51211.0</td>\n",
       "      <td>50177.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colbert County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>54428.0</td>\n",
       "      <td>54428.0</td>\n",
       "      <td>54514.0</td>\n",
       "      <td>54443.0</td>\n",
       "      <td>54472.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.762390</td>\n",
       "      <td>1.835688</td>\n",
       "      <td>-0.110260</td>\n",
       "      <td>0.513964</td>\n",
       "      <td>1.469035</td>\n",
       "      <td>2.276420</td>\n",
       "      <td>2.533249</td>\n",
       "      <td>0.588052</td>\n",
       "      <td>54514.0</td>\n",
       "      <td>54354.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Conecuh County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>13228.0</td>\n",
       "      <td>13228.0</td>\n",
       "      <td>13208.0</td>\n",
       "      <td>13121.0</td>\n",
       "      <td>12996.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "      <td>13208.0</td>\n",
       "      <td>12662.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Coosa County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>11539.0</td>\n",
       "      <td>11758.0</td>\n",
       "      <td>11758.0</td>\n",
       "      <td>11348.0</td>\n",
       "      <td>11195.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.313831</td>\n",
       "      <td>-22.958017</td>\n",
       "      <td>-5.387581</td>\n",
       "      <td>-34.017138</td>\n",
       "      <td>-10.380162</td>\n",
       "      <td>-4.403703</td>\n",
       "      <td>-23.049483</td>\n",
       "      <td>-5.387581</td>\n",
       "      <td>11758.0</td>\n",
       "      <td>10724.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Covington County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>37765.0</td>\n",
       "      <td>37765.0</td>\n",
       "      <td>37796.0</td>\n",
       "      <td>38060.0</td>\n",
       "      <td>37818.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.740271</td>\n",
       "      <td>3.697932</td>\n",
       "      <td>-0.316945</td>\n",
       "      <td>6.881460</td>\n",
       "      <td>-4.559952</td>\n",
       "      <td>0.793147</td>\n",
       "      <td>3.750759</td>\n",
       "      <td>-0.264121</td>\n",
       "      <td>38060.0</td>\n",
       "      <td>37796.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crenshaw County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>13906.0</td>\n",
       "      <td>13906.0</td>\n",
       "      <td>13853.0</td>\n",
       "      <td>13896.0</td>\n",
       "      <td>13951.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.864936</td>\n",
       "      <td>3.084648</td>\n",
       "      <td>3.439504</td>\n",
       "      <td>2.666763</td>\n",
       "      <td>5.099293</td>\n",
       "      <td>-0.502098</td>\n",
       "      <td>4.734577</td>\n",
       "      <td>5.087600</td>\n",
       "      <td>13963.0</td>\n",
       "      <td>13853.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cullman County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>80406.0</td>\n",
       "      <td>80410.0</td>\n",
       "      <td>80473.0</td>\n",
       "      <td>80469.0</td>\n",
       "      <td>80374.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.071247</td>\n",
       "      <td>5.087142</td>\n",
       "      <td>7.915406</td>\n",
       "      <td>-1.031427</td>\n",
       "      <td>-0.634159</td>\n",
       "      <td>4.542916</td>\n",
       "      <td>5.593387</td>\n",
       "      <td>8.417777</td>\n",
       "      <td>82005.0</td>\n",
       "      <td>80374.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dale County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50251.0</td>\n",
       "      <td>50251.0</td>\n",
       "      <td>50358.0</td>\n",
       "      <td>50109.0</td>\n",
       "      <td>50324.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.236079</td>\n",
       "      <td>-11.979785</td>\n",
       "      <td>-5.107706</td>\n",
       "      <td>-9.575283</td>\n",
       "      <td>-0.776637</td>\n",
       "      <td>-12.640155</td>\n",
       "      <td>-9.503292</td>\n",
       "      <td>-1.998668</td>\n",
       "      <td>50358.0</td>\n",
       "      <td>49501.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dallas County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>43820.0</td>\n",
       "      <td>43820.0</td>\n",
       "      <td>43803.0</td>\n",
       "      <td>43178.0</td>\n",
       "      <td>42777.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-16.745678</td>\n",
       "      <td>-9.344789</td>\n",
       "      <td>-14.687232</td>\n",
       "      <td>-15.727573</td>\n",
       "      <td>-11.378047</td>\n",
       "      <td>-16.792849</td>\n",
       "      <td>-9.368689</td>\n",
       "      <td>-14.711389</td>\n",
       "      <td>43803.0</td>\n",
       "      <td>41131.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DeKalb County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>71109.0</td>\n",
       "      <td>71115.0</td>\n",
       "      <td>71142.0</td>\n",
       "      <td>71387.0</td>\n",
       "      <td>70942.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.748807</td>\n",
       "      <td>0.267830</td>\n",
       "      <td>0.028141</td>\n",
       "      <td>1.375159</td>\n",
       "      <td>-8.656001</td>\n",
       "      <td>-1.029539</td>\n",
       "      <td>1.198187</td>\n",
       "      <td>0.956790</td>\n",
       "      <td>71387.0</td>\n",
       "      <td>70869.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Elmore County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>79303.0</td>\n",
       "      <td>79296.0</td>\n",
       "      <td>79465.0</td>\n",
       "      <td>80012.0</td>\n",
       "      <td>80432.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.760531</td>\n",
       "      <td>-1.507057</td>\n",
       "      <td>2.067820</td>\n",
       "      <td>3.674511</td>\n",
       "      <td>1.558176</td>\n",
       "      <td>2.306047</td>\n",
       "      <td>-0.951175</td>\n",
       "      <td>2.757093</td>\n",
       "      <td>81468.0</td>\n",
       "      <td>79465.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Escambia County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>38319.0</td>\n",
       "      <td>38319.0</td>\n",
       "      <td>38309.0</td>\n",
       "      <td>38213.0</td>\n",
       "      <td>38034.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.822706</td>\n",
       "      <td>-1.189831</td>\n",
       "      <td>1.190902</td>\n",
       "      <td>-3.397716</td>\n",
       "      <td>-3.803428</td>\n",
       "      <td>-4.769999</td>\n",
       "      <td>-1.136950</td>\n",
       "      <td>1.243830</td>\n",
       "      <td>38309.0</td>\n",
       "      <td>37784.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Etowah County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>104430.0</td>\n",
       "      <td>104427.0</td>\n",
       "      <td>104442.0</td>\n",
       "      <td>104236.0</td>\n",
       "      <td>104235.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.931884</td>\n",
       "      <td>-1.726932</td>\n",
       "      <td>-2.082234</td>\n",
       "      <td>-0.632554</td>\n",
       "      <td>2.446383</td>\n",
       "      <td>-1.518596</td>\n",
       "      <td>-1.234901</td>\n",
       "      <td>-1.588308</td>\n",
       "      <td>104442.0</td>\n",
       "      <td>103057.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fayette County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>17241.0</td>\n",
       "      <td>17241.0</td>\n",
       "      <td>17231.0</td>\n",
       "      <td>17062.0</td>\n",
       "      <td>16960.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.725937</td>\n",
       "      <td>0.296745</td>\n",
       "      <td>-2.797536</td>\n",
       "      <td>-5.132243</td>\n",
       "      <td>-0.705426</td>\n",
       "      <td>-3.785079</td>\n",
       "      <td>0.237396</td>\n",
       "      <td>-2.857058</td>\n",
       "      <td>17231.0</td>\n",
       "      <td>16759.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Franklin County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>31704.0</td>\n",
       "      <td>31709.0</td>\n",
       "      <td>31734.0</td>\n",
       "      <td>31729.0</td>\n",
       "      <td>31648.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.043702</td>\n",
       "      <td>-1.267849</td>\n",
       "      <td>-2.401719</td>\n",
       "      <td>0.063029</td>\n",
       "      <td>-3.471291</td>\n",
       "      <td>-5.700261</td>\n",
       "      <td>1.553115</td>\n",
       "      <td>0.442422</td>\n",
       "      <td>31734.0</td>\n",
       "      <td>31507.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">Wisconsin</th>\n",
       "      <th>Washburn County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>15911.0</td>\n",
       "      <td>15911.0</td>\n",
       "      <td>15930.0</td>\n",
       "      <td>15784.0</td>\n",
       "      <td>15831.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.732724</td>\n",
       "      <td>3.510452</td>\n",
       "      <td>-5.123279</td>\n",
       "      <td>-6.747809</td>\n",
       "      <td>7.464811</td>\n",
       "      <td>-6.605691</td>\n",
       "      <td>3.638104</td>\n",
       "      <td>-4.995197</td>\n",
       "      <td>15930.0</td>\n",
       "      <td>15552.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>131887.0</td>\n",
       "      <td>131885.0</td>\n",
       "      <td>131967.0</td>\n",
       "      <td>132225.0</td>\n",
       "      <td>132649.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.215465</td>\n",
       "      <td>1.601149</td>\n",
       "      <td>-0.434498</td>\n",
       "      <td>-0.431504</td>\n",
       "      <td>1.162817</td>\n",
       "      <td>-1.763330</td>\n",
       "      <td>2.104796</td>\n",
       "      <td>0.059931</td>\n",
       "      <td>133674.0</td>\n",
       "      <td>131967.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waukesha County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>389891.0</td>\n",
       "      <td>389938.0</td>\n",
       "      <td>390076.0</td>\n",
       "      <td>390808.0</td>\n",
       "      <td>392710.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.038132</td>\n",
       "      <td>0.760109</td>\n",
       "      <td>-0.719858</td>\n",
       "      <td>0.102448</td>\n",
       "      <td>3.180527</td>\n",
       "      <td>1.189727</td>\n",
       "      <td>2.077633</td>\n",
       "      <td>0.593567</td>\n",
       "      <td>396488.0</td>\n",
       "      <td>390076.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waupaca County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>52410.0</td>\n",
       "      <td>52410.0</td>\n",
       "      <td>52422.0</td>\n",
       "      <td>52342.0</td>\n",
       "      <td>52035.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6.292687</td>\n",
       "      <td>-0.441031</td>\n",
       "      <td>-0.480617</td>\n",
       "      <td>3.359933</td>\n",
       "      <td>-2.011937</td>\n",
       "      <td>6.561277</td>\n",
       "      <td>-0.134227</td>\n",
       "      <td>-0.173022</td>\n",
       "      <td>52422.0</td>\n",
       "      <td>51945.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waushara County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>24496.0</td>\n",
       "      <td>24496.0</td>\n",
       "      <td>24506.0</td>\n",
       "      <td>24581.0</td>\n",
       "      <td>24484.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.097017</td>\n",
       "      <td>-4.906711</td>\n",
       "      <td>-4.397793</td>\n",
       "      <td>5.174486</td>\n",
       "      <td>-2.160399</td>\n",
       "      <td>-3.810226</td>\n",
       "      <td>-4.535615</td>\n",
       "      <td>-4.024395</td>\n",
       "      <td>24581.0</td>\n",
       "      <td>24033.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Winnebago County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>166994.0</td>\n",
       "      <td>166994.0</td>\n",
       "      <td>167059.0</td>\n",
       "      <td>167630.0</td>\n",
       "      <td>168717.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.833819</td>\n",
       "      <td>-2.406192</td>\n",
       "      <td>-4.557985</td>\n",
       "      <td>0.842573</td>\n",
       "      <td>3.502335</td>\n",
       "      <td>1.531624</td>\n",
       "      <td>-1.545153</td>\n",
       "      <td>-3.685304</td>\n",
       "      <td>169639.0</td>\n",
       "      <td>167059.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wood County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>74749.0</td>\n",
       "      <td>74749.0</td>\n",
       "      <td>74807.0</td>\n",
       "      <td>74647.0</td>\n",
       "      <td>74384.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.901200</td>\n",
       "      <td>-5.596471</td>\n",
       "      <td>-3.958322</td>\n",
       "      <td>-3.733590</td>\n",
       "      <td>-4.562809</td>\n",
       "      <td>-6.442917</td>\n",
       "      <td>-5.040889</td>\n",
       "      <td>-3.414223</td>\n",
       "      <td>74807.0</td>\n",
       "      <td>73435.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"23\" valign=\"top\">Wyoming</th>\n",
       "      <th>Albany County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36299.0</td>\n",
       "      <td>36299.0</td>\n",
       "      <td>36428.0</td>\n",
       "      <td>36908.0</td>\n",
       "      <td>37396.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.544634</td>\n",
       "      <td>-3.334877</td>\n",
       "      <td>-9.911169</td>\n",
       "      <td>6.736119</td>\n",
       "      <td>6.433032</td>\n",
       "      <td>0.719587</td>\n",
       "      <td>1.429233</td>\n",
       "      <td>-5.166460</td>\n",
       "      <td>37956.0</td>\n",
       "      <td>36428.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Big Horn County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11668.0</td>\n",
       "      <td>11668.0</td>\n",
       "      <td>11672.0</td>\n",
       "      <td>11745.0</td>\n",
       "      <td>11785.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16.815908</td>\n",
       "      <td>-8.026420</td>\n",
       "      <td>5.095861</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>3.144921</td>\n",
       "      <td>17.236306</td>\n",
       "      <td>-7.608378</td>\n",
       "      <td>5.513554</td>\n",
       "      <td>12022.0</td>\n",
       "      <td>11672.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Campbell County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>46133.0</td>\n",
       "      <td>46133.0</td>\n",
       "      <td>46244.0</td>\n",
       "      <td>46600.0</td>\n",
       "      <td>47881.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.895711</td>\n",
       "      <td>-8.550911</td>\n",
       "      <td>10.916963</td>\n",
       "      <td>-2.649606</td>\n",
       "      <td>15.558684</td>\n",
       "      <td>-5.916543</td>\n",
       "      <td>-8.509402</td>\n",
       "      <td>10.978525</td>\n",
       "      <td>49220.0</td>\n",
       "      <td>46244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Carbon County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>15885.0</td>\n",
       "      <td>15885.0</td>\n",
       "      <td>15837.0</td>\n",
       "      <td>15817.0</td>\n",
       "      <td>15678.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.178134</td>\n",
       "      <td>-2.970641</td>\n",
       "      <td>-23.300971</td>\n",
       "      <td>-7.392431</td>\n",
       "      <td>-12.636926</td>\n",
       "      <td>3.623073</td>\n",
       "      <td>-2.338590</td>\n",
       "      <td>-22.600668</td>\n",
       "      <td>15856.0</td>\n",
       "      <td>15559.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Converse County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13833.0</td>\n",
       "      <td>13833.0</td>\n",
       "      <td>13826.0</td>\n",
       "      <td>13728.0</td>\n",
       "      <td>14025.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.035533</td>\n",
       "      <td>-20.550587</td>\n",
       "      <td>-0.070403</td>\n",
       "      <td>-12.774915</td>\n",
       "      <td>16.502720</td>\n",
       "      <td>20.093063</td>\n",
       "      <td>-19.358233</td>\n",
       "      <td>1.126443</td>\n",
       "      <td>14343.0</td>\n",
       "      <td>13728.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crook County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7083.0</td>\n",
       "      <td>7083.0</td>\n",
       "      <td>7114.0</td>\n",
       "      <td>7129.0</td>\n",
       "      <td>7148.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.397819</td>\n",
       "      <td>6.378258</td>\n",
       "      <td>18.629317</td>\n",
       "      <td>-0.982939</td>\n",
       "      <td>-3.642222</td>\n",
       "      <td>2.096729</td>\n",
       "      <td>7.071547</td>\n",
       "      <td>19.309219</td>\n",
       "      <td>7444.0</td>\n",
       "      <td>7114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fremont County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>40123.0</td>\n",
       "      <td>40123.0</td>\n",
       "      <td>40222.0</td>\n",
       "      <td>40591.0</td>\n",
       "      <td>41129.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.990688</td>\n",
       "      <td>-12.331633</td>\n",
       "      <td>-13.673610</td>\n",
       "      <td>3.093562</td>\n",
       "      <td>8.027411</td>\n",
       "      <td>-4.747240</td>\n",
       "      <td>-12.013555</td>\n",
       "      <td>-13.352750</td>\n",
       "      <td>41129.0</td>\n",
       "      <td>40222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Goshen County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13249.0</td>\n",
       "      <td>13247.0</td>\n",
       "      <td>13408.0</td>\n",
       "      <td>13597.0</td>\n",
       "      <td>13666.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-8.079028</td>\n",
       "      <td>-7.017803</td>\n",
       "      <td>-11.899450</td>\n",
       "      <td>14.886132</td>\n",
       "      <td>4.841727</td>\n",
       "      <td>-6.903896</td>\n",
       "      <td>-5.761986</td>\n",
       "      <td>-10.635133</td>\n",
       "      <td>13666.0</td>\n",
       "      <td>13383.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Springs County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>4812.0</td>\n",
       "      <td>4812.0</td>\n",
       "      <td>4813.0</td>\n",
       "      <td>4818.0</td>\n",
       "      <td>4846.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.095336</td>\n",
       "      <td>-6.017222</td>\n",
       "      <td>-5.454164</td>\n",
       "      <td>5.191569</td>\n",
       "      <td>6.001656</td>\n",
       "      <td>2.888981</td>\n",
       "      <td>-6.224712</td>\n",
       "      <td>-5.663940</td>\n",
       "      <td>4846.0</td>\n",
       "      <td>4741.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Johnson County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>8569.0</td>\n",
       "      <td>8569.0</td>\n",
       "      <td>8581.0</td>\n",
       "      <td>8636.0</td>\n",
       "      <td>8610.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "      <td>5.227392</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "      <td>8636.0</td>\n",
       "      <td>8552.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Laramie County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>91738.0</td>\n",
       "      <td>91881.0</td>\n",
       "      <td>92271.0</td>\n",
       "      <td>92663.0</td>\n",
       "      <td>94894.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.787847</td>\n",
       "      <td>-1.226133</td>\n",
       "      <td>0.278940</td>\n",
       "      <td>-0.973320</td>\n",
       "      <td>17.914554</td>\n",
       "      <td>6.003143</td>\n",
       "      <td>-0.207819</td>\n",
       "      <td>1.673640</td>\n",
       "      <td>97121.0</td>\n",
       "      <td>92271.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lincoln County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>18106.0</td>\n",
       "      <td>18106.0</td>\n",
       "      <td>18091.0</td>\n",
       "      <td>18022.0</td>\n",
       "      <td>17943.0</td>\n",
       "      <td>...</td>\n",
       "      <td>13.564556</td>\n",
       "      <td>6.125989</td>\n",
       "      <td>1.555544</td>\n",
       "      <td>-9.691801</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.619696</td>\n",
       "      <td>6.234414</td>\n",
       "      <td>1.662823</td>\n",
       "      <td>18722.0</td>\n",
       "      <td>17943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Natrona County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>75450.0</td>\n",
       "      <td>75450.0</td>\n",
       "      <td>75472.0</td>\n",
       "      <td>76420.0</td>\n",
       "      <td>78699.0</td>\n",
       "      <td>...</td>\n",
       "      <td>24.322042</td>\n",
       "      <td>-0.958472</td>\n",
       "      <td>-0.061057</td>\n",
       "      <td>7.689674</td>\n",
       "      <td>23.749508</td>\n",
       "      <td>25.085233</td>\n",
       "      <td>-0.110593</td>\n",
       "      <td>0.793743</td>\n",
       "      <td>82178.0</td>\n",
       "      <td>75472.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niobrara County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2484.0</td>\n",
       "      <td>2484.0</td>\n",
       "      <td>2492.0</td>\n",
       "      <td>2485.0</td>\n",
       "      <td>2475.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "      <td>2548.0</td>\n",
       "      <td>2475.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Park County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>28205.0</td>\n",
       "      <td>28205.0</td>\n",
       "      <td>28259.0</td>\n",
       "      <td>28473.0</td>\n",
       "      <td>28863.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.641997</td>\n",
       "      <td>-9.252437</td>\n",
       "      <td>-2.878980</td>\n",
       "      <td>6.486639</td>\n",
       "      <td>11.127389</td>\n",
       "      <td>10.877797</td>\n",
       "      <td>-5.585731</td>\n",
       "      <td>0.856839</td>\n",
       "      <td>29237.0</td>\n",
       "      <td>28259.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Platte County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>8667.0</td>\n",
       "      <td>8667.0</td>\n",
       "      <td>8678.0</td>\n",
       "      <td>8701.0</td>\n",
       "      <td>8732.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.634593</td>\n",
       "      <td>6.055759</td>\n",
       "      <td>4.662270</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>4.933173</td>\n",
       "      <td>2.176403</td>\n",
       "      <td>5.598720</td>\n",
       "      <td>4.207414</td>\n",
       "      <td>8812.0</td>\n",
       "      <td>8678.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sheridan County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>29116.0</td>\n",
       "      <td>29116.0</td>\n",
       "      <td>29146.0</td>\n",
       "      <td>29275.0</td>\n",
       "      <td>29594.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.546373</td>\n",
       "      <td>3.678069</td>\n",
       "      <td>-3.298406</td>\n",
       "      <td>2.122524</td>\n",
       "      <td>9.342778</td>\n",
       "      <td>5.523001</td>\n",
       "      <td>4.781489</td>\n",
       "      <td>-2.198937</td>\n",
       "      <td>30020.0</td>\n",
       "      <td>29146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sublette County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>10247.0</td>\n",
       "      <td>10247.0</td>\n",
       "      <td>10244.0</td>\n",
       "      <td>10142.0</td>\n",
       "      <td>10418.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-40.870074</td>\n",
       "      <td>-16.596273</td>\n",
       "      <td>-22.870900</td>\n",
       "      <td>-21.092907</td>\n",
       "      <td>16.828794</td>\n",
       "      <td>-39.211861</td>\n",
       "      <td>-14.409938</td>\n",
       "      <td>-20.664059</td>\n",
       "      <td>10418.0</td>\n",
       "      <td>9899.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweetwater County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>43806.0</td>\n",
       "      <td>43806.0</td>\n",
       "      <td>43593.0</td>\n",
       "      <td>44041.0</td>\n",
       "      <td>45104.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.339774</td>\n",
       "      <td>-14.252889</td>\n",
       "      <td>-14.248864</td>\n",
       "      <td>1.255221</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.295460</td>\n",
       "      <td>-14.075283</td>\n",
       "      <td>-14.070195</td>\n",
       "      <td>45162.0</td>\n",
       "      <td>43593.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Teton County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>21294.0</td>\n",
       "      <td>21294.0</td>\n",
       "      <td>21297.0</td>\n",
       "      <td>21482.0</td>\n",
       "      <td>21697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.525929</td>\n",
       "      <td>14.143021</td>\n",
       "      <td>-0.564849</td>\n",
       "      <td>0.654527</td>\n",
       "      <td>2.408578</td>\n",
       "      <td>21.160658</td>\n",
       "      <td>16.308671</td>\n",
       "      <td>1.520747</td>\n",
       "      <td>23125.0</td>\n",
       "      <td>21297.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Uinta County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>21118.0</td>\n",
       "      <td>21118.0</td>\n",
       "      <td>21102.0</td>\n",
       "      <td>20912.0</td>\n",
       "      <td>20989.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.902954</td>\n",
       "      <td>-14.215862</td>\n",
       "      <td>-12.127022</td>\n",
       "      <td>-18.136812</td>\n",
       "      <td>-5.536861</td>\n",
       "      <td>-7.521840</td>\n",
       "      <td>-14.740608</td>\n",
       "      <td>-12.606351</td>\n",
       "      <td>21102.0</td>\n",
       "      <td>20822.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washakie County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>8533.0</td>\n",
       "      <td>8533.0</td>\n",
       "      <td>8545.0</td>\n",
       "      <td>8469.0</td>\n",
       "      <td>8443.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.013502</td>\n",
       "      <td>-17.781491</td>\n",
       "      <td>1.682288</td>\n",
       "      <td>-11.990126</td>\n",
       "      <td>-1.182592</td>\n",
       "      <td>-2.250385</td>\n",
       "      <td>-18.020168</td>\n",
       "      <td>1.441961</td>\n",
       "      <td>8545.0</td>\n",
       "      <td>8316.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weston County</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7208.0</td>\n",
       "      <td>7208.0</td>\n",
       "      <td>7181.0</td>\n",
       "      <td>7114.0</td>\n",
       "      <td>7065.0</td>\n",
       "      <td>...</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "      <td>-12.032179</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "      <td>7234.0</td>\n",
       "      <td>7065.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3142 rows × 100 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              SUMLEV  REGION  DIVISION  STATE  COUNTY  \\\n",
       "STNAME    CTYNAME                                                       \n",
       "Alabama   Autauga County        50.0     3.0       6.0    1.0     1.0   \n",
       "          Baldwin County        50.0     3.0       6.0    1.0     3.0   \n",
       "          Barbour County        50.0     3.0       6.0    1.0     5.0   \n",
       "          Bibb County           50.0     3.0       6.0    1.0     7.0   \n",
       "          Blount County         50.0     3.0       6.0    1.0     9.0   \n",
       "          Bullock County        50.0     3.0       6.0    1.0    11.0   \n",
       "          Butler County         50.0     3.0       6.0    1.0    13.0   \n",
       "          Calhoun County        50.0     3.0       6.0    1.0    15.0   \n",
       "          Chambers County       50.0     3.0       6.0    1.0    17.0   \n",
       "          Cherokee County       50.0     3.0       6.0    1.0    19.0   \n",
       "          Chilton County        50.0     3.0       6.0    1.0    21.0   \n",
       "          Choctaw County        50.0     3.0       6.0    1.0    23.0   \n",
       "          Clarke County         50.0     3.0       6.0    1.0    25.0   \n",
       "          Clay County           50.0     3.0       6.0    1.0    27.0   \n",
       "          Cleburne County       50.0     3.0       6.0    1.0    29.0   \n",
       "          Coffee County         50.0     3.0       6.0    1.0    31.0   \n",
       "          Colbert County        50.0     3.0       6.0    1.0    33.0   \n",
       "          Conecuh County        50.0     3.0       6.0    1.0    35.0   \n",
       "          Coosa County          50.0     3.0       6.0    1.0    37.0   \n",
       "          Covington County      50.0     3.0       6.0    1.0    39.0   \n",
       "          Crenshaw County       50.0     3.0       6.0    1.0    41.0   \n",
       "          Cullman County        50.0     3.0       6.0    1.0    43.0   \n",
       "          Dale County           50.0     3.0       6.0    1.0    45.0   \n",
       "          Dallas County         50.0     3.0       6.0    1.0    47.0   \n",
       "          DeKalb County         50.0     3.0       6.0    1.0    49.0   \n",
       "          Elmore County         50.0     3.0       6.0    1.0    51.0   \n",
       "          Escambia County       50.0     3.0       6.0    1.0    53.0   \n",
       "          Etowah County         50.0     3.0       6.0    1.0    55.0   \n",
       "          Fayette County        50.0     3.0       6.0    1.0    57.0   \n",
       "          Franklin County       50.0     3.0       6.0    1.0    59.0   \n",
       "...                              ...     ...       ...    ...     ...   \n",
       "Wisconsin Washburn County       50.0     2.0       3.0   55.0   129.0   \n",
       "          Washington County     50.0     2.0       3.0   55.0   131.0   \n",
       "          Waukesha County       50.0     2.0       3.0   55.0   133.0   \n",
       "          Waupaca County        50.0     2.0       3.0   55.0   135.0   \n",
       "          Waushara County       50.0     2.0       3.0   55.0   137.0   \n",
       "          Winnebago County      50.0     2.0       3.0   55.0   139.0   \n",
       "          Wood County           50.0     2.0       3.0   55.0   141.0   \n",
       "Wyoming   Albany County         50.0     4.0       8.0   56.0     1.0   \n",
       "          Big Horn County       50.0     4.0       8.0   56.0     3.0   \n",
       "          Campbell County       50.0     4.0       8.0   56.0     5.0   \n",
       "          Carbon County         50.0     4.0       8.0   56.0     7.0   \n",
       "          Converse County       50.0     4.0       8.0   56.0     9.0   \n",
       "          Crook County          50.0     4.0       8.0   56.0    11.0   \n",
       "          Fremont County        50.0     4.0       8.0   56.0    13.0   \n",
       "          Goshen County         50.0     4.0       8.0   56.0    15.0   \n",
       "          Hot Springs County    50.0     4.0       8.0   56.0    17.0   \n",
       "          Johnson County        50.0     4.0       8.0   56.0    19.0   \n",
       "          Laramie County        50.0     4.0       8.0   56.0    21.0   \n",
       "          Lincoln County        50.0     4.0       8.0   56.0    23.0   \n",
       "          Natrona County        50.0     4.0       8.0   56.0    25.0   \n",
       "          Niobrara County       50.0     4.0       8.0   56.0    27.0   \n",
       "          Park County           50.0     4.0       8.0   56.0    29.0   \n",
       "          Platte County         50.0     4.0       8.0   56.0    31.0   \n",
       "          Sheridan County       50.0     4.0       8.0   56.0    33.0   \n",
       "          Sublette County       50.0     4.0       8.0   56.0    35.0   \n",
       "          Sweetwater County     50.0     4.0       8.0   56.0    37.0   \n",
       "          Teton County          50.0     4.0       8.0   56.0    39.0   \n",
       "          Uinta County          50.0     4.0       8.0   56.0    41.0   \n",
       "          Washakie County       50.0     4.0       8.0   56.0    43.0   \n",
       "          Weston County         50.0     4.0       8.0   56.0    45.0   \n",
       "\n",
       "                              CENSUS2010POP  ESTIMATESBASE2010  \\\n",
       "STNAME    CTYNAME                                                \n",
       "Alabama   Autauga County            54571.0            54571.0   \n",
       "          Baldwin County           182265.0           182265.0   \n",
       "          Barbour County            27457.0            27457.0   \n",
       "          Bibb County               22915.0            22919.0   \n",
       "          Blount County             57322.0            57322.0   \n",
       "          Bullock County            10914.0            10915.0   \n",
       "          Butler County             20947.0            20946.0   \n",
       "          Calhoun County           118572.0           118586.0   \n",
       "          Chambers County           34215.0            34170.0   \n",
       "          Cherokee County           25989.0            25986.0   \n",
       "          Chilton County            43643.0            43631.0   \n",
       "          Choctaw County            13859.0            13858.0   \n",
       "          Clarke County             25833.0            25840.0   \n",
       "          Clay County               13932.0            13932.0   \n",
       "          Cleburne County           14972.0            14972.0   \n",
       "          Coffee County             49948.0            49948.0   \n",
       "          Colbert County            54428.0            54428.0   \n",
       "          Conecuh County            13228.0            13228.0   \n",
       "          Coosa County              11539.0            11758.0   \n",
       "          Covington County          37765.0            37765.0   \n",
       "          Crenshaw County           13906.0            13906.0   \n",
       "          Cullman County            80406.0            80410.0   \n",
       "          Dale County               50251.0            50251.0   \n",
       "          Dallas County             43820.0            43820.0   \n",
       "          DeKalb County             71109.0            71115.0   \n",
       "          Elmore County             79303.0            79296.0   \n",
       "          Escambia County           38319.0            38319.0   \n",
       "          Etowah County            104430.0           104427.0   \n",
       "          Fayette County            17241.0            17241.0   \n",
       "          Franklin County           31704.0            31709.0   \n",
       "...                                     ...                ...   \n",
       "Wisconsin Washburn County           15911.0            15911.0   \n",
       "          Washington County        131887.0           131885.0   \n",
       "          Waukesha County          389891.0           389938.0   \n",
       "          Waupaca County            52410.0            52410.0   \n",
       "          Waushara County           24496.0            24496.0   \n",
       "          Winnebago County         166994.0           166994.0   \n",
       "          Wood County               74749.0            74749.0   \n",
       "Wyoming   Albany County             36299.0            36299.0   \n",
       "          Big Horn County           11668.0            11668.0   \n",
       "          Campbell County           46133.0            46133.0   \n",
       "          Carbon County             15885.0            15885.0   \n",
       "          Converse County           13833.0            13833.0   \n",
       "          Crook County               7083.0             7083.0   \n",
       "          Fremont County            40123.0            40123.0   \n",
       "          Goshen County             13249.0            13247.0   \n",
       "          Hot Springs County         4812.0             4812.0   \n",
       "          Johnson County             8569.0             8569.0   \n",
       "          Laramie County            91738.0            91881.0   \n",
       "          Lincoln County            18106.0            18106.0   \n",
       "          Natrona County            75450.0            75450.0   \n",
       "          Niobrara County            2484.0             2484.0   \n",
       "          Park County               28205.0            28205.0   \n",
       "          Platte County              8667.0             8667.0   \n",
       "          Sheridan County           29116.0            29116.0   \n",
       "          Sublette County           10247.0            10247.0   \n",
       "          Sweetwater County         43806.0            43806.0   \n",
       "          Teton County              21294.0            21294.0   \n",
       "          Uinta County              21118.0            21118.0   \n",
       "          Washakie County            8533.0             8533.0   \n",
       "          Weston County              7208.0             7208.0   \n",
       "\n",
       "                              POPESTIMATE2010  POPESTIMATE2011  \\\n",
       "STNAME    CTYNAME                                                \n",
       "Alabama   Autauga County              54660.0          55253.0   \n",
       "          Baldwin County             183193.0         186659.0   \n",
       "          Barbour County              27341.0          27226.0   \n",
       "          Bibb County                 22861.0          22733.0   \n",
       "          Blount County               57373.0          57711.0   \n",
       "          Bullock County              10887.0          10629.0   \n",
       "          Butler County               20944.0          20673.0   \n",
       "          Calhoun County             118437.0         117768.0   \n",
       "          Chambers County             34098.0          33993.0   \n",
       "          Cherokee County             25976.0          26080.0   \n",
       "          Chilton County              43665.0          43739.0   \n",
       "          Choctaw County              13841.0          13593.0   \n",
       "          Clarke County               25767.0          25570.0   \n",
       "          Clay County                 13880.0          13670.0   \n",
       "          Cleburne County             14973.0          14971.0   \n",
       "          Coffee County               50177.0          50448.0   \n",
       "          Colbert County              54514.0          54443.0   \n",
       "          Conecuh County              13208.0          13121.0   \n",
       "          Coosa County                11758.0          11348.0   \n",
       "          Covington County            37796.0          38060.0   \n",
       "          Crenshaw County             13853.0          13896.0   \n",
       "          Cullman County              80473.0          80469.0   \n",
       "          Dale County                 50358.0          50109.0   \n",
       "          Dallas County               43803.0          43178.0   \n",
       "          DeKalb County               71142.0          71387.0   \n",
       "          Elmore County               79465.0          80012.0   \n",
       "          Escambia County             38309.0          38213.0   \n",
       "          Etowah County              104442.0         104236.0   \n",
       "          Fayette County              17231.0          17062.0   \n",
       "          Franklin County             31734.0          31729.0   \n",
       "...                                       ...              ...   \n",
       "Wisconsin Washburn County             15930.0          15784.0   \n",
       "          Washington County          131967.0         132225.0   \n",
       "          Waukesha County            390076.0         390808.0   \n",
       "          Waupaca County              52422.0          52342.0   \n",
       "          Waushara County             24506.0          24581.0   \n",
       "          Winnebago County           167059.0         167630.0   \n",
       "          Wood County                 74807.0          74647.0   \n",
       "Wyoming   Albany County               36428.0          36908.0   \n",
       "          Big Horn County             11672.0          11745.0   \n",
       "          Campbell County             46244.0          46600.0   \n",
       "          Carbon County               15837.0          15817.0   \n",
       "          Converse County             13826.0          13728.0   \n",
       "          Crook County                 7114.0           7129.0   \n",
       "          Fremont County              40222.0          40591.0   \n",
       "          Goshen County               13408.0          13597.0   \n",
       "          Hot Springs County           4813.0           4818.0   \n",
       "          Johnson County               8581.0           8636.0   \n",
       "          Laramie County              92271.0          92663.0   \n",
       "          Lincoln County              18091.0          18022.0   \n",
       "          Natrona County              75472.0          76420.0   \n",
       "          Niobrara County              2492.0           2485.0   \n",
       "          Park County                 28259.0          28473.0   \n",
       "          Platte County                8678.0           8701.0   \n",
       "          Sheridan County             29146.0          29275.0   \n",
       "          Sublette County             10244.0          10142.0   \n",
       "          Sweetwater County           43593.0          44041.0   \n",
       "          Teton County                21297.0          21482.0   \n",
       "          Uinta County                21102.0          20912.0   \n",
       "          Washakie County              8545.0           8469.0   \n",
       "          Weston County                7181.0           7114.0   \n",
       "\n",
       "                              POPESTIMATE2012    ...     RDOMESTICMIG2013  \\\n",
       "STNAME    CTYNAME                                ...                        \n",
       "Alabama   Autauga County              55175.0    ...            -3.012349   \n",
       "          Baldwin County             190396.0    ...            21.845705   \n",
       "          Barbour County              27159.0    ...            -7.056824   \n",
       "          Bibb County                 22642.0    ...            -6.201001   \n",
       "          Blount County               57776.0    ...            -1.748766   \n",
       "          Bullock County              10606.0    ...            -1.130263   \n",
       "          Butler County               20408.0    ...            -5.655413   \n",
       "          Calhoun County             117286.0    ...            -5.524649   \n",
       "          Chambers County             34075.0    ...             2.872721   \n",
       "          Cherokee County             26023.0    ...             5.488706   \n",
       "          Chilton County              43697.0    ...             0.480044   \n",
       "          Choctaw County              13543.0    ...            -8.766391   \n",
       "          Clarke County               25144.0    ...            -0.318345   \n",
       "          Clay County                 13456.0    ...             4.902871   \n",
       "          Cleburne County             14921.0    ...             7.345821   \n",
       "          Coffee County               51173.0    ...           -13.146535   \n",
       "          Colbert County              54472.0    ...             1.762390   \n",
       "          Conecuh County              12996.0    ...            -6.107224   \n",
       "          Coosa County                11195.0    ...            -4.313831   \n",
       "          Covington County            37818.0    ...             0.740271   \n",
       "          Crenshaw County             13951.0    ...            -1.864936   \n",
       "          Cullman County              80374.0    ...             4.071247   \n",
       "          Dale County                 50324.0    ...           -15.236079   \n",
       "          Dallas County               42777.0    ...           -16.745678   \n",
       "          DeKalb County               70942.0    ...            -1.748807   \n",
       "          Elmore County               80432.0    ...             1.760531   \n",
       "          Escambia County             38034.0    ...            -4.822706   \n",
       "          Etowah County              104235.0    ...            -1.931884   \n",
       "          Fayette County              16960.0    ...            -3.725937   \n",
       "          Franklin County             31648.0    ...            -8.043702   \n",
       "...                                       ...    ...                  ...   \n",
       "Wisconsin Washburn County             15831.0    ...            -6.732724   \n",
       "          Washington County          132649.0    ...            -2.215465   \n",
       "          Waukesha County            392710.0    ...             0.038132   \n",
       "          Waupaca County              52035.0    ...             6.292687   \n",
       "          Waushara County             24484.0    ...            -4.097017   \n",
       "          Winnebago County           168717.0    ...             0.833819   \n",
       "          Wood County                 74384.0    ...            -6.901200   \n",
       "Wyoming   Albany County               37396.0    ...            -3.544634   \n",
       "          Big Horn County             11785.0    ...            16.815908   \n",
       "          Campbell County             47881.0    ...            -5.895711   \n",
       "          Carbon County               15678.0    ...             3.178134   \n",
       "          Converse County             14025.0    ...            19.035533   \n",
       "          Crook County                 7148.0    ...             1.397819   \n",
       "          Fremont County              41129.0    ...            -4.990688   \n",
       "          Goshen County               13666.0    ...            -8.079028   \n",
       "          Hot Springs County           4846.0    ...             3.095336   \n",
       "          Johnson County               8610.0    ...            -0.812583   \n",
       "          Laramie County              94894.0    ...             4.787847   \n",
       "          Lincoln County              17943.0    ...            13.564556   \n",
       "          Natrona County              78699.0    ...            24.322042   \n",
       "          Niobrara County              2475.0    ...            29.066295   \n",
       "          Park County                 28863.0    ...             7.641997   \n",
       "          Platte County                8732.0    ...             2.634593   \n",
       "          Sheridan County             29594.0    ...             4.546373   \n",
       "          Sublette County             10418.0    ...           -40.870074   \n",
       "          Sweetwater County           45104.0    ...            -5.339774   \n",
       "          Teton County                21697.0    ...            19.525929   \n",
       "          Uinta County                20989.0    ...            -6.902954   \n",
       "          Washakie County              8443.0    ...            -2.013502   \n",
       "          Weston County                7065.0    ...            12.372583   \n",
       "\n",
       "                              RDOMESTICMIG2014  RDOMESTICMIG2015  RNETMIG2011  \\\n",
       "STNAME    CTYNAME                                                               \n",
       "Alabama   Autauga County              2.265971         -2.530799     7.606016   \n",
       "          Baldwin County             19.243287         17.197872    15.844176   \n",
       "          Barbour County             -3.904217        -10.543299    -4.874741   \n",
       "          Bibb County                -0.177537          0.177258    -5.088389   \n",
       "          Blount County              -2.062535         -1.369970     1.859511   \n",
       "          Bullock County             14.354290        -16.167247   -29.001673   \n",
       "          Butler County               1.085428         -6.529805   -13.936612   \n",
       "          Calhoun County             -4.463211         -3.376322    -5.791579   \n",
       "          Chambers County            -2.287222          1.349468    -1.821092   \n",
       "          Cherokee County            -0.076806         -3.239866     6.416167   \n",
       "          Chilton County              0.456017         -2.253483    -0.823761   \n",
       "          Choctaw County             -1.274984         -5.291205   -15.528177   \n",
       "          Clarke County              -8.686428         -5.613667    -6.077488   \n",
       "          Clay County                 5.702648          3.912450   -10.816697   \n",
       "          Cleburne County             3.654485         -3.123961    -3.673524   \n",
       "          Coffee County              -3.602859          2.214774     2.166460   \n",
       "          Colbert County              1.835688         -0.110260     0.513964   \n",
       "          Conecuh County            -14.645416          2.684140    -4.861559   \n",
       "          Coosa County              -22.958017         -5.387581   -34.017138   \n",
       "          Covington County            3.697932         -0.316945     6.881460   \n",
       "          Crenshaw County             3.084648          3.439504     2.666763   \n",
       "          Cullman County              5.087142          7.915406    -1.031427   \n",
       "          Dale County               -11.979785         -5.107706    -9.575283   \n",
       "          Dallas County              -9.344789        -14.687232   -15.727573   \n",
       "          DeKalb County               0.267830          0.028141     1.375159   \n",
       "          Elmore County              -1.507057          2.067820     3.674511   \n",
       "          Escambia County            -1.189831          1.190902    -3.397716   \n",
       "          Etowah County              -1.726932         -2.082234    -0.632554   \n",
       "          Fayette County              0.296745         -2.797536    -5.132243   \n",
       "          Franklin County            -1.267849         -2.401719     0.063029   \n",
       "...                                        ...               ...          ...   \n",
       "Wisconsin Washburn County             3.510452         -5.123279    -6.747809   \n",
       "          Washington County           1.601149         -0.434498    -0.431504   \n",
       "          Waukesha County             0.760109         -0.719858     0.102448   \n",
       "          Waupaca County             -0.441031         -0.480617     3.359933   \n",
       "          Waushara County            -4.906711         -4.397793     5.174486   \n",
       "          Winnebago County           -2.406192         -4.557985     0.842573   \n",
       "          Wood County                -5.596471         -3.958322    -3.733590   \n",
       "Wyoming   Albany County              -3.334877         -9.911169     6.736119   \n",
       "          Big Horn County            -8.026420          5.095861     4.868258   \n",
       "          Campbell County            -8.550911         10.916963    -2.649606   \n",
       "          Carbon County              -2.970641        -23.300971    -7.392431   \n",
       "          Converse County           -20.550587         -0.070403   -12.774915   \n",
       "          Crook County                6.378258         18.629317    -0.982939   \n",
       "          Fremont County            -12.331633        -13.673610     3.093562   \n",
       "          Goshen County              -7.017803        -11.899450    14.886132   \n",
       "          Hot Springs County         -6.017222         -5.454164     5.191569   \n",
       "          Johnson County            -10.715742          0.933652     5.227392   \n",
       "          Laramie County             -1.226133          0.278940    -0.973320   \n",
       "          Lincoln County              6.125989          1.555544    -9.691801   \n",
       "          Natrona County             -0.958472         -0.061057     7.689674   \n",
       "          Niobrara County           -12.603387          7.492114    -0.401849   \n",
       "          Park County                -9.252437         -2.878980     6.486639   \n",
       "          Platte County               6.055759          4.662270     4.373094   \n",
       "          Sheridan County             3.678069         -3.298406     2.122524   \n",
       "          Sublette County           -16.596273        -22.870900   -21.092907   \n",
       "          Sweetwater County         -14.252889        -14.248864     1.255221   \n",
       "          Teton County               14.143021         -0.564849     0.654527   \n",
       "          Uinta County              -14.215862        -12.127022   -18.136812   \n",
       "          Washakie County           -17.781491          1.682288   -11.990126   \n",
       "          Weston County               1.533635          6.935294   -12.032179   \n",
       "\n",
       "                              RNETMIG2012  RNETMIG2013  RNETMIG2014  \\\n",
       "STNAME    CTYNAME                                                     \n",
       "Alabama   Autauga County        -2.626146    -2.722002     2.592270   \n",
       "          Baldwin County        18.559627    22.727626    20.317142   \n",
       "          Barbour County        -2.758113    -7.167664    -3.978583   \n",
       "          Bibb County           -4.363636    -5.403729     0.754533   \n",
       "          Blount County         -0.848580    -1.402476    -1.577232   \n",
       "          Bullock County        -2.825524     1.507017    17.243790   \n",
       "          Butler County        -11.586865    -5.557058     1.184103   \n",
       "          Calhoun County        -4.092677    -5.062836    -3.912834   \n",
       "          Chambers County        4.701181     3.781439    -1.290228   \n",
       "          Cherokee County        1.420264     5.757384     0.230419   \n",
       "          Chilton County        -2.447504     0.868651     0.957636   \n",
       "          Choctaw County        -0.737028    -8.766391    -1.274984   \n",
       "          Clarke County        -17.509958    -0.159172    -8.486280   \n",
       "          Clay County          -13.345130     4.977157     5.776708   \n",
       "          Cleburne County       -5.151880     7.345821     3.654485   \n",
       "          Coffee County         11.513368   -10.438741    -0.767822   \n",
       "          Colbert County         1.469035     2.276420     2.533249   \n",
       "          Conecuh County        -7.504690    -6.107224   -14.645416   \n",
       "          Coosa County         -10.380162    -4.403703   -23.049483   \n",
       "          Covington County      -4.559952     0.793147     3.750759   \n",
       "          Crenshaw County        5.099293    -0.502098     4.734577   \n",
       "          Cullman County        -0.634159     4.542916     5.593387   \n",
       "          Dale County           -0.776637   -12.640155    -9.503292   \n",
       "          Dallas County        -11.378047   -16.792849    -9.368689   \n",
       "          DeKalb County         -8.656001    -1.029539     1.198187   \n",
       "          Elmore County          1.558176     2.306047    -0.951175   \n",
       "          Escambia County       -3.803428    -4.769999    -1.136950   \n",
       "          Etowah County          2.446383    -1.518596    -1.234901   \n",
       "          Fayette County        -0.705426    -3.785079     0.237396   \n",
       "          Franklin County       -3.471291    -5.700261     1.553115   \n",
       "...                                   ...          ...          ...   \n",
       "Wisconsin Washburn County        7.464811    -6.605691     3.638104   \n",
       "          Washington County      1.162817    -1.763330     2.104796   \n",
       "          Waukesha County        3.180527     1.189727     2.077633   \n",
       "          Waupaca County        -2.011937     6.561277    -0.134227   \n",
       "          Waushara County       -2.160399    -3.810226    -4.535615   \n",
       "          Winnebago County       3.502335     1.531624    -1.545153   \n",
       "          Wood County           -4.562809    -6.442917    -5.040889   \n",
       "Wyoming   Albany County          6.433032     0.719587     1.429233   \n",
       "          Big Horn County        3.144921    17.236306    -7.608378   \n",
       "          Campbell County       15.558684    -5.916543    -8.509402   \n",
       "          Carbon County        -12.636926     3.623073    -2.338590   \n",
       "          Converse County       16.502720    20.093063   -19.358233   \n",
       "          Crook County          -3.642222     2.096729     7.071547   \n",
       "          Fremont County         8.027411    -4.747240   -12.013555   \n",
       "          Goshen County          4.841727    -6.903896    -5.761986   \n",
       "          Hot Springs County     6.001656     2.888981    -6.224712   \n",
       "          Johnson County        -4.058912    -0.812583   -10.715742   \n",
       "          Laramie County        17.914554     6.003143    -0.207819   \n",
       "          Lincoln County       -11.566801    13.619696     6.234414   \n",
       "          Natrona County        23.749508    25.085233    -0.110593   \n",
       "          Niobrara County        0.806452    29.066295   -12.603387   \n",
       "          Park County           11.127389    10.877797    -5.585731   \n",
       "          Platte County          4.933173     2.176403     5.598720   \n",
       "          Sheridan County        9.342778     5.523001     4.781489   \n",
       "          Sublette County       16.828794   -39.211861   -14.409938   \n",
       "          Sweetwater County     16.243199    -5.295460   -14.075283   \n",
       "          Teton County           2.408578    21.160658    16.308671   \n",
       "          Uinta County          -5.536861    -7.521840   -14.740608   \n",
       "          Washakie County       -1.182592    -2.250385   -18.020168   \n",
       "          Weston County         -8.040059    12.372583     1.533635   \n",
       "\n",
       "                              RNETMIG2015       max       min  \n",
       "STNAME    CTYNAME                                              \n",
       "Alabama   Autauga County        -2.187333   55347.0   54660.0  \n",
       "          Baldwin County        18.293499  203709.0  183193.0  \n",
       "          Barbour County       -10.543299   27341.0   26489.0  \n",
       "          Bibb County            1.107861   22861.0   22512.0  \n",
       "          Blount County         -0.884411   57776.0   57373.0  \n",
       "          Bullock County       -13.193961   10887.0   10606.0  \n",
       "          Butler County         -6.430868   20944.0   20154.0  \n",
       "          Calhoun County        -2.806406  118437.0  115620.0  \n",
       "          Chambers County        2.346901   34153.0   33993.0  \n",
       "          Cherokee County       -2.931307   26084.0   25859.0  \n",
       "          Chilton County        -1.752709   43943.0   43665.0  \n",
       "          Choctaw County        -5.291205   13841.0   13170.0  \n",
       "          Clarke County         -5.411736   25767.0   24675.0  \n",
       "          Clay County            3.986270   13880.0   13456.0  \n",
       "          Cleburne County       -3.123961   15072.0   14921.0  \n",
       "          Coffee County          5.350738   51211.0   50177.0  \n",
       "          Colbert County         0.588052   54514.0   54354.0  \n",
       "          Conecuh County         2.684140   13208.0   12662.0  \n",
       "          Coosa County          -5.387581   11758.0   10724.0  \n",
       "          Covington County      -0.264121   38060.0   37796.0  \n",
       "          Crenshaw County        5.087600   13963.0   13853.0  \n",
       "          Cullman County         8.417777   82005.0   80374.0  \n",
       "          Dale County           -1.998668   50358.0   49501.0  \n",
       "          Dallas County        -14.711389   43803.0   41131.0  \n",
       "          DeKalb County          0.956790   71387.0   70869.0  \n",
       "          Elmore County          2.757093   81468.0   79465.0  \n",
       "          Escambia County        1.243830   38309.0   37784.0  \n",
       "          Etowah County         -1.588308  104442.0  103057.0  \n",
       "          Fayette County        -2.857058   17231.0   16759.0  \n",
       "          Franklin County        0.442422   31734.0   31507.0  \n",
       "...                                   ...       ...       ...  \n",
       "Wisconsin Washburn County       -4.995197   15930.0   15552.0  \n",
       "          Washington County      0.059931  133674.0  131967.0  \n",
       "          Waukesha County        0.593567  396488.0  390076.0  \n",
       "          Waupaca County        -0.173022   52422.0   51945.0  \n",
       "          Waushara County       -4.024395   24581.0   24033.0  \n",
       "          Winnebago County      -3.685304  169639.0  167059.0  \n",
       "          Wood County           -3.414223   74807.0   73435.0  \n",
       "Wyoming   Albany County         -5.166460   37956.0   36428.0  \n",
       "          Big Horn County        5.513554   12022.0   11672.0  \n",
       "          Campbell County       10.978525   49220.0   46244.0  \n",
       "          Carbon County        -22.600668   15856.0   15559.0  \n",
       "          Converse County        1.126443   14343.0   13728.0  \n",
       "          Crook County          19.309219    7444.0    7114.0  \n",
       "          Fremont County       -13.352750   41129.0   40222.0  \n",
       "          Goshen County        -10.635133   13666.0   13383.0  \n",
       "          Hot Springs County    -5.663940    4846.0    4741.0  \n",
       "          Johnson County         0.933652    8636.0    8552.0  \n",
       "          Laramie County         1.673640   97121.0   92271.0  \n",
       "          Lincoln County         1.662823   18722.0   17943.0  \n",
       "          Natrona County         0.793743   82178.0   75472.0  \n",
       "          Niobrara County        7.492114    2548.0    2475.0  \n",
       "          Park County            0.856839   29237.0   28259.0  \n",
       "          Platte County          4.207414    8812.0    8678.0  \n",
       "          Sheridan County       -2.198937   30020.0   29146.0  \n",
       "          Sublette County      -20.664059   10418.0    9899.0  \n",
       "          Sweetwater County    -14.070195   45162.0   43593.0  \n",
       "          Teton County           1.520747   23125.0   21297.0  \n",
       "          Uinta County         -12.606351   21102.0   20822.0  \n",
       "          Washakie County        1.441961    8545.0    8316.0  \n",
       "          Weston County          6.935294    7234.0    7065.0  \n",
       "\n",
       "[3142 rows x 100 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "def min_max(row):\n",
    "    data = row[['POPESTIMATE2010',\n",
    "                'POPESTIMATE2011',\n",
    "                'POPESTIMATE2012',\n",
    "                'POPESTIMATE2013',\n",
    "                'POPESTIMATE2014',\n",
    "                'POPESTIMATE2015']]\n",
    "    row['max'] = np.max(data)\n",
    "    row['min'] = np.min(data)\n",
    "    return row\n",
    "df.apply(min_max, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "STNAME     CTYNAME           \n",
       "Alabama    Autauga County         55347.0\n",
       "           Baldwin County        203709.0\n",
       "           Barbour County         27341.0\n",
       "           Bibb County            22861.0\n",
       "           Blount County          57776.0\n",
       "           Bullock County         10887.0\n",
       "           Butler County          20944.0\n",
       "           Calhoun County        118437.0\n",
       "           Chambers County        34153.0\n",
       "           Cherokee County        26084.0\n",
       "           Chilton County         43943.0\n",
       "           Choctaw County         13841.0\n",
       "           Clarke County          25767.0\n",
       "           Clay County            13880.0\n",
       "           Cleburne County        15072.0\n",
       "           Coffee County          51211.0\n",
       "           Colbert County         54514.0\n",
       "           Conecuh County         13208.0\n",
       "           Coosa County           11758.0\n",
       "           Covington County       38060.0\n",
       "           Crenshaw County        13963.0\n",
       "           Cullman County         82005.0\n",
       "           Dale County            50358.0\n",
       "           Dallas County          43803.0\n",
       "           DeKalb County          71387.0\n",
       "           Elmore County          81468.0\n",
       "           Escambia County        38309.0\n",
       "           Etowah County         104442.0\n",
       "           Fayette County         17231.0\n",
       "           Franklin County        31734.0\n",
       "                                   ...   \n",
       "Wisconsin  Washburn County        15930.0\n",
       "           Washington County     133674.0\n",
       "           Waukesha County       396488.0\n",
       "           Waupaca County         52422.0\n",
       "           Waushara County        24581.0\n",
       "           Winnebago County      169639.0\n",
       "           Wood County            74807.0\n",
       "Wyoming    Albany County          37956.0\n",
       "           Big Horn County        12022.0\n",
       "           Campbell County        49220.0\n",
       "           Carbon County          15856.0\n",
       "           Converse County        14343.0\n",
       "           Crook County            7444.0\n",
       "           Fremont County         41129.0\n",
       "           Goshen County          13666.0\n",
       "           Hot Springs County      4846.0\n",
       "           Johnson County          8636.0\n",
       "           Laramie County         97121.0\n",
       "           Lincoln County         18722.0\n",
       "           Natrona County         82178.0\n",
       "           Niobrara County         2548.0\n",
       "           Park County            29237.0\n",
       "           Platte County           8812.0\n",
       "           Sheridan County        30020.0\n",
       "           Sublette County        10418.0\n",
       "           Sweetwater County      45162.0\n",
       "           Teton County           23125.0\n",
       "           Uinta County           21102.0\n",
       "           Washakie County         8545.0\n",
       "           Weston County           7234.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows = ['POPESTIMATE2010',\n",
    "        'POPESTIMATE2011',\n",
    "        'POPESTIMATE2012',\n",
    "        'POPESTIMATE2013',\n",
    "        'POPESTIMATE2014',\n",
    "        'POPESTIMATE2015']\n",
    "df.apply(lambda x: np.max(x[rows]), axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Group by"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SUMLEV</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>COUNTY</th>\n",
       "      <th>STNAME</th>\n",
       "      <th>CTYNAME</th>\n",
       "      <th>CENSUS2010POP</th>\n",
       "      <th>ESTIMATESBASE2010</th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>...</th>\n",
       "      <th>RDOMESTICMIG2011</th>\n",
       "      <th>RDOMESTICMIG2012</th>\n",
       "      <th>RDOMESTICMIG2013</th>\n",
       "      <th>RDOMESTICMIG2014</th>\n",
       "      <th>RDOMESTICMIG2015</th>\n",
       "      <th>RNETMIG2011</th>\n",
       "      <th>RNETMIG2012</th>\n",
       "      <th>RNETMIG2013</th>\n",
       "      <th>RNETMIG2014</th>\n",
       "      <th>RNETMIG2015</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Autauga County</td>\n",
       "      <td>54571</td>\n",
       "      <td>54571</td>\n",
       "      <td>54660</td>\n",
       "      <td>...</td>\n",
       "      <td>7.242091</td>\n",
       "      <td>-2.915927</td>\n",
       "      <td>-3.012349</td>\n",
       "      <td>2.265971</td>\n",
       "      <td>-2.530799</td>\n",
       "      <td>7.606016</td>\n",
       "      <td>-2.626146</td>\n",
       "      <td>-2.722002</td>\n",
       "      <td>2.592270</td>\n",
       "      <td>-2.187333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Baldwin County</td>\n",
       "      <td>182265</td>\n",
       "      <td>182265</td>\n",
       "      <td>183193</td>\n",
       "      <td>...</td>\n",
       "      <td>14.832960</td>\n",
       "      <td>17.647293</td>\n",
       "      <td>21.845705</td>\n",
       "      <td>19.243287</td>\n",
       "      <td>17.197872</td>\n",
       "      <td>15.844176</td>\n",
       "      <td>18.559627</td>\n",
       "      <td>22.727626</td>\n",
       "      <td>20.317142</td>\n",
       "      <td>18.293499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Barbour County</td>\n",
       "      <td>27457</td>\n",
       "      <td>27457</td>\n",
       "      <td>27341</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.728132</td>\n",
       "      <td>-2.500690</td>\n",
       "      <td>-7.056824</td>\n",
       "      <td>-3.904217</td>\n",
       "      <td>-10.543299</td>\n",
       "      <td>-4.874741</td>\n",
       "      <td>-2.758113</td>\n",
       "      <td>-7.167664</td>\n",
       "      <td>-3.978583</td>\n",
       "      <td>-10.543299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Bibb County</td>\n",
       "      <td>22915</td>\n",
       "      <td>22919</td>\n",
       "      <td>22861</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.527043</td>\n",
       "      <td>-5.068871</td>\n",
       "      <td>-6.201001</td>\n",
       "      <td>-0.177537</td>\n",
       "      <td>0.177258</td>\n",
       "      <td>-5.088389</td>\n",
       "      <td>-4.363636</td>\n",
       "      <td>-5.403729</td>\n",
       "      <td>0.754533</td>\n",
       "      <td>1.107861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Blount County</td>\n",
       "      <td>57322</td>\n",
       "      <td>57322</td>\n",
       "      <td>57373</td>\n",
       "      <td>...</td>\n",
       "      <td>1.807375</td>\n",
       "      <td>-1.177622</td>\n",
       "      <td>-1.748766</td>\n",
       "      <td>-2.062535</td>\n",
       "      <td>-1.369970</td>\n",
       "      <td>1.859511</td>\n",
       "      <td>-0.848580</td>\n",
       "      <td>-1.402476</td>\n",
       "      <td>-1.577232</td>\n",
       "      <td>-0.884411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Bullock County</td>\n",
       "      <td>10914</td>\n",
       "      <td>10915</td>\n",
       "      <td>10887</td>\n",
       "      <td>...</td>\n",
       "      <td>-30.953709</td>\n",
       "      <td>-5.180127</td>\n",
       "      <td>-1.130263</td>\n",
       "      <td>14.354290</td>\n",
       "      <td>-16.167247</td>\n",
       "      <td>-29.001673</td>\n",
       "      <td>-2.825524</td>\n",
       "      <td>1.507017</td>\n",
       "      <td>17.243790</td>\n",
       "      <td>-13.193961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Butler County</td>\n",
       "      <td>20947</td>\n",
       "      <td>20946</td>\n",
       "      <td>20944</td>\n",
       "      <td>...</td>\n",
       "      <td>-14.032727</td>\n",
       "      <td>-11.684234</td>\n",
       "      <td>-5.655413</td>\n",
       "      <td>1.085428</td>\n",
       "      <td>-6.529805</td>\n",
       "      <td>-13.936612</td>\n",
       "      <td>-11.586865</td>\n",
       "      <td>-5.557058</td>\n",
       "      <td>1.184103</td>\n",
       "      <td>-6.430868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Calhoun County</td>\n",
       "      <td>118572</td>\n",
       "      <td>118586</td>\n",
       "      <td>118437</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.155670</td>\n",
       "      <td>-4.611706</td>\n",
       "      <td>-5.524649</td>\n",
       "      <td>-4.463211</td>\n",
       "      <td>-3.376322</td>\n",
       "      <td>-5.791579</td>\n",
       "      <td>-4.092677</td>\n",
       "      <td>-5.062836</td>\n",
       "      <td>-3.912834</td>\n",
       "      <td>-2.806406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Chambers County</td>\n",
       "      <td>34215</td>\n",
       "      <td>34170</td>\n",
       "      <td>34098</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.731639</td>\n",
       "      <td>3.849092</td>\n",
       "      <td>2.872721</td>\n",
       "      <td>-2.287222</td>\n",
       "      <td>1.349468</td>\n",
       "      <td>-1.821092</td>\n",
       "      <td>4.701181</td>\n",
       "      <td>3.781439</td>\n",
       "      <td>-1.290228</td>\n",
       "      <td>2.346901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Cherokee County</td>\n",
       "      <td>25989</td>\n",
       "      <td>25986</td>\n",
       "      <td>25976</td>\n",
       "      <td>...</td>\n",
       "      <td>6.339327</td>\n",
       "      <td>1.113180</td>\n",
       "      <td>5.488706</td>\n",
       "      <td>-0.076806</td>\n",
       "      <td>-3.239866</td>\n",
       "      <td>6.416167</td>\n",
       "      <td>1.420264</td>\n",
       "      <td>5.757384</td>\n",
       "      <td>0.230419</td>\n",
       "      <td>-2.931307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Chilton County</td>\n",
       "      <td>43643</td>\n",
       "      <td>43631</td>\n",
       "      <td>43665</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.372935</td>\n",
       "      <td>-2.653369</td>\n",
       "      <td>0.480044</td>\n",
       "      <td>0.456017</td>\n",
       "      <td>-2.253483</td>\n",
       "      <td>-0.823761</td>\n",
       "      <td>-2.447504</td>\n",
       "      <td>0.868651</td>\n",
       "      <td>0.957636</td>\n",
       "      <td>-1.752709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Choctaw County</td>\n",
       "      <td>13859</td>\n",
       "      <td>13858</td>\n",
       "      <td>13841</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.455274</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "      <td>-15.528177</td>\n",
       "      <td>-0.737028</td>\n",
       "      <td>-8.766391</td>\n",
       "      <td>-1.274984</td>\n",
       "      <td>-5.291205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Clarke County</td>\n",
       "      <td>25833</td>\n",
       "      <td>25840</td>\n",
       "      <td>25767</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.194363</td>\n",
       "      <td>-17.667705</td>\n",
       "      <td>-0.318345</td>\n",
       "      <td>-8.686428</td>\n",
       "      <td>-5.613667</td>\n",
       "      <td>-6.077488</td>\n",
       "      <td>-17.509958</td>\n",
       "      <td>-0.159172</td>\n",
       "      <td>-8.486280</td>\n",
       "      <td>-5.411736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Clay County</td>\n",
       "      <td>13932</td>\n",
       "      <td>13932</td>\n",
       "      <td>13880</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.744102</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.902871</td>\n",
       "      <td>5.702648</td>\n",
       "      <td>3.912450</td>\n",
       "      <td>-10.816697</td>\n",
       "      <td>-13.345130</td>\n",
       "      <td>4.977157</td>\n",
       "      <td>5.776708</td>\n",
       "      <td>3.986270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Cleburne County</td>\n",
       "      <td>14972</td>\n",
       "      <td>14972</td>\n",
       "      <td>14973</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "      <td>-3.673524</td>\n",
       "      <td>-5.151880</td>\n",
       "      <td>7.345821</td>\n",
       "      <td>3.654485</td>\n",
       "      <td>-3.123961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Coffee County</td>\n",
       "      <td>49948</td>\n",
       "      <td>49948</td>\n",
       "      <td>50177</td>\n",
       "      <td>...</td>\n",
       "      <td>0.377640</td>\n",
       "      <td>7.675579</td>\n",
       "      <td>-13.146535</td>\n",
       "      <td>-3.602859</td>\n",
       "      <td>2.214774</td>\n",
       "      <td>2.166460</td>\n",
       "      <td>11.513368</td>\n",
       "      <td>-10.438741</td>\n",
       "      <td>-0.767822</td>\n",
       "      <td>5.350738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Colbert County</td>\n",
       "      <td>54428</td>\n",
       "      <td>54428</td>\n",
       "      <td>54514</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.073423</td>\n",
       "      <td>1.065051</td>\n",
       "      <td>1.762390</td>\n",
       "      <td>1.835688</td>\n",
       "      <td>-0.110260</td>\n",
       "      <td>0.513964</td>\n",
       "      <td>1.469035</td>\n",
       "      <td>2.276420</td>\n",
       "      <td>2.533249</td>\n",
       "      <td>0.588052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Conecuh County</td>\n",
       "      <td>13228</td>\n",
       "      <td>13228</td>\n",
       "      <td>13208</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "      <td>-4.861559</td>\n",
       "      <td>-7.504690</td>\n",
       "      <td>-6.107224</td>\n",
       "      <td>-14.645416</td>\n",
       "      <td>2.684140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Coosa County</td>\n",
       "      <td>11539</td>\n",
       "      <td>11758</td>\n",
       "      <td>11758</td>\n",
       "      <td>...</td>\n",
       "      <td>-33.930581</td>\n",
       "      <td>-10.291443</td>\n",
       "      <td>-4.313831</td>\n",
       "      <td>-22.958017</td>\n",
       "      <td>-5.387581</td>\n",
       "      <td>-34.017138</td>\n",
       "      <td>-10.380162</td>\n",
       "      <td>-4.403703</td>\n",
       "      <td>-23.049483</td>\n",
       "      <td>-5.387581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Covington County</td>\n",
       "      <td>37765</td>\n",
       "      <td>37765</td>\n",
       "      <td>37796</td>\n",
       "      <td>...</td>\n",
       "      <td>6.696899</td>\n",
       "      <td>-4.612668</td>\n",
       "      <td>0.740271</td>\n",
       "      <td>3.697932</td>\n",
       "      <td>-0.316945</td>\n",
       "      <td>6.881460</td>\n",
       "      <td>-4.559952</td>\n",
       "      <td>0.793147</td>\n",
       "      <td>3.750759</td>\n",
       "      <td>-0.264121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Crenshaw County</td>\n",
       "      <td>13906</td>\n",
       "      <td>13906</td>\n",
       "      <td>13853</td>\n",
       "      <td>...</td>\n",
       "      <td>1.729792</td>\n",
       "      <td>3.950156</td>\n",
       "      <td>-1.864936</td>\n",
       "      <td>3.084648</td>\n",
       "      <td>3.439504</td>\n",
       "      <td>2.666763</td>\n",
       "      <td>5.099293</td>\n",
       "      <td>-0.502098</td>\n",
       "      <td>4.734577</td>\n",
       "      <td>5.087600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Cullman County</td>\n",
       "      <td>80406</td>\n",
       "      <td>80410</td>\n",
       "      <td>80473</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.404233</td>\n",
       "      <td>-1.019628</td>\n",
       "      <td>4.071247</td>\n",
       "      <td>5.087142</td>\n",
       "      <td>7.915406</td>\n",
       "      <td>-1.031427</td>\n",
       "      <td>-0.634159</td>\n",
       "      <td>4.542916</td>\n",
       "      <td>5.593387</td>\n",
       "      <td>8.417777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Dale County</td>\n",
       "      <td>50251</td>\n",
       "      <td>50251</td>\n",
       "      <td>50358</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.749798</td>\n",
       "      <td>-5.277150</td>\n",
       "      <td>-15.236079</td>\n",
       "      <td>-11.979785</td>\n",
       "      <td>-5.107706</td>\n",
       "      <td>-9.575283</td>\n",
       "      <td>-0.776637</td>\n",
       "      <td>-12.640155</td>\n",
       "      <td>-9.503292</td>\n",
       "      <td>-1.998668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Dallas County</td>\n",
       "      <td>43820</td>\n",
       "      <td>43820</td>\n",
       "      <td>43803</td>\n",
       "      <td>...</td>\n",
       "      <td>-15.635599</td>\n",
       "      <td>-11.308243</td>\n",
       "      <td>-16.745678</td>\n",
       "      <td>-9.344789</td>\n",
       "      <td>-14.687232</td>\n",
       "      <td>-15.727573</td>\n",
       "      <td>-11.378047</td>\n",
       "      <td>-16.792849</td>\n",
       "      <td>-9.368689</td>\n",
       "      <td>-14.711389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>DeKalb County</td>\n",
       "      <td>71109</td>\n",
       "      <td>71115</td>\n",
       "      <td>71142</td>\n",
       "      <td>...</td>\n",
       "      <td>0.294677</td>\n",
       "      <td>-9.302391</td>\n",
       "      <td>-1.748807</td>\n",
       "      <td>0.267830</td>\n",
       "      <td>0.028141</td>\n",
       "      <td>1.375159</td>\n",
       "      <td>-8.656001</td>\n",
       "      <td>-1.029539</td>\n",
       "      <td>1.198187</td>\n",
       "      <td>0.956790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Elmore County</td>\n",
       "      <td>79303</td>\n",
       "      <td>79296</td>\n",
       "      <td>79465</td>\n",
       "      <td>...</td>\n",
       "      <td>3.235576</td>\n",
       "      <td>0.822717</td>\n",
       "      <td>1.760531</td>\n",
       "      <td>-1.507057</td>\n",
       "      <td>2.067820</td>\n",
       "      <td>3.674511</td>\n",
       "      <td>1.558176</td>\n",
       "      <td>2.306047</td>\n",
       "      <td>-0.951175</td>\n",
       "      <td>2.757093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Escambia County</td>\n",
       "      <td>38319</td>\n",
       "      <td>38319</td>\n",
       "      <td>38309</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.449988</td>\n",
       "      <td>-3.855889</td>\n",
       "      <td>-4.822706</td>\n",
       "      <td>-1.189831</td>\n",
       "      <td>1.190902</td>\n",
       "      <td>-3.397716</td>\n",
       "      <td>-3.803428</td>\n",
       "      <td>-4.769999</td>\n",
       "      <td>-1.136950</td>\n",
       "      <td>1.243830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Etowah County</td>\n",
       "      <td>104430</td>\n",
       "      <td>104427</td>\n",
       "      <td>104442</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.015919</td>\n",
       "      <td>2.062637</td>\n",
       "      <td>-1.931884</td>\n",
       "      <td>-1.726932</td>\n",
       "      <td>-2.082234</td>\n",
       "      <td>-0.632554</td>\n",
       "      <td>2.446383</td>\n",
       "      <td>-1.518596</td>\n",
       "      <td>-1.234901</td>\n",
       "      <td>-1.588308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>57</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Fayette County</td>\n",
       "      <td>17241</td>\n",
       "      <td>17241</td>\n",
       "      <td>17231</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.015601</td>\n",
       "      <td>-0.646640</td>\n",
       "      <td>-3.725937</td>\n",
       "      <td>0.296745</td>\n",
       "      <td>-2.797536</td>\n",
       "      <td>-5.132243</td>\n",
       "      <td>-0.705426</td>\n",
       "      <td>-3.785079</td>\n",
       "      <td>0.237396</td>\n",
       "      <td>-2.857058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Franklin County</td>\n",
       "      <td>31704</td>\n",
       "      <td>31709</td>\n",
       "      <td>31734</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.638750</td>\n",
       "      <td>-5.459394</td>\n",
       "      <td>-8.043702</td>\n",
       "      <td>-1.267849</td>\n",
       "      <td>-2.401719</td>\n",
       "      <td>0.063029</td>\n",
       "      <td>-3.471291</td>\n",
       "      <td>-5.700261</td>\n",
       "      <td>1.553115</td>\n",
       "      <td>0.442422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3162</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>129</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Washburn County</td>\n",
       "      <td>15911</td>\n",
       "      <td>15911</td>\n",
       "      <td>15930</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.873936</td>\n",
       "      <td>7.338289</td>\n",
       "      <td>-6.732724</td>\n",
       "      <td>3.510452</td>\n",
       "      <td>-5.123279</td>\n",
       "      <td>-6.747809</td>\n",
       "      <td>7.464811</td>\n",
       "      <td>-6.605691</td>\n",
       "      <td>3.638104</td>\n",
       "      <td>-4.995197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3163</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>131</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Washington County</td>\n",
       "      <td>131887</td>\n",
       "      <td>131885</td>\n",
       "      <td>131967</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.794876</td>\n",
       "      <td>0.785279</td>\n",
       "      <td>-2.215465</td>\n",
       "      <td>1.601149</td>\n",
       "      <td>-0.434498</td>\n",
       "      <td>-0.431504</td>\n",
       "      <td>1.162817</td>\n",
       "      <td>-1.763330</td>\n",
       "      <td>2.104796</td>\n",
       "      <td>0.059931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3164</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>133</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Waukesha County</td>\n",
       "      <td>389891</td>\n",
       "      <td>389938</td>\n",
       "      <td>390076</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.765799</td>\n",
       "      <td>2.128860</td>\n",
       "      <td>0.038132</td>\n",
       "      <td>0.760109</td>\n",
       "      <td>-0.719858</td>\n",
       "      <td>0.102448</td>\n",
       "      <td>3.180527</td>\n",
       "      <td>1.189727</td>\n",
       "      <td>2.077633</td>\n",
       "      <td>0.593567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3165</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>135</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Waupaca County</td>\n",
       "      <td>52410</td>\n",
       "      <td>52410</td>\n",
       "      <td>52422</td>\n",
       "      <td>...</td>\n",
       "      <td>3.111756</td>\n",
       "      <td>-2.241873</td>\n",
       "      <td>6.292687</td>\n",
       "      <td>-0.441031</td>\n",
       "      <td>-0.480617</td>\n",
       "      <td>3.359933</td>\n",
       "      <td>-2.011937</td>\n",
       "      <td>6.561277</td>\n",
       "      <td>-0.134227</td>\n",
       "      <td>-0.173022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3166</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>137</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Waushara County</td>\n",
       "      <td>24496</td>\n",
       "      <td>24496</td>\n",
       "      <td>24506</td>\n",
       "      <td>...</td>\n",
       "      <td>4.930022</td>\n",
       "      <td>-2.404973</td>\n",
       "      <td>-4.097017</td>\n",
       "      <td>-4.906711</td>\n",
       "      <td>-4.397793</td>\n",
       "      <td>5.174486</td>\n",
       "      <td>-2.160399</td>\n",
       "      <td>-3.810226</td>\n",
       "      <td>-4.535615</td>\n",
       "      <td>-4.024395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3167</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>139</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Winnebago County</td>\n",
       "      <td>166994</td>\n",
       "      <td>166994</td>\n",
       "      <td>167059</td>\n",
       "      <td>...</td>\n",
       "      <td>0.316712</td>\n",
       "      <td>2.889873</td>\n",
       "      <td>0.833819</td>\n",
       "      <td>-2.406192</td>\n",
       "      <td>-4.557985</td>\n",
       "      <td>0.842573</td>\n",
       "      <td>3.502335</td>\n",
       "      <td>1.531624</td>\n",
       "      <td>-1.545153</td>\n",
       "      <td>-3.685304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3168</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>141</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>Wood County</td>\n",
       "      <td>74749</td>\n",
       "      <td>74749</td>\n",
       "      <td>74807</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.081523</td>\n",
       "      <td>-5.019090</td>\n",
       "      <td>-6.901200</td>\n",
       "      <td>-5.596471</td>\n",
       "      <td>-3.958322</td>\n",
       "      <td>-3.733590</td>\n",
       "      <td>-4.562809</td>\n",
       "      <td>-6.442917</td>\n",
       "      <td>-5.040889</td>\n",
       "      <td>-3.414223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3170</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Albany County</td>\n",
       "      <td>36299</td>\n",
       "      <td>36299</td>\n",
       "      <td>36428</td>\n",
       "      <td>...</td>\n",
       "      <td>3.708956</td>\n",
       "      <td>2.637812</td>\n",
       "      <td>-3.544634</td>\n",
       "      <td>-3.334877</td>\n",
       "      <td>-9.911169</td>\n",
       "      <td>6.736119</td>\n",
       "      <td>6.433032</td>\n",
       "      <td>0.719587</td>\n",
       "      <td>1.429233</td>\n",
       "      <td>-5.166460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3171</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Big Horn County</td>\n",
       "      <td>11668</td>\n",
       "      <td>11668</td>\n",
       "      <td>11672</td>\n",
       "      <td>...</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>2.804930</td>\n",
       "      <td>16.815908</td>\n",
       "      <td>-8.026420</td>\n",
       "      <td>5.095861</td>\n",
       "      <td>4.868258</td>\n",
       "      <td>3.144921</td>\n",
       "      <td>17.236306</td>\n",
       "      <td>-7.608378</td>\n",
       "      <td>5.513554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3172</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>5</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Campbell County</td>\n",
       "      <td>46133</td>\n",
       "      <td>46133</td>\n",
       "      <td>46244</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.843479</td>\n",
       "      <td>15.601020</td>\n",
       "      <td>-5.895711</td>\n",
       "      <td>-8.550911</td>\n",
       "      <td>10.916963</td>\n",
       "      <td>-2.649606</td>\n",
       "      <td>15.558684</td>\n",
       "      <td>-5.916543</td>\n",
       "      <td>-8.509402</td>\n",
       "      <td>10.978525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3173</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>7</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Carbon County</td>\n",
       "      <td>15885</td>\n",
       "      <td>15885</td>\n",
       "      <td>15837</td>\n",
       "      <td>...</td>\n",
       "      <td>-7.581980</td>\n",
       "      <td>-13.081441</td>\n",
       "      <td>3.178134</td>\n",
       "      <td>-2.970641</td>\n",
       "      <td>-23.300971</td>\n",
       "      <td>-7.392431</td>\n",
       "      <td>-12.636926</td>\n",
       "      <td>3.623073</td>\n",
       "      <td>-2.338590</td>\n",
       "      <td>-22.600668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3174</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>9</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Converse County</td>\n",
       "      <td>13833</td>\n",
       "      <td>13833</td>\n",
       "      <td>13826</td>\n",
       "      <td>...</td>\n",
       "      <td>-12.847499</td>\n",
       "      <td>15.493820</td>\n",
       "      <td>19.035533</td>\n",
       "      <td>-20.550587</td>\n",
       "      <td>-0.070403</td>\n",
       "      <td>-12.774915</td>\n",
       "      <td>16.502720</td>\n",
       "      <td>20.093063</td>\n",
       "      <td>-19.358233</td>\n",
       "      <td>1.126443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3175</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>11</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Crook County</td>\n",
       "      <td>7083</td>\n",
       "      <td>7083</td>\n",
       "      <td>7114</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.544618</td>\n",
       "      <td>-4.202564</td>\n",
       "      <td>1.397819</td>\n",
       "      <td>6.378258</td>\n",
       "      <td>18.629317</td>\n",
       "      <td>-0.982939</td>\n",
       "      <td>-3.642222</td>\n",
       "      <td>2.096729</td>\n",
       "      <td>7.071547</td>\n",
       "      <td>19.309219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3176</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>13</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Fremont County</td>\n",
       "      <td>40123</td>\n",
       "      <td>40123</td>\n",
       "      <td>40222</td>\n",
       "      <td>...</td>\n",
       "      <td>2.747083</td>\n",
       "      <td>7.782673</td>\n",
       "      <td>-4.990688</td>\n",
       "      <td>-12.331633</td>\n",
       "      <td>-13.673610</td>\n",
       "      <td>3.093562</td>\n",
       "      <td>8.027411</td>\n",
       "      <td>-4.747240</td>\n",
       "      <td>-12.013555</td>\n",
       "      <td>-13.352750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3177</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>15</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Goshen County</td>\n",
       "      <td>13249</td>\n",
       "      <td>13247</td>\n",
       "      <td>13408</td>\n",
       "      <td>...</td>\n",
       "      <td>14.293649</td>\n",
       "      <td>3.961413</td>\n",
       "      <td>-8.079028</td>\n",
       "      <td>-7.017803</td>\n",
       "      <td>-11.899450</td>\n",
       "      <td>14.886132</td>\n",
       "      <td>4.841727</td>\n",
       "      <td>-6.903896</td>\n",
       "      <td>-5.761986</td>\n",
       "      <td>-10.635133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3178</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>17</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Hot Springs County</td>\n",
       "      <td>4812</td>\n",
       "      <td>4812</td>\n",
       "      <td>4813</td>\n",
       "      <td>...</td>\n",
       "      <td>3.322604</td>\n",
       "      <td>6.208609</td>\n",
       "      <td>3.095336</td>\n",
       "      <td>-6.017222</td>\n",
       "      <td>-5.454164</td>\n",
       "      <td>5.191569</td>\n",
       "      <td>6.001656</td>\n",
       "      <td>2.888981</td>\n",
       "      <td>-6.224712</td>\n",
       "      <td>-5.663940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3179</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>19</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Johnson County</td>\n",
       "      <td>8569</td>\n",
       "      <td>8569</td>\n",
       "      <td>8581</td>\n",
       "      <td>...</td>\n",
       "      <td>4.995063</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "      <td>5.227392</td>\n",
       "      <td>-4.058912</td>\n",
       "      <td>-0.812583</td>\n",
       "      <td>-10.715742</td>\n",
       "      <td>0.933652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3180</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>21</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Laramie County</td>\n",
       "      <td>91738</td>\n",
       "      <td>91881</td>\n",
       "      <td>92271</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.200428</td>\n",
       "      <td>15.547274</td>\n",
       "      <td>4.787847</td>\n",
       "      <td>-1.226133</td>\n",
       "      <td>0.278940</td>\n",
       "      <td>-0.973320</td>\n",
       "      <td>17.914554</td>\n",
       "      <td>6.003143</td>\n",
       "      <td>-0.207819</td>\n",
       "      <td>1.673640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3181</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>23</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Lincoln County</td>\n",
       "      <td>18106</td>\n",
       "      <td>18106</td>\n",
       "      <td>18091</td>\n",
       "      <td>...</td>\n",
       "      <td>-9.802564</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.564556</td>\n",
       "      <td>6.125989</td>\n",
       "      <td>1.555544</td>\n",
       "      <td>-9.691801</td>\n",
       "      <td>-11.566801</td>\n",
       "      <td>13.619696</td>\n",
       "      <td>6.234414</td>\n",
       "      <td>1.662823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3182</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>25</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Natrona County</td>\n",
       "      <td>75450</td>\n",
       "      <td>75450</td>\n",
       "      <td>75472</td>\n",
       "      <td>...</td>\n",
       "      <td>7.189319</td>\n",
       "      <td>23.066162</td>\n",
       "      <td>24.322042</td>\n",
       "      <td>-0.958472</td>\n",
       "      <td>-0.061057</td>\n",
       "      <td>7.689674</td>\n",
       "      <td>23.749508</td>\n",
       "      <td>25.085233</td>\n",
       "      <td>-0.110593</td>\n",
       "      <td>0.793743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3183</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>27</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Niobrara County</td>\n",
       "      <td>2484</td>\n",
       "      <td>2484</td>\n",
       "      <td>2492</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "      <td>-0.401849</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>29.066295</td>\n",
       "      <td>-12.603387</td>\n",
       "      <td>7.492114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3184</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>29</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Park County</td>\n",
       "      <td>28205</td>\n",
       "      <td>28205</td>\n",
       "      <td>28259</td>\n",
       "      <td>...</td>\n",
       "      <td>4.582951</td>\n",
       "      <td>8.057765</td>\n",
       "      <td>7.641997</td>\n",
       "      <td>-9.252437</td>\n",
       "      <td>-2.878980</td>\n",
       "      <td>6.486639</td>\n",
       "      <td>11.127389</td>\n",
       "      <td>10.877797</td>\n",
       "      <td>-5.585731</td>\n",
       "      <td>0.856839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3185</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>31</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Platte County</td>\n",
       "      <td>8667</td>\n",
       "      <td>8667</td>\n",
       "      <td>8678</td>\n",
       "      <td>...</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>5.392073</td>\n",
       "      <td>2.634593</td>\n",
       "      <td>6.055759</td>\n",
       "      <td>4.662270</td>\n",
       "      <td>4.373094</td>\n",
       "      <td>4.933173</td>\n",
       "      <td>2.176403</td>\n",
       "      <td>5.598720</td>\n",
       "      <td>4.207414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3186</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>33</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Sheridan County</td>\n",
       "      <td>29116</td>\n",
       "      <td>29116</td>\n",
       "      <td>29146</td>\n",
       "      <td>...</td>\n",
       "      <td>0.958559</td>\n",
       "      <td>8.425487</td>\n",
       "      <td>4.546373</td>\n",
       "      <td>3.678069</td>\n",
       "      <td>-3.298406</td>\n",
       "      <td>2.122524</td>\n",
       "      <td>9.342778</td>\n",
       "      <td>5.523001</td>\n",
       "      <td>4.781489</td>\n",
       "      <td>-2.198937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3187</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>35</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Sublette County</td>\n",
       "      <td>10247</td>\n",
       "      <td>10247</td>\n",
       "      <td>10244</td>\n",
       "      <td>...</td>\n",
       "      <td>-23.741784</td>\n",
       "      <td>15.272374</td>\n",
       "      <td>-40.870074</td>\n",
       "      <td>-16.596273</td>\n",
       "      <td>-22.870900</td>\n",
       "      <td>-21.092907</td>\n",
       "      <td>16.828794</td>\n",
       "      <td>-39.211861</td>\n",
       "      <td>-14.409938</td>\n",
       "      <td>-20.664059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3188</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>37</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Sweetwater County</td>\n",
       "      <td>43806</td>\n",
       "      <td>43806</td>\n",
       "      <td>43593</td>\n",
       "      <td>...</td>\n",
       "      <td>1.072643</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.339774</td>\n",
       "      <td>-14.252889</td>\n",
       "      <td>-14.248864</td>\n",
       "      <td>1.255221</td>\n",
       "      <td>16.243199</td>\n",
       "      <td>-5.295460</td>\n",
       "      <td>-14.075283</td>\n",
       "      <td>-14.070195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3189</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>39</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Teton County</td>\n",
       "      <td>21294</td>\n",
       "      <td>21294</td>\n",
       "      <td>21297</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.589565</td>\n",
       "      <td>0.972695</td>\n",
       "      <td>19.525929</td>\n",
       "      <td>14.143021</td>\n",
       "      <td>-0.564849</td>\n",
       "      <td>0.654527</td>\n",
       "      <td>2.408578</td>\n",
       "      <td>21.160658</td>\n",
       "      <td>16.308671</td>\n",
       "      <td>1.520747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3190</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>41</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Uinta County</td>\n",
       "      <td>21118</td>\n",
       "      <td>21118</td>\n",
       "      <td>21102</td>\n",
       "      <td>...</td>\n",
       "      <td>-17.755986</td>\n",
       "      <td>-4.916350</td>\n",
       "      <td>-6.902954</td>\n",
       "      <td>-14.215862</td>\n",
       "      <td>-12.127022</td>\n",
       "      <td>-18.136812</td>\n",
       "      <td>-5.536861</td>\n",
       "      <td>-7.521840</td>\n",
       "      <td>-14.740608</td>\n",
       "      <td>-12.606351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3191</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>43</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Washakie County</td>\n",
       "      <td>8533</td>\n",
       "      <td>8533</td>\n",
       "      <td>8545</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.637475</td>\n",
       "      <td>-0.827815</td>\n",
       "      <td>-2.013502</td>\n",
       "      <td>-17.781491</td>\n",
       "      <td>1.682288</td>\n",
       "      <td>-11.990126</td>\n",
       "      <td>-1.182592</td>\n",
       "      <td>-2.250385</td>\n",
       "      <td>-18.020168</td>\n",
       "      <td>1.441961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3192</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>Weston County</td>\n",
       "      <td>7208</td>\n",
       "      <td>7208</td>\n",
       "      <td>7181</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.752361</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "      <td>-12.032179</td>\n",
       "      <td>-8.040059</td>\n",
       "      <td>12.372583</td>\n",
       "      <td>1.533635</td>\n",
       "      <td>6.935294</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3142 rows × 100 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      SUMLEV  REGION  DIVISION  STATE  COUNTY     STNAME             CTYNAME  \\\n",
       "1         50       3         6      1       1    Alabama      Autauga County   \n",
       "2         50       3         6      1       3    Alabama      Baldwin County   \n",
       "3         50       3         6      1       5    Alabama      Barbour County   \n",
       "4         50       3         6      1       7    Alabama         Bibb County   \n",
       "5         50       3         6      1       9    Alabama       Blount County   \n",
       "6         50       3         6      1      11    Alabama      Bullock County   \n",
       "7         50       3         6      1      13    Alabama       Butler County   \n",
       "8         50       3         6      1      15    Alabama      Calhoun County   \n",
       "9         50       3         6      1      17    Alabama     Chambers County   \n",
       "10        50       3         6      1      19    Alabama     Cherokee County   \n",
       "11        50       3         6      1      21    Alabama      Chilton County   \n",
       "12        50       3         6      1      23    Alabama      Choctaw County   \n",
       "13        50       3         6      1      25    Alabama       Clarke County   \n",
       "14        50       3         6      1      27    Alabama         Clay County   \n",
       "15        50       3         6      1      29    Alabama     Cleburne County   \n",
       "16        50       3         6      1      31    Alabama       Coffee County   \n",
       "17        50       3         6      1      33    Alabama      Colbert County   \n",
       "18        50       3         6      1      35    Alabama      Conecuh County   \n",
       "19        50       3         6      1      37    Alabama        Coosa County   \n",
       "20        50       3         6      1      39    Alabama    Covington County   \n",
       "21        50       3         6      1      41    Alabama     Crenshaw County   \n",
       "22        50       3         6      1      43    Alabama      Cullman County   \n",
       "23        50       3         6      1      45    Alabama         Dale County   \n",
       "24        50       3         6      1      47    Alabama       Dallas County   \n",
       "25        50       3         6      1      49    Alabama       DeKalb County   \n",
       "26        50       3         6      1      51    Alabama       Elmore County   \n",
       "27        50       3         6      1      53    Alabama     Escambia County   \n",
       "28        50       3         6      1      55    Alabama       Etowah County   \n",
       "29        50       3         6      1      57    Alabama      Fayette County   \n",
       "30        50       3         6      1      59    Alabama     Franklin County   \n",
       "...      ...     ...       ...    ...     ...        ...                 ...   \n",
       "3162      50       2         3     55     129  Wisconsin     Washburn County   \n",
       "3163      50       2         3     55     131  Wisconsin   Washington County   \n",
       "3164      50       2         3     55     133  Wisconsin     Waukesha County   \n",
       "3165      50       2         3     55     135  Wisconsin      Waupaca County   \n",
       "3166      50       2         3     55     137  Wisconsin     Waushara County   \n",
       "3167      50       2         3     55     139  Wisconsin    Winnebago County   \n",
       "3168      50       2         3     55     141  Wisconsin         Wood County   \n",
       "3170      50       4         8     56       1    Wyoming       Albany County   \n",
       "3171      50       4         8     56       3    Wyoming     Big Horn County   \n",
       "3172      50       4         8     56       5    Wyoming     Campbell County   \n",
       "3173      50       4         8     56       7    Wyoming       Carbon County   \n",
       "3174      50       4         8     56       9    Wyoming     Converse County   \n",
       "3175      50       4         8     56      11    Wyoming        Crook County   \n",
       "3176      50       4         8     56      13    Wyoming      Fremont County   \n",
       "3177      50       4         8     56      15    Wyoming       Goshen County   \n",
       "3178      50       4         8     56      17    Wyoming  Hot Springs County   \n",
       "3179      50       4         8     56      19    Wyoming      Johnson County   \n",
       "3180      50       4         8     56      21    Wyoming      Laramie County   \n",
       "3181      50       4         8     56      23    Wyoming      Lincoln County   \n",
       "3182      50       4         8     56      25    Wyoming      Natrona County   \n",
       "3183      50       4         8     56      27    Wyoming     Niobrara County   \n",
       "3184      50       4         8     56      29    Wyoming         Park County   \n",
       "3185      50       4         8     56      31    Wyoming       Platte County   \n",
       "3186      50       4         8     56      33    Wyoming     Sheridan County   \n",
       "3187      50       4         8     56      35    Wyoming     Sublette County   \n",
       "3188      50       4         8     56      37    Wyoming   Sweetwater County   \n",
       "3189      50       4         8     56      39    Wyoming        Teton County   \n",
       "3190      50       4         8     56      41    Wyoming        Uinta County   \n",
       "3191      50       4         8     56      43    Wyoming     Washakie County   \n",
       "3192      50       4         8     56      45    Wyoming       Weston County   \n",
       "\n",
       "      CENSUS2010POP  ESTIMATESBASE2010  POPESTIMATE2010     ...       \\\n",
       "1             54571              54571            54660     ...        \n",
       "2            182265             182265           183193     ...        \n",
       "3             27457              27457            27341     ...        \n",
       "4             22915              22919            22861     ...        \n",
       "5             57322              57322            57373     ...        \n",
       "6             10914              10915            10887     ...        \n",
       "7             20947              20946            20944     ...        \n",
       "8            118572             118586           118437     ...        \n",
       "9             34215              34170            34098     ...        \n",
       "10            25989              25986            25976     ...        \n",
       "11            43643              43631            43665     ...        \n",
       "12            13859              13858            13841     ...        \n",
       "13            25833              25840            25767     ...        \n",
       "14            13932              13932            13880     ...        \n",
       "15            14972              14972            14973     ...        \n",
       "16            49948              49948            50177     ...        \n",
       "17            54428              54428            54514     ...        \n",
       "18            13228              13228            13208     ...        \n",
       "19            11539              11758            11758     ...        \n",
       "20            37765              37765            37796     ...        \n",
       "21            13906              13906            13853     ...        \n",
       "22            80406              80410            80473     ...        \n",
       "23            50251              50251            50358     ...        \n",
       "24            43820              43820            43803     ...        \n",
       "25            71109              71115            71142     ...        \n",
       "26            79303              79296            79465     ...        \n",
       "27            38319              38319            38309     ...        \n",
       "28           104430             104427           104442     ...        \n",
       "29            17241              17241            17231     ...        \n",
       "30            31704              31709            31734     ...        \n",
       "...             ...                ...              ...     ...        \n",
       "3162          15911              15911            15930     ...        \n",
       "3163         131887             131885           131967     ...        \n",
       "3164         389891             389938           390076     ...        \n",
       "3165          52410              52410            52422     ...        \n",
       "3166          24496              24496            24506     ...        \n",
       "3167         166994             166994           167059     ...        \n",
       "3168          74749              74749            74807     ...        \n",
       "3170          36299              36299            36428     ...        \n",
       "3171          11668              11668            11672     ...        \n",
       "3172          46133              46133            46244     ...        \n",
       "3173          15885              15885            15837     ...        \n",
       "3174          13833              13833            13826     ...        \n",
       "3175           7083               7083             7114     ...        \n",
       "3176          40123              40123            40222     ...        \n",
       "3177          13249              13247            13408     ...        \n",
       "3178           4812               4812             4813     ...        \n",
       "3179           8569               8569             8581     ...        \n",
       "3180          91738              91881            92271     ...        \n",
       "3181          18106              18106            18091     ...        \n",
       "3182          75450              75450            75472     ...        \n",
       "3183           2484               2484             2492     ...        \n",
       "3184          28205              28205            28259     ...        \n",
       "3185           8667               8667             8678     ...        \n",
       "3186          29116              29116            29146     ...        \n",
       "3187          10247              10247            10244     ...        \n",
       "3188          43806              43806            43593     ...        \n",
       "3189          21294              21294            21297     ...        \n",
       "3190          21118              21118            21102     ...        \n",
       "3191           8533               8533             8545     ...        \n",
       "3192           7208               7208             7181     ...        \n",
       "\n",
       "      RDOMESTICMIG2011  RDOMESTICMIG2012  RDOMESTICMIG2013  RDOMESTICMIG2014  \\\n",
       "1             7.242091         -2.915927         -3.012349          2.265971   \n",
       "2            14.832960         17.647293         21.845705         19.243287   \n",
       "3            -4.728132         -2.500690         -7.056824         -3.904217   \n",
       "4            -5.527043         -5.068871         -6.201001         -0.177537   \n",
       "5             1.807375         -1.177622         -1.748766         -2.062535   \n",
       "6           -30.953709         -5.180127         -1.130263         14.354290   \n",
       "7           -14.032727        -11.684234         -5.655413          1.085428   \n",
       "8            -6.155670         -4.611706         -5.524649         -4.463211   \n",
       "9            -2.731639          3.849092          2.872721         -2.287222   \n",
       "10            6.339327          1.113180          5.488706         -0.076806   \n",
       "11           -1.372935         -2.653369          0.480044          0.456017   \n",
       "12          -15.455274         -0.737028         -8.766391         -1.274984   \n",
       "13           -6.194363        -17.667705         -0.318345         -8.686428   \n",
       "14          -10.744102        -13.345130          4.902871          5.702648   \n",
       "15           -3.673524         -5.151880          7.345821          3.654485   \n",
       "16            0.377640          7.675579        -13.146535         -3.602859   \n",
       "17           -0.073423          1.065051          1.762390          1.835688   \n",
       "18           -4.861559         -7.504690         -6.107224        -14.645416   \n",
       "19          -33.930581        -10.291443         -4.313831        -22.958017   \n",
       "20            6.696899         -4.612668          0.740271          3.697932   \n",
       "21            1.729792          3.950156         -1.864936          3.084648   \n",
       "22           -1.404233         -1.019628          4.071247          5.087142   \n",
       "23          -10.749798         -5.277150        -15.236079        -11.979785   \n",
       "24          -15.635599        -11.308243        -16.745678         -9.344789   \n",
       "25            0.294677         -9.302391         -1.748807          0.267830   \n",
       "26            3.235576          0.822717          1.760531         -1.507057   \n",
       "27           -3.449988         -3.855889         -4.822706         -1.189831   \n",
       "28           -1.015919          2.062637         -1.931884         -1.726932   \n",
       "29           -5.015601         -0.646640         -3.725937          0.296745   \n",
       "30           -1.638750         -5.459394         -8.043702         -1.267849   \n",
       "...                ...               ...               ...               ...   \n",
       "3162         -6.873936          7.338289         -6.732724          3.510452   \n",
       "3163         -0.794876          0.785279         -2.215465          1.601149   \n",
       "3164         -0.765799          2.128860          0.038132          0.760109   \n",
       "3165          3.111756         -2.241873          6.292687         -0.441031   \n",
       "3166          4.930022         -2.404973         -4.097017         -4.906711   \n",
       "3167          0.316712          2.889873          0.833819         -2.406192   \n",
       "3168         -4.081523         -5.019090         -6.901200         -5.596471   \n",
       "3170          3.708956          2.637812         -3.544634         -3.334877   \n",
       "3171          4.868258          2.804930         16.815908         -8.026420   \n",
       "3172         -2.843479         15.601020         -5.895711         -8.550911   \n",
       "3173         -7.581980        -13.081441          3.178134         -2.970641   \n",
       "3174        -12.847499         15.493820         19.035533        -20.550587   \n",
       "3175         -1.544618         -4.202564          1.397819          6.378258   \n",
       "3176          2.747083          7.782673         -4.990688        -12.331633   \n",
       "3177         14.293649          3.961413         -8.079028         -7.017803   \n",
       "3178          3.322604          6.208609          3.095336         -6.017222   \n",
       "3179          4.995063         -4.058912         -0.812583        -10.715742   \n",
       "3180         -1.200428         15.547274          4.787847         -1.226133   \n",
       "3181         -9.802564        -11.566801         13.564556          6.125989   \n",
       "3182          7.189319         23.066162         24.322042         -0.958472   \n",
       "3183         -0.401849          0.806452         29.066295        -12.603387   \n",
       "3184          4.582951          8.057765          7.641997         -9.252437   \n",
       "3185          4.373094          5.392073          2.634593          6.055759   \n",
       "3186          0.958559          8.425487          4.546373          3.678069   \n",
       "3187        -23.741784         15.272374        -40.870074        -16.596273   \n",
       "3188          1.072643         16.243199         -5.339774        -14.252889   \n",
       "3189         -1.589565          0.972695         19.525929         14.143021   \n",
       "3190        -17.755986         -4.916350         -6.902954        -14.215862   \n",
       "3191        -11.637475         -0.827815         -2.013502        -17.781491   \n",
       "3192        -11.752361         -8.040059         12.372583          1.533635   \n",
       "\n",
       "      RDOMESTICMIG2015  RNETMIG2011  RNETMIG2012  RNETMIG2013  RNETMIG2014  \\\n",
       "1            -2.530799     7.606016    -2.626146    -2.722002     2.592270   \n",
       "2            17.197872    15.844176    18.559627    22.727626    20.317142   \n",
       "3           -10.543299    -4.874741    -2.758113    -7.167664    -3.978583   \n",
       "4             0.177258    -5.088389    -4.363636    -5.403729     0.754533   \n",
       "5            -1.369970     1.859511    -0.848580    -1.402476    -1.577232   \n",
       "6           -16.167247   -29.001673    -2.825524     1.507017    17.243790   \n",
       "7            -6.529805   -13.936612   -11.586865    -5.557058     1.184103   \n",
       "8            -3.376322    -5.791579    -4.092677    -5.062836    -3.912834   \n",
       "9             1.349468    -1.821092     4.701181     3.781439    -1.290228   \n",
       "10           -3.239866     6.416167     1.420264     5.757384     0.230419   \n",
       "11           -2.253483    -0.823761    -2.447504     0.868651     0.957636   \n",
       "12           -5.291205   -15.528177    -0.737028    -8.766391    -1.274984   \n",
       "13           -5.613667    -6.077488   -17.509958    -0.159172    -8.486280   \n",
       "14            3.912450   -10.816697   -13.345130     4.977157     5.776708   \n",
       "15           -3.123961    -3.673524    -5.151880     7.345821     3.654485   \n",
       "16            2.214774     2.166460    11.513368   -10.438741    -0.767822   \n",
       "17           -0.110260     0.513964     1.469035     2.276420     2.533249   \n",
       "18            2.684140    -4.861559    -7.504690    -6.107224   -14.645416   \n",
       "19           -5.387581   -34.017138   -10.380162    -4.403703   -23.049483   \n",
       "20           -0.316945     6.881460    -4.559952     0.793147     3.750759   \n",
       "21            3.439504     2.666763     5.099293    -0.502098     4.734577   \n",
       "22            7.915406    -1.031427    -0.634159     4.542916     5.593387   \n",
       "23           -5.107706    -9.575283    -0.776637   -12.640155    -9.503292   \n",
       "24          -14.687232   -15.727573   -11.378047   -16.792849    -9.368689   \n",
       "25            0.028141     1.375159    -8.656001    -1.029539     1.198187   \n",
       "26            2.067820     3.674511     1.558176     2.306047    -0.951175   \n",
       "27            1.190902    -3.397716    -3.803428    -4.769999    -1.136950   \n",
       "28           -2.082234    -0.632554     2.446383    -1.518596    -1.234901   \n",
       "29           -2.797536    -5.132243    -0.705426    -3.785079     0.237396   \n",
       "30           -2.401719     0.063029    -3.471291    -5.700261     1.553115   \n",
       "...                ...          ...          ...          ...          ...   \n",
       "3162         -5.123279    -6.747809     7.464811    -6.605691     3.638104   \n",
       "3163         -0.434498    -0.431504     1.162817    -1.763330     2.104796   \n",
       "3164         -0.719858     0.102448     3.180527     1.189727     2.077633   \n",
       "3165         -0.480617     3.359933    -2.011937     6.561277    -0.134227   \n",
       "3166         -4.397793     5.174486    -2.160399    -3.810226    -4.535615   \n",
       "3167         -4.557985     0.842573     3.502335     1.531624    -1.545153   \n",
       "3168         -3.958322    -3.733590    -4.562809    -6.442917    -5.040889   \n",
       "3170         -9.911169     6.736119     6.433032     0.719587     1.429233   \n",
       "3171          5.095861     4.868258     3.144921    17.236306    -7.608378   \n",
       "3172         10.916963    -2.649606    15.558684    -5.916543    -8.509402   \n",
       "3173        -23.300971    -7.392431   -12.636926     3.623073    -2.338590   \n",
       "3174         -0.070403   -12.774915    16.502720    20.093063   -19.358233   \n",
       "3175         18.629317    -0.982939    -3.642222     2.096729     7.071547   \n",
       "3176        -13.673610     3.093562     8.027411    -4.747240   -12.013555   \n",
       "3177        -11.899450    14.886132     4.841727    -6.903896    -5.761986   \n",
       "3178         -5.454164     5.191569     6.001656     2.888981    -6.224712   \n",
       "3179          0.933652     5.227392    -4.058912    -0.812583   -10.715742   \n",
       "3180          0.278940    -0.973320    17.914554     6.003143    -0.207819   \n",
       "3181          1.555544    -9.691801   -11.566801    13.619696     6.234414   \n",
       "3182         -0.061057     7.689674    23.749508    25.085233    -0.110593   \n",
       "3183          7.492114    -0.401849     0.806452    29.066295   -12.603387   \n",
       "3184         -2.878980     6.486639    11.127389    10.877797    -5.585731   \n",
       "3185          4.662270     4.373094     4.933173     2.176403     5.598720   \n",
       "3186         -3.298406     2.122524     9.342778     5.523001     4.781489   \n",
       "3187        -22.870900   -21.092907    16.828794   -39.211861   -14.409938   \n",
       "3188        -14.248864     1.255221    16.243199    -5.295460   -14.075283   \n",
       "3189         -0.564849     0.654527     2.408578    21.160658    16.308671   \n",
       "3190        -12.127022   -18.136812    -5.536861    -7.521840   -14.740608   \n",
       "3191          1.682288   -11.990126    -1.182592    -2.250385   -18.020168   \n",
       "3192          6.935294   -12.032179    -8.040059    12.372583     1.533635   \n",
       "\n",
       "      RNETMIG2015  \n",
       "1       -2.187333  \n",
       "2       18.293499  \n",
       "3      -10.543299  \n",
       "4        1.107861  \n",
       "5       -0.884411  \n",
       "6      -13.193961  \n",
       "7       -6.430868  \n",
       "8       -2.806406  \n",
       "9        2.346901  \n",
       "10      -2.931307  \n",
       "11      -1.752709  \n",
       "12      -5.291205  \n",
       "13      -5.411736  \n",
       "14       3.986270  \n",
       "15      -3.123961  \n",
       "16       5.350738  \n",
       "17       0.588052  \n",
       "18       2.684140  \n",
       "19      -5.387581  \n",
       "20      -0.264121  \n",
       "21       5.087600  \n",
       "22       8.417777  \n",
       "23      -1.998668  \n",
       "24     -14.711389  \n",
       "25       0.956790  \n",
       "26       2.757093  \n",
       "27       1.243830  \n",
       "28      -1.588308  \n",
       "29      -2.857058  \n",
       "30       0.442422  \n",
       "...           ...  \n",
       "3162    -4.995197  \n",
       "3163     0.059931  \n",
       "3164     0.593567  \n",
       "3165    -0.173022  \n",
       "3166    -4.024395  \n",
       "3167    -3.685304  \n",
       "3168    -3.414223  \n",
       "3170    -5.166460  \n",
       "3171     5.513554  \n",
       "3172    10.978525  \n",
       "3173   -22.600668  \n",
       "3174     1.126443  \n",
       "3175    19.309219  \n",
       "3176   -13.352750  \n",
       "3177   -10.635133  \n",
       "3178    -5.663940  \n",
       "3179     0.933652  \n",
       "3180     1.673640  \n",
       "3181     1.662823  \n",
       "3182     0.793743  \n",
       "3183     7.492114  \n",
       "3184     0.856839  \n",
       "3185     4.207414  \n",
       "3186    -2.198937  \n",
       "3187   -20.664059  \n",
       "3188   -14.070195  \n",
       "3189     1.520747  \n",
       "3190   -12.606351  \n",
       "3191     1.441961  \n",
       "3192     6.935294  \n",
       "\n",
       "[3142 rows x 100 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "df = pd.read_csv('census.csv')\n",
    "df = df[df['SUMLEV']==50]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counties in state Alabama have an average population of 71339.3432836\n",
      "Counties in state Alaska have an average population of 24490.7241379\n",
      "Counties in state Arizona have an average population of 426134.466667\n",
      "Counties in state Arkansas have an average population of 38878.9066667\n",
      "Counties in state California have an average population of 642309.586207\n",
      "Counties in state Colorado have an average population of 78581.1875\n",
      "Counties in state Connecticut have an average population of 446762.125\n",
      "Counties in state Delaware have an average population of 299311.333333\n",
      "Counties in state District of Columbia have an average population of 601723.0\n",
      "Counties in state Florida have an average population of 280616.567164\n",
      "Counties in state Georgia have an average population of 60928.6352201\n",
      "Counties in state Hawaii have an average population of 272060.2\n",
      "Counties in state Idaho have an average population of 35626.8636364\n",
      "Counties in state Illinois have an average population of 125790.509804\n",
      "Counties in state Indiana have an average population of 70476.1086957\n",
      "Counties in state Iowa have an average population of 30771.2626263\n",
      "Counties in state Kansas have an average population of 27172.552381\n",
      "Counties in state Kentucky have an average population of 36161.3916667\n",
      "Counties in state Louisiana have an average population of 70833.9375\n",
      "Counties in state Maine have an average population of 83022.5625\n",
      "Counties in state Maryland have an average population of 240564.666667\n",
      "Counties in state Massachusetts have an average population of 467687.785714\n",
      "Counties in state Michigan have an average population of 119080.0\n",
      "Counties in state Minnesota have an average population of 60964.6551724\n",
      "Counties in state Mississippi have an average population of 36186.5487805\n",
      "Counties in state Missouri have an average population of 52077.626087\n",
      "Counties in state Montana have an average population of 17668.125\n",
      "Counties in state Nebraska have an average population of 19638.0752688\n",
      "Counties in state Nevada have an average population of 158855.941176\n",
      "Counties in state New Hampshire have an average population of 131647.0\n",
      "Counties in state New Jersey have an average population of 418661.619048\n",
      "Counties in state New Mexico have an average population of 62399.3636364\n",
      "Counties in state New York have an average population of 312550.032258\n",
      "Counties in state North Carolina have an average population of 95354.83\n",
      "Counties in state North Dakota have an average population of 12690.3962264\n",
      "Counties in state Ohio have an average population of 131096.636364\n",
      "Counties in state Oklahoma have an average population of 48718.8441558\n",
      "Counties in state Oregon have an average population of 106418.722222\n",
      "Counties in state Pennsylvania have an average population of 189587.746269\n",
      "Counties in state Rhode Island have an average population of 210513.4\n",
      "Counties in state South Carolina have an average population of 100551.391304\n",
      "Counties in state South Dakota have an average population of 12336.0606061\n",
      "Counties in state Tennessee have an average population of 66801.1052632\n",
      "Counties in state Texas have an average population of 98998.2716535\n",
      "Counties in state Utah have an average population of 95306.3793103\n",
      "Counties in state Vermont have an average population of 44695.7857143\n",
      "Counties in state Virginia have an average population of 60111.2932331\n",
      "Counties in state Washington have an average population of 172424.102564\n",
      "Counties in state West Virginia have an average population of 33690.8\n",
      "Counties in state Wisconsin have an average population of 78985.9166667\n",
      "Counties in state Wyoming have an average population of 24505.4782609\n"
     ]
    }
   ],
   "source": [
    "#%%timeit -n 10\n",
    "for state in df['STNAME'].unique():\n",
    "    avg = np.average(df.where(df['STNAME']==state).dropna()['CENSUS2010POP'])\n",
    "    print('Counties in state ' + state + ' have an average population of ' + str(avg))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counties in state Alabama have an average population of 71339.3432836\n",
      "Counties in state Alaska have an average population of 24490.7241379\n",
      "Counties in state Arizona have an average population of 426134.466667\n",
      "Counties in state Arkansas have an average population of 38878.9066667\n",
      "Counties in state California have an average population of 642309.586207\n",
      "Counties in state Colorado have an average population of 78581.1875\n",
      "Counties in state Connecticut have an average population of 446762.125\n",
      "Counties in state Delaware have an average population of 299311.333333\n",
      "Counties in state District of Columbia have an average population of 601723.0\n",
      "Counties in state Florida have an average population of 280616.567164\n",
      "Counties in state Georgia have an average population of 60928.6352201\n",
      "Counties in state Hawaii have an average population of 272060.2\n",
      "Counties in state Idaho have an average population of 35626.8636364\n",
      "Counties in state Illinois have an average population of 125790.509804\n",
      "Counties in state Indiana have an average population of 70476.1086957\n",
      "Counties in state Iowa have an average population of 30771.2626263\n",
      "Counties in state Kansas have an average population of 27172.552381\n",
      "Counties in state Kentucky have an average population of 36161.3916667\n",
      "Counties in state Louisiana have an average population of 70833.9375\n",
      "Counties in state Maine have an average population of 83022.5625\n",
      "Counties in state Maryland have an average population of 240564.666667\n",
      "Counties in state Massachusetts have an average population of 467687.785714\n",
      "Counties in state Michigan have an average population of 119080.0\n",
      "Counties in state Minnesota have an average population of 60964.6551724\n",
      "Counties in state Mississippi have an average population of 36186.5487805\n",
      "Counties in state Missouri have an average population of 52077.626087\n",
      "Counties in state Montana have an average population of 17668.125\n",
      "Counties in state Nebraska have an average population of 19638.0752688\n",
      "Counties in state Nevada have an average population of 158855.941176\n",
      "Counties in state New Hampshire have an average population of 131647.0\n",
      "Counties in state New Jersey have an average population of 418661.619048\n",
      "Counties in state New Mexico have an average population of 62399.3636364\n",
      "Counties in state New York have an average population of 312550.032258\n",
      "Counties in state North Carolina have an average population of 95354.83\n",
      "Counties in state North Dakota have an average population of 12690.3962264\n",
      "Counties in state Ohio have an average population of 131096.636364\n",
      "Counties in state Oklahoma have an average population of 48718.8441558\n",
      "Counties in state Oregon have an average population of 106418.722222\n",
      "Counties in state Pennsylvania have an average population of 189587.746269\n",
      "Counties in state Rhode Island have an average population of 210513.4\n",
      "Counties in state South Carolina have an average population of 100551.391304\n",
      "Counties in state South Dakota have an average population of 12336.0606061\n",
      "Counties in state Tennessee have an average population of 66801.1052632\n",
      "Counties in state Texas have an average population of 98998.2716535\n",
      "Counties in state Utah have an average population of 95306.3793103\n",
      "Counties in state Vermont have an average population of 44695.7857143\n",
      "Counties in state Virginia have an average population of 60111.2932331\n",
      "Counties in state Washington have an average population of 172424.102564\n",
      "Counties in state West Virginia have an average population of 33690.8\n",
      "Counties in state Wisconsin have an average population of 78985.9166667\n",
      "Counties in state Wyoming have an average population of 24505.4782609\n"
     ]
    }
   ],
   "source": [
    "#%%timeit -n 10\n",
    "for group, frame in df.groupby('STNAME'):\n",
    "    avg = np.average(frame['CENSUS2010POP'])\n",
    "    print('Counties in state ' + group + ' have an average population of ' + str(avg))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SUMLEV</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>COUNTY</th>\n",
       "      <th>STNAME</th>\n",
       "      <th>CTYNAME</th>\n",
       "      <th>CENSUS2010POP</th>\n",
       "      <th>ESTIMATESBASE2010</th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>...</th>\n",
       "      <th>RDOMESTICMIG2011</th>\n",
       "      <th>RDOMESTICMIG2012</th>\n",
       "      <th>RDOMESTICMIG2013</th>\n",
       "      <th>RDOMESTICMIG2014</th>\n",
       "      <th>RDOMESTICMIG2015</th>\n",
       "      <th>RNETMIG2011</th>\n",
       "      <th>RNETMIG2012</th>\n",
       "      <th>RNETMIG2013</th>\n",
       "      <th>RNETMIG2014</th>\n",
       "      <th>RNETMIG2015</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Autauga County</td>\n",
       "      <td>54571</td>\n",
       "      <td>54571</td>\n",
       "      <td>54660</td>\n",
       "      <td>...</td>\n",
       "      <td>7.242091</td>\n",
       "      <td>-2.915927</td>\n",
       "      <td>-3.012349</td>\n",
       "      <td>2.265971</td>\n",
       "      <td>-2.530799</td>\n",
       "      <td>7.606016</td>\n",
       "      <td>-2.626146</td>\n",
       "      <td>-2.722002</td>\n",
       "      <td>2.592270</td>\n",
       "      <td>-2.187333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Baldwin County</td>\n",
       "      <td>182265</td>\n",
       "      <td>182265</td>\n",
       "      <td>183193</td>\n",
       "      <td>...</td>\n",
       "      <td>14.832960</td>\n",
       "      <td>17.647293</td>\n",
       "      <td>21.845705</td>\n",
       "      <td>19.243287</td>\n",
       "      <td>17.197872</td>\n",
       "      <td>15.844176</td>\n",
       "      <td>18.559627</td>\n",
       "      <td>22.727626</td>\n",
       "      <td>20.317142</td>\n",
       "      <td>18.293499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Barbour County</td>\n",
       "      <td>27457</td>\n",
       "      <td>27457</td>\n",
       "      <td>27341</td>\n",
       "      <td>...</td>\n",
       "      <td>-4.728132</td>\n",
       "      <td>-2.500690</td>\n",
       "      <td>-7.056824</td>\n",
       "      <td>-3.904217</td>\n",
       "      <td>-10.543299</td>\n",
       "      <td>-4.874741</td>\n",
       "      <td>-2.758113</td>\n",
       "      <td>-7.167664</td>\n",
       "      <td>-3.978583</td>\n",
       "      <td>-10.543299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Bibb County</td>\n",
       "      <td>22915</td>\n",
       "      <td>22919</td>\n",
       "      <td>22861</td>\n",
       "      <td>...</td>\n",
       "      <td>-5.527043</td>\n",
       "      <td>-5.068871</td>\n",
       "      <td>-6.201001</td>\n",
       "      <td>-0.177537</td>\n",
       "      <td>0.177258</td>\n",
       "      <td>-5.088389</td>\n",
       "      <td>-4.363636</td>\n",
       "      <td>-5.403729</td>\n",
       "      <td>0.754533</td>\n",
       "      <td>1.107861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>Blount County</td>\n",
       "      <td>57322</td>\n",
       "      <td>57322</td>\n",
       "      <td>57373</td>\n",
       "      <td>...</td>\n",
       "      <td>1.807375</td>\n",
       "      <td>-1.177622</td>\n",
       "      <td>-1.748766</td>\n",
       "      <td>-2.062535</td>\n",
       "      <td>-1.369970</td>\n",
       "      <td>1.859511</td>\n",
       "      <td>-0.848580</td>\n",
       "      <td>-1.402476</td>\n",
       "      <td>-1.577232</td>\n",
       "      <td>-0.884411</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 100 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SUMLEV  REGION  DIVISION  STATE  COUNTY   STNAME         CTYNAME  \\\n",
       "1      50       3         6      1       1  Alabama  Autauga County   \n",
       "2      50       3         6      1       3  Alabama  Baldwin County   \n",
       "3      50       3         6      1       5  Alabama  Barbour County   \n",
       "4      50       3         6      1       7  Alabama     Bibb County   \n",
       "5      50       3         6      1       9  Alabama   Blount County   \n",
       "\n",
       "   CENSUS2010POP  ESTIMATESBASE2010  POPESTIMATE2010     ...       \\\n",
       "1          54571              54571            54660     ...        \n",
       "2         182265             182265           183193     ...        \n",
       "3          27457              27457            27341     ...        \n",
       "4          22915              22919            22861     ...        \n",
       "5          57322              57322            57373     ...        \n",
       "\n",
       "   RDOMESTICMIG2011  RDOMESTICMIG2012  RDOMESTICMIG2013  RDOMESTICMIG2014  \\\n",
       "1          7.242091         -2.915927         -3.012349          2.265971   \n",
       "2         14.832960         17.647293         21.845705         19.243287   \n",
       "3         -4.728132         -2.500690         -7.056824         -3.904217   \n",
       "4         -5.527043         -5.068871         -6.201001         -0.177537   \n",
       "5          1.807375         -1.177622         -1.748766         -2.062535   \n",
       "\n",
       "   RDOMESTICMIG2015  RNETMIG2011  RNETMIG2012  RNETMIG2013  RNETMIG2014  \\\n",
       "1         -2.530799     7.606016    -2.626146    -2.722002     2.592270   \n",
       "2         17.197872    15.844176    18.559627    22.727626    20.317142   \n",
       "3        -10.543299    -4.874741    -2.758113    -7.167664    -3.978583   \n",
       "4          0.177258    -5.088389    -4.363636    -5.403729     0.754533   \n",
       "5         -1.369970     1.859511    -0.848580    -1.402476    -1.577232   \n",
       "\n",
       "   RNETMIG2015  \n",
       "1    -2.187333  \n",
       "2    18.293499  \n",
       "3   -10.543299  \n",
       "4     1.107861  \n",
       "5    -0.884411  \n",
       "\n",
       "[5 rows x 100 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 1177 records in group 0 for processing.\n",
      "There are 1134 records in group 1 for processing.\n",
      "There are 831 records in group 2 for processing.\n"
     ]
    }
   ],
   "source": [
    "df = df.set_index('STNAME')\n",
    "\n",
    "def fun(item):\n",
    "    if item[0]<'M':\n",
    "        return 0\n",
    "    if item[0]<'Q':\n",
    "        return 1\n",
    "    return 2\n",
    "\n",
    "for group, frame in df.groupby(fun):\n",
    "    print('There are ' + str(len(frame)) + ' records in group ' + str(group) + ' for processing.')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('census.csv')\n",
    "df = df[df['SUMLEV']==50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CENSUS2010POP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STNAME</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>71339.343284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>24490.724138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>426134.466667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>38878.906667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>642309.586207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>78581.187500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>446762.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>299311.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>601723.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>280616.567164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>60928.635220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>272060.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>35626.863636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>125790.509804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>70476.108696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>30771.262626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>27172.552381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>36161.391667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>70833.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>83022.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>240564.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>467687.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>119080.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>60964.655172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>36186.548780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>52077.626087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>17668.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>19638.075269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>158855.941176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>131647.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>418661.619048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>62399.363636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>312550.032258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>95354.830000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>12690.396226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>131096.636364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>48718.844156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>106418.722222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>189587.746269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>210513.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>100551.391304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>12336.060606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>66801.105263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>98998.271654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>95306.379310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>44695.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>60111.293233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>172424.102564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>33690.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>78985.916667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>24505.478261</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      CENSUS2010POP\n",
       "STNAME                             \n",
       "Alabama                71339.343284\n",
       "Alaska                 24490.724138\n",
       "Arizona               426134.466667\n",
       "Arkansas               38878.906667\n",
       "California            642309.586207\n",
       "Colorado               78581.187500\n",
       "Connecticut           446762.125000\n",
       "Delaware              299311.333333\n",
       "District of Columbia  601723.000000\n",
       "Florida               280616.567164\n",
       "Georgia                60928.635220\n",
       "Hawaii                272060.200000\n",
       "Idaho                  35626.863636\n",
       "Illinois              125790.509804\n",
       "Indiana                70476.108696\n",
       "Iowa                   30771.262626\n",
       "Kansas                 27172.552381\n",
       "Kentucky               36161.391667\n",
       "Louisiana              70833.937500\n",
       "Maine                  83022.562500\n",
       "Maryland              240564.666667\n",
       "Massachusetts         467687.785714\n",
       "Michigan              119080.000000\n",
       "Minnesota              60964.655172\n",
       "Mississippi            36186.548780\n",
       "Missouri               52077.626087\n",
       "Montana                17668.125000\n",
       "Nebraska               19638.075269\n",
       "Nevada                158855.941176\n",
       "New Hampshire         131647.000000\n",
       "New Jersey            418661.619048\n",
       "New Mexico             62399.363636\n",
       "New York              312550.032258\n",
       "North Carolina         95354.830000\n",
       "North Dakota           12690.396226\n",
       "Ohio                  131096.636364\n",
       "Oklahoma               48718.844156\n",
       "Oregon                106418.722222\n",
       "Pennsylvania          189587.746269\n",
       "Rhode Island          210513.400000\n",
       "South Carolina        100551.391304\n",
       "South Dakota           12336.060606\n",
       "Tennessee              66801.105263\n",
       "Texas                  98998.271654\n",
       "Utah                   95306.379310\n",
       "Vermont                44695.785714\n",
       "Virginia               60111.293233\n",
       "Washington            172424.102564\n",
       "West Virginia          33690.800000\n",
       "Wisconsin              78985.916667\n",
       "Wyoming                24505.478261"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('STNAME').agg({'CENSUS2010POP': np.average})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.groupby.DataFrameGroupBy'>\n",
      "<class 'pandas.core.groupby.SeriesGroupBy'>\n"
     ]
    }
   ],
   "source": [
    "print(type(df.groupby(level=0)['POPESTIMATE2010','POPESTIMATE2011']))\n",
    "print(type(df.groupby(level=0)['POPESTIMATE2010']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>avg</th>\n",
       "      <th>sum</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STNAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>71339.343284</td>\n",
       "      <td>4779736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>24490.724138</td>\n",
       "      <td>710231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>426134.466667</td>\n",
       "      <td>6392017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>38878.906667</td>\n",
       "      <td>2915918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>642309.586207</td>\n",
       "      <td>37253956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>78581.187500</td>\n",
       "      <td>5029196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>446762.125000</td>\n",
       "      <td>3574097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>299311.333333</td>\n",
       "      <td>897934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>601723.000000</td>\n",
       "      <td>601723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>280616.567164</td>\n",
       "      <td>18801310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>60928.635220</td>\n",
       "      <td>9687653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>272060.200000</td>\n",
       "      <td>1360301</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>35626.863636</td>\n",
       "      <td>1567582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>125790.509804</td>\n",
       "      <td>12830632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>70476.108696</td>\n",
       "      <td>6483802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>30771.262626</td>\n",
       "      <td>3046355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>27172.552381</td>\n",
       "      <td>2853118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>36161.391667</td>\n",
       "      <td>4339367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>70833.937500</td>\n",
       "      <td>4533372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>83022.562500</td>\n",
       "      <td>1328361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>240564.666667</td>\n",
       "      <td>5773552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>467687.785714</td>\n",
       "      <td>6547629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>119080.000000</td>\n",
       "      <td>9883640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>60964.655172</td>\n",
       "      <td>5303925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>36186.548780</td>\n",
       "      <td>2967297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>52077.626087</td>\n",
       "      <td>5988927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>17668.125000</td>\n",
       "      <td>989415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>19638.075269</td>\n",
       "      <td>1826341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>158855.941176</td>\n",
       "      <td>2700551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>131647.000000</td>\n",
       "      <td>1316470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>418661.619048</td>\n",
       "      <td>8791894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>62399.363636</td>\n",
       "      <td>2059179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>312550.032258</td>\n",
       "      <td>19378102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>95354.830000</td>\n",
       "      <td>9535483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>12690.396226</td>\n",
       "      <td>672591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>131096.636364</td>\n",
       "      <td>11536504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>48718.844156</td>\n",
       "      <td>3751351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>106418.722222</td>\n",
       "      <td>3831074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>189587.746269</td>\n",
       "      <td>12702379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>210513.400000</td>\n",
       "      <td>1052567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>100551.391304</td>\n",
       "      <td>4625364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>12336.060606</td>\n",
       "      <td>814180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>66801.105263</td>\n",
       "      <td>6346105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>98998.271654</td>\n",
       "      <td>25145561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>95306.379310</td>\n",
       "      <td>2763885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>44695.785714</td>\n",
       "      <td>625741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>60111.293233</td>\n",
       "      <td>7994802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>172424.102564</td>\n",
       "      <td>6724540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>33690.800000</td>\n",
       "      <td>1852994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>78985.916667</td>\n",
       "      <td>5686986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>24505.478261</td>\n",
       "      <td>563626</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                avg       sum\n",
       "STNAME                                       \n",
       "Alabama                71339.343284   4779736\n",
       "Alaska                 24490.724138    710231\n",
       "Arizona               426134.466667   6392017\n",
       "Arkansas               38878.906667   2915918\n",
       "California            642309.586207  37253956\n",
       "Colorado               78581.187500   5029196\n",
       "Connecticut           446762.125000   3574097\n",
       "Delaware              299311.333333    897934\n",
       "District of Columbia  601723.000000    601723\n",
       "Florida               280616.567164  18801310\n",
       "Georgia                60928.635220   9687653\n",
       "Hawaii                272060.200000   1360301\n",
       "Idaho                  35626.863636   1567582\n",
       "Illinois              125790.509804  12830632\n",
       "Indiana                70476.108696   6483802\n",
       "Iowa                   30771.262626   3046355\n",
       "Kansas                 27172.552381   2853118\n",
       "Kentucky               36161.391667   4339367\n",
       "Louisiana              70833.937500   4533372\n",
       "Maine                  83022.562500   1328361\n",
       "Maryland              240564.666667   5773552\n",
       "Massachusetts         467687.785714   6547629\n",
       "Michigan              119080.000000   9883640\n",
       "Minnesota              60964.655172   5303925\n",
       "Mississippi            36186.548780   2967297\n",
       "Missouri               52077.626087   5988927\n",
       "Montana                17668.125000    989415\n",
       "Nebraska               19638.075269   1826341\n",
       "Nevada                158855.941176   2700551\n",
       "New Hampshire         131647.000000   1316470\n",
       "New Jersey            418661.619048   8791894\n",
       "New Mexico             62399.363636   2059179\n",
       "New York              312550.032258  19378102\n",
       "North Carolina         95354.830000   9535483\n",
       "North Dakota           12690.396226    672591\n",
       "Ohio                  131096.636364  11536504\n",
       "Oklahoma               48718.844156   3751351\n",
       "Oregon                106418.722222   3831074\n",
       "Pennsylvania          189587.746269  12702379\n",
       "Rhode Island          210513.400000   1052567\n",
       "South Carolina        100551.391304   4625364\n",
       "South Dakota           12336.060606    814180\n",
       "Tennessee              66801.105263   6346105\n",
       "Texas                  98998.271654  25145561\n",
       "Utah                   95306.379310   2763885\n",
       "Vermont                44695.785714    625741\n",
       "Virginia               60111.293233   7994802\n",
       "Washington            172424.102564   6724540\n",
       "West Virginia          33690.800000   1852994\n",
       "Wisconsin              78985.916667   5686986\n",
       "Wyoming                24505.478261    563626"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df.set_index('STNAME').groupby(level=0)['CENSUS2010POP']\n",
    "    .agg({'avg': np.average, 'sum': np.sum}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">avg</th>\n",
       "      <th colspan=\"2\" halign=\"left\">sum</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>POPESTIMATE2011</th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>POPESTIMATE2011</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STNAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>71420.313433</td>\n",
       "      <td>71658.328358</td>\n",
       "      <td>4785161</td>\n",
       "      <td>4801108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>24621.413793</td>\n",
       "      <td>24921.379310</td>\n",
       "      <td>714021</td>\n",
       "      <td>722720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>427213.866667</td>\n",
       "      <td>431248.800000</td>\n",
       "      <td>6408208</td>\n",
       "      <td>6468732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>38965.253333</td>\n",
       "      <td>39180.506667</td>\n",
       "      <td>2922394</td>\n",
       "      <td>2938538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>643691.017241</td>\n",
       "      <td>650000.586207</td>\n",
       "      <td>37334079</td>\n",
       "      <td>37700034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>78878.968750</td>\n",
       "      <td>79991.875000</td>\n",
       "      <td>5048254</td>\n",
       "      <td>5119480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>447464.625000</td>\n",
       "      <td>448719.875000</td>\n",
       "      <td>3579717</td>\n",
       "      <td>3589759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>299930.333333</td>\n",
       "      <td>302638.666667</td>\n",
       "      <td>899791</td>\n",
       "      <td>907916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>605126.000000</td>\n",
       "      <td>620472.000000</td>\n",
       "      <td>605126</td>\n",
       "      <td>620472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>281341.641791</td>\n",
       "      <td>285157.208955</td>\n",
       "      <td>18849890</td>\n",
       "      <td>19105533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>61090.905660</td>\n",
       "      <td>61712.452830</td>\n",
       "      <td>9713454</td>\n",
       "      <td>9812280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>272796.000000</td>\n",
       "      <td>275645.400000</td>\n",
       "      <td>1363980</td>\n",
       "      <td>1378227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>35704.227273</td>\n",
       "      <td>36003.045455</td>\n",
       "      <td>1570986</td>\n",
       "      <td>1584134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>125894.598039</td>\n",
       "      <td>126096.882353</td>\n",
       "      <td>12841249</td>\n",
       "      <td>12861882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>70549.891304</td>\n",
       "      <td>70835.271739</td>\n",
       "      <td>6490590</td>\n",
       "      <td>6516845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>30815.090909</td>\n",
       "      <td>30963.525253</td>\n",
       "      <td>3050694</td>\n",
       "      <td>3065389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>27226.895238</td>\n",
       "      <td>27332.542857</td>\n",
       "      <td>2858824</td>\n",
       "      <td>2869917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>36232.808333</td>\n",
       "      <td>36399.016667</td>\n",
       "      <td>4347937</td>\n",
       "      <td>4367882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>71014.859375</td>\n",
       "      <td>71490.328125</td>\n",
       "      <td>4544951</td>\n",
       "      <td>4575381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>82980.937500</td>\n",
       "      <td>83016.062500</td>\n",
       "      <td>1327695</td>\n",
       "      <td>1328257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>241183.708333</td>\n",
       "      <td>243507.125000</td>\n",
       "      <td>5788409</td>\n",
       "      <td>5844171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>468931.142857</td>\n",
       "      <td>472271.214286</td>\n",
       "      <td>6565036</td>\n",
       "      <td>6611797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>119004.445783</td>\n",
       "      <td>118995.048193</td>\n",
       "      <td>9877369</td>\n",
       "      <td>9876589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>61044.862069</td>\n",
       "      <td>61472.632184</td>\n",
       "      <td>5310903</td>\n",
       "      <td>5348119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>36223.365854</td>\n",
       "      <td>36317.060976</td>\n",
       "      <td>2970316</td>\n",
       "      <td>2977999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>52139.582609</td>\n",
       "      <td>52265.973913</td>\n",
       "      <td>5996052</td>\n",
       "      <td>6010587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>17690.053571</td>\n",
       "      <td>17816.892857</td>\n",
       "      <td>990643</td>\n",
       "      <td>997746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>19677.688172</td>\n",
       "      <td>19810.569892</td>\n",
       "      <td>1830025</td>\n",
       "      <td>1842383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>159025.882353</td>\n",
       "      <td>159930.529412</td>\n",
       "      <td>2703440</td>\n",
       "      <td>2718819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>131670.800000</td>\n",
       "      <td>131834.400000</td>\n",
       "      <td>1316708</td>\n",
       "      <td>1318344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>419232.428571</td>\n",
       "      <td>421092.095238</td>\n",
       "      <td>8803881</td>\n",
       "      <td>8842934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>62567.909091</td>\n",
       "      <td>62976.545455</td>\n",
       "      <td>2064741</td>\n",
       "      <td>2078226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>312950.322581</td>\n",
       "      <td>314890.354839</td>\n",
       "      <td>19402920</td>\n",
       "      <td>19523202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>95589.790000</td>\n",
       "      <td>96510.250000</td>\n",
       "      <td>9558979</td>\n",
       "      <td>9651025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>12726.981132</td>\n",
       "      <td>12930.679245</td>\n",
       "      <td>674530</td>\n",
       "      <td>685326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>131145.068182</td>\n",
       "      <td>131198.204545</td>\n",
       "      <td>11540766</td>\n",
       "      <td>11545442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>48825.922078</td>\n",
       "      <td>49176.961039</td>\n",
       "      <td>3759596</td>\n",
       "      <td>3786626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>106610.333333</td>\n",
       "      <td>107458.583333</td>\n",
       "      <td>3837972</td>\n",
       "      <td>3868509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>189731.552239</td>\n",
       "      <td>190226.895522</td>\n",
       "      <td>12712014</td>\n",
       "      <td>12745202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>210643.800000</td>\n",
       "      <td>210371.200000</td>\n",
       "      <td>1053219</td>\n",
       "      <td>1051856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>100780.304348</td>\n",
       "      <td>101581.152174</td>\n",
       "      <td>4635894</td>\n",
       "      <td>4672733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>12368.166667</td>\n",
       "      <td>12489.227273</td>\n",
       "      <td>816299</td>\n",
       "      <td>824289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>66911.421053</td>\n",
       "      <td>67351.663158</td>\n",
       "      <td>6356585</td>\n",
       "      <td>6398408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>99387.255906</td>\n",
       "      <td>101001.826772</td>\n",
       "      <td>25244363</td>\n",
       "      <td>25654464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>95704.344828</td>\n",
       "      <td>97118.620690</td>\n",
       "      <td>2775426</td>\n",
       "      <td>2816440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>44713.142857</td>\n",
       "      <td>44763.357143</td>\n",
       "      <td>625984</td>\n",
       "      <td>626687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>60344.263158</td>\n",
       "      <td>60983.330827</td>\n",
       "      <td>8025787</td>\n",
       "      <td>8110783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>172898.974359</td>\n",
       "      <td>174954.589744</td>\n",
       "      <td>6743060</td>\n",
       "      <td>6823229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>33713.181818</td>\n",
       "      <td>33726.327273</td>\n",
       "      <td>1854225</td>\n",
       "      <td>1854948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>79030.611111</td>\n",
       "      <td>79301.666667</td>\n",
       "      <td>5690204</td>\n",
       "      <td>5709720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>24544.173913</td>\n",
       "      <td>24685.565217</td>\n",
       "      <td>564516</td>\n",
       "      <td>567768</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 avg                             sum  \\\n",
       "                     POPESTIMATE2010 POPESTIMATE2011 POPESTIMATE2010   \n",
       "STNAME                                                                 \n",
       "Alabama                 71420.313433    71658.328358         4785161   \n",
       "Alaska                  24621.413793    24921.379310          714021   \n",
       "Arizona                427213.866667   431248.800000         6408208   \n",
       "Arkansas                38965.253333    39180.506667         2922394   \n",
       "California             643691.017241   650000.586207        37334079   \n",
       "Colorado                78878.968750    79991.875000         5048254   \n",
       "Connecticut            447464.625000   448719.875000         3579717   \n",
       "Delaware               299930.333333   302638.666667          899791   \n",
       "District of Columbia   605126.000000   620472.000000          605126   \n",
       "Florida                281341.641791   285157.208955        18849890   \n",
       "Georgia                 61090.905660    61712.452830         9713454   \n",
       "Hawaii                 272796.000000   275645.400000         1363980   \n",
       "Idaho                   35704.227273    36003.045455         1570986   \n",
       "Illinois               125894.598039   126096.882353        12841249   \n",
       "Indiana                 70549.891304    70835.271739         6490590   \n",
       "Iowa                    30815.090909    30963.525253         3050694   \n",
       "Kansas                  27226.895238    27332.542857         2858824   \n",
       "Kentucky                36232.808333    36399.016667         4347937   \n",
       "Louisiana               71014.859375    71490.328125         4544951   \n",
       "Maine                   82980.937500    83016.062500         1327695   \n",
       "Maryland               241183.708333   243507.125000         5788409   \n",
       "Massachusetts          468931.142857   472271.214286         6565036   \n",
       "Michigan               119004.445783   118995.048193         9877369   \n",
       "Minnesota               61044.862069    61472.632184         5310903   \n",
       "Mississippi             36223.365854    36317.060976         2970316   \n",
       "Missouri                52139.582609    52265.973913         5996052   \n",
       "Montana                 17690.053571    17816.892857          990643   \n",
       "Nebraska                19677.688172    19810.569892         1830025   \n",
       "Nevada                 159025.882353   159930.529412         2703440   \n",
       "New Hampshire          131670.800000   131834.400000         1316708   \n",
       "New Jersey             419232.428571   421092.095238         8803881   \n",
       "New Mexico              62567.909091    62976.545455         2064741   \n",
       "New York               312950.322581   314890.354839        19402920   \n",
       "North Carolina          95589.790000    96510.250000         9558979   \n",
       "North Dakota            12726.981132    12930.679245          674530   \n",
       "Ohio                   131145.068182   131198.204545        11540766   \n",
       "Oklahoma                48825.922078    49176.961039         3759596   \n",
       "Oregon                 106610.333333   107458.583333         3837972   \n",
       "Pennsylvania           189731.552239   190226.895522        12712014   \n",
       "Rhode Island           210643.800000   210371.200000         1053219   \n",
       "South Carolina         100780.304348   101581.152174         4635894   \n",
       "South Dakota            12368.166667    12489.227273          816299   \n",
       "Tennessee               66911.421053    67351.663158         6356585   \n",
       "Texas                   99387.255906   101001.826772        25244363   \n",
       "Utah                    95704.344828    97118.620690         2775426   \n",
       "Vermont                 44713.142857    44763.357143          625984   \n",
       "Virginia                60344.263158    60983.330827         8025787   \n",
       "Washington             172898.974359   174954.589744         6743060   \n",
       "West Virginia           33713.181818    33726.327273         1854225   \n",
       "Wisconsin               79030.611111    79301.666667         5690204   \n",
       "Wyoming                 24544.173913    24685.565217          564516   \n",
       "\n",
       "                                      \n",
       "                     POPESTIMATE2011  \n",
       "STNAME                                \n",
       "Alabama                      4801108  \n",
       "Alaska                        722720  \n",
       "Arizona                      6468732  \n",
       "Arkansas                     2938538  \n",
       "California                  37700034  \n",
       "Colorado                     5119480  \n",
       "Connecticut                  3589759  \n",
       "Delaware                      907916  \n",
       "District of Columbia          620472  \n",
       "Florida                     19105533  \n",
       "Georgia                      9812280  \n",
       "Hawaii                       1378227  \n",
       "Idaho                        1584134  \n",
       "Illinois                    12861882  \n",
       "Indiana                      6516845  \n",
       "Iowa                         3065389  \n",
       "Kansas                       2869917  \n",
       "Kentucky                     4367882  \n",
       "Louisiana                    4575381  \n",
       "Maine                        1328257  \n",
       "Maryland                     5844171  \n",
       "Massachusetts                6611797  \n",
       "Michigan                     9876589  \n",
       "Minnesota                    5348119  \n",
       "Mississippi                  2977999  \n",
       "Missouri                     6010587  \n",
       "Montana                       997746  \n",
       "Nebraska                     1842383  \n",
       "Nevada                       2718819  \n",
       "New Hampshire                1318344  \n",
       "New Jersey                   8842934  \n",
       "New Mexico                   2078226  \n",
       "New York                    19523202  \n",
       "North Carolina               9651025  \n",
       "North Dakota                  685326  \n",
       "Ohio                        11545442  \n",
       "Oklahoma                     3786626  \n",
       "Oregon                       3868509  \n",
       "Pennsylvania                12745202  \n",
       "Rhode Island                 1051856  \n",
       "South Carolina               4672733  \n",
       "South Dakota                  824289  \n",
       "Tennessee                    6398408  \n",
       "Texas                       25654464  \n",
       "Utah                         2816440  \n",
       "Vermont                       626687  \n",
       "Virginia                     8110783  \n",
       "Washington                   6823229  \n",
       "West Virginia                1854948  \n",
       "Wisconsin                    5709720  \n",
       "Wyoming                       567768  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df.set_index('STNAME').groupby(level=0)['POPESTIMATE2010','POPESTIMATE2011']\n",
    "    .agg({'avg': np.average, 'sum': np.sum}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>POPESTIMATE2010</th>\n",
       "      <th>POPESTIMATE2011</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STNAME</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>71420.313433</td>\n",
       "      <td>4801108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>24621.413793</td>\n",
       "      <td>722720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>427213.866667</td>\n",
       "      <td>6468732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>38965.253333</td>\n",
       "      <td>2938538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>643691.017241</td>\n",
       "      <td>37700034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>78878.968750</td>\n",
       "      <td>5119480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>447464.625000</td>\n",
       "      <td>3589759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>299930.333333</td>\n",
       "      <td>907916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>605126.000000</td>\n",
       "      <td>620472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>281341.641791</td>\n",
       "      <td>19105533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>61090.905660</td>\n",
       "      <td>9812280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>272796.000000</td>\n",
       "      <td>1378227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>35704.227273</td>\n",
       "      <td>1584134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>125894.598039</td>\n",
       "      <td>12861882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>70549.891304</td>\n",
       "      <td>6516845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>30815.090909</td>\n",
       "      <td>3065389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>27226.895238</td>\n",
       "      <td>2869917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>36232.808333</td>\n",
       "      <td>4367882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>71014.859375</td>\n",
       "      <td>4575381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>82980.937500</td>\n",
       "      <td>1328257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>241183.708333</td>\n",
       "      <td>5844171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>468931.142857</td>\n",
       "      <td>6611797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>119004.445783</td>\n",
       "      <td>9876589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>61044.862069</td>\n",
       "      <td>5348119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>36223.365854</td>\n",
       "      <td>2977999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>52139.582609</td>\n",
       "      <td>6010587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>17690.053571</td>\n",
       "      <td>997746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>19677.688172</td>\n",
       "      <td>1842383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>159025.882353</td>\n",
       "      <td>2718819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>131670.800000</td>\n",
       "      <td>1318344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>419232.428571</td>\n",
       "      <td>8842934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>62567.909091</td>\n",
       "      <td>2078226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>312950.322581</td>\n",
       "      <td>19523202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>95589.790000</td>\n",
       "      <td>9651025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>12726.981132</td>\n",
       "      <td>685326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>131145.068182</td>\n",
       "      <td>11545442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>48825.922078</td>\n",
       "      <td>3786626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>106610.333333</td>\n",
       "      <td>3868509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>189731.552239</td>\n",
       "      <td>12745202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>210643.800000</td>\n",
       "      <td>1051856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>100780.304348</td>\n",
       "      <td>4672733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>12368.166667</td>\n",
       "      <td>824289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>66911.421053</td>\n",
       "      <td>6398408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>99387.255906</td>\n",
       "      <td>25654464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>95704.344828</td>\n",
       "      <td>2816440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>44713.142857</td>\n",
       "      <td>626687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>60344.263158</td>\n",
       "      <td>8110783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>172898.974359</td>\n",
       "      <td>6823229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>33713.181818</td>\n",
       "      <td>1854948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>79030.611111</td>\n",
       "      <td>5709720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>24544.173913</td>\n",
       "      <td>567768</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      POPESTIMATE2010  POPESTIMATE2011\n",
       "STNAME                                                \n",
       "Alabama                  71420.313433          4801108\n",
       "Alaska                   24621.413793           722720\n",
       "Arizona                 427213.866667          6468732\n",
       "Arkansas                 38965.253333          2938538\n",
       "California              643691.017241         37700034\n",
       "Colorado                 78878.968750          5119480\n",
       "Connecticut             447464.625000          3589759\n",
       "Delaware                299930.333333           907916\n",
       "District of Columbia    605126.000000           620472\n",
       "Florida                 281341.641791         19105533\n",
       "Georgia                  61090.905660          9812280\n",
       "Hawaii                  272796.000000          1378227\n",
       "Idaho                    35704.227273          1584134\n",
       "Illinois                125894.598039         12861882\n",
       "Indiana                  70549.891304          6516845\n",
       "Iowa                     30815.090909          3065389\n",
       "Kansas                   27226.895238          2869917\n",
       "Kentucky                 36232.808333          4367882\n",
       "Louisiana                71014.859375          4575381\n",
       "Maine                    82980.937500          1328257\n",
       "Maryland                241183.708333          5844171\n",
       "Massachusetts           468931.142857          6611797\n",
       "Michigan                119004.445783          9876589\n",
       "Minnesota                61044.862069          5348119\n",
       "Mississippi              36223.365854          2977999\n",
       "Missouri                 52139.582609          6010587\n",
       "Montana                  17690.053571           997746\n",
       "Nebraska                 19677.688172          1842383\n",
       "Nevada                  159025.882353          2718819\n",
       "New Hampshire           131670.800000          1318344\n",
       "New Jersey              419232.428571          8842934\n",
       "New Mexico               62567.909091          2078226\n",
       "New York                312950.322581         19523202\n",
       "North Carolina           95589.790000          9651025\n",
       "North Dakota             12726.981132           685326\n",
       "Ohio                    131145.068182         11545442\n",
       "Oklahoma                 48825.922078          3786626\n",
       "Oregon                  106610.333333          3868509\n",
       "Pennsylvania            189731.552239         12745202\n",
       "Rhode Island            210643.800000          1051856\n",
       "South Carolina          100780.304348          4672733\n",
       "South Dakota             12368.166667           824289\n",
       "Tennessee                66911.421053          6398408\n",
       "Texas                    99387.255906         25654464\n",
       "Utah                     95704.344828          2816440\n",
       "Vermont                  44713.142857           626687\n",
       "Virginia                 60344.263158          8110783\n",
       "Washington              172898.974359          6823229\n",
       "West Virginia            33713.181818          1854948\n",
       "Wisconsin                79030.611111          5709720\n",
       "Wyoming                  24544.173913           567768"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(df.set_index('STNAME').groupby(level=0)['POPESTIMATE2010','POPESTIMATE2011']\n",
    "    .agg({'POPESTIMATE2010': np.average, 'POPESTIMATE2011': np.sum}))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Grades</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>excellent</th>\n",
       "      <td>A+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excellent</th>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excellent</th>\n",
       "      <td>A-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>good</th>\n",
       "      <td>B+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>good</th>\n",
       "      <td>B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>good</th>\n",
       "      <td>B-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ok</th>\n",
       "      <td>C+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ok</th>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ok</th>\n",
       "      <td>C-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poor</th>\n",
       "      <td>D+</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>poor</th>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Grades\n",
       "excellent     A+\n",
       "excellent      A\n",
       "excellent     A-\n",
       "good          B+\n",
       "good           B\n",
       "good          B-\n",
       "ok            C+\n",
       "ok             C\n",
       "ok            C-\n",
       "poor          D+\n",
       "poor           D"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(['A+', 'A', 'A-', 'B+', 'B', 'B-', 'C+', 'C', 'C-', 'D+', 'D'],\n",
    "                  index=['excellent', 'excellent', 'excellent', 'good', 'good', 'good', 'ok', 'ok', 'ok', 'poor', 'poor'])\n",
    "df.rename(columns={0: 'Grades'}, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "excellent    A+\n",
       "excellent     A\n",
       "excellent    A-\n",
       "good         B+\n",
       "good          B\n",
       "Name: Grades, dtype: category\n",
       "Categories (11, object): [A, A+, A-, B, ..., C+, C-, D, D+]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Grades'].astype('category').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "excellent    A+\n",
       "excellent     A\n",
       "excellent    A-\n",
       "good         B+\n",
       "good          B\n",
       "Name: Grades, dtype: category\n",
       "Categories (11, object): [D < D+ < C- < C ... B+ < A- < A < A+]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grades = df['Grades'].astype('category',\n",
    "                             categories=['D', 'D+', 'C-', 'C', 'C+', 'B-', 'B', 'B+', 'A-', 'A', 'A+'],\n",
    "                             ordered=True)\n",
    "grades.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "excellent     True\n",
       "excellent     True\n",
       "excellent     True\n",
       "good          True\n",
       "good          True\n",
       "good          True\n",
       "ok            True\n",
       "ok           False\n",
       "ok           False\n",
       "poor         False\n",
       "poor         False\n",
       "Name: Grades, dtype: bool"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grades > 'C'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "STNAME\n",
       "Alabama                  (11706.0871, 75333.413]\n",
       "Alaska                   (11706.0871, 75333.413]\n",
       "Arizona                 (390320.176, 453317.529]\n",
       "Arkansas                 (11706.0871, 75333.413]\n",
       "California              (579312.234, 642309.586]\n",
       "Colorado                 (75333.413, 138330.766]\n",
       "Connecticut             (390320.176, 453317.529]\n",
       "Delaware                (264325.471, 327322.823]\n",
       "District of Columbia    (579312.234, 642309.586]\n",
       "Florida                 (264325.471, 327322.823]\n",
       "Georgia                  (11706.0871, 75333.413]\n",
       "Hawaii                  (264325.471, 327322.823]\n",
       "Idaho                    (11706.0871, 75333.413]\n",
       "Illinois                 (75333.413, 138330.766]\n",
       "Indiana                  (11706.0871, 75333.413]\n",
       "Iowa                     (11706.0871, 75333.413]\n",
       "Kansas                   (11706.0871, 75333.413]\n",
       "Kentucky                 (11706.0871, 75333.413]\n",
       "Louisiana                (11706.0871, 75333.413]\n",
       "Maine                    (75333.413, 138330.766]\n",
       "Maryland                (201328.118, 264325.471]\n",
       "Massachusetts           (453317.529, 516314.881]\n",
       "Michigan                 (75333.413, 138330.766]\n",
       "Minnesota                (11706.0871, 75333.413]\n",
       "Mississippi              (11706.0871, 75333.413]\n",
       "Missouri                 (11706.0871, 75333.413]\n",
       "Montana                  (11706.0871, 75333.413]\n",
       "Nebraska                 (11706.0871, 75333.413]\n",
       "Nevada                  (138330.766, 201328.118]\n",
       "New Hampshire            (75333.413, 138330.766]\n",
       "New Jersey              (390320.176, 453317.529]\n",
       "New Mexico               (11706.0871, 75333.413]\n",
       "New York                (264325.471, 327322.823]\n",
       "North Carolina           (75333.413, 138330.766]\n",
       "North Dakota             (11706.0871, 75333.413]\n",
       "Ohio                     (75333.413, 138330.766]\n",
       "Oklahoma                 (11706.0871, 75333.413]\n",
       "Oregon                   (75333.413, 138330.766]\n",
       "Pennsylvania            (138330.766, 201328.118]\n",
       "Rhode Island            (201328.118, 264325.471]\n",
       "South Carolina           (75333.413, 138330.766]\n",
       "South Dakota             (11706.0871, 75333.413]\n",
       "Tennessee                (11706.0871, 75333.413]\n",
       "Texas                    (75333.413, 138330.766]\n",
       "Utah                     (75333.413, 138330.766]\n",
       "Vermont                  (11706.0871, 75333.413]\n",
       "Virginia                 (11706.0871, 75333.413]\n",
       "Washington              (138330.766, 201328.118]\n",
       "West Virginia            (11706.0871, 75333.413]\n",
       "Wisconsin                (75333.413, 138330.766]\n",
       "Wyoming                  (11706.0871, 75333.413]\n",
       "Name: avg, dtype: category\n",
       "Categories (10, object): [(11706.0871, 75333.413] < (75333.413, 138330.766] < (138330.766, 201328.118] < (201328.118, 264325.471] ... (390320.176, 453317.529] < (453317.529, 516314.881] < (516314.881, 579312.234] < (579312.234, 642309.586]]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('census.csv')\n",
    "df = df[df['SUMLEV']==50]\n",
    "df = df.set_index('STNAME').groupby(level=0)['CENSUS2010POP'].agg({'avg': np.average})\n",
    "pd.cut(df['avg'],10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pivot Tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#http://open.canada.ca/data/en/dataset/98f1a129-f628-4ce4-b24d-6f16bf24dd64\n",
    "df = pd.read_csv('cars.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YEAR</th>\n",
       "      <th>Make</th>\n",
       "      <th>Model</th>\n",
       "      <th>Size</th>\n",
       "      <th>(kW)</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>CITY (kWh/100 km)</th>\n",
       "      <th>HWY (kWh/100 km)</th>\n",
       "      <th>COMB (kWh/100 km)</th>\n",
       "      <th>CITY (Le/100 km)</th>\n",
       "      <th>HWY (Le/100 km)</th>\n",
       "      <th>COMB (Le/100 km)</th>\n",
       "      <th>(g/km)</th>\n",
       "      <th>RATING</th>\n",
       "      <th>(km)</th>\n",
       "      <th>TIME (h)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012</td>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012</td>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2013</td>\n",
       "      <td>FORD</td>\n",
       "      <td>FOCUS ELECTRIC</td>\n",
       "      <td>COMPACT</td>\n",
       "      <td>107</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2013</td>\n",
       "      <td>MITSUBISHI</td>\n",
       "      <td>i-MiEV</td>\n",
       "      <td>SUBCOMPACT</td>\n",
       "      <td>49</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>16.9</td>\n",
       "      <td>21.4</td>\n",
       "      <td>18.7</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>100</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2013</td>\n",
       "      <td>NISSAN</td>\n",
       "      <td>LEAF</td>\n",
       "      <td>MID-SIZE</td>\n",
       "      <td>80</td>\n",
       "      <td>A1</td>\n",
       "      <td>B</td>\n",
       "      <td>19.3</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0</td>\n",
       "      <td>n/a</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   YEAR        Make           Model        Size  (kW) Unnamed: 5 TYPE  \\\n",
       "0  2012  MITSUBISHI          i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "1  2012      NISSAN            LEAF    MID-SIZE    80         A1    B   \n",
       "2  2013        FORD  FOCUS ELECTRIC     COMPACT   107         A1    B   \n",
       "3  2013  MITSUBISHI          i-MiEV  SUBCOMPACT    49         A1    B   \n",
       "4  2013      NISSAN            LEAF    MID-SIZE    80         A1    B   \n",
       "\n",
       "   CITY (kWh/100 km)  HWY (kWh/100 km)  COMB (kWh/100 km)  CITY (Le/100 km)  \\\n",
       "0               16.9              21.4               18.7               1.9   \n",
       "1               19.3              23.0               21.1               2.2   \n",
       "2               19.0              21.1               20.0               2.1   \n",
       "3               16.9              21.4               18.7               1.9   \n",
       "4               19.3              23.0               21.1               2.2   \n",
       "\n",
       "   HWY (Le/100 km)  COMB (Le/100 km)  (g/km) RATING  (km)  TIME (h)  \n",
       "0              2.4               2.1       0    n/a   100         7  \n",
       "1              2.6               2.4       0    n/a   117         7  \n",
       "2              2.4               2.2       0    n/a   122         4  \n",
       "3              2.4               2.1       0    n/a   100         7  \n",
       "4              2.6               2.4       0    n/a   117         7  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Make</th>\n",
       "      <th>BMW</th>\n",
       "      <th>CHEVROLET</th>\n",
       "      <th>FORD</th>\n",
       "      <th>KIA</th>\n",
       "      <th>MITSUBISHI</th>\n",
       "      <th>NISSAN</th>\n",
       "      <th>SMART</th>\n",
       "      <th>TESLA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEAR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>107.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>280.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>NaN</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>268.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>125.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>320.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>125.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>409.700000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Make    BMW  CHEVROLET   FORD   KIA  MITSUBISHI  NISSAN  SMART       TESLA\n",
       "YEAR                                                                      \n",
       "2012    NaN        NaN    NaN   NaN        49.0    80.0    NaN         NaN\n",
       "2013    NaN        NaN  107.0   NaN        49.0    80.0   35.0  280.000000\n",
       "2014    NaN      104.0  107.0   NaN        49.0    80.0   35.0  268.333333\n",
       "2015  125.0      104.0  107.0  81.0        49.0    80.0   35.0  320.666667\n",
       "2016  125.0      104.0  107.0  81.0        49.0    80.0   35.0  409.700000"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.pivot_table(values='(kW)', index='YEAR', columns='Make', aggfunc=np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"9\" halign=\"left\">mean</th>\n",
       "      <th colspan=\"9\" halign=\"left\">amin</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Make</th>\n",
       "      <th>BMW</th>\n",
       "      <th>CHEVROLET</th>\n",
       "      <th>FORD</th>\n",
       "      <th>KIA</th>\n",
       "      <th>MITSUBISHI</th>\n",
       "      <th>NISSAN</th>\n",
       "      <th>SMART</th>\n",
       "      <th>TESLA</th>\n",
       "      <th>All</th>\n",
       "      <th>BMW</th>\n",
       "      <th>CHEVROLET</th>\n",
       "      <th>FORD</th>\n",
       "      <th>KIA</th>\n",
       "      <th>MITSUBISHI</th>\n",
       "      <th>NISSAN</th>\n",
       "      <th>SMART</th>\n",
       "      <th>TESLA</th>\n",
       "      <th>All</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEAR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>107.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>280.000000</td>\n",
       "      <td>158.444444</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>107.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>NaN</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>268.333333</td>\n",
       "      <td>135.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>125.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>320.666667</td>\n",
       "      <td>181.428571</td>\n",
       "      <td>125.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>125.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>409.700000</td>\n",
       "      <td>252.263158</td>\n",
       "      <td>125.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>All</th>\n",
       "      <td>125.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>345.478261</td>\n",
       "      <td>190.622642</td>\n",
       "      <td>125.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       mean                                                             \\\n",
       "Make    BMW CHEVROLET   FORD   KIA MITSUBISHI NISSAN SMART       TESLA   \n",
       "YEAR                                                                     \n",
       "2012    NaN       NaN    NaN   NaN       49.0   80.0   NaN         NaN   \n",
       "2013    NaN       NaN  107.0   NaN       49.0   80.0  35.0  280.000000   \n",
       "2014    NaN     104.0  107.0   NaN       49.0   80.0  35.0  268.333333   \n",
       "2015  125.0     104.0  107.0  81.0       49.0   80.0  35.0  320.666667   \n",
       "2016  125.0     104.0  107.0  81.0       49.0   80.0  35.0  409.700000   \n",
       "All   125.0     104.0  107.0  81.0       49.0   80.0  35.0  345.478261   \n",
       "\n",
       "                   amin                                                        \\\n",
       "Make         All    BMW CHEVROLET   FORD   KIA MITSUBISHI NISSAN SMART  TESLA   \n",
       "YEAR                                                                            \n",
       "2012   64.500000    NaN       NaN    NaN   NaN       49.0   80.0   NaN    NaN   \n",
       "2013  158.444444    NaN       NaN  107.0   NaN       49.0   80.0  35.0  270.0   \n",
       "2014  135.000000    NaN     104.0  107.0   NaN       49.0   80.0  35.0  225.0   \n",
       "2015  181.428571  125.0     104.0  107.0  81.0       49.0   80.0  35.0  280.0   \n",
       "2016  252.263158  125.0     104.0  107.0  81.0       49.0   80.0  35.0  283.0   \n",
       "All   190.622642  125.0     104.0  107.0  81.0       49.0   80.0  35.0  225.0   \n",
       "\n",
       "            \n",
       "Make   All  \n",
       "YEAR        \n",
       "2012  49.0  \n",
       "2013  35.0  \n",
       "2014  35.0  \n",
       "2015  35.0  \n",
       "2016  35.0  \n",
       "All   35.0  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.pivot_table(values='(kW)', index='YEAR', columns='Make', aggfunc=[np.mean,np.min], margins=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Date Functionality in Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Timestamp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2016-09-01 10:05:00')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp('9/1/2016 10:05AM')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Period"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Period('2016-01', 'M')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Period('1/2016')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Period('2016-03-05', 'D')"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Period('3/5/2016')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DatetimeIndex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-09-01    a\n",
       "2016-09-02    b\n",
       "2016-09-03    c\n",
       "dtype: object"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t1 = pd.Series(list('abc'), [pd.Timestamp('2016-09-01'), pd.Timestamp('2016-09-02'), pd.Timestamp('2016-09-03')])\n",
    "t1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.tseries.index.DatetimeIndex"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(t1.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PeriodIndex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-09    d\n",
       "2016-10    e\n",
       "2016-11    f\n",
       "Freq: M, dtype: object"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t2 = pd.Series(list('def'), [pd.Period('2016-09'), pd.Period('2016-10'), pd.Period('2016-11')])\n",
    "t2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.tseries.period.PeriodIndex"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(t2.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Converting to Datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2 June 2013</th>\n",
       "      <td>23</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug 29, 2014</th>\n",
       "      <td>24</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-26</th>\n",
       "      <td>24</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7/12/16</th>\n",
       "      <td>37</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               a   b\n",
       "2 June 2013   23  82\n",
       "Aug 29, 2014  24  40\n",
       "2015-06-26    24  55\n",
       "7/12/16       37  27"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d1 = ['2 June 2013', 'Aug 29, 2014', '2015-06-26', '7/12/16']\n",
    "ts3 = pd.DataFrame(np.random.randint(10, 100, (4,2)), index=d1, columns=list('ab'))\n",
    "ts3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-06-02</th>\n",
       "      <td>23</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-08-29</th>\n",
       "      <td>24</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-26</th>\n",
       "      <td>24</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-12</th>\n",
       "      <td>37</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             a   b\n",
       "2013-06-02  23  82\n",
       "2014-08-29  24  40\n",
       "2015-06-26  24  55\n",
       "2016-07-12  37  27"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts3.index = pd.to_datetime(ts3.index)\n",
    "ts3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2012-07-04 00:00:00')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime('4.7.12', dayfirst=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Timedeltas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('2 days 00:00:00')"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp('9/3/2016')-pd.Timestamp('9/1/2016')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2016-09-14 11:10:00')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp('9/2/2016 8:10AM') + pd.Timedelta('12D 3H')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Working with Dates in a Dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2016-10-02', '2016-10-16', '2016-10-30', '2016-11-13',\n",
       "               '2016-11-27', '2016-12-11', '2016-12-25', '2017-01-08',\n",
       "               '2017-01-22'],\n",
       "              dtype='datetime64[ns]', freq='2W-SUN')"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dates = pd.date_range('10-01-2016', periods=9, freq='2W-SUN')\n",
    "dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count 1</th>\n",
       "      <th>Count 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-10-02</th>\n",
       "      <td>96</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-16</th>\n",
       "      <td>103</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-30</th>\n",
       "      <td>98</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-13</th>\n",
       "      <td>104</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-27</th>\n",
       "      <td>103</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-11</th>\n",
       "      <td>103</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-25</th>\n",
       "      <td>111</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-08</th>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-22</th>\n",
       "      <td>118</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Count 1  Count 2\n",
       "2016-10-02       96      124\n",
       "2016-10-16      103      127\n",
       "2016-10-30       98      124\n",
       "2016-11-13      104      128\n",
       "2016-11-27      103      115\n",
       "2016-12-11      103      124\n",
       "2016-12-25      111      124\n",
       "2017-01-08      116      117\n",
       "2017-01-22      118      120"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({'Count 1': 100 + np.random.randint(-5, 10, 9).cumsum(),\n",
    "                  'Count 2': 120 + np.random.randint(-5, 10, 9)}, index=dates)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Sunday', 'Sunday', 'Sunday', 'Sunday', 'Sunday', 'Sunday',\n",
       "       'Sunday', 'Sunday', 'Sunday'], dtype=object)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index.weekday_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count 1</th>\n",
       "      <th>Count 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-10-02</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-16</th>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-30</th>\n",
       "      <td>-5.0</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-13</th>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-27</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-11</th>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-25</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-08</th>\n",
       "      <td>5.0</td>\n",
       "      <td>-7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-22</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Count 1  Count 2\n",
       "2016-10-02      NaN      NaN\n",
       "2016-10-16      7.0      3.0\n",
       "2016-10-30     -5.0     -3.0\n",
       "2016-11-13      6.0      4.0\n",
       "2016-11-27     -1.0    -13.0\n",
       "2016-12-11      0.0      9.0\n",
       "2016-12-25      8.0      0.0\n",
       "2017-01-08      5.0     -7.0\n",
       "2017-01-22      2.0      3.0"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.diff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count 1</th>\n",
       "      <th>Count 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-10-31</th>\n",
       "      <td>99.0</td>\n",
       "      <td>125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-30</th>\n",
       "      <td>103.5</td>\n",
       "      <td>121.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-31</th>\n",
       "      <td>107.0</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-31</th>\n",
       "      <td>117.0</td>\n",
       "      <td>118.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Count 1  Count 2\n",
       "2016-10-31     99.0    125.0\n",
       "2016-11-30    103.5    121.5\n",
       "2016-12-31    107.0    124.0\n",
       "2017-01-31    117.0    118.5"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.resample('M').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count 1</th>\n",
       "      <th>Count 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-01-08</th>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-22</th>\n",
       "      <td>118</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Count 1  Count 2\n",
       "2017-01-08      116      117\n",
       "2017-01-22      118      120"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['2017']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count 1</th>\n",
       "      <th>Count 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-12-11</th>\n",
       "      <td>103</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-25</th>\n",
       "      <td>111</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Count 1  Count 2\n",
       "2016-12-11      103      124\n",
       "2016-12-25      111      124"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['2016-12']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>Count 1</th>\n",
       "      <th>Count 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-12-11</th>\n",
       "      <td>103</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-25</th>\n",
       "      <td>111</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-08</th>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-22</th>\n",
       "      <td>118</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Count 1  Count 2\n",
       "2016-12-11      103      124\n",
       "2016-12-25      111      124\n",
       "2017-01-08      116      117\n",
       "2017-01-22      118      120"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['2016-12':]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count 1</th>\n",
       "      <th>Count 2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-10-02</th>\n",
       "      <td>96</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-09</th>\n",
       "      <td>96</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-16</th>\n",
       "      <td>103</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-23</th>\n",
       "      <td>103</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-30</th>\n",
       "      <td>98</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-06</th>\n",
       "      <td>98</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-13</th>\n",
       "      <td>104</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-20</th>\n",
       "      <td>104</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-27</th>\n",
       "      <td>103</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-04</th>\n",
       "      <td>103</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-11</th>\n",
       "      <td>103</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-18</th>\n",
       "      <td>103</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-25</th>\n",
       "      <td>111</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>111</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-08</th>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-15</th>\n",
       "      <td>116</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-22</th>\n",
       "      <td>118</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Count 1  Count 2\n",
       "2016-10-02       96      124\n",
       "2016-10-09       96      124\n",
       "2016-10-16      103      127\n",
       "2016-10-23      103      127\n",
       "2016-10-30       98      124\n",
       "2016-11-06       98      124\n",
       "2016-11-13      104      128\n",
       "2016-11-20      104      128\n",
       "2016-11-27      103      115\n",
       "2016-12-04      103      115\n",
       "2016-12-11      103      124\n",
       "2016-12-18      103      124\n",
       "2016-12-25      111      124\n",
       "2017-01-01      111      124\n",
       "2017-01-08      116      117\n",
       "2017-01-15      116      117\n",
       "2017-01-22      118      120"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.asfreq('W', method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.5/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n",
      "/opt/conda/lib/python3.5/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1a97631390>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HKC+eQmwI32/5nq5LuxJiQ/iqwle09G0Zrbs3IiLEhlB4RGEyJM/A4saL3Y4jIrFAeGYf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\nAmOMMcYA8P9X7zW0lnDDlAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1a392ce2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}