{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Other options besides \"inline\" are \"widget\" & \"notebook\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import our usual things:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt # shorthand for importing\n",
    "import numpy as np # shorthand"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import Pandas package to deal with data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#buildings = pd.read_csv('building_inventory.csv') # this is if the file is stored locally\n",
    "buildings = pd.read_csv('/Users/jillnaiman/Downloads/building_inventory.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency Name</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>Zip code</th>\n",
       "      <th>County</th>\n",
       "      <th>Congress Dist</th>\n",
       "      <th>Congressional Full Name</th>\n",
       "      <th>Rep Dist</th>\n",
       "      <th>Rep Full Name</th>\n",
       "      <th>...</th>\n",
       "      <th>Bldg Status</th>\n",
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       "      <th>Year Constructed</th>\n",
       "      <th>Square Footage</th>\n",
       "      <th>Total Floors</th>\n",
       "      <th>Floors Above Grade</th>\n",
       "      <th>Floors Below Grade</th>\n",
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       "      <th>Usage Description 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1975</td>\n",
       "      <td>1975</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>Unusual</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
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       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</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",
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       "      <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>8857</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Belvidere Maintenance Storage Facility - Boone...</td>\n",
       "      <td>9797 Illinois Rte. 76</td>\n",
       "      <td>Belvidere</td>\n",
       "      <td>61008</td>\n",
       "      <td>Boone</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>69</td>\n",
       "      <td>Sosnowski Joe</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>432</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8858</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Belvidere Maintenance Storage Facility - Boone...</td>\n",
       "      <td>9797 Illinois Rte 76</td>\n",
       "      <td>Belvidere</td>\n",
       "      <td>61008</td>\n",
       "      <td>Boone</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>69</td>\n",
       "      <td>Sosnowski Joe</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8859</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Quincy Maintenance Storage Facility</td>\n",
       "      <td>800 Koch's Lane</td>\n",
       "      <td>Quincy</td>\n",
       "      <td>62305</td>\n",
       "      <td>Adams</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>94</td>\n",
       "      <td>Frese Randy E.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>1987</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>High Hazard</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8860</th>\n",
       "      <td>Illinois Community College Board</td>\n",
       "      <td>Illinois Valley Community College - Oglesby</td>\n",
       "      <td>815 North Orlando Smith Avenue</td>\n",
       "      <td>Oglesby</td>\n",
       "      <td>61348</td>\n",
       "      <td>LaSalle</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>76</td>\n",
       "      <td>Long Jerry Lee</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1971</td>\n",
       "      <td>1971</td>\n",
       "      <td>49552</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>Not provided</td>\n",
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       "    <tr>\n",
       "      <th>8861</th>\n",
       "      <td>Department of Military Affairs</td>\n",
       "      <td>Peoria Army Aviation Support Facility</td>\n",
       "      <td>2323 S. Airport Rd</td>\n",
       "      <td>Peoria</td>\n",
       "      <td>61607</td>\n",
       "      <td>Peoria</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>92</td>\n",
       "      <td>Gordon-Booth Jehan</td>\n",
       "      <td>...</td>\n",
       "      <td>In Progress</td>\n",
       "      <td>0</td>\n",
       "      <td>2017</td>\n",
       "      <td>288</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8862 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Agency Name  \\\n",
       "0      Department of Natural Resources   \n",
       "1      Department of Natural Resources   \n",
       "2      Department of Natural Resources   \n",
       "3      Department of Natural Resources   \n",
       "4      Department of Natural Resources   \n",
       "...                                ...   \n",
       "8857      Department of Transportation   \n",
       "8858      Department of Transportation   \n",
       "8859      Department of Transportation   \n",
       "8860  Illinois Community College Board   \n",
       "8861    Department of Military Affairs   \n",
       "\n",
       "                                          Location Name  \\\n",
       "0       Anderson Lake Conservation Area - Fulton County   \n",
       "1       Anderson Lake Conservation Area - Fulton County   \n",
       "2       Anderson Lake Conservation Area - Fulton County   \n",
       "3       Anderson Lake Conservation Area - Fulton County   \n",
       "4       Anderson Lake Conservation Area - Fulton County   \n",
       "...                                                 ...   \n",
       "8857  Belvidere Maintenance Storage Facility - Boone...   \n",
       "8858  Belvidere Maintenance Storage Facility - Boone...   \n",
       "8859                Quincy Maintenance Storage Facility   \n",
       "8860        Illinois Valley Community College - Oglesby   \n",
       "8861              Peoria Army Aviation Support Facility   \n",
       "\n",
       "                             Address       City  Zip code   County  \\\n",
       "0                 Anderson Lake C.a.    Astoria     61501   Fulton   \n",
       "1                 Anderson Lake C.a.    Astoria     61501   Fulton   \n",
       "2                 Anderson Lake C.a.    Astoria     61501   Fulton   \n",
       "3                 Anderson Lake C.a.    Astoria     61501   Fulton   \n",
       "4                 Anderson Lake C.a.    Astoria     61501   Fulton   \n",
       "...                              ...        ...       ...      ...   \n",
       "8857           9797 Illinois Rte. 76  Belvidere     61008    Boone   \n",
       "8858            9797 Illinois Rte 76  Belvidere     61008    Boone   \n",
       "8859                 800 Koch's Lane     Quincy     62305    Adams   \n",
       "8860  815 North Orlando Smith Avenue    Oglesby     61348  LaSalle   \n",
       "8861              2323 S. Airport Rd     Peoria     61607   Peoria   \n",
       "\n",
       "      Congress Dist Congressional Full Name  Rep Dist       Rep Full Name  \\\n",
       "0                17            Cheri Bustos        93   Hammond Norine K.   \n",
       "1                17            Cheri Bustos        93   Hammond Norine K.   \n",
       "2                17            Cheri Bustos        93   Hammond Norine K.   \n",
       "3                17            Cheri Bustos        93   Hammond Norine K.   \n",
       "4                17            Cheri Bustos        93   Hammond Norine K.   \n",
       "...             ...                     ...       ...                 ...   \n",
       "8857             16          Adam Kinzinger        69       Sosnowski Joe   \n",
       "8858             16          Adam Kinzinger        69       Sosnowski Joe   \n",
       "8859             18         Darin M. LaHood        94      Frese Randy E.   \n",
       "8860             16          Adam Kinzinger        76      Long Jerry Lee   \n",
       "8861             17            Cheri Bustos        92  Gordon-Booth Jehan   \n",
       "\n",
       "      ...  Bldg Status Year Acquired Year Constructed  Square Footage  \\\n",
       "0     ...       In Use          1975             1975             144   \n",
       "1     ...       In Use          2004             2004             144   \n",
       "2     ...       In Use          2004             2004             144   \n",
       "3     ...       In Use          2004             2004             144   \n",
       "4     ...       In Use          2004             2004             144   \n",
       "...   ...          ...           ...              ...             ...   \n",
       "8857  ...       In Use             0                0             432   \n",
       "8858  ...       In Use             0                0             330   \n",
       "8859  ...       In Use             0             1987             130   \n",
       "8860  ...       In Use          1971             1971           49552   \n",
       "8861  ...  In Progress             0             2017             288   \n",
       "\n",
       "      Total Floors  Floors Above Grade  Floors Below Grade  \\\n",
       "0                1                   1                   0   \n",
       "1                1                   1                   0   \n",
       "2                1                   1                   0   \n",
       "3                1                   1                   0   \n",
       "4                1                   1                   0   \n",
       "...            ...                 ...                 ...   \n",
       "8857             1                   0                   0   \n",
       "8858             1                   0                   0   \n",
       "8859             1                   0                   0   \n",
       "8860             1                   1                   0   \n",
       "8861             1                   0                   0   \n",
       "\n",
       "         Usage Description   Usage Description 2 Usage Description 3  \n",
       "0                  Unusual               Unusual        Not provided  \n",
       "1                  Unusual               Unusual        Not provided  \n",
       "2                  Unusual               Unusual        Not provided  \n",
       "3                  Unusual               Unusual        Not provided  \n",
       "4                  Unusual               Unusual        Not provided  \n",
       "...                    ...                   ...                 ...  \n",
       "8857               Storage                   NaN                 NaN  \n",
       "8858               Storage                   NaN                 NaN  \n",
       "8859               Storage           High Hazard                 NaN  \n",
       "8860             Education             Education        Not provided  \n",
       "8861  Utiility & Miscellan  Utiility & Miscellan                 NaN  \n",
       "\n",
       "[8862 rows x 22 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RangeIndex(start=0, stop=8862, step=1)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings.index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take some subsets of our data using `.iloc`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Agency Name</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Address</th>\n",
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       "      <th>Rep Full Name</th>\n",
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       "      <th>Year Constructed</th>\n",
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       "      <th>Total Floors</th>\n",
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       "      <th>Floors Below Grade</th>\n",
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       "      <th>Usage Description 3</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Agency Name  \\\n",
       "1  Department of Natural Resources   \n",
       "2  Department of Natural Resources   \n",
       "3  Department of Natural Resources   \n",
       "\n",
       "                                     Location Name             Address  \\\n",
       "1  Anderson Lake Conservation Area - Fulton County  Anderson Lake C.a.   \n",
       "2  Anderson Lake Conservation Area - Fulton County  Anderson Lake C.a.   \n",
       "3  Anderson Lake Conservation Area - Fulton County  Anderson Lake C.a.   \n",
       "\n",
       "      City  Zip code  County  Congress Dist Congressional Full Name  Rep Dist  \\\n",
       "1  Astoria     61501  Fulton             17            Cheri Bustos        93   \n",
       "2  Astoria     61501  Fulton             17            Cheri Bustos        93   \n",
       "3  Astoria     61501  Fulton             17            Cheri Bustos        93   \n",
       "\n",
       "       Rep Full Name  ...  Bldg Status Year Acquired Year Constructed  \\\n",
       "1  Hammond Norine K.  ...       In Use          2004             2004   \n",
       "2  Hammond Norine K.  ...       In Use          2004             2004   \n",
       "3  Hammond Norine K.  ...       In Use          2004             2004   \n",
       "\n",
       "   Square Footage  Total Floors  Floors Above Grade  Floors Below Grade  \\\n",
       "1             144             1                   1                   0   \n",
       "2             144             1                   1                   0   \n",
       "3             144             1                   1                   0   \n",
       "\n",
       "   Usage Description  Usage Description 2 Usage Description 3  \n",
       "1            Unusual              Unusual        Not provided  \n",
       "2            Unusual              Unusual        Not provided  \n",
       "3            Unusual              Unusual        Not provided  \n",
       "\n",
       "[3 rows x 22 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings.iloc[1:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency Name</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>Zip code</th>\n",
       "      <th>County</th>\n",
       "      <th>Congress Dist</th>\n",
       "      <th>Congressional Full Name</th>\n",
       "      <th>Rep Dist</th>\n",
       "      <th>Rep Full Name</th>\n",
       "      <th>...</th>\n",
       "      <th>Bldg Status</th>\n",
       "      <th>Year Acquired</th>\n",
       "      <th>Year Constructed</th>\n",
       "      <th>Square Footage</th>\n",
       "      <th>Total Floors</th>\n",
       "      <th>Floors Above Grade</th>\n",
       "      <th>Floors Below Grade</th>\n",
       "      <th>Usage Description</th>\n",
       "      <th>Usage Description 2</th>\n",
       "      <th>Usage Description 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1975</td>\n",
       "      <td>1975</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Anderson Lake Conservation Area - Fulton County</td>\n",
       "      <td>Anderson Lake C.a.</td>\n",
       "      <td>Astoria</td>\n",
       "      <td>61501</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>93</td>\n",
       "      <td>Hammond Norine K.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Agency Name  \\\n",
       "0  Department of Natural Resources   \n",
       "1  Department of Natural Resources   \n",
       "2  Department of Natural Resources   \n",
       "3  Department of Natural Resources   \n",
       "4  Department of Natural Resources   \n",
       "\n",
       "                                     Location Name             Address  \\\n",
       "0  Anderson Lake Conservation Area - Fulton County  Anderson Lake C.a.   \n",
       "1  Anderson Lake Conservation Area - Fulton County  Anderson Lake C.a.   \n",
       "2  Anderson Lake Conservation Area - Fulton County  Anderson Lake C.a.   \n",
       "3  Anderson Lake Conservation Area - Fulton County  Anderson Lake C.a.   \n",
       "4  Anderson Lake Conservation Area - Fulton County  Anderson Lake C.a.   \n",
       "\n",
       "      City  Zip code  County  Congress Dist Congressional Full Name  Rep Dist  \\\n",
       "0  Astoria     61501  Fulton             17            Cheri Bustos        93   \n",
       "1  Astoria     61501  Fulton             17            Cheri Bustos        93   \n",
       "2  Astoria     61501  Fulton             17            Cheri Bustos        93   \n",
       "3  Astoria     61501  Fulton             17            Cheri Bustos        93   \n",
       "4  Astoria     61501  Fulton             17            Cheri Bustos        93   \n",
       "\n",
       "       Rep Full Name  ...  Bldg Status Year Acquired Year Constructed  \\\n",
       "0  Hammond Norine K.  ...       In Use          1975             1975   \n",
       "1  Hammond Norine K.  ...       In Use          2004             2004   \n",
       "2  Hammond Norine K.  ...       In Use          2004             2004   \n",
       "3  Hammond Norine K.  ...       In Use          2004             2004   \n",
       "4  Hammond Norine K.  ...       In Use          2004             2004   \n",
       "\n",
       "   Square Footage  Total Floors  Floors Above Grade  Floors Below Grade  \\\n",
       "0             144             1                   1                   0   \n",
       "1             144             1                   1                   0   \n",
       "2             144             1                   1                   0   \n",
       "3             144             1                   1                   0   \n",
       "4             144             1                   1                   0   \n",
       "\n",
       "   Usage Description  Usage Description 2 Usage Description 3  \n",
       "0            Unusual              Unusual        Not provided  \n",
       "1            Unusual              Unusual        Not provided  \n",
       "2            Unusual              Unusual        Not provided  \n",
       "3            Unusual              Unusual        Not provided  \n",
       "4            Unusual              Unusual        Not provided  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100    Department of Natural Resources\n",
       "101    Department of Natural Resources\n",
       "102    Department of Natural Resources\n",
       "103    Department of Natural Resources\n",
       "104    Department of Natural Resources\n",
       "105    Department of Natural Resources\n",
       "106    Department of Natural Resources\n",
       "107    Department of Natural Resources\n",
       "108    Department of Natural Resources\n",
       "109     Department of Juvenile Justice\n",
       "Name: Agency Name, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings.iloc[100:110][\"Agency Name\"] # grabbing the agency name column from 100-110 rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# numpy version? buildings.shape()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8862, 22)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings.shape # like with numpy (and no need to convert!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings['Agency Name'].nunique() # number of unique entries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Department of Natural Resources', 'Department of Corrections',\n",
       "       'Department of Human Services', 'Department of Transportation',\n",
       "       'Department of State Police', 'Department of Military Affairs',\n",
       "       'Department of Agriculture', 'Governors State University',\n",
       "       'Department of Central Management Services',\n",
       "       'Illinois State University', 'Historic Preservation Agency',\n",
       "       'Department of Juvenile Justice', 'Southern Illinois University',\n",
       "       'Illinois Medical District Commission', 'University of Illinois',\n",
       "       \"Department of Veterans' Affairs\", 'Chicago State University',\n",
       "       'Northern Illinois University', 'Office of the Secretary of State',\n",
       "       'Illinois Emergency Management Agency',\n",
       "       'Western Illinois University', 'Eastern Illinois University',\n",
       "       'Northeastern Illinois University',\n",
       "       'Illinois Community College Board',\n",
       "       'Illinois Board of Higher Education',\n",
       "       'IL State Board of Education', 'Department of Revenue',\n",
       "       \"Governor's Office\", 'Office of the Attorney General',\n",
       "       'Appellate Court / Fourth District', 'Department of Public Health',\n",
       "       'Illinois Courts', 'Appellate Court / Third District',\n",
       "       'Appellate Court / Fifth District',\n",
       "       'Appellate Court / Second District'], dtype=object)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings['Agency Name'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Zip code</th>\n",
       "      <th>Congress Dist</th>\n",
       "      <th>Rep Dist</th>\n",
       "      <th>Senate Dist</th>\n",
       "      <th>Year Acquired</th>\n",
       "      <th>Year Constructed</th>\n",
       "      <th>Square Footage</th>\n",
       "      <th>Total Floors</th>\n",
       "      <th>Floors Above Grade</th>\n",
       "      <th>Floors Below Grade</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8862.000000</td>\n",
       "      <td>8862.000000</td>\n",
       "      <td>8862.000000</td>\n",
       "      <td>8862.000000</td>\n",
       "      <td>8862.000000</td>\n",
       "      <td>8862.000000</td>\n",
       "      <td>8.862000e+03</td>\n",
       "      <td>8862.000000</td>\n",
       "      <td>8862.000000</td>\n",
       "      <td>8862.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>61821.076845</td>\n",
       "      <td>13.404085</td>\n",
       "      <td>92.303318</td>\n",
       "      <td>46.408599</td>\n",
       "      <td>1913.267660</td>\n",
       "      <td>1906.135184</td>\n",
       "      <td>1.147603e+04</td>\n",
       "      <td>1.636087</td>\n",
       "      <td>1.449334</td>\n",
       "      <td>0.161589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1095.203357</td>\n",
       "      <td>4.037936</td>\n",
       "      <td>23.568457</td>\n",
       "      <td>11.781038</td>\n",
       "      <td>337.024796</td>\n",
       "      <td>351.180642</td>\n",
       "      <td>3.817263e+04</td>\n",
       "      <td>1.537603</td>\n",
       "      <td>1.286898</td>\n",
       "      <td>0.392717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1235.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>61105.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>40.000000</td>\n",
       "      <td>1957.000000</td>\n",
       "      <td>1953.000000</td>\n",
       "      <td>2.330000e+02</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>62023.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>1975.000000</td>\n",
       "      <td>1974.000000</td>\n",
       "      <td>1.600000e+03</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>62650.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>110.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>1992.000000</td>\n",
       "      <td>1991.000000</td>\n",
       "      <td>6.426500e+03</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>68297.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>119.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>2019.000000</td>\n",
       "      <td>1.200000e+06</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Zip code  Congress Dist     Rep Dist  Senate Dist  Year Acquired  \\\n",
       "count   8862.000000    8862.000000  8862.000000  8862.000000    8862.000000   \n",
       "mean   61821.076845      13.404085    92.303318    46.408599    1913.267660   \n",
       "std     1095.203357       4.037936    23.568457    11.781038     337.024796   \n",
       "min     1235.000000       0.000000     0.000000     0.000000       0.000000   \n",
       "25%    61105.000000      12.000000    79.000000    40.000000    1957.000000   \n",
       "50%    62023.000000      14.000000    97.000000    49.000000    1975.000000   \n",
       "75%    62650.000000      16.000000   110.000000    55.000000    1992.000000   \n",
       "max    68297.000000      18.000000   119.000000    60.000000    2019.000000   \n",
       "\n",
       "       Year Constructed  Square Footage  Total Floors  Floors Above Grade  \\\n",
       "count       8862.000000    8.862000e+03   8862.000000         8862.000000   \n",
       "mean        1906.135184    1.147603e+04      1.636087            1.449334   \n",
       "std          351.180642    3.817263e+04      1.537603            1.286898   \n",
       "min            0.000000    0.000000e+00      0.000000            0.000000   \n",
       "25%         1953.000000    2.330000e+02      1.000000            1.000000   \n",
       "50%         1974.000000    1.600000e+03      1.000000            1.000000   \n",
       "75%         1991.000000    6.426500e+03      2.000000            1.000000   \n",
       "max         2019.000000    1.200000e+06     31.000000           30.000000   \n",
       "\n",
       "       Floors Below Grade  \n",
       "count         8862.000000  \n",
       "mean             0.161589  \n",
       "std              0.392717  \n",
       "min              0.000000  \n",
       "25%              0.000000  \n",
       "50%              0.000000  \n",
       "75%              0.000000  \n",
       "max              4.000000  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings.describe() # like in R, the \"summary\" function"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Try looking at buildings that have zero square footage(??? what???)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency Name</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>Zip code</th>\n",
       "      <th>County</th>\n",
       "      <th>Congress Dist</th>\n",
       "      <th>Congressional Full Name</th>\n",
       "      <th>Rep Dist</th>\n",
       "      <th>Rep Full Name</th>\n",
       "      <th>...</th>\n",
       "      <th>Bldg Status</th>\n",
       "      <th>Year Acquired</th>\n",
       "      <th>Year Constructed</th>\n",
       "      <th>Square Footage</th>\n",
       "      <th>Total Floors</th>\n",
       "      <th>Floors Above Grade</th>\n",
       "      <th>Floors Below Grade</th>\n",
       "      <th>Usage Description</th>\n",
       "      <th>Usage Description 2</th>\n",
       "      <th>Usage Description 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Rock Island Trail State Park - Stark County</td>\n",
       "      <td>Rr #1, Box 64</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>61491</td>\n",
       "      <td>Stark</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>73</td>\n",
       "      <td>Spain Ryan</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1988</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Rock Island Trail State Park - Stark County</td>\n",
       "      <td>Rr #1, Box 64</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>61491</td>\n",
       "      <td>Stark</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>73</td>\n",
       "      <td>Spain Ryan</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1988</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Business</td>\n",
       "      <td>Business</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Vandalia Correctional Center - Fayette County</td>\n",
       "      <td>P.o. Box 500, Rte. 51 N.</td>\n",
       "      <td>Vandalia</td>\n",
       "      <td>62471</td>\n",
       "      <td>Fayette</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>107</td>\n",
       "      <td>Cavaletto John</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Gurnee - Lake County</td>\n",
       "      <td>3516 West Washington Street</td>\n",
       "      <td>Gurnee</td>\n",
       "      <td>60031</td>\n",
       "      <td>Lake</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>99</td>\n",
       "      <td>Wojcicki Jimene Sara</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Northern Illinois University</td>\n",
       "      <td>Northern Illinois University - DeKalb</td>\n",
       "      <td>Northern Illinois University</td>\n",
       "      <td>Dekalb</td>\n",
       "      <td>60115</td>\n",
       "      <td>DeKalb</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>70</td>\n",
       "      <td>Pritchard Robert W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1999</td>\n",
       "      <td>1999</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Northern Illinois University</td>\n",
       "      <td>Northern Illinois University - DeKalb</td>\n",
       "      <td>1805 West Lincoln Hwy</td>\n",
       "      <td>Dekalb</td>\n",
       "      <td>60115</td>\n",
       "      <td>DeKalb</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>70</td>\n",
       "      <td>Pritchard Robert W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1997</td>\n",
       "      <td>1920</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Chain O'Lakes CA and SP - McHenry County</td>\n",
       "      <td>39947 North State Park Road</td>\n",
       "      <td>Spring Grove</td>\n",
       "      <td>60081</td>\n",
       "      <td>McHenry</td>\n",
       "      <td>14</td>\n",
       "      <td>Randy Hultgren</td>\n",
       "      <td>64</td>\n",
       "      <td>Wheeler Barbara</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Department of Agriculture</td>\n",
       "      <td>DuQuoin State Fairgrounds - Perry County</td>\n",
       "      <td>Route #2, Box 306</td>\n",
       "      <td>Duquoin</td>\n",
       "      <td>62832</td>\n",
       "      <td>Perry</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>115</td>\n",
       "      <td>Bryant Terri</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1988</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Nauvoo State Park - Hancock County</td>\n",
       "      <td>So Sidney</td>\n",
       "      <td>Nauvoo</td>\n",
       "      <td>62354</td>\n",
       "      <td>Hancock</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>94</td>\n",
       "      <td>Frese Randy E.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Nauvoo State Park - Hancock County</td>\n",
       "      <td>Kimball Street</td>\n",
       "      <td>Nauvoo</td>\n",
       "      <td>62354</td>\n",
       "      <td>Hancock</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>94</td>\n",
       "      <td>Frese Randy E.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Rice Lake Conservation Area - Fulton County</td>\n",
       "      <td>R. R. #3</td>\n",
       "      <td>Canton</td>\n",
       "      <td>61520</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>91</td>\n",
       "      <td>Unes Michael D.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Dixon Springs Maintenance Storage Facility - P...</td>\n",
       "      <td>Rt. 145 1 Mi. S Of Rt. 146</td>\n",
       "      <td>Dixon Springs</td>\n",
       "      <td>62943</td>\n",
       "      <td>Pope</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1148</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Saline County Conservation Area - Saline County</td>\n",
       "      <td>R.r. #1 Box 30</td>\n",
       "      <td>Equality</td>\n",
       "      <td>62934</td>\n",
       "      <td>Saline</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1963</td>\n",
       "      <td>1963</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Saline County Conservation Area - Saline County</td>\n",
       "      <td>R.r. #1 Box 30</td>\n",
       "      <td>Equality</td>\n",
       "      <td>62934</td>\n",
       "      <td>Saline</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1968</td>\n",
       "      <td>1968</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1151</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Saline County Conservation Area - Saline County</td>\n",
       "      <td>R.r. #1 Box 30</td>\n",
       "      <td>Equality</td>\n",
       "      <td>62934</td>\n",
       "      <td>Saline</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1985</td>\n",
       "      <td>1985</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Saline County Conservation Area - Saline County</td>\n",
       "      <td>R.r. #1 Box 30</td>\n",
       "      <td>Equality</td>\n",
       "      <td>62934</td>\n",
       "      <td>Saline</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1960</td>\n",
       "      <td>1960</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1473</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Golconda Marina</td>\n",
       "      <td>Ohio River Rec Area</td>\n",
       "      <td>Golconda</td>\n",
       "      <td>62938</td>\n",
       "      <td>Pope</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Siloam Springs State Park - Adams County</td>\n",
       "      <td>Rr #1, Box 204</td>\n",
       "      <td>Clayton</td>\n",
       "      <td>62324</td>\n",
       "      <td>Adams</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>94</td>\n",
       "      <td>Frese Randy E.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2289</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Tinley Park Mental Health Center - Cook County</td>\n",
       "      <td>7400 West 183rd Street</td>\n",
       "      <td>Tinley Park</td>\n",
       "      <td>60477</td>\n",
       "      <td>Cook</td>\n",
       "      <td>1</td>\n",
       "      <td>Bobby L. Rush</td>\n",
       "      <td>38</td>\n",
       "      <td>Riley Al</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Tinley Park Mental Health Center - Cook County</td>\n",
       "      <td>7400 West 183rd Street</td>\n",
       "      <td>Tinley Park</td>\n",
       "      <td>60477</td>\n",
       "      <td>Cook</td>\n",
       "      <td>1</td>\n",
       "      <td>Bobby L. Rush</td>\n",
       "      <td>38</td>\n",
       "      <td>Riley Al</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Tinley Park Mental Health Center - Cook County</td>\n",
       "      <td>7400 West 183rd Street</td>\n",
       "      <td>Tinley Park</td>\n",
       "      <td>60477</td>\n",
       "      <td>Cook</td>\n",
       "      <td>1</td>\n",
       "      <td>Bobby L. Rush</td>\n",
       "      <td>38</td>\n",
       "      <td>Riley Al</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2384</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Giant City State Park &amp; Lodge - Jackson County</td>\n",
       "      <td>P.o. Box 70</td>\n",
       "      <td>Makanda</td>\n",
       "      <td>62958</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2385</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Giant City State Park &amp; Lodge - Jackson County</td>\n",
       "      <td>P.o. Box 70</td>\n",
       "      <td>Makanda</td>\n",
       "      <td>62958</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2391</th>\n",
       "      <td>Historic Preservation Agency</td>\n",
       "      <td>Shawneetown Bank Historic Site - Gallatin County</td>\n",
       "      <td>Rr #1</td>\n",
       "      <td>Old Shawneetown</td>\n",
       "      <td>62984</td>\n",
       "      <td>Gallatin</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2392</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Starved Rock State Park &amp; Lodge - LaSalle County</td>\n",
       "      <td>Starved Rock Sp</td>\n",
       "      <td>Utica</td>\n",
       "      <td>61373</td>\n",
       "      <td>LaSalle</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>76</td>\n",
       "      <td>Long Jerry Lee</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2402</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Pere Marquette State Park - Jersey County</td>\n",
       "      <td>P.o. Box 158</td>\n",
       "      <td>Grafton</td>\n",
       "      <td>62037</td>\n",
       "      <td>Jersey</td>\n",
       "      <td>13</td>\n",
       "      <td>Rodney L. Davis</td>\n",
       "      <td>100</td>\n",
       "      <td>Davidsmeyer C. D.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2407</th>\n",
       "      <td>Department of Veterans' Affairs</td>\n",
       "      <td>Illinois Veterans' Home at Manteno</td>\n",
       "      <td>One Veterans Drive</td>\n",
       "      <td>Manteno</td>\n",
       "      <td>60950</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>34</td>\n",
       "      <td>Sims, Jr. Elgie R.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2408</th>\n",
       "      <td>Department of Veterans' Affairs</td>\n",
       "      <td>Illinois Veterans' Home at Manteno</td>\n",
       "      <td>One Veterans Drive</td>\n",
       "      <td>Manteno</td>\n",
       "      <td>60950</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>34</td>\n",
       "      <td>Sims, Jr. Elgie R.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2410</th>\n",
       "      <td>Department of Veterans' Affairs</td>\n",
       "      <td>Illinois Veterans' Home at Manteno</td>\n",
       "      <td>One Veterans Drive</td>\n",
       "      <td>Manteno</td>\n",
       "      <td>60950</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>34</td>\n",
       "      <td>Sims, Jr. Elgie R.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2413</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Alton Mental Health Center - Madison County</td>\n",
       "      <td>4500 College Ave</td>\n",
       "      <td>Alton</td>\n",
       "      <td>62202</td>\n",
       "      <td>Madison</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>111</td>\n",
       "      <td>Beiser Daniel V.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2414</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Lincoln Developmental Center - Logan County</td>\n",
       "      <td>861 South State Street</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>62656</td>\n",
       "      <td>Logan</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>87</td>\n",
       "      <td>Butler Tim</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>1951</td>\n",
       "      <td>1951</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2422</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Stateville Correctional Center - Joliet</td>\n",
       "      <td>Rt 53 &amp; Division St</td>\n",
       "      <td>Joliet</td>\n",
       "      <td>60434</td>\n",
       "      <td>Will</td>\n",
       "      <td>11</td>\n",
       "      <td>Bill Foster</td>\n",
       "      <td>86</td>\n",
       "      <td>Walsh, Jr. Lawrence M.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Detention &amp; Correc</td>\n",
       "      <td>Detention &amp; Correc</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2426</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2427</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2431</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2432</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2442</th>\n",
       "      <td>Southern Illinois University</td>\n",
       "      <td>Southern Illinois University - Carbondale</td>\n",
       "      <td>Cabondale Campus</td>\n",
       "      <td>Carbondale</td>\n",
       "      <td>62901</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>115</td>\n",
       "      <td>Bryant Terri</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>Southern Illinois University</td>\n",
       "      <td>Southern Illinois University - Carbondale</td>\n",
       "      <td>Carbondale Campus</td>\n",
       "      <td>Carbondale</td>\n",
       "      <td>62901</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>115</td>\n",
       "      <td>Bryant Terri</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2457</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Franklin Creek Natural Area - Lee County</td>\n",
       "      <td>1872 Twist Road</td>\n",
       "      <td>Franklin Grove</td>\n",
       "      <td>61031</td>\n",
       "      <td>Lee</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>90</td>\n",
       "      <td>Demmer Tom</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2943</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Illini State Park - LaSalle County</td>\n",
       "      <td>Rural Route 1</td>\n",
       "      <td>Marseilles</td>\n",
       "      <td>61341</td>\n",
       "      <td>LaSalle</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>76</td>\n",
       "      <td>Long Jerry Lee</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3525</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1997</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3530</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1991</td>\n",
       "      <td>1991</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3533</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1994</td>\n",
       "      <td>1994</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3534</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1994</td>\n",
       "      <td>1994</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Business</td>\n",
       "      <td>Business</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3535</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1996</td>\n",
       "      <td>1996</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Mercantile</td>\n",
       "      <td>Mercantile</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5679</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Robinson Correctional Center - Crawford County</td>\n",
       "      <td>13423 East 1150th Avenue</td>\n",
       "      <td>Robinson</td>\n",
       "      <td>62454</td>\n",
       "      <td>Crawford</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>110</td>\n",
       "      <td>Phillips Reginald</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Big Muddy Correctional Center - Jefferson County</td>\n",
       "      <td>Rt. 37, P. O. Box 1000</td>\n",
       "      <td>Ina</td>\n",
       "      <td>62846</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>115</td>\n",
       "      <td>Bryant Terri</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5750</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Pinckneyville Correctional Center - Perry County</td>\n",
       "      <td>Route #154 East</td>\n",
       "      <td>Pinckneyville</td>\n",
       "      <td>62274</td>\n",
       "      <td>Perry</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1997</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Detention &amp; Correc</td>\n",
       "      <td>Business</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8662</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Horseshoe Lake State Park - Madison County</td>\n",
       "      <td>3321 State Route 111</td>\n",
       "      <td>Granite City</td>\n",
       "      <td>62040</td>\n",
       "      <td>Madison</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>112</td>\n",
       "      <td>Stuart Katie</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8676</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Kankakee River Conservation Area and State Park</td>\n",
       "      <td>Kankakee River Conservation Area and State Park</td>\n",
       "      <td>Bourbonnais</td>\n",
       "      <td>60914</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>79</td>\n",
       "      <td>Parkhurst Lindsay</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>2015</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8677</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Kankakee River Conservation Area and State Park</td>\n",
       "      <td>Kankakee River Conservation Area and State Park</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>60914</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>79</td>\n",
       "      <td>Parkhurst Lindsay</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8686</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Missouri Avenue Pump Station</td>\n",
       "      <td>200 Missouri Avenue</td>\n",
       "      <td>East St. Louis</td>\n",
       "      <td>62201</td>\n",
       "      <td>St. Clair</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>114</td>\n",
       "      <td>Greenwood LaToya</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8687</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>42nd Street Pump Station</td>\n",
       "      <td>4301 St. Clair Avenue</td>\n",
       "      <td>East St. Louis</td>\n",
       "      <td>62201</td>\n",
       "      <td>St. Clair</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>114</td>\n",
       "      <td>Greenwood LaToya</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8688</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>McCambridge Pump Station</td>\n",
       "      <td>300 IL Route 203</td>\n",
       "      <td>Madison</td>\n",
       "      <td>62060</td>\n",
       "      <td>Madison</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>113</td>\n",
       "      <td>Hoffman Jay</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8790</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Frankfort</td>\n",
       "      <td>USE THIS NUMBER FOR THE NEXT NEW BUILDING # AT...</td>\n",
       "      <td>SPRINGFIELD</td>\n",
       "      <td>62703</td>\n",
       "      <td>Will</td>\n",
       "      <td>1</td>\n",
       "      <td>Bobby L. Rush</td>\n",
       "      <td>80</td>\n",
       "      <td>DeLuca Anthony</td>\n",
       "      <td>...</td>\n",
       "      <td>In Progress</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8802</th>\n",
       "      <td>Department of Military Affairs</td>\n",
       "      <td>Sparta Armory - Randolph County</td>\n",
       "      <td>1803 North Hill Crest Dr</td>\n",
       "      <td>Sparta</td>\n",
       "      <td>62286</td>\n",
       "      <td>Randolph</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Progress</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>57 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Agency Name  \\\n",
       "74    Department of Natural Resources   \n",
       "76    Department of Natural Resources   \n",
       "181         Department of Corrections   \n",
       "333      Department of Transportation   \n",
       "421      Northern Illinois University   \n",
       "422      Northern Illinois University   \n",
       "507   Department of Natural Resources   \n",
       "540         Department of Agriculture   \n",
       "551   Department of Natural Resources   \n",
       "552   Department of Natural Resources   \n",
       "805   Department of Natural Resources   \n",
       "1064     Department of Transportation   \n",
       "1148  Department of Natural Resources   \n",
       "1149  Department of Natural Resources   \n",
       "1151  Department of Natural Resources   \n",
       "1163  Department of Natural Resources   \n",
       "1473  Department of Natural Resources   \n",
       "1827  Department of Natural Resources   \n",
       "2289     Department of Human Services   \n",
       "2290     Department of Human Services   \n",
       "2291     Department of Human Services   \n",
       "2384  Department of Natural Resources   \n",
       "2385  Department of Natural Resources   \n",
       "2391     Historic Preservation Agency   \n",
       "2392  Department of Natural Resources   \n",
       "2402  Department of Natural Resources   \n",
       "2407  Department of Veterans' Affairs   \n",
       "2408  Department of Veterans' Affairs   \n",
       "2410  Department of Veterans' Affairs   \n",
       "2413     Department of Human Services   \n",
       "2414     Department of Human Services   \n",
       "2422        Department of Corrections   \n",
       "2426        Department of Corrections   \n",
       "2427        Department of Corrections   \n",
       "2430        Department of Corrections   \n",
       "2431        Department of Corrections   \n",
       "2432        Department of Corrections   \n",
       "2442     Southern Illinois University   \n",
       "2443     Southern Illinois University   \n",
       "2457  Department of Natural Resources   \n",
       "2943  Department of Natural Resources   \n",
       "3525  Department of Natural Resources   \n",
       "3530  Department of Natural Resources   \n",
       "3533  Department of Natural Resources   \n",
       "3534  Department of Natural Resources   \n",
       "3535  Department of Natural Resources   \n",
       "5679        Department of Corrections   \n",
       "5706        Department of Corrections   \n",
       "5750        Department of Corrections   \n",
       "8662  Department of Natural Resources   \n",
       "8676  Department of Natural Resources   \n",
       "8677  Department of Natural Resources   \n",
       "8686     Department of Transportation   \n",
       "8687     Department of Transportation   \n",
       "8688     Department of Transportation   \n",
       "8790     Department of Transportation   \n",
       "8802   Department of Military Affairs   \n",
       "\n",
       "                                          Location Name  \\\n",
       "74          Rock Island Trail State Park - Stark County   \n",
       "76          Rock Island Trail State Park - Stark County   \n",
       "181       Vandalia Correctional Center - Fayette County   \n",
       "333                                Gurnee - Lake County   \n",
       "421               Northern Illinois University - DeKalb   \n",
       "422               Northern Illinois University - DeKalb   \n",
       "507            Chain O'Lakes CA and SP - McHenry County   \n",
       "540            DuQuoin State Fairgrounds - Perry County   \n",
       "551                  Nauvoo State Park - Hancock County   \n",
       "552                  Nauvoo State Park - Hancock County   \n",
       "805         Rice Lake Conservation Area - Fulton County   \n",
       "1064  Dixon Springs Maintenance Storage Facility - P...   \n",
       "1148    Saline County Conservation Area - Saline County   \n",
       "1149    Saline County Conservation Area - Saline County   \n",
       "1151    Saline County Conservation Area - Saline County   \n",
       "1163    Saline County Conservation Area - Saline County   \n",
       "1473                                    Golconda Marina   \n",
       "1827           Siloam Springs State Park - Adams County   \n",
       "2289     Tinley Park Mental Health Center - Cook County   \n",
       "2290     Tinley Park Mental Health Center - Cook County   \n",
       "2291     Tinley Park Mental Health Center - Cook County   \n",
       "2384     Giant City State Park & Lodge - Jackson County   \n",
       "2385     Giant City State Park & Lodge - Jackson County   \n",
       "2391   Shawneetown Bank Historic Site - Gallatin County   \n",
       "2392   Starved Rock State Park & Lodge - LaSalle County   \n",
       "2402          Pere Marquette State Park - Jersey County   \n",
       "2407                 Illinois Veterans' Home at Manteno   \n",
       "2408                 Illinois Veterans' Home at Manteno   \n",
       "2410                 Illinois Veterans' Home at Manteno   \n",
       "2413        Alton Mental Health Center - Madison County   \n",
       "2414        Lincoln Developmental Center - Logan County   \n",
       "2422            Stateville Correctional Center - Joliet   \n",
       "2426  East Moline Correctional Center - Rock Island ...   \n",
       "2427  East Moline Correctional Center - Rock Island ...   \n",
       "2430  East Moline Correctional Center - Rock Island ...   \n",
       "2431  East Moline Correctional Center - Rock Island ...   \n",
       "2432  East Moline Correctional Center - Rock Island ...   \n",
       "2442          Southern Illinois University - Carbondale   \n",
       "2443          Southern Illinois University - Carbondale   \n",
       "2457           Franklin Creek Natural Area - Lee County   \n",
       "2943                 Illini State Park - LaSalle County   \n",
       "3525            Moraine View State Park - McLean County   \n",
       "3530            Moraine View State Park - McLean County   \n",
       "3533            Moraine View State Park - McLean County   \n",
       "3534            Moraine View State Park - McLean County   \n",
       "3535            Moraine View State Park - McLean County   \n",
       "5679     Robinson Correctional Center - Crawford County   \n",
       "5706   Big Muddy Correctional Center - Jefferson County   \n",
       "5750   Pinckneyville Correctional Center - Perry County   \n",
       "8662         Horseshoe Lake State Park - Madison County   \n",
       "8676    Kankakee River Conservation Area and State Park   \n",
       "8677    Kankakee River Conservation Area and State Park   \n",
       "8686                       Missouri Avenue Pump Station   \n",
       "8687                           42nd Street Pump Station   \n",
       "8688                           McCambridge Pump Station   \n",
       "8790                                          Frankfort   \n",
       "8802                    Sparta Armory - Randolph County   \n",
       "\n",
       "                                                Address             City  \\\n",
       "74                                        Rr #1, Box 64          Wyoming   \n",
       "76                                        Rr #1, Box 64          Wyoming   \n",
       "181                            P.o. Box 500, Rte. 51 N.         Vandalia   \n",
       "333                         3516 West Washington Street           Gurnee   \n",
       "421                        Northern Illinois University           Dekalb   \n",
       "422                               1805 West Lincoln Hwy           Dekalb   \n",
       "507                         39947 North State Park Road     Spring Grove   \n",
       "540                                   Route #2, Box 306          Duquoin   \n",
       "551                                           So Sidney           Nauvoo   \n",
       "552                                      Kimball Street           Nauvoo   \n",
       "805                                            R. R. #3           Canton   \n",
       "1064                         Rt. 145 1 Mi. S Of Rt. 146    Dixon Springs   \n",
       "1148                                     R.r. #1 Box 30         Equality   \n",
       "1149                                     R.r. #1 Box 30         Equality   \n",
       "1151                                     R.r. #1 Box 30         Equality   \n",
       "1163                                     R.r. #1 Box 30         Equality   \n",
       "1473                                Ohio River Rec Area         Golconda   \n",
       "1827                                     Rr #1, Box 204          Clayton   \n",
       "2289                             7400 West 183rd Street      Tinley Park   \n",
       "2290                             7400 West 183rd Street      Tinley Park   \n",
       "2291                             7400 West 183rd Street      Tinley Park   \n",
       "2384                                        P.o. Box 70          Makanda   \n",
       "2385                                        P.o. Box 70          Makanda   \n",
       "2391                                              Rr #1  Old Shawneetown   \n",
       "2392                                    Starved Rock Sp            Utica   \n",
       "2402                                       P.o. Box 158          Grafton   \n",
       "2407                                 One Veterans Drive          Manteno   \n",
       "2408                                 One Veterans Drive          Manteno   \n",
       "2410                                 One Veterans Drive          Manteno   \n",
       "2413                                   4500 College Ave            Alton   \n",
       "2414                             861 South State Street          Lincoln   \n",
       "2422                                Rt 53 & Division St           Joliet   \n",
       "2426                                 100 Hillcrest Road      East Moline   \n",
       "2427                                 100 Hillcrest Road      East Moline   \n",
       "2430                                 100 Hillcrest Road      East Moline   \n",
       "2431                                 100 Hillcrest Road      East Moline   \n",
       "2432                                 100 Hillcrest Road      East Moline   \n",
       "2442                                   Cabondale Campus       Carbondale   \n",
       "2443                                  Carbondale Campus       Carbondale   \n",
       "2457                                    1872 Twist Road   Franklin Grove   \n",
       "2943                                      Rural Route 1       Marseilles   \n",
       "3525                                   R.r. #2, Box 110            Leroy   \n",
       "3530                                   R.r. #2, Box 110            Leroy   \n",
       "3533                                   R.r. #2, Box 110            Leroy   \n",
       "3534                                   R.r. #2, Box 110            Leroy   \n",
       "3535                                   R.r. #2, Box 110            Leroy   \n",
       "5679                           13423 East 1150th Avenue         Robinson   \n",
       "5706                             Rt. 37, P. O. Box 1000              Ina   \n",
       "5750                                    Route #154 East    Pinckneyville   \n",
       "8662                               3321 State Route 111     Granite City   \n",
       "8676    Kankakee River Conservation Area and State Park      Bourbonnais   \n",
       "8677    Kankakee River Conservation Area and State Park         Kankakee   \n",
       "8686                                200 Missouri Avenue   East St. Louis   \n",
       "8687                              4301 St. Clair Avenue   East St. Louis   \n",
       "8688                                   300 IL Route 203          Madison   \n",
       "8790  USE THIS NUMBER FOR THE NEXT NEW BUILDING # AT...      SPRINGFIELD   \n",
       "8802                           1803 North Hill Crest Dr           Sparta   \n",
       "\n",
       "      Zip code       County  Congress Dist Congressional Full Name  Rep Dist  \\\n",
       "74       61491        Stark             18         Darin M. LaHood        73   \n",
       "76       61491        Stark             18         Darin M. LaHood        73   \n",
       "181      62471      Fayette             15            John Shimkus       107   \n",
       "333      60031         Lake             18         Darin M. LaHood        99   \n",
       "421      60115       DeKalb             16          Adam Kinzinger        70   \n",
       "422      60115       DeKalb             16          Adam Kinzinger        70   \n",
       "507      60081      McHenry             14          Randy Hultgren        64   \n",
       "540      62832        Perry             12               Mike Bost       115   \n",
       "551      62354      Hancock             18         Darin M. LaHood        94   \n",
       "552      62354      Hancock             18         Darin M. LaHood        94   \n",
       "805      61520       Fulton             17            Cheri Bustos        91   \n",
       "1064     62943         Pope             15            John Shimkus       118   \n",
       "1148     62934       Saline             15            John Shimkus       118   \n",
       "1149     62934       Saline             15            John Shimkus       118   \n",
       "1151     62934       Saline             15            John Shimkus       118   \n",
       "1163     62934       Saline             15            John Shimkus       118   \n",
       "1473     62938         Pope             15            John Shimkus       118   \n",
       "1827     62324        Adams             18         Darin M. LaHood        94   \n",
       "2289     60477         Cook              1           Bobby L. Rush        38   \n",
       "2290     60477         Cook              1           Bobby L. Rush        38   \n",
       "2291     60477         Cook              1           Bobby L. Rush        38   \n",
       "2384     62958      Jackson             12               Mike Bost       118   \n",
       "2385     62958      Jackson             12               Mike Bost       118   \n",
       "2391     62984     Gallatin             15            John Shimkus       118   \n",
       "2392     61373      LaSalle             16          Adam Kinzinger        76   \n",
       "2402     62037       Jersey             13         Rodney L. Davis       100   \n",
       "2407     60950     Kankakee              2             Robin Kelly        34   \n",
       "2408     60950     Kankakee              2             Robin Kelly        34   \n",
       "2410     60950     Kankakee              2             Robin Kelly        34   \n",
       "2413     62202      Madison             12               Mike Bost       111   \n",
       "2414     62656        Logan             18         Darin M. LaHood        87   \n",
       "2422     60434         Will             11             Bill Foster        86   \n",
       "2426     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2427     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2430     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2431     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2432     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2442     62901      Jackson             12               Mike Bost       115   \n",
       "2443     62901      Jackson             12               Mike Bost       115   \n",
       "2457     61031          Lee             16          Adam Kinzinger        90   \n",
       "2943     61341      LaSalle             16          Adam Kinzinger        76   \n",
       "3525     61752       McLean             18         Darin M. LaHood       101   \n",
       "3530     61752       McLean             18         Darin M. LaHood       101   \n",
       "3533     61752       McLean             18         Darin M. LaHood       101   \n",
       "3534     61752       McLean             18         Darin M. LaHood       101   \n",
       "3535     61752       McLean             18         Darin M. LaHood       101   \n",
       "5679     62454     Crawford             15            John Shimkus       110   \n",
       "5706     62846    Jefferson             12               Mike Bost       115   \n",
       "5750     62274        Perry             12               Mike Bost       116   \n",
       "8662     62040      Madison             12               Mike Bost       112   \n",
       "8676     60914     Kankakee              2             Robin Kelly        79   \n",
       "8677     60914     Kankakee              2             Robin Kelly        79   \n",
       "8686     62201    St. Clair             12               Mike Bost       114   \n",
       "8687     62201    St. Clair             12               Mike Bost       114   \n",
       "8688     62060      Madison             12               Mike Bost       113   \n",
       "8790     62703         Will              1           Bobby L. Rush        80   \n",
       "8802     62286     Randolph             12               Mike Bost       116   \n",
       "\n",
       "               Rep Full Name  ...  Bldg Status Year Acquired Year Constructed  \\\n",
       "74                Spain Ryan  ...       In Use          1988             1988   \n",
       "76                Spain Ryan  ...       In Use          1988             1988   \n",
       "181           Cavaletto John  ...       In Use          2001             2001   \n",
       "333     Wojcicki Jimene Sara  ...       In Use          2001             2001   \n",
       "421      Pritchard Robert W.  ...       In Use          1999             1999   \n",
       "422      Pritchard Robert W.  ...       In Use          1997             1920   \n",
       "507          Wheeler Barbara  ...       In Use          2001             2001   \n",
       "540             Bryant Terri  ...       In Use          1988             1988   \n",
       "551           Frese Randy E.  ...       In Use             0                0   \n",
       "552           Frese Randy E.  ...       In Use             0                0   \n",
       "805          Unes Michael D.  ...       In Use             0                0   \n",
       "1064       Phelps Brandon W.  ...       In Use             0                0   \n",
       "1148       Phelps Brandon W.  ...       In Use          1963             1963   \n",
       "1149       Phelps Brandon W.  ...       In Use          1968             1968   \n",
       "1151       Phelps Brandon W.  ...       In Use          1985             1985   \n",
       "1163       Phelps Brandon W.  ...       In Use          1960             1960   \n",
       "1473       Phelps Brandon W.  ...       In Use          1990             1990   \n",
       "1827          Frese Randy E.  ...       In Use             0                0   \n",
       "2289                Riley Al  ...       In Use             0                0   \n",
       "2290                Riley Al  ...       In Use             0                0   \n",
       "2291                Riley Al  ...       In Use             0                0   \n",
       "2384       Phelps Brandon W.  ...      Abandon             0                0   \n",
       "2385       Phelps Brandon W.  ...      Abandon             0                0   \n",
       "2391       Phelps Brandon W.  ...      Abandon             0                0   \n",
       "2392          Long Jerry Lee  ...      Abandon             0                0   \n",
       "2402       Davidsmeyer C. D.  ...      Abandon             0                0   \n",
       "2407      Sims, Jr. Elgie R.  ...      Abandon             0                0   \n",
       "2408      Sims, Jr. Elgie R.  ...      Abandon             0                0   \n",
       "2410      Sims, Jr. Elgie R.  ...      Abandon             0                0   \n",
       "2413        Beiser Daniel V.  ...       In Use             0                0   \n",
       "2414              Butler Tim  ...      Abandon          1951             1951   \n",
       "2422  Walsh, Jr. Lawrence M.  ...      Abandon             0                0   \n",
       "2426          Halpin Michael  ...       In Use             0                0   \n",
       "2427          Halpin Michael  ...       In Use             0                0   \n",
       "2430          Halpin Michael  ...       In Use             0                0   \n",
       "2431          Halpin Michael  ...       In Use             0                0   \n",
       "2432          Halpin Michael  ...       In Use             0                0   \n",
       "2442            Bryant Terri  ...      Abandon             0                0   \n",
       "2443            Bryant Terri  ...      Abandon             0                0   \n",
       "2457              Demmer Tom  ...       In Use          1990             1990   \n",
       "2943          Long Jerry Lee  ...       In Use          1990             1990   \n",
       "3525           Mitchell Bill  ...       In Use          1997             1997   \n",
       "3530           Mitchell Bill  ...       In Use          1991             1991   \n",
       "3533           Mitchell Bill  ...       In Use          1994             1994   \n",
       "3534           Mitchell Bill  ...       In Use          1994             1994   \n",
       "3535           Mitchell Bill  ...       In Use          1996             1996   \n",
       "5679       Phillips Reginald  ...       In Use          1990             1990   \n",
       "5706            Bryant Terri  ...       In Use          1992             1992   \n",
       "5750      Costello, II Jerry  ...       In Use          1997             1997   \n",
       "8662            Stuart Katie  ...       In Use             0                0   \n",
       "8676       Parkhurst Lindsay  ...       In Use             0             2015   \n",
       "8677       Parkhurst Lindsay  ...      Abandon             0                0   \n",
       "8686        Greenwood LaToya  ...       In Use             0                0   \n",
       "8687        Greenwood LaToya  ...       In Use             0                0   \n",
       "8688             Hoffman Jay  ...       In Use             0                0   \n",
       "8790          DeLuca Anthony  ...  In Progress             0                0   \n",
       "8802      Costello, II Jerry  ...  In Progress             0                0   \n",
       "\n",
       "      Square Footage  Total Floors  Floors Above Grade  Floors Below Grade  \\\n",
       "74                 0             1                   1                   0   \n",
       "76                 0             1                   1                   0   \n",
       "181                0             1                   1                   0   \n",
       "333                0             1                   1                   0   \n",
       "421                0             2                   1                   1   \n",
       "422                0             4                   3                   1   \n",
       "507                0             1                   1                   0   \n",
       "540                0             1                   1                   0   \n",
       "551                0             1                   1                   0   \n",
       "552                0             1                   1                   0   \n",
       "805                0             1                   1                   0   \n",
       "1064               0             1                   1                   0   \n",
       "1148               0             1                   1                   0   \n",
       "1149               0             1                   1                   0   \n",
       "1151               0             1                   1                   0   \n",
       "1163               0             1                   1                   0   \n",
       "1473               0             1                   1                   0   \n",
       "1827               0             1                   1                   0   \n",
       "2289               0             1                   1                   0   \n",
       "2290               0             1                   1                   0   \n",
       "2291               0             1                   1                   0   \n",
       "2384               0             1                   1                   0   \n",
       "2385               0             1                   1                   0   \n",
       "2391               0             1                   1                   0   \n",
       "2392               0             1                   1                   0   \n",
       "2402               0             1                   1                   0   \n",
       "2407               0             1                   1                   0   \n",
       "2408               0             1                   1                   0   \n",
       "2410               0             1                   1                   0   \n",
       "2413               0             1                   1                   0   \n",
       "2414               0             1                   1                   0   \n",
       "2422               0             1                   1                   0   \n",
       "2426               0             1                   1                   0   \n",
       "2427               0             1                   1                   0   \n",
       "2430               0             1                   1                   0   \n",
       "2431               0             1                   1                   0   \n",
       "2432               0             1                   1                   0   \n",
       "2442               0             1                   1                   0   \n",
       "2443               0             1                   1                   0   \n",
       "2457               0             1                   1                   0   \n",
       "2943               0             1                   1                   0   \n",
       "3525               0             1                   1                   0   \n",
       "3530               0             1                   1                   0   \n",
       "3533               0             1                   1                   0   \n",
       "3534               0             1                   1                   0   \n",
       "3535               0             1                   1                   0   \n",
       "5679               0             1                   1                   0   \n",
       "5706               0             1                   1                   0   \n",
       "5750               0             1                   1                   0   \n",
       "8662               0             0                   0                   0   \n",
       "8676               0             1                   0                   0   \n",
       "8677               0             1                   0                   0   \n",
       "8686               0             1                   0                   0   \n",
       "8687               0             1                   0                   0   \n",
       "8688               0             1                   0                   0   \n",
       "8790               0             0                   0                   0   \n",
       "8802               0             1                   0                   0   \n",
       "\n",
       "         Usage Description  Usage Description 2 Usage Description 3  \n",
       "74                Assembly             Assembly        Not provided  \n",
       "76                Business             Business        Not provided  \n",
       "181             Industrial           Industrial        Not provided  \n",
       "333                Storage              Storage        Not provided  \n",
       "421              Education            Education        Not provided  \n",
       "422                Storage              Storage        Not provided  \n",
       "507            Residential          Residential        Not provided  \n",
       "540                Storage              Storage        Not provided  \n",
       "551                Storage              Storage        Not provided  \n",
       "552            Residential          Residential        Not provided  \n",
       "805             Industrial              Storage        Not provided  \n",
       "1064               Storage              Storage        Not provided  \n",
       "1148               Storage              Storage        Not provided  \n",
       "1149               Storage              Storage        Not provided  \n",
       "1151              Assembly             Assembly        Not provided  \n",
       "1163               Unusual              Unusual        Not provided  \n",
       "1473               Unusual              Unusual        Not provided  \n",
       "1827            Industrial           Industrial        Not provided  \n",
       "2289            Industrial           Industrial        Not provided  \n",
       "2290            Industrial           Industrial        Not provided  \n",
       "2291            Industrial           Industrial        Not provided  \n",
       "2384           Residential          Residential        Not provided  \n",
       "2385               Storage              Storage        Not provided  \n",
       "2391               Storage              Storage        Not provided  \n",
       "2392            Industrial           Industrial        Not provided  \n",
       "2402               Unusual              Unusual        Not provided  \n",
       "2407            Industrial           Industrial        Not provided  \n",
       "2408           Health Care          Health Care        Not provided  \n",
       "2410            Industrial           Industrial        Not provided  \n",
       "2413            Industrial           Industrial        Not provided  \n",
       "2414            Industrial           Industrial           Education  \n",
       "2422    Detention & Correc   Detention & Correc        Not provided  \n",
       "2426            Industrial           Industrial        Not provided  \n",
       "2427            Industrial           Industrial        Not provided  \n",
       "2430            Industrial           Industrial        Not provided  \n",
       "2431            Industrial           Industrial        Not provided  \n",
       "2432            Industrial           Industrial        Not provided  \n",
       "2442          Not provided         Not provided        Not provided  \n",
       "2443          Not provided         Not provided        Not provided  \n",
       "2457               Unusual              Unusual        Not provided  \n",
       "2943               Storage              Storage        Not provided  \n",
       "3525               Storage              Storage        Not provided  \n",
       "3530               Unusual              Unusual        Not provided  \n",
       "3533               Unusual              Unusual        Not provided  \n",
       "3534              Business             Business        Not provided  \n",
       "3535            Mercantile           Mercantile        Not provided  \n",
       "5679            Industrial           Industrial        Not provided  \n",
       "5706            Industrial           Industrial        Not provided  \n",
       "5750    Detention & Correc             Business        Not provided  \n",
       "8662               Unusual         Not provided        Not provided  \n",
       "8676  Utiility & Miscellan         Not provided        Not provided  \n",
       "8677  Utiility & Miscellan         Not provided        Not provided  \n",
       "8686               Unusual              Unusual        Not provided  \n",
       "8687               Unusual              Unusual        Not provided  \n",
       "8688               Unusual              Unusual        Not provided  \n",
       "8790          Not provided                  NaN                 NaN  \n",
       "8802  Utiility & Miscellan                  NaN                 NaN  \n",
       "\n",
       "[57 rows x 22 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings.loc[buildings[\"Square Footage\"] == 0] # boolean operation inside --> using .loc not .iloc (indexies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency Name</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>Zip code</th>\n",
       "      <th>County</th>\n",
       "      <th>Congress Dist</th>\n",
       "      <th>Congressional Full Name</th>\n",
       "      <th>Rep Dist</th>\n",
       "      <th>Rep Full Name</th>\n",
       "      <th>...</th>\n",
       "      <th>Bldg Status</th>\n",
       "      <th>Year Acquired</th>\n",
       "      <th>Year Constructed</th>\n",
       "      <th>Square Footage</th>\n",
       "      <th>Total Floors</th>\n",
       "      <th>Floors Above Grade</th>\n",
       "      <th>Floors Below Grade</th>\n",
       "      <th>Usage Description</th>\n",
       "      <th>Usage Description 2</th>\n",
       "      <th>Usage Description 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Rock Island Trail State Park - Stark County</td>\n",
       "      <td>Rr #1, Box 64</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>61491</td>\n",
       "      <td>Stark</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>73</td>\n",
       "      <td>Spain Ryan</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1988</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Rock Island Trail State Park - Stark County</td>\n",
       "      <td>Rr #1, Box 64</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>61491</td>\n",
       "      <td>Stark</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>73</td>\n",
       "      <td>Spain Ryan</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1988</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Business</td>\n",
       "      <td>Business</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Vandalia Correctional Center - Fayette County</td>\n",
       "      <td>P.o. Box 500, Rte. 51 N.</td>\n",
       "      <td>Vandalia</td>\n",
       "      <td>62471</td>\n",
       "      <td>Fayette</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>107</td>\n",
       "      <td>Cavaletto John</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Gurnee - Lake County</td>\n",
       "      <td>3516 West Washington Street</td>\n",
       "      <td>Gurnee</td>\n",
       "      <td>60031</td>\n",
       "      <td>Lake</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>99</td>\n",
       "      <td>Wojcicki Jimene Sara</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>Northern Illinois University</td>\n",
       "      <td>Northern Illinois University - DeKalb</td>\n",
       "      <td>Northern Illinois University</td>\n",
       "      <td>Dekalb</td>\n",
       "      <td>60115</td>\n",
       "      <td>DeKalb</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>70</td>\n",
       "      <td>Pritchard Robert W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1999</td>\n",
       "      <td>1999</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Education</td>\n",
       "      <td>Education</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>Northern Illinois University</td>\n",
       "      <td>Northern Illinois University - DeKalb</td>\n",
       "      <td>1805 West Lincoln Hwy</td>\n",
       "      <td>Dekalb</td>\n",
       "      <td>60115</td>\n",
       "      <td>DeKalb</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>70</td>\n",
       "      <td>Pritchard Robert W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1997</td>\n",
       "      <td>1920</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Chain O'Lakes CA and SP - McHenry County</td>\n",
       "      <td>39947 North State Park Road</td>\n",
       "      <td>Spring Grove</td>\n",
       "      <td>60081</td>\n",
       "      <td>McHenry</td>\n",
       "      <td>14</td>\n",
       "      <td>Randy Hultgren</td>\n",
       "      <td>64</td>\n",
       "      <td>Wheeler Barbara</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>Department of Agriculture</td>\n",
       "      <td>DuQuoin State Fairgrounds - Perry County</td>\n",
       "      <td>Route #2, Box 306</td>\n",
       "      <td>Duquoin</td>\n",
       "      <td>62832</td>\n",
       "      <td>Perry</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>115</td>\n",
       "      <td>Bryant Terri</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1988</td>\n",
       "      <td>1988</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Nauvoo State Park - Hancock County</td>\n",
       "      <td>So Sidney</td>\n",
       "      <td>Nauvoo</td>\n",
       "      <td>62354</td>\n",
       "      <td>Hancock</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>94</td>\n",
       "      <td>Frese Randy E.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Nauvoo State Park - Hancock County</td>\n",
       "      <td>Kimball Street</td>\n",
       "      <td>Nauvoo</td>\n",
       "      <td>62354</td>\n",
       "      <td>Hancock</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>94</td>\n",
       "      <td>Frese Randy E.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Rice Lake Conservation Area - Fulton County</td>\n",
       "      <td>R. R. #3</td>\n",
       "      <td>Canton</td>\n",
       "      <td>61520</td>\n",
       "      <td>Fulton</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>91</td>\n",
       "      <td>Unes Michael D.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Dixon Springs Maintenance Storage Facility - P...</td>\n",
       "      <td>Rt. 145 1 Mi. S Of Rt. 146</td>\n",
       "      <td>Dixon Springs</td>\n",
       "      <td>62943</td>\n",
       "      <td>Pope</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1148</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Saline County Conservation Area - Saline County</td>\n",
       "      <td>R.r. #1 Box 30</td>\n",
       "      <td>Equality</td>\n",
       "      <td>62934</td>\n",
       "      <td>Saline</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1963</td>\n",
       "      <td>1963</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Saline County Conservation Area - Saline County</td>\n",
       "      <td>R.r. #1 Box 30</td>\n",
       "      <td>Equality</td>\n",
       "      <td>62934</td>\n",
       "      <td>Saline</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1968</td>\n",
       "      <td>1968</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1151</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Saline County Conservation Area - Saline County</td>\n",
       "      <td>R.r. #1 Box 30</td>\n",
       "      <td>Equality</td>\n",
       "      <td>62934</td>\n",
       "      <td>Saline</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1985</td>\n",
       "      <td>1985</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Saline County Conservation Area - Saline County</td>\n",
       "      <td>R.r. #1 Box 30</td>\n",
       "      <td>Equality</td>\n",
       "      <td>62934</td>\n",
       "      <td>Saline</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1960</td>\n",
       "      <td>1960</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1473</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Golconda Marina</td>\n",
       "      <td>Ohio River Rec Area</td>\n",
       "      <td>Golconda</td>\n",
       "      <td>62938</td>\n",
       "      <td>Pope</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Siloam Springs State Park - Adams County</td>\n",
       "      <td>Rr #1, Box 204</td>\n",
       "      <td>Clayton</td>\n",
       "      <td>62324</td>\n",
       "      <td>Adams</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>94</td>\n",
       "      <td>Frese Randy E.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2289</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Tinley Park Mental Health Center - Cook County</td>\n",
       "      <td>7400 West 183rd Street</td>\n",
       "      <td>Tinley Park</td>\n",
       "      <td>60477</td>\n",
       "      <td>Cook</td>\n",
       "      <td>1</td>\n",
       "      <td>Bobby L. Rush</td>\n",
       "      <td>38</td>\n",
       "      <td>Riley Al</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Tinley Park Mental Health Center - Cook County</td>\n",
       "      <td>7400 West 183rd Street</td>\n",
       "      <td>Tinley Park</td>\n",
       "      <td>60477</td>\n",
       "      <td>Cook</td>\n",
       "      <td>1</td>\n",
       "      <td>Bobby L. Rush</td>\n",
       "      <td>38</td>\n",
       "      <td>Riley Al</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Tinley Park Mental Health Center - Cook County</td>\n",
       "      <td>7400 West 183rd Street</td>\n",
       "      <td>Tinley Park</td>\n",
       "      <td>60477</td>\n",
       "      <td>Cook</td>\n",
       "      <td>1</td>\n",
       "      <td>Bobby L. Rush</td>\n",
       "      <td>38</td>\n",
       "      <td>Riley Al</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2384</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Giant City State Park &amp; Lodge - Jackson County</td>\n",
       "      <td>P.o. Box 70</td>\n",
       "      <td>Makanda</td>\n",
       "      <td>62958</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2385</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Giant City State Park &amp; Lodge - Jackson County</td>\n",
       "      <td>P.o. Box 70</td>\n",
       "      <td>Makanda</td>\n",
       "      <td>62958</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2391</th>\n",
       "      <td>Historic Preservation Agency</td>\n",
       "      <td>Shawneetown Bank Historic Site - Gallatin County</td>\n",
       "      <td>Rr #1</td>\n",
       "      <td>Old Shawneetown</td>\n",
       "      <td>62984</td>\n",
       "      <td>Gallatin</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>118</td>\n",
       "      <td>Phelps Brandon W.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2392</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Starved Rock State Park &amp; Lodge - LaSalle County</td>\n",
       "      <td>Starved Rock Sp</td>\n",
       "      <td>Utica</td>\n",
       "      <td>61373</td>\n",
       "      <td>LaSalle</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>76</td>\n",
       "      <td>Long Jerry Lee</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2402</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Pere Marquette State Park - Jersey County</td>\n",
       "      <td>P.o. Box 158</td>\n",
       "      <td>Grafton</td>\n",
       "      <td>62037</td>\n",
       "      <td>Jersey</td>\n",
       "      <td>13</td>\n",
       "      <td>Rodney L. Davis</td>\n",
       "      <td>100</td>\n",
       "      <td>Davidsmeyer C. D.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2407</th>\n",
       "      <td>Department of Veterans' Affairs</td>\n",
       "      <td>Illinois Veterans' Home at Manteno</td>\n",
       "      <td>One Veterans Drive</td>\n",
       "      <td>Manteno</td>\n",
       "      <td>60950</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>34</td>\n",
       "      <td>Sims, Jr. Elgie R.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2408</th>\n",
       "      <td>Department of Veterans' Affairs</td>\n",
       "      <td>Illinois Veterans' Home at Manteno</td>\n",
       "      <td>One Veterans Drive</td>\n",
       "      <td>Manteno</td>\n",
       "      <td>60950</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>34</td>\n",
       "      <td>Sims, Jr. Elgie R.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Health Care</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2410</th>\n",
       "      <td>Department of Veterans' Affairs</td>\n",
       "      <td>Illinois Veterans' Home at Manteno</td>\n",
       "      <td>One Veterans Drive</td>\n",
       "      <td>Manteno</td>\n",
       "      <td>60950</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>34</td>\n",
       "      <td>Sims, Jr. Elgie R.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2413</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Alton Mental Health Center - Madison County</td>\n",
       "      <td>4500 College Ave</td>\n",
       "      <td>Alton</td>\n",
       "      <td>62202</td>\n",
       "      <td>Madison</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>111</td>\n",
       "      <td>Beiser Daniel V.</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2414</th>\n",
       "      <td>Department of Human Services</td>\n",
       "      <td>Lincoln Developmental Center - Logan County</td>\n",
       "      <td>861 South State Street</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>62656</td>\n",
       "      <td>Logan</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>87</td>\n",
       "      <td>Butler Tim</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>1951</td>\n",
       "      <td>1951</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Education</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2422</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Stateville Correctional Center - Joliet</td>\n",
       "      <td>Rt 53 &amp; Division St</td>\n",
       "      <td>Joliet</td>\n",
       "      <td>60434</td>\n",
       "      <td>Will</td>\n",
       "      <td>11</td>\n",
       "      <td>Bill Foster</td>\n",
       "      <td>86</td>\n",
       "      <td>Walsh, Jr. Lawrence M.</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Detention &amp; Correc</td>\n",
       "      <td>Detention &amp; Correc</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2426</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2427</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2430</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2431</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2432</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>East Moline Correctional Center - Rock Island ...</td>\n",
       "      <td>100 Hillcrest Road</td>\n",
       "      <td>East Moline</td>\n",
       "      <td>61244</td>\n",
       "      <td>Rock Island</td>\n",
       "      <td>17</td>\n",
       "      <td>Cheri Bustos</td>\n",
       "      <td>72</td>\n",
       "      <td>Halpin Michael</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2442</th>\n",
       "      <td>Southern Illinois University</td>\n",
       "      <td>Southern Illinois University - Carbondale</td>\n",
       "      <td>Cabondale Campus</td>\n",
       "      <td>Carbondale</td>\n",
       "      <td>62901</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>115</td>\n",
       "      <td>Bryant Terri</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>Southern Illinois University</td>\n",
       "      <td>Southern Illinois University - Carbondale</td>\n",
       "      <td>Carbondale Campus</td>\n",
       "      <td>Carbondale</td>\n",
       "      <td>62901</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>115</td>\n",
       "      <td>Bryant Terri</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2457</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Franklin Creek Natural Area - Lee County</td>\n",
       "      <td>1872 Twist Road</td>\n",
       "      <td>Franklin Grove</td>\n",
       "      <td>61031</td>\n",
       "      <td>Lee</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>90</td>\n",
       "      <td>Demmer Tom</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2943</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Illini State Park - LaSalle County</td>\n",
       "      <td>Rural Route 1</td>\n",
       "      <td>Marseilles</td>\n",
       "      <td>61341</td>\n",
       "      <td>LaSalle</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>76</td>\n",
       "      <td>Long Jerry Lee</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3525</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1997</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Storage</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3530</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1991</td>\n",
       "      <td>1991</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3533</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1994</td>\n",
       "      <td>1994</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3534</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1994</td>\n",
       "      <td>1994</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Business</td>\n",
       "      <td>Business</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3535</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Moraine View State Park - McLean County</td>\n",
       "      <td>R.r. #2, Box 110</td>\n",
       "      <td>Leroy</td>\n",
       "      <td>61752</td>\n",
       "      <td>McLean</td>\n",
       "      <td>18</td>\n",
       "      <td>Darin M. LaHood</td>\n",
       "      <td>101</td>\n",
       "      <td>Mitchell Bill</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1996</td>\n",
       "      <td>1996</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Mercantile</td>\n",
       "      <td>Mercantile</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5679</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Robinson Correctional Center - Crawford County</td>\n",
       "      <td>13423 East 1150th Avenue</td>\n",
       "      <td>Robinson</td>\n",
       "      <td>62454</td>\n",
       "      <td>Crawford</td>\n",
       "      <td>15</td>\n",
       "      <td>John Shimkus</td>\n",
       "      <td>110</td>\n",
       "      <td>Phillips Reginald</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Big Muddy Correctional Center - Jefferson County</td>\n",
       "      <td>Rt. 37, P. O. Box 1000</td>\n",
       "      <td>Ina</td>\n",
       "      <td>62846</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>115</td>\n",
       "      <td>Bryant Terri</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Industrial</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5750</th>\n",
       "      <td>Department of Corrections</td>\n",
       "      <td>Pinckneyville Correctional Center - Perry County</td>\n",
       "      <td>Route #154 East</td>\n",
       "      <td>Pinckneyville</td>\n",
       "      <td>62274</td>\n",
       "      <td>Perry</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1997</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Detention &amp; Correc</td>\n",
       "      <td>Business</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8662</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Horseshoe Lake State Park - Madison County</td>\n",
       "      <td>3321 State Route 111</td>\n",
       "      <td>Granite City</td>\n",
       "      <td>62040</td>\n",
       "      <td>Madison</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>112</td>\n",
       "      <td>Stuart Katie</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8676</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Kankakee River Conservation Area and State Park</td>\n",
       "      <td>Kankakee River Conservation Area and State Park</td>\n",
       "      <td>Bourbonnais</td>\n",
       "      <td>60914</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>79</td>\n",
       "      <td>Parkhurst Lindsay</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>2015</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8677</th>\n",
       "      <td>Department of Natural Resources</td>\n",
       "      <td>Kankakee River Conservation Area and State Park</td>\n",
       "      <td>Kankakee River Conservation Area and State Park</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>60914</td>\n",
       "      <td>Kankakee</td>\n",
       "      <td>2</td>\n",
       "      <td>Robin Kelly</td>\n",
       "      <td>79</td>\n",
       "      <td>Parkhurst Lindsay</td>\n",
       "      <td>...</td>\n",
       "      <td>Abandon</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8686</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Missouri Avenue Pump Station</td>\n",
       "      <td>200 Missouri Avenue</td>\n",
       "      <td>East St. Louis</td>\n",
       "      <td>62201</td>\n",
       "      <td>St. Clair</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>114</td>\n",
       "      <td>Greenwood LaToya</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8687</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>42nd Street Pump Station</td>\n",
       "      <td>4301 St. Clair Avenue</td>\n",
       "      <td>East St. Louis</td>\n",
       "      <td>62201</td>\n",
       "      <td>St. Clair</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>114</td>\n",
       "      <td>Greenwood LaToya</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8688</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>McCambridge Pump Station</td>\n",
       "      <td>300 IL Route 203</td>\n",
       "      <td>Madison</td>\n",
       "      <td>62060</td>\n",
       "      <td>Madison</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>113</td>\n",
       "      <td>Hoffman Jay</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Unusual</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8790</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Frankfort</td>\n",
       "      <td>USE THIS NUMBER FOR THE NEXT NEW BUILDING # AT...</td>\n",
       "      <td>SPRINGFIELD</td>\n",
       "      <td>62703</td>\n",
       "      <td>Will</td>\n",
       "      <td>1</td>\n",
       "      <td>Bobby L. Rush</td>\n",
       "      <td>80</td>\n",
       "      <td>DeLuca Anthony</td>\n",
       "      <td>...</td>\n",
       "      <td>In Progress</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Not provided</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8802</th>\n",
       "      <td>Department of Military Affairs</td>\n",
       "      <td>Sparta Armory - Randolph County</td>\n",
       "      <td>1803 North Hill Crest Dr</td>\n",
       "      <td>Sparta</td>\n",
       "      <td>62286</td>\n",
       "      <td>Randolph</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Progress</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>57 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Agency Name  \\\n",
       "74    Department of Natural Resources   \n",
       "76    Department of Natural Resources   \n",
       "181         Department of Corrections   \n",
       "333      Department of Transportation   \n",
       "421      Northern Illinois University   \n",
       "422      Northern Illinois University   \n",
       "507   Department of Natural Resources   \n",
       "540         Department of Agriculture   \n",
       "551   Department of Natural Resources   \n",
       "552   Department of Natural Resources   \n",
       "805   Department of Natural Resources   \n",
       "1064     Department of Transportation   \n",
       "1148  Department of Natural Resources   \n",
       "1149  Department of Natural Resources   \n",
       "1151  Department of Natural Resources   \n",
       "1163  Department of Natural Resources   \n",
       "1473  Department of Natural Resources   \n",
       "1827  Department of Natural Resources   \n",
       "2289     Department of Human Services   \n",
       "2290     Department of Human Services   \n",
       "2291     Department of Human Services   \n",
       "2384  Department of Natural Resources   \n",
       "2385  Department of Natural Resources   \n",
       "2391     Historic Preservation Agency   \n",
       "2392  Department of Natural Resources   \n",
       "2402  Department of Natural Resources   \n",
       "2407  Department of Veterans' Affairs   \n",
       "2408  Department of Veterans' Affairs   \n",
       "2410  Department of Veterans' Affairs   \n",
       "2413     Department of Human Services   \n",
       "2414     Department of Human Services   \n",
       "2422        Department of Corrections   \n",
       "2426        Department of Corrections   \n",
       "2427        Department of Corrections   \n",
       "2430        Department of Corrections   \n",
       "2431        Department of Corrections   \n",
       "2432        Department of Corrections   \n",
       "2442     Southern Illinois University   \n",
       "2443     Southern Illinois University   \n",
       "2457  Department of Natural Resources   \n",
       "2943  Department of Natural Resources   \n",
       "3525  Department of Natural Resources   \n",
       "3530  Department of Natural Resources   \n",
       "3533  Department of Natural Resources   \n",
       "3534  Department of Natural Resources   \n",
       "3535  Department of Natural Resources   \n",
       "5679        Department of Corrections   \n",
       "5706        Department of Corrections   \n",
       "5750        Department of Corrections   \n",
       "8662  Department of Natural Resources   \n",
       "8676  Department of Natural Resources   \n",
       "8677  Department of Natural Resources   \n",
       "8686     Department of Transportation   \n",
       "8687     Department of Transportation   \n",
       "8688     Department of Transportation   \n",
       "8790     Department of Transportation   \n",
       "8802   Department of Military Affairs   \n",
       "\n",
       "                                          Location Name  \\\n",
       "74          Rock Island Trail State Park - Stark County   \n",
       "76          Rock Island Trail State Park - Stark County   \n",
       "181       Vandalia Correctional Center - Fayette County   \n",
       "333                                Gurnee - Lake County   \n",
       "421               Northern Illinois University - DeKalb   \n",
       "422               Northern Illinois University - DeKalb   \n",
       "507            Chain O'Lakes CA and SP - McHenry County   \n",
       "540            DuQuoin State Fairgrounds - Perry County   \n",
       "551                  Nauvoo State Park - Hancock County   \n",
       "552                  Nauvoo State Park - Hancock County   \n",
       "805         Rice Lake Conservation Area - Fulton County   \n",
       "1064  Dixon Springs Maintenance Storage Facility - P...   \n",
       "1148    Saline County Conservation Area - Saline County   \n",
       "1149    Saline County Conservation Area - Saline County   \n",
       "1151    Saline County Conservation Area - Saline County   \n",
       "1163    Saline County Conservation Area - Saline County   \n",
       "1473                                    Golconda Marina   \n",
       "1827           Siloam Springs State Park - Adams County   \n",
       "2289     Tinley Park Mental Health Center - Cook County   \n",
       "2290     Tinley Park Mental Health Center - Cook County   \n",
       "2291     Tinley Park Mental Health Center - Cook County   \n",
       "2384     Giant City State Park & Lodge - Jackson County   \n",
       "2385     Giant City State Park & Lodge - Jackson County   \n",
       "2391   Shawneetown Bank Historic Site - Gallatin County   \n",
       "2392   Starved Rock State Park & Lodge - LaSalle County   \n",
       "2402          Pere Marquette State Park - Jersey County   \n",
       "2407                 Illinois Veterans' Home at Manteno   \n",
       "2408                 Illinois Veterans' Home at Manteno   \n",
       "2410                 Illinois Veterans' Home at Manteno   \n",
       "2413        Alton Mental Health Center - Madison County   \n",
       "2414        Lincoln Developmental Center - Logan County   \n",
       "2422            Stateville Correctional Center - Joliet   \n",
       "2426  East Moline Correctional Center - Rock Island ...   \n",
       "2427  East Moline Correctional Center - Rock Island ...   \n",
       "2430  East Moline Correctional Center - Rock Island ...   \n",
       "2431  East Moline Correctional Center - Rock Island ...   \n",
       "2432  East Moline Correctional Center - Rock Island ...   \n",
       "2442          Southern Illinois University - Carbondale   \n",
       "2443          Southern Illinois University - Carbondale   \n",
       "2457           Franklin Creek Natural Area - Lee County   \n",
       "2943                 Illini State Park - LaSalle County   \n",
       "3525            Moraine View State Park - McLean County   \n",
       "3530            Moraine View State Park - McLean County   \n",
       "3533            Moraine View State Park - McLean County   \n",
       "3534            Moraine View State Park - McLean County   \n",
       "3535            Moraine View State Park - McLean County   \n",
       "5679     Robinson Correctional Center - Crawford County   \n",
       "5706   Big Muddy Correctional Center - Jefferson County   \n",
       "5750   Pinckneyville Correctional Center - Perry County   \n",
       "8662         Horseshoe Lake State Park - Madison County   \n",
       "8676    Kankakee River Conservation Area and State Park   \n",
       "8677    Kankakee River Conservation Area and State Park   \n",
       "8686                       Missouri Avenue Pump Station   \n",
       "8687                           42nd Street Pump Station   \n",
       "8688                           McCambridge Pump Station   \n",
       "8790                                          Frankfort   \n",
       "8802                    Sparta Armory - Randolph County   \n",
       "\n",
       "                                                Address             City  \\\n",
       "74                                        Rr #1, Box 64          Wyoming   \n",
       "76                                        Rr #1, Box 64          Wyoming   \n",
       "181                            P.o. Box 500, Rte. 51 N.         Vandalia   \n",
       "333                         3516 West Washington Street           Gurnee   \n",
       "421                        Northern Illinois University           Dekalb   \n",
       "422                               1805 West Lincoln Hwy           Dekalb   \n",
       "507                         39947 North State Park Road     Spring Grove   \n",
       "540                                   Route #2, Box 306          Duquoin   \n",
       "551                                           So Sidney           Nauvoo   \n",
       "552                                      Kimball Street           Nauvoo   \n",
       "805                                            R. R. #3           Canton   \n",
       "1064                         Rt. 145 1 Mi. S Of Rt. 146    Dixon Springs   \n",
       "1148                                     R.r. #1 Box 30         Equality   \n",
       "1149                                     R.r. #1 Box 30         Equality   \n",
       "1151                                     R.r. #1 Box 30         Equality   \n",
       "1163                                     R.r. #1 Box 30         Equality   \n",
       "1473                                Ohio River Rec Area         Golconda   \n",
       "1827                                     Rr #1, Box 204          Clayton   \n",
       "2289                             7400 West 183rd Street      Tinley Park   \n",
       "2290                             7400 West 183rd Street      Tinley Park   \n",
       "2291                             7400 West 183rd Street      Tinley Park   \n",
       "2384                                        P.o. Box 70          Makanda   \n",
       "2385                                        P.o. Box 70          Makanda   \n",
       "2391                                              Rr #1  Old Shawneetown   \n",
       "2392                                    Starved Rock Sp            Utica   \n",
       "2402                                       P.o. Box 158          Grafton   \n",
       "2407                                 One Veterans Drive          Manteno   \n",
       "2408                                 One Veterans Drive          Manteno   \n",
       "2410                                 One Veterans Drive          Manteno   \n",
       "2413                                   4500 College Ave            Alton   \n",
       "2414                             861 South State Street          Lincoln   \n",
       "2422                                Rt 53 & Division St           Joliet   \n",
       "2426                                 100 Hillcrest Road      East Moline   \n",
       "2427                                 100 Hillcrest Road      East Moline   \n",
       "2430                                 100 Hillcrest Road      East Moline   \n",
       "2431                                 100 Hillcrest Road      East Moline   \n",
       "2432                                 100 Hillcrest Road      East Moline   \n",
       "2442                                   Cabondale Campus       Carbondale   \n",
       "2443                                  Carbondale Campus       Carbondale   \n",
       "2457                                    1872 Twist Road   Franklin Grove   \n",
       "2943                                      Rural Route 1       Marseilles   \n",
       "3525                                   R.r. #2, Box 110            Leroy   \n",
       "3530                                   R.r. #2, Box 110            Leroy   \n",
       "3533                                   R.r. #2, Box 110            Leroy   \n",
       "3534                                   R.r. #2, Box 110            Leroy   \n",
       "3535                                   R.r. #2, Box 110            Leroy   \n",
       "5679                           13423 East 1150th Avenue         Robinson   \n",
       "5706                             Rt. 37, P. O. Box 1000              Ina   \n",
       "5750                                    Route #154 East    Pinckneyville   \n",
       "8662                               3321 State Route 111     Granite City   \n",
       "8676    Kankakee River Conservation Area and State Park      Bourbonnais   \n",
       "8677    Kankakee River Conservation Area and State Park         Kankakee   \n",
       "8686                                200 Missouri Avenue   East St. Louis   \n",
       "8687                              4301 St. Clair Avenue   East St. Louis   \n",
       "8688                                   300 IL Route 203          Madison   \n",
       "8790  USE THIS NUMBER FOR THE NEXT NEW BUILDING # AT...      SPRINGFIELD   \n",
       "8802                           1803 North Hill Crest Dr           Sparta   \n",
       "\n",
       "      Zip code       County  Congress Dist Congressional Full Name  Rep Dist  \\\n",
       "74       61491        Stark             18         Darin M. LaHood        73   \n",
       "76       61491        Stark             18         Darin M. LaHood        73   \n",
       "181      62471      Fayette             15            John Shimkus       107   \n",
       "333      60031         Lake             18         Darin M. LaHood        99   \n",
       "421      60115       DeKalb             16          Adam Kinzinger        70   \n",
       "422      60115       DeKalb             16          Adam Kinzinger        70   \n",
       "507      60081      McHenry             14          Randy Hultgren        64   \n",
       "540      62832        Perry             12               Mike Bost       115   \n",
       "551      62354      Hancock             18         Darin M. LaHood        94   \n",
       "552      62354      Hancock             18         Darin M. LaHood        94   \n",
       "805      61520       Fulton             17            Cheri Bustos        91   \n",
       "1064     62943         Pope             15            John Shimkus       118   \n",
       "1148     62934       Saline             15            John Shimkus       118   \n",
       "1149     62934       Saline             15            John Shimkus       118   \n",
       "1151     62934       Saline             15            John Shimkus       118   \n",
       "1163     62934       Saline             15            John Shimkus       118   \n",
       "1473     62938         Pope             15            John Shimkus       118   \n",
       "1827     62324        Adams             18         Darin M. LaHood        94   \n",
       "2289     60477         Cook              1           Bobby L. Rush        38   \n",
       "2290     60477         Cook              1           Bobby L. Rush        38   \n",
       "2291     60477         Cook              1           Bobby L. Rush        38   \n",
       "2384     62958      Jackson             12               Mike Bost       118   \n",
       "2385     62958      Jackson             12               Mike Bost       118   \n",
       "2391     62984     Gallatin             15            John Shimkus       118   \n",
       "2392     61373      LaSalle             16          Adam Kinzinger        76   \n",
       "2402     62037       Jersey             13         Rodney L. Davis       100   \n",
       "2407     60950     Kankakee              2             Robin Kelly        34   \n",
       "2408     60950     Kankakee              2             Robin Kelly        34   \n",
       "2410     60950     Kankakee              2             Robin Kelly        34   \n",
       "2413     62202      Madison             12               Mike Bost       111   \n",
       "2414     62656        Logan             18         Darin M. LaHood        87   \n",
       "2422     60434         Will             11             Bill Foster        86   \n",
       "2426     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2427     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2430     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2431     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2432     61244  Rock Island             17            Cheri Bustos        72   \n",
       "2442     62901      Jackson             12               Mike Bost       115   \n",
       "2443     62901      Jackson             12               Mike Bost       115   \n",
       "2457     61031          Lee             16          Adam Kinzinger        90   \n",
       "2943     61341      LaSalle             16          Adam Kinzinger        76   \n",
       "3525     61752       McLean             18         Darin M. LaHood       101   \n",
       "3530     61752       McLean             18         Darin M. LaHood       101   \n",
       "3533     61752       McLean             18         Darin M. LaHood       101   \n",
       "3534     61752       McLean             18         Darin M. LaHood       101   \n",
       "3535     61752       McLean             18         Darin M. LaHood       101   \n",
       "5679     62454     Crawford             15            John Shimkus       110   \n",
       "5706     62846    Jefferson             12               Mike Bost       115   \n",
       "5750     62274        Perry             12               Mike Bost       116   \n",
       "8662     62040      Madison             12               Mike Bost       112   \n",
       "8676     60914     Kankakee              2             Robin Kelly        79   \n",
       "8677     60914     Kankakee              2             Robin Kelly        79   \n",
       "8686     62201    St. Clair             12               Mike Bost       114   \n",
       "8687     62201    St. Clair             12               Mike Bost       114   \n",
       "8688     62060      Madison             12               Mike Bost       113   \n",
       "8790     62703         Will              1           Bobby L. Rush        80   \n",
       "8802     62286     Randolph             12               Mike Bost       116   \n",
       "\n",
       "               Rep Full Name  ...  Bldg Status Year Acquired Year Constructed  \\\n",
       "74                Spain Ryan  ...       In Use          1988             1988   \n",
       "76                Spain Ryan  ...       In Use          1988             1988   \n",
       "181           Cavaletto John  ...       In Use          2001             2001   \n",
       "333     Wojcicki Jimene Sara  ...       In Use          2001             2001   \n",
       "421      Pritchard Robert W.  ...       In Use          1999             1999   \n",
       "422      Pritchard Robert W.  ...       In Use          1997             1920   \n",
       "507          Wheeler Barbara  ...       In Use          2001             2001   \n",
       "540             Bryant Terri  ...       In Use          1988             1988   \n",
       "551           Frese Randy E.  ...       In Use             0                0   \n",
       "552           Frese Randy E.  ...       In Use             0                0   \n",
       "805          Unes Michael D.  ...       In Use             0                0   \n",
       "1064       Phelps Brandon W.  ...       In Use             0                0   \n",
       "1148       Phelps Brandon W.  ...       In Use          1963             1963   \n",
       "1149       Phelps Brandon W.  ...       In Use          1968             1968   \n",
       "1151       Phelps Brandon W.  ...       In Use          1985             1985   \n",
       "1163       Phelps Brandon W.  ...       In Use          1960             1960   \n",
       "1473       Phelps Brandon W.  ...       In Use          1990             1990   \n",
       "1827          Frese Randy E.  ...       In Use             0                0   \n",
       "2289                Riley Al  ...       In Use             0                0   \n",
       "2290                Riley Al  ...       In Use             0                0   \n",
       "2291                Riley Al  ...       In Use             0                0   \n",
       "2384       Phelps Brandon W.  ...      Abandon             0                0   \n",
       "2385       Phelps Brandon W.  ...      Abandon             0                0   \n",
       "2391       Phelps Brandon W.  ...      Abandon             0                0   \n",
       "2392          Long Jerry Lee  ...      Abandon             0                0   \n",
       "2402       Davidsmeyer C. D.  ...      Abandon             0                0   \n",
       "2407      Sims, Jr. Elgie R.  ...      Abandon             0                0   \n",
       "2408      Sims, Jr. Elgie R.  ...      Abandon             0                0   \n",
       "2410      Sims, Jr. Elgie R.  ...      Abandon             0                0   \n",
       "2413        Beiser Daniel V.  ...       In Use             0                0   \n",
       "2414              Butler Tim  ...      Abandon          1951             1951   \n",
       "2422  Walsh, Jr. Lawrence M.  ...      Abandon             0                0   \n",
       "2426          Halpin Michael  ...       In Use             0                0   \n",
       "2427          Halpin Michael  ...       In Use             0                0   \n",
       "2430          Halpin Michael  ...       In Use             0                0   \n",
       "2431          Halpin Michael  ...       In Use             0                0   \n",
       "2432          Halpin Michael  ...       In Use             0                0   \n",
       "2442            Bryant Terri  ...      Abandon             0                0   \n",
       "2443            Bryant Terri  ...      Abandon             0                0   \n",
       "2457              Demmer Tom  ...       In Use          1990             1990   \n",
       "2943          Long Jerry Lee  ...       In Use          1990             1990   \n",
       "3525           Mitchell Bill  ...       In Use          1997             1997   \n",
       "3530           Mitchell Bill  ...       In Use          1991             1991   \n",
       "3533           Mitchell Bill  ...       In Use          1994             1994   \n",
       "3534           Mitchell Bill  ...       In Use          1994             1994   \n",
       "3535           Mitchell Bill  ...       In Use          1996             1996   \n",
       "5679       Phillips Reginald  ...       In Use          1990             1990   \n",
       "5706            Bryant Terri  ...       In Use          1992             1992   \n",
       "5750      Costello, II Jerry  ...       In Use          1997             1997   \n",
       "8662            Stuart Katie  ...       In Use             0                0   \n",
       "8676       Parkhurst Lindsay  ...       In Use             0             2015   \n",
       "8677       Parkhurst Lindsay  ...      Abandon             0                0   \n",
       "8686        Greenwood LaToya  ...       In Use             0                0   \n",
       "8687        Greenwood LaToya  ...       In Use             0                0   \n",
       "8688             Hoffman Jay  ...       In Use             0                0   \n",
       "8790          DeLuca Anthony  ...  In Progress             0                0   \n",
       "8802      Costello, II Jerry  ...  In Progress             0                0   \n",
       "\n",
       "      Square Footage  Total Floors  Floors Above Grade  Floors Below Grade  \\\n",
       "74                 0             1                   1                   0   \n",
       "76                 0             1                   1                   0   \n",
       "181                0             1                   1                   0   \n",
       "333                0             1                   1                   0   \n",
       "421                0             2                   1                   1   \n",
       "422                0             4                   3                   1   \n",
       "507                0             1                   1                   0   \n",
       "540                0             1                   1                   0   \n",
       "551                0             1                   1                   0   \n",
       "552                0             1                   1                   0   \n",
       "805                0             1                   1                   0   \n",
       "1064               0             1                   1                   0   \n",
       "1148               0             1                   1                   0   \n",
       "1149               0             1                   1                   0   \n",
       "1151               0             1                   1                   0   \n",
       "1163               0             1                   1                   0   \n",
       "1473               0             1                   1                   0   \n",
       "1827               0             1                   1                   0   \n",
       "2289               0             1                   1                   0   \n",
       "2290               0             1                   1                   0   \n",
       "2291               0             1                   1                   0   \n",
       "2384               0             1                   1                   0   \n",
       "2385               0             1                   1                   0   \n",
       "2391               0             1                   1                   0   \n",
       "2392               0             1                   1                   0   \n",
       "2402               0             1                   1                   0   \n",
       "2407               0             1                   1                   0   \n",
       "2408               0             1                   1                   0   \n",
       "2410               0             1                   1                   0   \n",
       "2413               0             1                   1                   0   \n",
       "2414               0             1                   1                   0   \n",
       "2422               0             1                   1                   0   \n",
       "2426               0             1                   1                   0   \n",
       "2427               0             1                   1                   0   \n",
       "2430               0             1                   1                   0   \n",
       "2431               0             1                   1                   0   \n",
       "2432               0             1                   1                   0   \n",
       "2442               0             1                   1                   0   \n",
       "2443               0             1                   1                   0   \n",
       "2457               0             1                   1                   0   \n",
       "2943               0             1                   1                   0   \n",
       "3525               0             1                   1                   0   \n",
       "3530               0             1                   1                   0   \n",
       "3533               0             1                   1                   0   \n",
       "3534               0             1                   1                   0   \n",
       "3535               0             1                   1                   0   \n",
       "5679               0             1                   1                   0   \n",
       "5706               0             1                   1                   0   \n",
       "5750               0             1                   1                   0   \n",
       "8662               0             0                   0                   0   \n",
       "8676               0             1                   0                   0   \n",
       "8677               0             1                   0                   0   \n",
       "8686               0             1                   0                   0   \n",
       "8687               0             1                   0                   0   \n",
       "8688               0             1                   0                   0   \n",
       "8790               0             0                   0                   0   \n",
       "8802               0             1                   0                   0   \n",
       "\n",
       "         Usage Description  Usage Description 2 Usage Description 3  \n",
       "74                Assembly             Assembly        Not provided  \n",
       "76                Business             Business        Not provided  \n",
       "181             Industrial           Industrial        Not provided  \n",
       "333                Storage              Storage        Not provided  \n",
       "421              Education            Education        Not provided  \n",
       "422                Storage              Storage        Not provided  \n",
       "507            Residential          Residential        Not provided  \n",
       "540                Storage              Storage        Not provided  \n",
       "551                Storage              Storage        Not provided  \n",
       "552            Residential          Residential        Not provided  \n",
       "805             Industrial              Storage        Not provided  \n",
       "1064               Storage              Storage        Not provided  \n",
       "1148               Storage              Storage        Not provided  \n",
       "1149               Storage              Storage        Not provided  \n",
       "1151              Assembly             Assembly        Not provided  \n",
       "1163               Unusual              Unusual        Not provided  \n",
       "1473               Unusual              Unusual        Not provided  \n",
       "1827            Industrial           Industrial        Not provided  \n",
       "2289            Industrial           Industrial        Not provided  \n",
       "2290            Industrial           Industrial        Not provided  \n",
       "2291            Industrial           Industrial        Not provided  \n",
       "2384           Residential          Residential        Not provided  \n",
       "2385               Storage              Storage        Not provided  \n",
       "2391               Storage              Storage        Not provided  \n",
       "2392            Industrial           Industrial        Not provided  \n",
       "2402               Unusual              Unusual        Not provided  \n",
       "2407            Industrial           Industrial        Not provided  \n",
       "2408           Health Care          Health Care        Not provided  \n",
       "2410            Industrial           Industrial        Not provided  \n",
       "2413            Industrial           Industrial        Not provided  \n",
       "2414            Industrial           Industrial           Education  \n",
       "2422    Detention & Correc   Detention & Correc        Not provided  \n",
       "2426            Industrial           Industrial        Not provided  \n",
       "2427            Industrial           Industrial        Not provided  \n",
       "2430            Industrial           Industrial        Not provided  \n",
       "2431            Industrial           Industrial        Not provided  \n",
       "2432            Industrial           Industrial        Not provided  \n",
       "2442          Not provided         Not provided        Not provided  \n",
       "2443          Not provided         Not provided        Not provided  \n",
       "2457               Unusual              Unusual        Not provided  \n",
       "2943               Storage              Storage        Not provided  \n",
       "3525               Storage              Storage        Not provided  \n",
       "3530               Unusual              Unusual        Not provided  \n",
       "3533               Unusual              Unusual        Not provided  \n",
       "3534              Business             Business        Not provided  \n",
       "3535            Mercantile           Mercantile        Not provided  \n",
       "5679            Industrial           Industrial        Not provided  \n",
       "5706            Industrial           Industrial        Not provided  \n",
       "5750    Detention & Correc             Business        Not provided  \n",
       "8662               Unusual         Not provided        Not provided  \n",
       "8676  Utiility & Miscellan         Not provided        Not provided  \n",
       "8677  Utiility & Miscellan         Not provided        Not provided  \n",
       "8686               Unusual              Unusual        Not provided  \n",
       "8687               Unusual              Unusual        Not provided  \n",
       "8688               Unusual              Unusual        Not provided  \n",
       "8790          Not provided                  NaN                 NaN  \n",
       "8802  Utiility & Miscellan                  NaN                 NaN  \n",
       "\n",
       "[57 rows x 22 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings[buildings[\"Square Footage\"] == 0] # \"slicing\" like you can with lists/strings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe4e8be46d0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "buildings['Square Footage'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#buildings.loc[[\"Square Footage\", \"Agency Name\"]] # boolean operation inside --> using .loc not .iloc (indexies)\n",
    "# this grabbing of a few columns at one time is where you want to use .loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "buildings['Square Footage'].plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe4e88d80a0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "buildings.plot(x=\"Address\", y=\"Square Footage\", figsize=(20,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Turn our Pandas plot into a matplotlib plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = buildings.plot(x=\"Address\", y=\"Square Footage\", figsize=(20,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1750.0, 2010.0)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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L4liM897zGUCrsNoaAAAA0EHirMqDkjSuvNVNKpsyl4/HnXsOaNvmtV3zvjcTjkV9TSvfk7jvPZ8BLAWmrQEAAAApQy8TpEW3N2VuZsWypVrlrNvfe3QWwiMAAAAgZehlgrTo9iCzmYBmbGJKzq9u/+J8p4NHnmlpX6huf+/RWZi2BgAAAKRQJ6/Kg84T1TenHGTuDEzR6pbjcWigX1P5QtV9U/lCzYBm5YqMcsXq8ChXdHrnzfu0ItO6vlBpe+/prbS8ER4BAJAS/FIGIIheJunRzefoej1/Oj3IrLfvzEySC9yOdmKmqL6sV9XQXpJyBV+5Qmv7QqXlvV8OTdNRG+ERAAApwC9lAJBe3XyO7samzJVh0b2jR2vuu7GJKfX1ZJQvzlcf9fVkajanjzNtrJUN7tv93i+Hpumoj/AIAIA245cyAEivbj9Hd9vKfpVB30zRV9H3VfAVue+a6SsUnE42UyzKd1K+YipbN/Um6rZjBM0hPAIAoM34pQwA0qvbz9GtbMrc7ql9YUFfUHDfNdtXKDid7NujR1PTm6jVlmvj7nYfz7W0Y2yERwAAtNly/aUMADpBt5+jW9WUOQ1T+8KCvqCwfddsX6HK6WRxXyPNgUSUtDXuXgppOJ6jtGts5pyr/6wUGR4edvv27Wv3MAAAaKk7Rg4v+KUsLb+kAMBytxzO0YsJNcYnc9p23V1VDaT7sp6+veviJQ0YwsaRzZg8k1ZkMm3fd2kOJOLoxOCrGWk5nsMkPTYze8g5Nxz2GJVHAACkQFpWUwEALLQcztGLacqclql9URUyadh3SfbOWqpQp92Nu5dKWo7nMO0cG+ERAAApsVx+KQOATtTMOXq5VGqkaWpfVNDXin3XzP4cffK4Rg4dU182k8hFf6dXMzUj6c/V0EC/pgvFqvumC8VUTFVt52eN8AgAAAAAWmw5XdSnrSfOYv8YE7bvnNTw/vzgF7+nm+9/Yu62BR5f7EV/t68EGGapPlfB9j5paffTzs8a4REAAAAAtNByvKjvlql9Yfvu/bfvl2TKFeLvz9Enj1cFR5LkJK3ISL09PS256E/z9KokLNXnamxiSv3ZHh3PFebu68/2pOZ9bddnjfAIAAAAXah60ewAACAASURBVGW5TBVCei23i/qybph+HbbvMuYtKBuqtz9HDh0Lvf+PXvcresmm57Tk/JT0FKa0nUuX6nOVpmmYUdrxWSM8AgAAQNdYTlOFkF6dcPGJcGH7ruh8yVWnR/X259aNp4Te/6rN67T51NWLH6iSncKUxnPp0EC/pvKFqvum8oWWf67SNg0zLQiPAAAA0BWW41QhpBMXn50rat9Jamh/bj51ta66YJNuvm9+6tpVF2xqWXBUlsQUpjSfS81MpQmAlbdbr1umYbZSouGRmb1W0t9Iyki6yTn354HH3yZp1+zNSUn/t3Nuf5JjAgAAQHdarlOF0iptU16WGhefnStq3zW6Pz9y2Yt11fmna+TQMW3deErLg6OyVk9hSuu5dGxiSn09GeWL89VHfT2ZxMbVydMwkzj/JhYemVlG0g2Sfl3SmKQHzewO59wjFU97XNKvOucmzOxSSTdKOi+pMQEAAKB7MVUoPdI45aUdOvnis5s0cyEdtu+a2Z+bT12dWGiUlLSeS9M6rrRJ6vzrtWBsUV4hadQ595hzbkbSrZIuq3yCc+5fnXMTszfvlzSU4HgAAADQxcrTTfqynlb39qgv6zFVqA0qp7wczxU0nfe1c88BjU/m2j00LEN7Rw5r23V36cqbHtC26+7SHSOH2z2klhufzGn/oWMt+4wNrurV5cPVl+aXDw+1/VzKOb6+JM+/SU5b2yDpUMXtMdWuKnq7pH9KcDwAAADockwVar+xiSk531Xd53yX2NSS5T49rtsE9+di9m8jvXs69ThKospkfDKn2/aNVd13274xXXvJWW1/bzjH15bklMMkw6OwzlUu5D6Z2WtUCo9eFfH41ZKulqRNmza1anwAAADoQkwVaq+VKzLKFat/7c8VnVauyLR8W0yPa05ag5Lg/rx8eEi37Rtrev/WupAuPz400K97R4+m5jhqZN8k1dg6rT2PyjjHR0tyRbokw6MxSRsrbg9JOhJ8kpltkXSTpEudc+NhL+Scu1GlfkgaHh4ODaAAAAAAtN+JmaL6sp6m8/MXnn1ZTydmii3dTppXhEqzdgZutYKRsP1ZXqms2aqhqB45Dx9+Wm++8T5lPU8zxaJ8J+WLbtHVSYsN5RrdN0mFPPQWSlYS4W35NVeuyCS2Il2S4dGDks40szMkHZb0FklvrXyCmW2S9HlJ/9k592iCYwEAAACwBKIuMFt94VmuHgm7n/AoXDsDt3rBSFgQEhQWjNR63XKPnJ0Vj3/gDWfro19+pOo9WOx24jxeFhUcNLNvkgp5wt43egu1RhLhbeVr5gpFZTxTvqL6s1Ur0iUWHjnnCmZ2jaSvSspI+rRz7qCZvWv28U9K+qCkQUmfmE3DCs654aTGBAAAACBZS3XhuXJFpqq6SZKm834i0+O6RbumI8UJRsKCkKBgMBLndYM9cqJCx8VsJ27wUys4aGbfJPlZo7dQ67UyvK2sNAq+pgLThltVNZZk5ZGcc3dKujNw3ycr/v0OSe9IcgwAAAAAltZSXHiemCmqN2NV/ZV6M9by6XHdpF3TkeIEI2FByOXDQ/rsg4eUMU9FtzAYiRu4VPbImTgxsyB0lKTeHk8rMuEBTL3txBlHveCg2X1DyFOS1j5elVoV3lZVGhV9masOi3ozJmem3ojjuVmJhkcAAAAASjrh4qaVkm5qOzTQL/Os6q/s5hl9WWpodaVK3GM6bjASDELuHT2qzz44VlqKyS3s2xL3dSvHGRU6/u1Vw1rTnw1d5a3eduKMo15wsJh9k8RnLc3N6IPH3d6Rw9p5+/65kPEv3nhuasZaqRXhbVgIGWSe6SvXvEonZoot/XlDeAQAAAAkLM0XYp2KvizNaVWlSiPHdCP7qhyElC+Sc4X5C+TgFJ84rxsc5wfecLaKgUqNonM6Z/3Jc18XFkbU2k55HO+v+JrgOOIEB3H3TdJBdJqb0S/Yn68/W39yx8MqHSalqsP33jaSirEGteKcFRZC9mU9+b5Tb09m7jU3n7q65eMnPAIAAAASlOYLsU7HlJ3mLLZSpZljutF9FXeKT63XDRvnR750sOZqVOOTOb3vtpEFYcQDf/Rr+vauiyPHX3o1i6ySihsc1Ns3SxFEt6s3Vj1h+/NDc8HRvIIvHTzyjC46a10bRlnbYs9ZUb3B7vzdC1teaRREeAQAAAAkKK0XYt0i6elxy0WwmqVWdctSHNONTPGJOgbCxpkxTxlPyhfne2NVrkZ18MgzNcOIsO3EqZKSwoODRqqIliqIbldvrHpC9+dsiLaQC7kvHRo9Z40+eVwjh45p68ZTtPnU1aEhZBKVRkGERwAAAECCWnkh1m19k7rt++lUwWqWy4eHdNu+saqL08rQo5ljutGKmVZM8Rka6Nd0obqB+kyxqIzn1Rh7VOgQHUY0EqZVBgeN9upZqiA66r2XpP2HjrXt8xp23Dk5ZTPVS9NnM6Zz1q9Z6uG1TOV58W/+5VHdfP8Tc49ddcEmfeSyFydScTk+mZNl+0+KepzwCAAAAEhQq3rzdFvfpG77fjpVWDXLzfeVLlbLt9/3uf3yTFqRme+p0sgx3WzFTCumJTq3MPT54G+crY9++ZHQsZ+zfk3DYURYSDVdKIaGaZVLrIdNj6v1niwmiG40qA1rXr7tursiA8WlCJPme0sdUMYzFX2nv3hjKdQK3tepYXTVSmqFgoKLR9583xO66vzTtfnU1Q1/j7WOgfJ2ewZOOyvq6wmPAAAAgBao9Yv5Yi+Cu6VvUuWFczd8P90grJolqByk5AoFSaV99e1dF9fsAVRvG3ErZhYzLXFsYkr92R4dzxXm7uvP9uhF69foy9e8qmoqUOX2/upN58YKI8rTiU4fPGlBSFW+XXleuHf06FwwMF0oNtyrp9kgeu/IYb3/cyMyeXLy9Zdv2horqA02L6/8vL73thFlPE8rMksb/rry/7v5vlVJ9T5bqsrIWufFMCOHjs39N3j8RqkV1lfuX/O8TNRrEB4BAAAAixSnimaxF8Gd3jep6i/qRV8WuNjutO+nW0Q14K2lvK/O3XhKrP3Vrh46Udt9+PDT+uhXHomsotm+dYPWr+nT3T86qovOXKvhMwYXvPYHv/i9qulEmUCP7P5sj/7hgSf0iW+OKut5min6Kvq+Cr5qBgP1evU0GpSMT+b0e7eOzL5qabvX3trYamRh55+CLxV8f67P01KEv/O9pZzK1VqV223ltpeqMrLeeTHM3T96Sn9w+4G52+WpbFHq/fEhToAsSV7NRwEAAICEjE/mtP/QMY1P5to9lEWNpfIX8+O5gqbzvnbuOdDS7yutDWzjCr5HMwVfuWL1RdJUvtAx349Uqjq5fd8hjT55PPI5aTrGo5SrWfqynlb39qgv6+mqCzbN3e7t8dQTuGps9NgL20YzUzfjKr/vkhZs9wOvP1sf/cojVZ/X9942ogv+7Ou6/FP36YI/+7quvOl+vfFT9+v6u0b1xk/drw/u/V7V648+ebwqOJKkwOGsmWJRN3xjdG47uYK/oNIoKJsxrV/TX/eYGVzVGzu4u+/fxxfEUW72/rjiBIzlQDFJ5ZAj6e228pxe6xwQ57wYXLfvsnNP0x37f1p13833PVHzPFTvfYsbIFN5BAAAgCWXpn43ix3LUlQFtapvUrvE+ct25XLpaResOgn7y3+ajvF6wqpZrr3krLnb3x49uuhjr5VTi+L0bqkca+X0uqgqmlKkUrpwv3e0Olip7DMjzU8bCurxShVHed/Xu1+9WTfe/VjVCmxhz8943tz0uDcPD+kNH793wTGzmOlTRyenG7o/TPD8M1Msyneq6gvVzkqyVm+3Vef0eueAsO30ZT35vlNvz3x/sbNPO3luitrIoWPaGwiPpNIxGTV9rd77Vrl/ne8Xw15DIjwCAADAEktT/55WjGWpLmiS6uuxFOL8ZbtyufQ0C6s6CYYLaTrGw4SFEcFpP5W3mz32gttpxdSiuL1bKt/3b++6WOduPGXuNRqdpidVX5xvrXitSre+83xlezJzn/0bvjla9bhnkl9RWPLW8zbNhXQrV2T0ho/fu2Dsx6cLC6bYBUPIWuHSqzavk/T9BWMt3R9f8BhoRaDYqKUK0aPO6StXZGKvNhfnHBB1Xrzzdy/UiZli1Xbq9TWKOialeO9bef+uu+6nj0a9DuERAKAullIG0Epp6t/TirEsZVVQq/t6LJWFlQvz/V/KOmUa3r2jRyPvL1/gpekYD2q2IqrRYy/udhr5HaOZ3i3B9z14LD47U1gw5SxM5cX55lNX66oLNs2tSieVqs+CvZHCqnX8io3dtm9M115yls7deIr2Hzq2YOwZz/ThLx3UTNFVfb9nn3byXLhQ2YQ77H2OGmucJstBrQgUF2v71g1VlThR30czv7tWfk3wnH75y8KrwqI0cyyWX7fWvonanwMrV9QMtuLsr8FVvXL5qWejtk14BACoqZPK7gF0hjT172nVWDq5KmippKFyoRXWRoyx8v40HeOVlqoiKu52Gv0do94F+dBAv6YL1bNupgvFBe975bH4yJGn9d+/8HDN7ycsbPnIZS/WVeefXjPEqAw6+rIZ/ffPf0/54vzKb8GxLzhmik7ZTCl4KnO+0+s+dq96M9XTx2q9z3HG2oxWhNmNhjxxjplmfnetNd0xqips2+a1khQ6/rjngLCfHfXek49c9mJt37J+rqH74aente26u+p+v4vdX4RHAIBIaS+7B9CZ0tS/p5Vj6dSqoKWUhsqFxbrglwY1v0h4ic3eX5amY7zSUlVExdlOM79jxLkgd4HVqoK3y8rH4soVkSuTLxC8qB9YuUJnnrpaAytXhD6/MpAoBz1RYx9c1avLh4eqKkp+c+t63bH/SNXXlBoqO81E9FKK2p+bT13dstCoVRoNeeIcM80cV/WmO4ZVhWU9r2o1veD4GzkHVJ4XGw3HPnX3YwtW8Uvqd3XCIwBApDSX3QNYWoudAhD8mlb1UGmFTg0xukGcwC2NU6d7MlbVLLgnY5o4MVM1zjQeV0tVERVnO838jlHvgnxsYkr92R4dz81X9/Rne3Tfv49rOl+sqroZffL4bEVQaTW5Wiuh3XzfE9pwykn6n//y6Pw0puEh3bZvrGoclftb0oJAwgv0hL98eKgq9LjlO4eqHv/Cdw/rQ79xzlzPo1yhKM8zTeejB5uGCrc4mgl54hwzzRxXcSragsfzTNHXDd/4kXKF6KqvRs8BzYZjQVnP08Ejz2hNf7al5x7CIwBApLSW3QNYWq2aAhD8mqR6qDSDqqF0SuPU6bGJKfX1ZKqmH2U80+uuv6dqhaTtWzek7rgKq26pDDBauZ16VRdRv2PkC0Xdvu9QzalgURfkQwP9msoXqp4/mSvomlu+O3f7qgs2SU4Lmp7X85df+2HV9LDye1i+/d7bRpTxPK3IeHOrrQUDiWDlUbnn0eCqXh088nRVICmVpqNtfE5/1fSpS6+/p+o5nknZzPx201DhFkcjIU85QF65IlP399JmfneN0yB7944tev/t+5UxT0Xn65rXlFfTC5+GWNbIOaDZcCxoKl/QO2/eV3VMtOK8SXgEAIiU1rJ7AEunlVMAFlNGn7ZptK2qhklLVU2rK8taNaY07fOysAvNciXIzGyglIZxhhmfzOkfH6gOTf7xgSfmAozgc+vt38VUF4YFWZue0683fur+udtXXbBJH7nsxQ19jy4wqTA4aa1ye43wLDhZsVrBlwq+r9xsCdPHv/EjFep04q4OBiziWTYXQIxP5hZMw/NM+sp7XrVgda6lsJjzRpwgSCoFyDtvP6CMZyr6Tm9++cKKr2BY0+jvrmFfE2yQffnLhiRZaTc503NWrWjZH1jLVXCnD57UVDiWzZg8k1ZkMnPTI3OF+WOxVecjwiMAQE1pLLsHsHSSmAKwVONISquqYdJSVZNUZdlixd3nSx3AlS803z97QVso+jKVe9FUj7P8fbRybIv5fg8eeWbB9KyCX7r/orPml24P27/B3wUWW104PpnTbfvGqu579MkTVbdvvu8Jbd+yXtmeTKztHjzytIrB8p4W2H7uabpj/08b/jozkyJ6LknVlVanD560YPpcjyeds/7kudtR0/JOzBR1bo2l2lul8tiLWuWt1vEZ3HeXDw/psw+OzQVDwZBnfDKnP/jc/qqKrFu+c0j/FLKUfaVmfnet/JqwBtnBSrWPfvkRfeD1Z89NKWz2D6wf/OL3ql77ws2DevAnEw2HY+WxPz01o3f/w3cjG7NXavRcQngEAKgrbWX3AJZOUlMAGj2npGUabauqYdJSVZOWyrIwcfZ5uwI4V/5/V6pG8QNVI3nf18OHn9abb7yvpWNb/PcbFWTM3x+2f9/3uf1zlQ1535+7aF7MMRBn+o0kveVv71d/tqe03TecrY9+udZ2o6p3GpMxyUzKmCcnXxtOCT/PZD2pL9ujXKGgmepF3pQrOK1ckVGh4oG+rCffd3PTG4efP1BVafXCU1fqhxUB2lvP2xRrql+c8+BiQ9bq5t9+aJPm49OFBWFK+fgMO65u+c4hmZzkMgo7NqOm8h15ekoXnfXcmuNdzO+uR56ervucrOfpRRvWzE0pbOZ9HX3y+IJQ6p7Rcd3+O+dXBaZBUeFYuTotbkVXo+cSr6HvDgAAAMtK+a+cfVlPq3t71Jf1Yk8BqPya8hSAK296QNuuu0t3jBxOfBxJKF/wVqqsMlnq11msZsaxVGOvt88rL0aP5wqazvvaueeARp88rv2Hjml8MtfS8ZSVt5srOD2bL2qmWFrRq7dnfpwfeMN8uNKqsUV9v4281jnr1yibqQ5YshnTOevXzN0O27/5olOu4Oa2++EvHVRPoPtzo8dAWBASpuCrYruPKGPR2z1n/cnqacEVbtGVtpsr+popSjfd+1jo8/7nm1+iv3/Hefrry7eGPh4MPiTpzt+9UH//jvP097/9Ct07Ol712A8DlVe37Rur2r/Nngf3jhzWK//8Ll3xt/frlX8e//w7PpnT/kPHNPrk8apjL1fwF1SwZcz04S8vPObL4486rmaK0rP5onIFt+B4fmaqun9VvfsXY+/IYW277i5dedMDeufN+2o2JZek6cJ85dO5G09p+I8H+w8d072jR0Mf//H4s3VfM2q7cY6RZs8lVB4BAAB0kXatRhbcbr0pAM1UqoSNY6mnLLWqAiotlVStrCxLYuy1jr2oypWwxtWtFLbd/myPbnjbS+dWNwp7jvOdXvexe9XbZBPbVkzdHFzVq79607n6g8/tl5nJOae/fNO5datbgsykmWBFSIPHQNj0m5c/f0D3VAQqGSsFOWXZjClfWHjsVTbZ/uvLt841Ns4ViqrTdiiWFZmMin6xquF1xjP98vNW68RMUVEVT29/1en63//646rqjnIT8Nv3HQr9mkph+7eZFbyCU7/e97n9dc+/lZUp5VXeaskXfa3o8TRTkesEVyybLhSjX0Clz0jl93tyf3hcEXV/s+KsYBYU7D0VV7CCK8zWRU5B3L51g84+7WSNHDoW2ni+1rmkFsIjAACALtGu1ciitlv+mv2HjrWsX1HlONoxZalVCwkE++aE9ftYCq1qLht37M2EfVHHXisbVzcyrqjw7Jz1J1d9bfA5pZ5ITjNNNrFtVWjnVOrFUzruFj4e3L8zxfnGu3PfS8Hpjy59of66Yun6Zo7f7Vs3aP2aPt39o6O66My1Gj5jsKp58BU3PaBiRegxU/Crlq4Pm/p11QWb9JX3XKiRQ8c0cFJWb7/5oYbGFKbg+wtaFxV9p9d/7J65JsXlz3FZNmN6x4Uv0DsufEHosRUnIIjav41MyYqa+nXwyNNVU78qPwOSFoYpgdeobNJcOZWx1vjrBS65YmmqX9k569fIs+pV6jxTVaVcKzRTNdmf7Yn1M6ze+xo8bq66YFPoKoONqPezsdlzCeERAABAF2hXD504202iUqWdPYNatZBAsG9OHO2qLGvF18RpwtyIYMiRK/oy50IbV9ersNhZsQT3X7zx3JqNf+eDv/mvqdfUtly5UTkVppmqocUGl/NT7ubHEfa5qdy/T0/l9duf+c6CRs7nvWBwUf1epOpmwdffNTq3utrmU1eHrizmnNNrX/Q8vfZFz9PYxJTyhWJVcCSVmmzf+p1Dc9VnF24erKpm+rVfea7+5fs/rzu2jEknrSj1WvqtV56u//WthVPXcgU3t1R7jyf19nhzYcBfvHF+34S9N5tPXa2rLthUtfpbvWbJUWqfF6JXcSsLfjbf/erNCwL/3ozJmVVVzgU/v6v7eiKPz7Bm30F9WU8nZopVK7JlPJNf8ZnO1KmAasbKFZnQaWorMlJvT8/cCmaVIVycn2Fx3teTshn92X96sabzxdAqoUbF+dnY7LmE8AgAAKALtGs1sjjbjXOxncR2y5IIXBa7kEBl3xypNJWjXviVltXZyhp5D+I0YY77/VTuz7DpkWrgAm98Mqf33TYyG4yU9sN7bxup2fhXKkd988t2hwkdW4VmmsgvNrhs5HNT3r+jTx4PXaFt5YrMgmOgkc9aWLPgm+97Qledf7o2n7o6cmWxsYmpuV4vUVO/ZopurvrswZ9M6PbfOV8/Hn92rtonTnj0p7/5IvVkPG3deIr2/fgXdZ8fnLoY9f2XK6u2bjxFH7nsxbrq/NOrphdVPh4nSKh3Xij3gQqGf+vX9Gn/oWNauSKz4LP58W/8SMHQyTzTV6551YJVzuJOqYvb46qy0Xyu6C9o0tzXk9HBI09rTf+Klp3TT8wU1ZuxquC5N2P62/8yPLedb48ebShsCTvnhb2ved/XBb802LKfTWMTU3KBFQeD0wGl6Gnglu0/Keq1CY8AAEAiGv0FGIvTrh46cbcb52I7ie3GDVyWundSo2FfkpVWSxFKhV3QlP+KX67c2LnngNav6Zu7yA87b5SqhA5UVXeUp0hKangqYNTS9R/60kHliy70vY5bvSNVB2zBv/SXm8g3+r4vJrhs5DxR/kw8PZUPvbA+EVherNHjaOTQscj7N5+6OtZYTx+MvM6dk/U8ZXsyeuPwRknS3Y8+VfdrPJM+eMfD6vEyKjpfv/4rp9b9mrCpi1L1ueVv/uXRqsDsqgs26dpLztKZp67WwMoVDb+HcatMKvtAFZ2vNw9v1Os/dq8ynqlQdKUVzyqsyGR09UUv0A3fHA3t1xT2vVVuL+z4DKt2uXx4SLftG5u7HbaaXtB0oah33ryvbujc6FRU86obbJlXaiRf/tpGg9uwc56cdM3Fmxe8r638g8fKFZmqz6q0cDpgmPKx1zNw2llRzyE8AgAALVc5FUHS3FQEJCeJ6p5GtlvrL7KNXGzXU/lLddzt1gtc2lHR02jYl1RlWdR7dPZpJy+oMFiMsAuaoHzBX9C7pvK8Eafxb+NTAcOf0+NZ1XaynqeDR57Rmv6snp7KN7Uvkmgi36i401UWLMsemD5mnlUdq3E/a5Wf36ieP+X745zTfvZM/ZXmFn6u6h8XvpNmitJMsRSQ3fnwz0Kfl82Y+iqas4e9j+//3IhMnnznKzgz6ub7ntAtDzyhbCajgl+Uk0WGlmHinheCx96l198TuhJc2VS+oLeet0lvPW9TZIgRd7pn5R+Swho5X3vJWXPPD/t++rKeCkVfGc+Tc06+c8oVq0PnsHN6WMgcpVW97CpFhTiXvuh5uvRFz4v841rU+xrXiZmi+rJe1TS88nTA4HaqPuN+aQU987zIlInwCAAAtFS9qQhITqure+Kq9xfZVgUfYSFPrZ4rcbbbrt5JjV6sJFVZlsSqYGFOzBQXTJ0JCl7LBs8bUY1/7/v3o9r4nJVz028amQpYXrq+KijKmPxAWDKVL8xWO8xfaFWNI+a+KFdl7I+oukl6mqlU//Ma9pnIZky9PdVTDCu/Ls5nLezzG+z5E2wWXD6nlfbHwnPa0YilxXs8U382fKznrF+zoElxPVFP/affvTAyZB2fzOn3bh2Z/R6iD/y8L+X98oV9oCl1nam4K1dkYp8Xysfe3Y/+vGZwJJUaqld+TVDc6Z7Dzx/QvRX9pi7cPKjv/HgisnKwPP5KMwVfvis1LZdKU+7C3iNJc+9JM6vL1VvN897Ro6F/ZIiqEooKce58+Gf6RKDyqHx+jXpfw8YeVd09NNA/15S/8j2sF/bGQXgEAFj2lnq6Sre7dzR8SsC9o08RHiWoVnWPpMSP8VpTaYYG+jWVr26SOpUvNBR8RIU83951sc6NqGCIE7g0G2y1YlpmI9Mg5qswFk7JWsw5LOw9ClsVbLGVSCtXZGoGR1HKU5hKwgPR3//sfmVng65gf5Q4fbCueMXGqgDjilds1PDznzNX8VKuCMkV5lcdqxemhG2ncl/lC8UFDXqn837dqSWtEvZ5nZ+mNrOw+qOndlPfep+1Wp/fXz1znb72yJP6D2efqkvOfl7VeOqFAK+aPb8FferKl2ri2Xzk57OR4CiKZ9KxZ2f04/Fn5/o/Ve7v+/59PGYb/Gjl9zAYYpSrmZx8veUVm6qmftU7Fp+Zytfdbl9PpuY5MGq654e/9IhmivP7uDI4klTVuFxauD+DoXquUNRMIOgKbncyV9DDh5/W5Z/6V2XM00yxuOA5YavL1VNdmTPfMLvy+K3VGy3s55tzTjd8Y1S5QvgfK6Le14NHntFFZ62bu69WdffEiZkFYafvSveX3+ewn3txEB4BAJa1tDWg7QZrV/U1dH+3SksPnX944InIv3IupdJfsl3gdn2VfVeaaZBdr7qnmYqeVk7LnDgxox89eXzu4rOWsClZiz2HhV2sBVcFc77T666/Rz0ZL9YUkLLK/XBiprigwieOyp42YY1/JSnvu4rKjeBjtftghS1D//f3P6EXnnqy5qr4ZKFNe29420uqmvYGP/PBfVPZ3yVXWFiJFdZHaKkEL5SD7/Gz+aLe97mRyD4z9Srpos5Pf/zFh/VPs1PCPrtvrOqzFGeJ+YGVKxZUEZmk//aP39WKKmqRNwAAIABJREFUiFXB7vv36gCjWb5T1TTL4Eppv/bL8YOKKJcPD1VVvFQfr6X//t19T+j//P5FNcPd4P71LLqaSpr/3Ox7fFx3/+ioLjpzrYbPGKx4RtQXN/b5LlUOjmvjc06aG3tlqP7dJyb0oS89UvM1nKQP7n14tnKx1uen9s+cyuliBd+X75wKviIDlkLR14e//IhmIoKgwVW9uvxlQ1U/Ky75lefqrh8s/ANbuQF4dLA3/77Wq+6u10tMCv+5l82YPJOcH3EyFeERAGAZa+dS393sgl8aVLDbiM3ev1ykpYfOTNHXDd/4kXKF+D00kjA2MVXqC1Kcrz6q95dtKbwnQ6W4DbJrTW2rVdFTqbJipFXTMhsJocJWZ3v/7ful2YqYxezfyj4kpw+epCs//Z2qx8t9O8r9X6KmgNSa4vHeXz+r/lQZVZ83MiZle+YrcQZX9er8FwwuqGYIynpSX7Yndh+sIN/NN8yOUmqOPN9MN3jcfeD1Z+ujX6lu/FuuborabrCPUJQ4wXQj4XWc96ToOxX92n1mtm/doPVr+kLDhrDqwxO5wlxwVHbzfU9o+5b1yvZkalxIz4cAYxNTOimbqVqRzUlVVWLv+9x+mdxc8+s3bDmt5vvRrHJVTfk9vPN74X2SGvHZB8f02QcPVZ3Dg5ykB3/8C529fk3o42H7t8crTe3r8WYbaL9844LqpWtv/e7cZ+36u0Z14eZB/d07zpdUmvoXDKBMWlAlFMe1t3xXvdlMVX+fcvhy9Ph0rNeIs9n1axb+AatcQXr64EkLpovVU/ClbCAsq1zVbHwyp9seGqt6/F8e+fmC92g67+vtn3lQ2Z6MCkV/wfuamW3cXRYVDn314M80cuiYBk7Khj5e2WMsKuzdtnmt1u3+6aNR3zPhEQBg2WrX0uaL0QlT7AZX9epv3rJVf1BRVv+Xb9qa2vG22lKHkrWqbN796s268e7H5i74pPYc481U9zTTd6WZqW1S/SbLlcHAdCH8wqJ6etX8eKI+r432Bgs7X2XMW/C+hi3JXE+tCpnpQrFu9UfwNcKmePzl1x7ViozVvLgMPlJ0qprGNfrk8brBkSR99LL5JdaD72XoCkghvEClXF+2VHWVna2+qjz2wo67D3/pYM3KDqkUjmUyXlVvqXr7LSwcDU59bLThbjNTWMLOI5Vh6PV3jS4IQxdWHyq0UOUtf3u/+rM9mikWFwSKnpUq0MriLP+eD4SfX/i3I/G+yYC4Ldjnnt/oF4TIeDZ7XqodaPzx3oeV9Tw5aUFlYNj+7c/26Ia3vVRr+rNzx01l4+rHn5oMnXL29Ud+prWr+7RyRUYZz+RXfJ69BvtIlRVVqmyT5vv7lMf9g5890/DrRTny9HTV+SAY3jcjH/h+c0WnfKGo/YeOhU7/7Ml4cs5f8HV5X8pHVB3+/+3deZwU1bk38N9T1T0z7OCALDIgrywRUDCOoDdCvGoURdE3ccty8ybR601ivC7RK1mM2+uNuZq80ZhFY4x7BKNxARP3CCogiICAghNAGUEI+zrT23n/qOqeqlOnuqp7ZpiF3/fzQXuqumvrOl1dT5/nOfpIeGGF5m9/MTTmA0ucXnpeYWnTKr1/X9hyGDwiIqKDVlsNbV6ujpRiV+qQtp1JKUHJ5gYDo3rZAMCv/17ne01bnOPljGRjHHXHkCoU9ZqoYJmpR49pWPaowqLja3r7Ujw+2dlQtL2+UbfFuJw36rb4bnC8hXH1nhsN6Wxgi+IMyWzaf+/+zVxUj1nfOxF7U1ms3LATP/jL8sDrvL1C4hyjpC1IZ0q7sdTTuMJ+cfdyhlhfEZpiF2fUN5Nszh3OXAH5iEC+10JV0g4G9iwglS6+nqwCZlw8AcmEXXYPoe8/sRSWNAVUr586Gjc8uzyy4K73sydOAEan1yyLCoaaeh9WJi3sSwXXm8nB15PIy5Lg9ns/W7yByzBllN4CUHocqIzTLLiMnIq15mwOhZ6ZV8309wwc3KdLIOjdkMlizKCevnPCWwfrwbfWGddz6cPvoGtFAo2ZLGxtRMIK28L+8IynWDI54L65a/DHt9YhaVmFoFKUOHG6t+r+WQiWbd+banbgKMyX75uPqkSicC56ZXMqMHJhlC7JRGGkx3Kv3TkFY82nYrUKTRg8IiKig1ZrDM3aWjpiil2pX0o6i7hByeYGA+P2smmpc7ycQJf3NaYhmos9P+w4dk3aoTWCygkIRwWcTPP1G5VR/bvhxudW+FI88sLaa5U+ZJArk81h6fodgdSvVDYXuBERC6i0LF/NHtOQzMWE7f/eVBbjanpjZ0jqUM8uTb9ix+m5ksrkcOPZYwrFZVNZp0dTsY4KehpX2C/uXs4Q6yo0xc40ApLJ978wEr94ebUvZTKda+q9cuWMJYGUHd/+xogcVCUtJBN20V5xXqbjnL95z/cuvLEQOGqSyQEvrvgUSbc31oqNuwKfPXptlihK2+MXVphTtF5Y8SmG9+9hbJs5BRw/rA/mr90ee71dkgk8uuBj/Pq1D309q7xB8zfrtuCaJ5ZCRArDj7cFC6UHqvSUpQuPG4zaoYf4PsOPG9onUHjaK5tz6gidNW5QYZrSAhb637rJI/r6PscKy1aewJ52jutpxeX6wxtrkcqGp+mV6965a/HogvVI53L44jGt98NbOotCkFT/XJgypj+eWbqxpOV5R3ps3rZH1xms27QbVtdeoTUGGDwiIqKDWkfpIdMRU+w6u7BgSj4omb95USpYQ6clgoFxz4mWOMfLCXQFUqGOHYyZ79SHLsO0jgtqB/tGwRpySBdfgVo9LaacgHBUwMk0X7/tWrVpL1Zt2lv0eKic8v16PKhPV+PzfvbCKlQl7ELAoljB1qqEHUh/yG9zXFH7bypSnbBKTx1SSmHK2AGYMnZAoSfVGXfN9aW92JaT6GpZlrHdlENPsYt7bA7pVoGrTh6Op5dtxIShffDo2/7Ain7YFYAKG6hMOLWWLjquBg+89VHkepr7XulsK5jKCMDXeywfoMifV9f+eVnJN/7ZnHNcB/XqgiXrd2DLnsaiz6/uXhloz9PGDcJTi+uLvCoolc3hzpdX+4ojXz1zCf52xeTCcxat2+YG71qg608zlBP60M+rmYvqccUpIzHreycWAu8rNu7CgrXbICJIZXLGvfxoa9PnUf32/UjYVmGoe8BJnyr2/aF2WDUmDa8uGqRKWE4qYtKtm3TSyEPxwspNJe2vzraAioRVCNLGFeedznkCX39+55Mytq50+nY9vzxeHSxbgMqkUwNJr+H15OLSt13/zDbJp/ElevY7PHQ5Ja+ZiIiok+kIPWQ6WopdZxcVTNFvXhZ9tC2yBkXcYKA3jcl0TnSrsAs9V8rpIWRKrSs10GV6Tb5Xg2kZpudf++dlyGT9+7daC9CYagSVGiyLCjjp8/dnssiUkY/SmFW+X4+vP2u0MdUinVW+1J5iskrh3PGDMHNR0w34BbWDASDyHNDTfq711MjR9/8XF4z3zb/9vHHGgGlhxLZsDqKULz2sSzKB+u37Ma6mN6q7V2Lp+h2BNCaBQjoHwD2v9XbzRl1wlKJ4mn5xNwUxTG549j3sTTnb//7G3bHW8sMzj8QxQw4ppMWYgkcVtoWEHV6YvRj9OHsDjHkKKnJUOz1AYQnQWEak48G31uEVw8hRXqePGQDAOd8eW+A/5n9eVF9ygGXS8L54+YPNvmmZHHDGXXNRlbCNQ7u3lYQAJWZqBqiccnta1UHgvHc5lX/Pwxc+tLqrr8i/3tOuIZ2LTG99+JLj8chba/HMso34l2F9cOdra3zzMzmgwnZHJFSCodXN/z7SNWkZA+KtwbacdL8wcVLh/nVUX7y2qikFuQXKXAFw3udsViGnFBK2FUgPPOXIfnj+vaZA3aj+3Xw/YEwaXo23120L/czOKzYQhAmDR0RERB1AR0qx6+yigilxCiGXGww0FTZ+/O2PC4XJLzh2MM66+w3fOaKAooEup7hu00hjcYqtRgW66rfvjzyOUalhlsSrGWIqVK0HhPO1acLS5aICTt6Uu4QFXDlzWfSGGXh/Pb75uZWwDcPOF6MPST5t3CA8u9Rf/PexBR9jxsJ63zDlei8xU6+wwrD0ygm06CmHUQE573O6VdiYcucc33y9Ro6pDejHIt9uduxLYc6HW9AQUv8kYcEtsJwL9MTI/+LuDbp6g20m/bon8c89YSN9havx9Cbbm8qi0hZfAM0WJ7gTVpg9Dv29eLNuS+C6AKAwemBjJlv0BhkIT7FLuAW9c27Kni4qcAQAO/alsHT9Dqzfti/w/pbTM0cPHOWVEnQ9UFoi6aoxq/DLl1dHFl/X7dyfwed+9mohmGtrn6eVtmDDzgbsTWVD2/TX7ptfSMVduM6cWpjK5pDPkn3grebXENrdmEP/HhVoSKeavaxiUu4xKUY/5HqrPaJfV8xbs833nIQthZH90tlsoN1EjTjpXXej23Azhu8Kt5xzFK4+dZTvuuatuVc7rDoy1dx77U/FvBAxeERERB1KRxhtrLW0VordwXxMwxQ7JlHBlDiFkJuGhzf39gjbJj1o9eiC9e6NofP3Iws+1tJRig/lvnVPI655YqnvC61eI6acQFe3CjuypkxUalgm5t3S4dVdi/ay0UfU0VPd8or1QPQGWxoz2cCNWNIWjBnYE0vqd8baZsAJBNliI1OkwKxtCRKWUww5lc35ahsBTkpLpVY7KZNzbjbyz9V7iRXrFZbnDG2OQNHpUj4flHarla+R421bcXoAXfrQIqzZGjr4DwDguimfwYRh1RjcpwvufGW1b5lfmTjEVzsq3yuqmHICRwBw8UPvoDLhpNzdMG0MRIuAZt3eBOlsU2H2Qb2qsG7rPl9gU//80f/2nqth14V8sHPlhp24PyJ9LmyErJwCKkRgqGkd24W/n4/KhI1UyCiFnVncgI8FoFtlAo3ZHNJa8FOvgRRH0hbcPGsFGjPhdYOySuGSBxciYZlH5Fu0dmuskQ31ZUYRALdMG42/f7gF67fuxarNwXTfTbtbN3CUV2LdaiRswXWnj8KHm/fgtNH90bdHFS68d562TOWMKhjzx4+4krYERnrcvrfpOHkDQffMWRP5mW269sfB4BEREXUYHWm0sdYSlWJnCnoUC4SUe0zbc8CpNUYw8x6TqGBK35B16tOdr2z+3h7FmIJW+k2ffpNhixWokekNdK3YsDNyGPZyer1t2NlgnF5hW6hMRKeG5UeNuvG5FUW/3FoCfPUPCwojTenvVVgvsGlHDwqMcBV23sQZScy2BOfX1mD5JzsLg3HlULxvSZxRlAQKsy+fjL2pLN5euxW3Pv9B4Dl6QEmXtCxfraU4vcL0oc31gKKJHmDTz81sTuG+uWtw/5trYYuFTC6LOHW9owJHAAq/mm/fmwr0KpqxcD1mLKz3BVBbU/79uP7p5ThuaB8sCOmxATipQ3oNr2OHHuLrCXhhbbBWmB4s0q8Lzo2kE5huTtAmB8Qe7SpMNgfsK6GA+8HopJHV6NezC44a1BM/fnalb145GVwCCRTE1nvN5NPe8m386plLsGtfCn//cAvOOmoA1myJbne6sCCklwIC+9hWoq+6fumswvia3rhk8hEAnOuL/iOJflxbSiaroFQW4m61/qOIHmSM+sw2XfvjYPCIiIjaTNRNvnc+gHY12lh7DJ6Ygh7FUpbKLdocN+DUFsfItG2l9NaKc0yigimfGRBMi9KnNw0P3/TFM+rYlzOcdmMmi4Tt75niDXTt2m9O89Cnm3o3FE8FM38pvfb0kdjdkCl0q49aR4+qRCH9Ju124fd+4c0poDGjCiNN6ccwrBfYhfc6vSHyv7grIJC6l9+WnftTUNpNkS1uryD3l+DrzxqNG55ZHlnfpMK2IO4dy+3nHV3Y5nzARWn7l7CbRj17YlF5KSH6SD1XnzoysleYTg8o6uIE2ADgntfXuHNb9sbq5y+uxl2v1CGrcoHeBLkckEz4bxOrkhYy2RxssZDO5lolpJRTKBo4Mnlo3sd4dP7Hvh4Leq2w7z+xFJYgNGC6dU8jvj9ziXsT27pBm5aq73Kwe3W108NnRgstL2XIU4x6nzK5pqDOy+9vRrcK82iQnUk5rWP5hl2Fa9cdLwSD+a1FoSkwdcWMJcHPOe3vdFbhpRWfIuGOsBi8RpcaOnMweERERG0iKgChz7/spOHtZrSxtuwBFXbDHlZwGFC+ruvem+tyatnEDThF1dFpDaZtu3rmEtiW5av/UiyY1BIjmJlqnej1JcLWs2LDTvTqUmHctkDh5nQ2MrXLsgQ/OXs0bpm10hjo6tnF/FXQNN3buyEqFWzMoF7GG8t8z5m7Xq0zpo/pPSi8xzmdyfp6aZjo75We0pWXVU09Kq6asQSW5S8wfNXMpbAlvG5FVjn/UcrpX1RvqOdi4r2pW/TRNtx8zlGF9KI+XZO4+KF3fM9vSOeQzmSxdP0O2BL/y37SFnfEtqwbYGtKY7vjpdWosFByKtIn2/cH0gPzAeKd+1ORNTPKSb+JK4em+iC6dE4ho/V8yQfPMgegJ1KpojoD5M9Tb8B09MCehc+WFRt2HbCh6Qf3qcT67cVHWaO2kbSkWYWn9zYnV7ETm7NqE7pXJjC+pjcWrNsW/YJWEDfdbrpnhMX89Tb/md01WV5wkMEjIorUnnpYtKdtofKFBSDyX4C7VdiB+Xe/VhcYSrghk22RkaWiiunG2fbW6gHl3dY7X14desNuCkbYlhhHhcoHKMJG6ypWyyZOcCVOHR1935ozKljTDWw6sG16/ZewX+29xXT3NPp73expzBiPSVgK4eA+XQy1ToIjbenHviGTdZ9j7lEA+As3r92yB7/+u3/0G11VwsbYQb3w5nUnG4/1mEG9Ajf1lgCDenUJDRSYRmXRC4Jv35uK/KXbNFKaSf44L12/I2KJTedvflvjyNeh8U3LKWSBoqkHWTSlafz29eLvg8lD8z7G4N5d8fOXVjnpRSHr+vLv5yNp29hfQvrQzdPGIGlbqErauPxP7/rmpTM5WGX86Hz9MytQkWiqgaQAXDNzaaHOSdR9ar/uFQeslomuM/eOUTmFM+6cA8tyai1dPGnYAVs3A0ft14Easexg8+rqrYWeYgN7JNt4a+LTrzfpbLB2XxytGjwSkSkA7gRgA7hPKXWbNl/c+WcC2AfgG0qpxS25DbzRJGoeb968qaDegd6Wa59YUhhV6I7zxx909W46C1MAAgDOvGsuKt2hdi3t7iZhC1Jahk06qzD1V28UHVVIvw7ovYZqh/bxFYUMK6br3fa09rNuOpML9EwpJSAVRq8hoo+I463d0q3CRoNW2yKVyQV6pjSkc7jkwYWoTCSQzuUw9JAuvuFdjxvap+j1Mk7x5Dh1dMrpvRWWlnfNzCWFOjNRPbFNv9rvbsjg5lkr3WGQVeBGU8EJhsT9HlHdvRLHDe2DuZ7zKqeAjKf3xy2zVuL6qaNxy+yVviG3G7MITcHKH4P852A6agglNL03xWpl2ZYg53m/RARTfzXXF8Typj/u0xuiy1sQfEmMQE/+eXoPurDvbVt2m+soJQSoSNqFQqJv1G3BNTOXtFovl5b033/Npz2EB4bSOSBdpKi2yY3PrUCFbWN/KmM8n8s5NhlPD56rC2lR8bVV4KizK/RwdD+XfxcRUCailrFxd3mF9dtKnOtNlFYLHomIDeDXAL4AoB7AQhF5VinlrZB1BoAR7r+JAH7r/r9FsLAqUfOY8uavnrmkTWrMbN3TiCsfd28Q3YDDFY+3zbZQ85kCEPk0glR+qF0t+KAPv5znTcfQb7b168D1ZznpO95eQ/poIlG9IdKZbOCXmqxypufFHd2pmLg1RC78/Xx0dYeo1nsZKaUC6VMAkMo2HWdv4AgA5tZtRd2m3aH7H694clgEp2m0pVJ7b4Wl5QWKBSugMiHu6FROyk6xopC2CK5/ZnnkzbRpOPgwdZt2+wJHQPBmPWlZGHtYU4+gnfvTuPThRYEhefUeXfrnoHmfgK4ViViFreu370fOUNg4m2sKYplGbDPxpogdXt019Hle42t6Fx5HfW97eJ55xKiMAirc6OHuhgx+9PRy4/NaW3uq/+KtA2XS3O08UGlRVLr2cg4SUefTmpWwJgCoU0qtUUqlADwO4BztOecAeEg55gPoLSIDW2Ll3i+ZuxszaEjn8F9PLsPWPexeSRSXKW8+k3OmH2jz/rHV+OvpvH+UNowotQ/5AERV0kKPygQqEhYqbX/AodIWVCSc+VVJC5NGVIcsrUk+fQowXwduem5lrLohxXpNLN9gHoo7Pz1sdKe6Tbsj1+uV750VJZsDdjdm0GgIrlUlbagS6qTk/eXd+qLzp40/DG9edzIeuWQi3rzu5MAPM9v2mHuI5Keb9s373pnEPR4A8N3PH4FHLpmIt6afgp+fP65wnlUmLOglcBoz2Vi9MOIGQ4DwIs1e3h5B42p6Y1CvqkAR44Z0Dt0q7MLfps9Bk69NHBL63ui27G6I7LZuiwW7xDynZMIOHGvd108Y4huaPOp728KPwo/rvnQWjRmF60MCR5YAXSts2OXVCI0l2ZoLJyIiamOtmbZ2GID1nr/rEexVZHrOYQA2ep8kIpcCuBQAhgwZEmvl5RQBJSJd2B3Fgf9da0vIzWjYdGr/vIVwu1XYOOvuN3y9jcQSzP7eiYUioFfNeLfI0hze9CnjdcCWQMqZibc3hK5v96qi08MCT6X0XAHKG1lLl1UKN3iKJedTo6IOwc790V2xi6VBzVtjLiI5b802nPvZmlipbzrTazIhaVtrt+7DFe57qBe2frNui6/X1NSxA/Hku5+ErhdwevIkE3bR53j17V5hnJ4vYmzqERRWZHuvp9Bv3M+7HfvTGFfkHPZaWm8OhnplVQ5Q0YERby+wwX26IGFbvp5UVUkLj3xrAtZt3RdI54zzvS0kW84n7Oo0cVgfTD9jNJ55tx73v2XuwaSzxAnApjO5mPVDSr82llNzgoiIqC20Zs8j07cM/fIY5zlQSt2rlKpVStX269cv1srL+WJKRH5jBvUK/JKatAVjBvU64Nty4nBz2w+bTh1DvtfF8P49fD2RqpIW/udLR2N4/x4YV9Mb1d0r8cVjzD0okhZ8r8nfaJquA9mcwg1nj/GtZ9Jwf48mb28IkxOOqA5cvMSdDoQHnooFpEwCvbNixC6StqAyIb7j8dWJQwu9hN6afjJ+ccH4wjLDBts4t5kp3qeN7l90ur5v+ntnYnrNxScebnzu2UcPDLw2fx7pvaa+c9IRkfuTTFglfX844Yi+gYLElgB//c9JoT2CCkW2PcQS33rjft5NGzco9rZOHtHXON3brm4/bxxuPy/6XDxxeNOywt7j2mHVOK+2JtDG4nxvmzLaPEy8V9gX2wtrazCupje+MnFo5DLyZl56PP7078dj/g9PCXxODOzpDxB+/YQhuOP8praViNEJKWEBN587FpUJC10rbFQmLON5453/9ROGoDIh6Jq0UZkQXHHycOOy8+9fZUICy0xYTjCNiIioFK3Z86geQI3n78EANpTxnLLEq8lARMVUd6/Ez88fh2u14bbboh0N798DXz9hCB6a568jU24hYmp/ig19DgDnfrYGP/vbB9i4q6no6sCeFZj1n5ONrwm7DkwbfximjB1Q9mhr1d0rcedF43GNVrw9v+6WPFf1Y3LnK6t9y500vBoLP9ru2z/TMfT2EtKXeeXj7/rq80waXo3aYdEpgsWcMnoARvXv5qunNKp/N5wyekDovsX5XDG95vXV/yy6HhPv8ajuXhl4v0zHtZTPverulfjlheNxzRNLISJQSuGO88cVPQfifG8xnVu9qmzsbGjqnRRn/71qh1Vj0vDqwDnwy4uOCbw3xc5F0zleynscZ/9/9bXj8Nz02YHXViUt32t++vzKwOfEuZ91vm6GtU8AgWnedvDwJcdj0dqtmPPhFkwe0Re1w6qNnxve/T3xtlewP9P0m2hSAMuWwAAUU8YM8PWM06+5+jG84pSRvr8Xf7y96PvnLDM48IV3f867Z37oe2MysGcFenZJBtrer79ybOGYXPbYO4H5gL/O2sCeFdi0K+Wrde8NISbFGSzBexzLob/nFopVDWsZSQHSZWz2wJ4VvvO31G0d1b8b1mzeW9a6iajzKvczyUuUap1PFhFJAFgN4BQAnwBYCOArSqkVnudMBfA9OKOtTQRwl1JqQrHl1tbWqkWLFsXeDo62RtR87akdtcQIVtSxPb14PWa99ynOOmpA4YawmNY6f6OW21rnqr7cltg//aa4pbyy8lO8uHITThvdv6SARluspzWOaznLiPMafVtbYv/LOQda4xyPs/+XP7IQr67egpNH9sWvvnac8TVRnxOmbW+N/bnntQ/x9LKNOPfogfiPfx0Ra//KOW+i3r9yjuutzy3HrOWf4qyxA/Cjs8caj2nUuWear0/Tt+3/vfA+nln2Kc45egCuOv1I43E83BNEXHfb1MD8UT+YjUYFVAqw6qdTAQTf36hlAsCEW17A5r0ZHNotgbevPx2XPrAAc+q2YvLwatz7jYmBZZi2/egbZmNXI9CzElh201T8+Kml+OuKTThjTH/83y+OwzUzFuOl9zfjC0ceijsu/CyA4PmrHzP9vTIdZ31bJt/2Mj7e0YghvSsxZ/qpxvXqx+DcX72OZZ/swdGHdcfTl38+sP8AMGL6bKQBJAF8eNvUwDJGTp+NFIAKAKtvmxrYdgA49Y5XUbdlP4b37YKXrzkZw6fPRgZOL4e626biK/e8ibc/2oEJQ3vjsf/4nHFb9f3T/9a3w7SMqP0HgM/8cDYackCVBXzw38HX6Os1rWf8jc9jR4NC7yrBkhvPDMzX1xFnW03nb6mvKWcZY38yG3tSQPcKYPnNB269bfWajrTe838zF4vX78Jna3riie9OAhD8XNA/5299bjluuvjsVGrzWuOFotWCRwAgImcC+CUAG8D9Sqlckl5vAAAJhUlEQVRbReTbAKCU+p2ICIC7AUwBsA/AN5VSRSNDpQaPiIiIiIiIiIioOBF5RylVa5rXmmlrUEo9D+B5bdrvPI8VgMtacxuIiIiIiIiIiKh8rVkwm4iIiIiIiIiIOjgGj4iIiIiIiIiIKBSDR0REREREREREFIrBIyIiIiIiIiIiCsXgERERERERERERhWLwiIiIiIiIiIiIQjF4REREREREREREoRg8IiIiIiIiIiKiUAweERERERERERFRKFFKtfU2lEREdgNY1dbbQdQJ9QWwpa03gqiTYbsiah1sW0Stg22LqOV1pHY1VCnVzzQjcaC3pAWsUkrVtvVGEHU2IrKIbYuoZbFdEbUOti2i1sG2RdTyOku7YtoaERERERERERGFYvCIiIiIiIiIiIhCdcTg0b1tvQFEnRTbFlHLY7siah1sW0Stg22LqOV1inbV4QpmExERERERERHRgdMRex4REREREREREdEB0i6CRyJyv4hsFpHlnmkzRGSJ+2+diCxxpx8uIvs9837nec2xIvKeiNSJyF0iIm2xP0TtQUi7Gi8i8922s0hEJnjm/cBtO6tE5HTPdLYrIo9S2havWUTxhLSrcSIyz20nz4lIT888XrOIYiilbfGaRRSPiNSIyGsi8r6IrBCRK9zph4jISyLyofv/Pp7XdPjrVrsIHgF4AMAU7wSl1IVKqfFKqfEAngTwlGf2P/LzlFLf9kz/LYBLAYxw//mWSXSQeQDBNvA/AG5y29VP3L8hIqMBXARgjPua34iI7b6G7YrI7wHEbFsuXrOIoj2AYBu4D8B0pdRRAP4C4FqA1yyiEj2AmG3LxWsWUbQMgO8rpY4EcDyAy9xr03QAryilRgB4xf2701y32kXwSCk1B8A20zw38nYBgD8VW4aIDATQUyk1TzmFnB4CcG5LbytRRxHSrhSA/C+3vQBscB+fA+BxpVSjUmotgDoAE9iuiIJKbFtGbFtEfiHtahSAOe7jlwB8yX3MaxZRTCW2LSO2LSI/pdRGpdRi9/FuAO8DOAzO9elB92kPoqmddIrrVrsIHkWYBGCTUupDz7RhIvKuiLwuIpPcaYcBqPc8p96dRkRNrgRwu4isB3AHgB+40w8DsN7zvHz7YbsiiiesbQG8ZhGVazmAae7j8wHUuI95zSJqnrC2BfCaRVQSETkcwDEAFgDor5TaCDgBJgCHuk/rFNetjhA8+jL8vY42AhiilDoGwNUAHnPzdE25gRxKjsjvOwCuUkrVALgKwB/c6WHth+2KKJ6wtsVrFlH5vgUnFeAdAD0ApNzpvGYRNU9Y2+I1i6gEItIdTomdK5VSu4o91TCtw123Em29AcWISALAFwEcm5+mlGoE0Og+fkdE/gFgJJwo3WDPywcjIm2A6CD0fwBc4T5+Ak7OO+C0H++vTvn2w3ZFFI+xbfGaRVQ+pdQHAE4DABEZCWCqO4vXLKJmCGtbvGYRxSciSTiBo0eVUvn6zJtEZKBSaqObkrbZnd4prlvtvefRqQA+UEoVunKJSL98cSkR+V9wikqtcbuF7RaR4906SV8H8ExbbDRRO7YBwOfdxycDyKeDPgvgIhGpFJFhcNrV22xXRLEZ2xavWUTlE5FD3f9bAH4MID/yE69ZRM0Q1rZ4zSKKx20HfwDwvlLqF55Zz8L5QRHu/5/xTO/w16120fNIRP4E4CQAfUWkHsANSqk/wKlIrhfKngzgZhHJAMgC+LZSKl8E7jtwRhToAuCv7j+ig5KpXQH4dwB3ur36GuBU9odSaoWIzASwEs7oAZcppbLuotiuiDxKaVvgNYsolpB21V1ELnOf8hSAPwK8ZhGVopS2BV6ziOL6HIB/A/CeiCxxp/0QwG0AZorIxQA+hlNTrNNct8Qp6k1ERERERERERBTU3tPWiIiIiIiIiIioDTF4REREREREREREoRg8IiIiIiIiIiKiUAweERERERERERFRKAaPiIiIiIiIiIgoFINHRERE1OmI4w0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      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = buildings.plot(x=\"Year Acquired\", y=\"Square Footage\", figsize=(20,6), kind='scatter')\n",
    "ax.set_xlim(1750, 2010)\n",
    "# could do something like:\n",
    "#for i, v in enumerate(y):\n",
    "#    ax.text(v + 3, i + .25, str(v), color='blue', fontweight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1750.0, 2010.0)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "buildings.plot(x=\"Year Acquired\", y=\"Square Footage\", figsize=(20,6), kind='scatter')\n",
    "plt.xlim(1750,2010) # seems like this works!  matplotlib is talking to itself!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings['Square Footage'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.read_csv?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Re-read in our buildings data but with NaN (not-a-number) tags for obviously weird measurements:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = pd.read_csv('/Users/jillnaiman/Downloads/building_inventory.csv',\n",
    "               na_values={'Square Footage': 0, \n",
    "                         'Year Acquired': 0,\n",
    "                         'Year Constructed': 0, \n",
    "                         'Floors':0}) # specifying what 'Column Name': Value is NaN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.0"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b['Square Footage'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 1753.0)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "buildings['Year Acquired'].min(), b['Year Acquired'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "b2 = b.sort_values('Year Constructed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency Name</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>Zip code</th>\n",
       "      <th>County</th>\n",
       "      <th>Congress Dist</th>\n",
       "      <th>Congressional Full Name</th>\n",
       "      <th>Rep Dist</th>\n",
       "      <th>Rep Full Name</th>\n",
       "      <th>...</th>\n",
       "      <th>Bldg Status</th>\n",
       "      <th>Year Acquired</th>\n",
       "      <th>Year Constructed</th>\n",
       "      <th>Square Footage</th>\n",
       "      <th>Total Floors</th>\n",
       "      <th>Floors Above Grade</th>\n",
       "      <th>Floors Below Grade</th>\n",
       "      <th>Usage Description</th>\n",
       "      <th>Usage Description 2</th>\n",
       "      <th>Usage Description 3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Historic Preservation Agency</td>\n",
       "      <td>Fort De Chartres Historic Site - Prairie Du Ro...</td>\n",
       "      <td>1350 State Hwy 155</td>\n",
       "      <td>Prairie Du Rocher</td>\n",
       "      <td>62241</td>\n",
       "      <td>Randolph</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1753.0</td>\n",
       "      <td>2580.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Historic Preservation Agency</td>\n",
       "      <td>Fort De Chartres Historic Site - Prairie Du Ro...</td>\n",
       "      <td>1350 State Hwy 155</td>\n",
       "      <td>Prairie Du Rocher</td>\n",
       "      <td>62241</td>\n",
       "      <td>Randolph</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>1753.0</td>\n",
       "      <td>4184.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Historic Preservation Agency</td>\n",
       "      <td>Fort De Chartres Historic Site - Prairie Du Ro...</td>\n",
       "      <td>1350 State Hwy 155</td>\n",
       "      <td>Prairie Du Rocher</td>\n",
       "      <td>62241</td>\n",
       "      <td>Randolph</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>1753.0</td>\n",
       "      <td>2875.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Historic Preservation Agency</td>\n",
       "      <td>Fort De Chartres Historic Site - Prairie Du Ro...</td>\n",
       "      <td>1350 State Hwy 155</td>\n",
       "      <td>Prairie Du Rocher</td>\n",
       "      <td>62241</td>\n",
       "      <td>Randolph</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1753.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Not provided</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Historic Preservation Agency</td>\n",
       "      <td>Fort De Chartres Historic Site - Prairie Du Ro...</td>\n",
       "      <td>1350 State Hwy 155</td>\n",
       "      <td>Prairie Du Rocher</td>\n",
       "      <td>62241</td>\n",
       "      <td>Randolph</td>\n",
       "      <td>12</td>\n",
       "      <td>Mike Bost</td>\n",
       "      <td>116</td>\n",
       "      <td>Costello, II Jerry</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1753.0</td>\n",
       "      <td>3604.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Assembly</td>\n",
       "      <td>Residential</td>\n",
       "      <td>Not provided</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>8847</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Elgin/O'Hare Expressway - Kane Co.</td>\n",
       "      <td>1480 Rodenburg Road</td>\n",
       "      <td>Schaumburg</td>\n",
       "      <td>60193</td>\n",
       "      <td>Kane</td>\n",
       "      <td>8</td>\n",
       "      <td>Tammy Duckworth</td>\n",
       "      <td>43</td>\n",
       "      <td>Moeller Anna</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>Utiility &amp; Miscellan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8855</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Roscoe Maintenance Storage Facility</td>\n",
       "      <td>9988 N. 2nd Street</td>\n",
       "      <td>Roscoe</td>\n",
       "      <td>61073</td>\n",
       "      <td>Winnebago</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>69</td>\n",
       "      <td>Sosnowski Joe</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1550.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8856</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Belvidere Maintenance Storage Facility - Boone...</td>\n",
       "      <td>9797 Illinois Rte. 76</td>\n",
       "      <td>Belvidere</td>\n",
       "      <td>61008</td>\n",
       "      <td>Boone</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>69</td>\n",
       "      <td>Sosnowski Joe</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8857</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Belvidere Maintenance Storage Facility - Boone...</td>\n",
       "      <td>9797 Illinois Rte. 76</td>\n",
       "      <td>Belvidere</td>\n",
       "      <td>61008</td>\n",
       "      <td>Boone</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>69</td>\n",
       "      <td>Sosnowski Joe</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>432.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8858</th>\n",
       "      <td>Department of Transportation</td>\n",
       "      <td>Belvidere Maintenance Storage Facility - Boone...</td>\n",
       "      <td>9797 Illinois Rte 76</td>\n",
       "      <td>Belvidere</td>\n",
       "      <td>61008</td>\n",
       "      <td>Boone</td>\n",
       "      <td>16</td>\n",
       "      <td>Adam Kinzinger</td>\n",
       "      <td>69</td>\n",
       "      <td>Sosnowski Joe</td>\n",
       "      <td>...</td>\n",
       "      <td>In Use</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>330.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Storage</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8862 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Agency Name  \\\n",
       "119   Historic Preservation Agency   \n",
       "120   Historic Preservation Agency   \n",
       "121   Historic Preservation Agency   \n",
       "122   Historic Preservation Agency   \n",
       "118   Historic Preservation Agency   \n",
       "...                            ...   \n",
       "8847  Department of Transportation   \n",
       "8855  Department of Transportation   \n",
       "8856  Department of Transportation   \n",
       "8857  Department of Transportation   \n",
       "8858  Department of Transportation   \n",
       "\n",
       "                                          Location Name  \\\n",
       "119   Fort De Chartres Historic Site - Prairie Du Ro...   \n",
       "120   Fort De Chartres Historic Site - Prairie Du Ro...   \n",
       "121   Fort De Chartres Historic Site - Prairie Du Ro...   \n",
       "122   Fort De Chartres Historic Site - Prairie Du Ro...   \n",
       "118   Fort De Chartres Historic Site - Prairie Du Ro...   \n",
       "...                                                 ...   \n",
       "8847                 Elgin/O'Hare Expressway - Kane Co.   \n",
       "8855                Roscoe Maintenance Storage Facility   \n",
       "8856  Belvidere Maintenance Storage Facility - Boone...   \n",
       "8857  Belvidere Maintenance Storage Facility - Boone...   \n",
       "8858  Belvidere Maintenance Storage Facility - Boone...   \n",
       "\n",
       "                    Address               City  Zip code     County  \\\n",
       "119      1350 State Hwy 155  Prairie Du Rocher     62241   Randolph   \n",
       "120      1350 State Hwy 155  Prairie Du Rocher     62241   Randolph   \n",
       "121      1350 State Hwy 155  Prairie Du Rocher     62241   Randolph   \n",
       "122      1350 State Hwy 155  Prairie Du Rocher     62241   Randolph   \n",
       "118      1350 State Hwy 155  Prairie Du Rocher     62241   Randolph   \n",
       "...                     ...                ...       ...        ...   \n",
       "8847    1480 Rodenburg Road         Schaumburg     60193       Kane   \n",
       "8855     9988 N. 2nd Street             Roscoe     61073  Winnebago   \n",
       "8856  9797 Illinois Rte. 76          Belvidere     61008      Boone   \n",
       "8857  9797 Illinois Rte. 76          Belvidere     61008      Boone   \n",
       "8858   9797 Illinois Rte 76          Belvidere     61008      Boone   \n",
       "\n",
       "      Congress Dist Congressional Full Name  Rep Dist       Rep Full Name  \\\n",
       "119              12               Mike Bost       116  Costello, II Jerry   \n",
       "120              12               Mike Bost       116  Costello, II Jerry   \n",
       "121              12               Mike Bost       116  Costello, II Jerry   \n",
       "122              12               Mike Bost       116  Costello, II Jerry   \n",
       "118              12               Mike Bost       116  Costello, II Jerry   \n",
       "...             ...                     ...       ...                 ...   \n",
       "8847              8         Tammy Duckworth        43        Moeller Anna   \n",
       "8855             16          Adam Kinzinger        69       Sosnowski Joe   \n",
       "8856             16          Adam Kinzinger        69       Sosnowski Joe   \n",
       "8857             16          Adam Kinzinger        69       Sosnowski Joe   \n",
       "8858             16          Adam Kinzinger        69       Sosnowski Joe   \n",
       "\n",
       "      ...  Bldg Status Year Acquired Year Constructed  Square Footage  \\\n",
       "119   ...       In Use        1930.0           1753.0          2580.0   \n",
       "120   ...       In Use        1986.0           1753.0          4184.0   \n",
       "121   ...       In Use        1986.0           1753.0          2875.0   \n",
       "122   ...       In Use        1930.0           1753.0           558.0   \n",
       "118   ...       In Use        1930.0           1753.0          3604.0   \n",
       "...   ...          ...           ...              ...             ...   \n",
       "8847  ...       In Use           NaN              NaN            36.0   \n",
       "8855  ...       In Use           NaN              NaN          1550.0   \n",
       "8856  ...       In Use           NaN              NaN          1500.0   \n",
       "8857  ...       In Use           NaN              NaN           432.0   \n",
       "8858  ...       In Use           NaN              NaN           330.0   \n",
       "\n",
       "      Total Floors  Floors Above Grade  Floors Below Grade  \\\n",
       "119              1                   1                   0   \n",
       "120              1                   1                   0   \n",
       "121              1                   1                   0   \n",
       "122              2                   2                   0   \n",
       "118              1                   1                   0   \n",
       "...            ...                 ...                 ...   \n",
       "8847             1                   0                   0   \n",
       "8855             1                   0                   0   \n",
       "8856             1                   0                   0   \n",
       "8857             1                   0                   0   \n",
       "8858             1                   0                   0   \n",
       "\n",
       "         Usage Description   Usage Description 2 Usage Description 3  \n",
       "119               Assembly           Residential        Not provided  \n",
       "120               Assembly           Residential        Not provided  \n",
       "121               Assembly           Residential        Not provided  \n",
       "122               Assembly              Assembly        Not provided  \n",
       "118               Assembly           Residential        Not provided  \n",
       "...                    ...                   ...                 ...  \n",
       "8847  Utiility & Miscellan  Utiility & Miscellan                 NaN  \n",
       "8855               Storage                   NaN                 NaN  \n",
       "8856               Storage                   NaN                 NaN  \n",
       "8857               Storage                   NaN                 NaN  \n",
       "8858               Storage                   NaN                 NaN  \n",
       "\n",
       "[8862 rows x 22 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2019.0"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b2['Year Constructed'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year Acquired\n",
       "1753.0      1200.0\n",
       "1802.0      4440.0\n",
       "1810.0      4033.0\n",
       "1832.0    120000.0\n",
       "1837.0     10302.0\n",
       "            ...   \n",
       "2015.0    305093.0\n",
       "2016.0    304839.0\n",
       "2017.0      6720.0\n",
       "2018.0     17160.0\n",
       "2019.0      1520.0\n",
       "Name: Square Footage, Length: 171, dtype: float64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_b = b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(agg_b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([1753.0, 1802.0, 1810.0, 1832.0, 1837.0, 1838.0, 1839.0, 1840.0,\n",
       "              1841.0, 1843.0,\n",
       "              ...\n",
       "              2010.0, 2011.0, 2012.0, 2013.0, 2014.0, 2015.0, 2016.0, 2017.0,\n",
       "              2018.0, 2019.0],\n",
       "             dtype='float64', name='Year Acquired', length=171)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agg_b.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.200000e+03, 4.440000e+03, 4.033000e+03, 1.200000e+05,\n",
       "       1.030200e+04, 2.010000e+03, 1.175200e+04, 3.691800e+04,\n",
       "       3.256000e+03, 9.000000e+02, 4.088000e+03, 6.584600e+04,\n",
       "       2.129200e+04, 2.267000e+03, 2.550000e+05, 2.140000e+03,\n",
       "       6.615400e+04, 7.500000e+02, 1.812400e+04, 2.236700e+04,\n",
       "       4.847000e+03, 2.741700e+04, 1.579500e+04, 2.234940e+05,\n",
       "       2.700000e+03, 2.864000e+03, 6.403000e+03, 1.490000e+04,\n",
       "       1.100000e+04, 6.600000e+03, 3.808000e+03, 4.042800e+05,\n",
       "       3.307100e+04, 1.798330e+05, 6.671000e+03, 5.926600e+04,\n",
       "       8.725000e+03, 3.015700e+04, 1.683700e+05, 1.948230e+05,\n",
       "       8.492400e+04, 8.633400e+04, 2.325000e+03, 1.514800e+05,\n",
       "       3.959000e+04, 8.500000e+04, 2.256770e+05, 2.901650e+05,\n",
       "       1.329070e+05, 3.676000e+04, 1.214750e+05, 3.358350e+05,\n",
       "       1.094860e+05, 2.697250e+05, 1.605840e+05, 4.096400e+04,\n",
       "       3.128860e+05, 2.037400e+04, 1.332850e+05, 3.602520e+05,\n",
       "       2.982830e+05, 2.314110e+05, 2.377220e+05, 4.228120e+05,\n",
       "       1.587100e+05, 3.341060e+05, 5.320510e+05, 2.100130e+05,\n",
       "       3.297600e+04, 4.260300e+04, 6.487800e+04, 4.020590e+05,\n",
       "       1.875100e+05, 1.715940e+05, 5.493600e+05, 1.263370e+05,\n",
       "       5.691980e+05, 1.088997e+06, 6.376450e+05, 5.281220e+05,\n",
       "       7.923290e+05, 8.418690e+05, 1.018630e+06, 4.140730e+05,\n",
       "       6.896300e+04, 1.760490e+05, 6.925300e+05, 6.634000e+05,\n",
       "       9.262960e+05, 1.113321e+06, 3.515730e+05, 1.292200e+06,\n",
       "       3.458100e+05, 2.430700e+05, 5.761800e+04, 4.460200e+04,\n",
       "       1.900790e+05, 5.880000e+04, 1.647300e+05, 3.784070e+05,\n",
       "       9.035580e+05, 1.191430e+06, 5.855330e+05, 1.153988e+06,\n",
       "       4.914960e+05, 7.639320e+05, 8.142210e+05, 1.160035e+06,\n",
       "       9.264810e+05, 9.451260e+05, 1.473793e+06, 9.547100e+05,\n",
       "       8.323360e+05, 1.283527e+06, 2.426638e+06, 2.511989e+06,\n",
       "       4.236653e+06, 2.172950e+06, 2.379212e+06, 1.666198e+06,\n",
       "       2.205873e+06, 1.983743e+06, 2.575624e+06, 1.889175e+06,\n",
       "       1.218179e+06, 9.599560e+05, 1.395013e+06, 1.413192e+06,\n",
       "       1.176456e+06, 9.597440e+05, 3.811810e+05, 4.134740e+05,\n",
       "       1.759081e+06, 8.129910e+05, 6.805660e+05, 1.952554e+06,\n",
       "       2.011732e+06, 9.622470e+05, 1.355701e+06, 4.862230e+05,\n",
       "       2.185700e+06, 2.209048e+06, 1.653847e+06, 9.006100e+05,\n",
       "       3.519980e+05, 4.356570e+05, 8.773960e+05, 1.351591e+06,\n",
       "       1.110664e+06, 7.313940e+05, 3.644170e+05, 1.248787e+06,\n",
       "       1.329954e+06, 1.036110e+06, 1.041629e+06, 5.752510e+05,\n",
       "       1.494411e+06, 6.217100e+05, 9.955260e+05, 1.602230e+05,\n",
       "       2.597240e+05, 3.787250e+05, 1.529530e+05, 2.501130e+05,\n",
       "       3.914850e+05, 6.642980e+05, 3.050930e+05, 3.048390e+05,\n",
       "       6.720000e+03, 1.716000e+04, 1.520000e+03])"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agg_b.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1)\n",
    "\n",
    "ax.plot(agg_b.index, agg_b.values) # using matplotlib directly\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe4e8b9a730>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "agg_b.plot() # maplotlib backend in Pandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use pandas functions used to describe data as \"generators\" of new dataframes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year Acquired</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>1753.0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1200.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1200.00</td>\n",
       "      <td>1200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1802.0</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2220.000000</td>\n",
       "      <td>1943.129435</td>\n",
       "      <td>846.0</td>\n",
       "      <td>1533.0</td>\n",
       "      <td>2220.0</td>\n",
       "      <td>2907.00</td>\n",
       "      <td>3594.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1810.0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1344.333333</td>\n",
       "      <td>1809.945948</td>\n",
       "      <td>216.0</td>\n",
       "      <td>300.5</td>\n",
       "      <td>385.0</td>\n",
       "      <td>1908.50</td>\n",
       "      <td>3432.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1832.0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>120000.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120000.0</td>\n",
       "      <td>120000.0</td>\n",
       "      <td>120000.0</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>120000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837.0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>10302.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10302.0</td>\n",
       "      <td>10302.0</td>\n",
       "      <td>10302.0</td>\n",
       "      <td>10302.00</td>\n",
       "      <td>10302.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015.0</th>\n",
       "      <td>20.0</td>\n",
       "      <td>15254.650000</td>\n",
       "      <td>29153.085290</td>\n",
       "      <td>144.0</td>\n",
       "      <td>696.0</td>\n",
       "      <td>3152.0</td>\n",
       "      <td>10590.25</td>\n",
       "      <td>105000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016.0</th>\n",
       "      <td>10.0</td>\n",
       "      <td>30483.900000</td>\n",
       "      <td>61864.180491</td>\n",
       "      <td>1152.0</td>\n",
       "      <td>2464.0</td>\n",
       "      <td>3352.5</td>\n",
       "      <td>3793.00</td>\n",
       "      <td>184000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017.0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>6720.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6720.0</td>\n",
       "      <td>6720.0</td>\n",
       "      <td>6720.0</td>\n",
       "      <td>6720.00</td>\n",
       "      <td>6720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018.0</th>\n",
       "      <td>4.0</td>\n",
       "      <td>4290.000000</td>\n",
       "      <td>5153.644342</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>1852.5</td>\n",
       "      <td>4687.50</td>\n",
       "      <td>12000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019.0</th>\n",
       "      <td>2.0</td>\n",
       "      <td>760.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>760.0</td>\n",
       "      <td>760.0</td>\n",
       "      <td>760.0</td>\n",
       "      <td>760.00</td>\n",
       "      <td>760.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>171 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               count           mean           std       min       25%  \\\n",
       "Year Acquired                                                           \n",
       "1753.0           1.0    1200.000000           NaN    1200.0    1200.0   \n",
       "1802.0           2.0    2220.000000   1943.129435     846.0    1533.0   \n",
       "1810.0           3.0    1344.333333   1809.945948     216.0     300.5   \n",
       "1832.0           1.0  120000.000000           NaN  120000.0  120000.0   \n",
       "1837.0           1.0   10302.000000           NaN   10302.0   10302.0   \n",
       "...              ...            ...           ...       ...       ...   \n",
       "2015.0          20.0   15254.650000  29153.085290     144.0     696.0   \n",
       "2016.0          10.0   30483.900000  61864.180491    1152.0    2464.0   \n",
       "2017.0           1.0    6720.000000           NaN    6720.0    6720.0   \n",
       "2018.0           4.0    4290.000000   5153.644342    1455.0    1455.0   \n",
       "2019.0           2.0     760.000000      0.000000     760.0     760.0   \n",
       "\n",
       "                    50%        75%       max  \n",
       "Year Acquired                                 \n",
       "1753.0           1200.0    1200.00    1200.0  \n",
       "1802.0           2220.0    2907.00    3594.0  \n",
       "1810.0            385.0    1908.50    3432.0  \n",
       "1832.0         120000.0  120000.00  120000.0  \n",
       "1837.0          10302.0   10302.00   10302.0  \n",
       "...                 ...        ...       ...  \n",
       "2015.0           3152.0   10590.25  105000.0  \n",
       "2016.0           3352.5    3793.00  184000.0  \n",
       "2017.0           6720.0    6720.00    6720.0  \n",
       "2018.0           1852.5    4687.50   12000.0  \n",
       "2019.0            760.0     760.00     760.0  \n",
       "\n",
       "[171 rows x 8 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats = b.groupby(\"Year Acquired\")[\"Square Footage\"].describe()\n",
    "stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count       1.0\n",
       "mean     4088.0\n",
       "std         NaN\n",
       "min      4088.0\n",
       "25%      4088.0\n",
       "50%      4088.0\n",
       "75%      4088.0\n",
       "max      4088.0\n",
       "Name: 1844.0, dtype: float64"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.iloc[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1)\n",
    "\n",
    "ax.plot(stats[\"max\"], marker='.', linewidth=1.0)\n",
    "ax.set_label('Year')\n",
    "ax.set_ylabel(\"Square Footage\")\n",
    "ax.set_yscale(\"log\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1)\n",
    "\n",
    "ax.plot(stats[\"max\"], marker='.', linewidth=1.0, label=\"Max\")\n",
    "ax.plot(stats[\"min\"], marker='.', linewidth=1.0, label=\"Min\")\n",
    "ax.set_label('Year')\n",
    "ax.set_ylabel(\"Square Footage\")\n",
    "ax.set_yscale(\"log\")\n",
    "\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2',\n",
       " '_classic_test_patch',\n",
       " 'bmh',\n",
       " 'classic',\n",
       " 'dark_background',\n",
       " 'fast',\n",
       " 'fivethirtyeight',\n",
       " 'ggplot',\n",
       " 'grayscale',\n",
       " 'seaborn',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-dark',\n",
       " 'seaborn-dark-palette',\n",
       " 'seaborn-darkgrid',\n",
       " 'seaborn-deep',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-pastel',\n",
       " 'seaborn-poster',\n",
       " 'seaborn-talk',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn-white',\n",
       " 'seaborn-whitegrid',\n",
       " 'tableau-colorblind10']"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('ggplot')\n",
    "\n",
    "fig, ax = plt.subplots(1,1)\n",
    "\n",
    "ax.plot(stats[\"max\"], marker='.', linewidth=1.0, label=\"Max\")\n",
    "ax.plot(stats[\"min\"], marker='.', linewidth=1.0, label=\"Min\")\n",
    "ax.set_label('Year')\n",
    "ax.set_ylabel(\"Square Footage\")\n",
    "ax.set_yscale(\"log\")\n",
    "\n",
    "ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe508eb4580>]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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secVlTEvcyVd7swG4uXdLZt8VRkAjT5OTSV2qUhmZMWMGN998M6GhoRQWFrJs2TI2bNjAunXrAJg+fTonT57kgw8+AH7+65sHH3yQRYsWnR/TPP7441x99dW0bt265n8aERFxGjuO/8SkhGRO5pXg5e7GX27twfhr2mks0wBVqYxkZ2czfvx4MjMzCQgIICwsjHXr1jF48GAAMjMzSU9PP7/+z3/+M4WFhcTFxfHEE0/QpEkTbrzxRl599dWa/SlERMRpOBwGf998hDlf7KfCYdA+qDFxMVH0bhNgdjQxSbXvGakLumdERMQ1nC0q44mPUvh2/2kAhoe35pU7euPvo7GMK6qze0ZEREQq44ejZ5mUkExWQSneHm68MLwXY68O1VhGVEZERKR2ORwGizYe5o31B7A7DDo292VhTBQ9WulKt/xMZURERGpN7jkbU5ansPlgLgB3Rrbhpdt74+ut04/8H/1rEBGRWvH94VwmL0vhdKENH083/jqiNyP7hmgsI7+hMiIiIjXK7jBY8M1B5n99EIcBXVr48fa4KLoE+5sdTeoplREREakxOQWlPL48he8PnwFgVL8QZt7Wm0Ze7iYnk/pMZURERGrE5oOnmbI8hdxzZTT2cuflO3pzR2SI2bHECaiMiIhItVTYHbz11UEWbjiEYUD3lv7ExUTRuYWf2dHESaiMiIjIFcvML2FyQgo/HDsLQMwf2vL8rT3x8dRYRipPZURERK7It/tzmLo8hZ+Ky/Hz9uCVO/twW7jed0yqTmVERESqpNzuYO6X+1m88QgAvVpbWRgTRftmviYnE2elMiIiIpV2Mq+Ex+KTSErPA+De6HZMH9ZDYxmpFpURERGplPV7spmWmEp+STn+Ph68dlcYN/dpZXYscQEqIyIiclllFQ5eXbePJVuOAhAeEsCCsVG0DWpscjJxFSojIiJySRlni4lNSCY14+exzIRrO/D0Td3x8nAzOZm4EpURERG5qHW7MnlyxU4KSysIaOTJ3JHhDO4ZbHYscUEqIyIicgFbhZ1XPt/L+1uPAxDVtgnzx0YS0lRjGakdKiMiInLesdwiYhOS2HWyAICHruvItCHd8HTXWEZqj8qIiIgA8FnqKaavSuOcrYKmjT15Y1QEN3RvYXYsaQBURkREGrjScjt//dce4v+dDsBV7Zsyf2wkrQIamZxMGgqVERGRBuzw6XNMXJrEvqxCLBaYeH1nHh/UBQ+NZaQOqYyIiDRQq5NP8OzqXRSX2Qny9eKtMREM6NLc7FjSAKmMiIg0MCVldl74dBcfbT8BQHTHIOaNiaCF1cfkZNJQqYyIiDQgB7MLmRifxIHsc1gsMHlgFx67sQvubhazo0kDpjIiItJAJG7P4LlPdlFa7qC5vzfzxkTQv1Mzs2OJqIyIiLi6IlsFz32yi1VJJwEY0KUZb4yKoLm/t8nJRH6mMiIi4sL2ZRUwcWkSh08X4WaBJ4Z045HrOuGmsYzUIyojIiIuyDAMlv2YwYuf7sZW4aCl1Yf5YyO5ukOg2dFEfkNlRETExRSWljNj9S4+Sz0FwPXdmvPGqAgCfb1MTiZycSojIiIuZNfJfGLjkzh2phh3NwtPDe3GgwM6aiwj9ZrKiIiICzAMgw+3Heelf+2lzO6gdYAPC2Ki6NuuqdnRRH6XyoiIiJMrKC3nmZU7WZOWBcCgHsHMHRlGk8Yay4hzUBkREXFiqRl5xCYkkXG2BE93C8/c3IP7/9gei0VjGXEeKiMiIk7IMAz+8d0xZq3dS7ndIKRpIxbGRBEe2sTsaCJVpjIiIuJk8orLeHLFTtbvyQbgpl4tefXuMAIaeZqcTOTKqIyIiDiRpPSfeCw+mZN5JXi5u/GXW3sw/pp2GsuIU1MZERFxAg6HwbtbjvDauv1UOAzaBTVmYUwUvdsEmB1NpNpURkRE6rmzRWVMS0zlm305ANwa1opZd/bB30djGXENKiMiIvXYj8fO8lh8MlkFpXh5uPHi8F6MvTpUYxlxKSojIiL1kMNhsGjjYd5YfwC7w6BjM18WjouiRyur2dFEapzKiIhIPZN7zsaU5SlsPpgLwB2Rbfjb7b3x9dZTtrgm/csWEalHth4+w+RlyeQU2vDxdOOvt/VmZL8QjWXEpamMiIjUA3aHQdw3h5j39QEcBnRp4cfCcVF0DfY3O5pIrVMZERExWU5hKY8vS+H7w2cAGNk3hJkjetHYS0/R0jDoX7qIiIm2HMzl8eXJ5J4ro7GXO3+7vTd3RoWYHUukTqmMiIiYoMLuYN7XB4n79hCGAd1b+hMXE0XnFn5mRxOpcyojIiJ1LCu/lEnLkvnh6FkAxl7dlheG98TH093kZCLmUBkREalDG/bnMPWjVM4WleHr5c6su8K4Lby12bFETKUyIiJSB8rtDl7/8gDvbDwMQK/WVuJioujQzNfkZCLmUxkREallJ/NKmJSQzI7jPwFwT3Q7ZgzrobGMyP9SGRERqUVf7clm2opU8orL8ff24NW7wxjWp5XZsUTqFZUREZFaUFbh4LV1+3h3y1EAwkICiBsbRdugxiYnE6l/VEZERGpYxtliYhOSSc3IA+D+P3bgmZu74+XhZnIykfpJZUREpAat25XFkytSKSytwOrjwdyR4Qzp1dLsWCL1msqIiEgNsFXYmbVmH//8/hgAkW2bsGBsJCFNNZYR+T0qIyIi1XT8TBGx8cmkncwH4KE/dWTa0G54umssI1IZVfpNWbRoEWFhYVitVqxWK9HR0axdu/ayj7HZbDz77LO0a9cOb29vOnXqxHvvvVet0CIi9cW/dp7ilvlbSDuZT9PGnrz3535MH9ZDRUSkCqp0ZSQkJITZs2fTuXNnAN5//31GjBhBcnIyvXr1uuhjRo0aRXZ2NkuWLKFz587k5ORQUVFR/eQiIiYqLbfz0r/2sPTf6QBc1b4p88dG0iqgkcnJRJyPxTAMozrfIDAwkDlz5jBhwoTffG3dunWMGTOGI0eOEBgYeMX7KCgoICAggPz8fKxWa3XiiohU2+HT55i4NIl9WYVYLPDo9Z2YMqgrHroaInKByp6/r/g3x263s2zZMoqKioiOjr7omk8//ZR+/frx2muv0aZNG7p27cq0adMoKSm57Pe22WwUFBRc8CEiUh98nHyS4Qu2sC+rkCBfL96/72qeHNpdRUSkGqp8A2taWhrR0dGUlpbi5+fH6tWr6dmz50XXHjlyhC1btuDj48Pq1avJzc3l0Ucf5ezZs5e9b2TWrFnMnDmzqtFERGpNSZmdFz/dzfLtGQBc0zGQeWMiCbb6mJxMxPlVeUxTVlZGeno6eXl5rFy5knfffZeNGzdetJAMGTKEzZs3k5WVRUBAAACrVq3i7rvvpqioiEaNLj5btdls2Gy2858XFBQQGhqqMY2ImOJgdiET45M4kH0OiwUm3diFSQO74O5mMTuaSL1W2TFNla+MeHl5nb+BtV+/fvz444/MmzePxYsX/2Ztq1ataNOmzfkiAtCjRw8Mw+DEiRN06dLlovvw9vbG29u7qtFERGpc4vYMnv9kNyXldpr7ezNvdAT9OzczO5aIS6n2kNMwjAuuYvynP/7xj5w6dYpz586d33bgwAHc3NwICQmp7q5FRGpNka2CqR+l8OSKnZSU27m2czPWTBqgIiJSC6pURmbMmMHmzZs5duwYaWlpPPvss2zYsIFx48YBMH36dO65557z62NiYggKCuK+++5jz549bNq0iSeffJL777//kiMaERGz7csq4La4LaxKOombBaYN6coH919Nc39dsRWpDVUa02RnZzN+/HgyMzMJCAggLCyMdevWMXjwYAAyMzNJT08/v97Pz4/169fz2GOP0a9fP4KCghg1ahR/+9vfavanEBGpAYZhsPzHDF74dDe2CgfBVm/mj4nkDx2DzI4m4tKq/TojdUGvMyIite2crYIZq9L4NPUUANd1bc4bo8IJ8tPVEJErVWs3sIqIuJrdp/KJjU/maG4R7m4Wnhzajf83oCNu+msZkTqhMiIiDZZhGHy47Tgvfb6XsgoHrQN8WBATSd92V/6K0SJSdSojItIgFZSW88zKnaxJywJgUI8WzLk7nKa+XiYnE2l4VEZEpMHZeSKP2Phk0s8W4+Fm4ZmbuzPh2g5YLBrLiJhBZUREGgzDMPjHd8eYtXYv5XaDkKaNiIuJIiK0idnRRBo0lRERaRDyi8t5ckUqX+7JBuCmXi159e4wAhp5mpxMRFRGRMTlJaf/RGx8MifzSvByd+PZW3pwT3Q7jWVE6gmVERFxWQ6HwZItR3l13T4qHAbtghoTNzaKPiEBv/9gEakzKiMi4pJ+KirjicRUvtmXA8AtYa2YfWcf/H00lhGpb1RGRMTlbD92lscSksnML8XLw40Xhvck5uq2GsuI1FMqIyLiMhwOg0UbD/PG+gPYHQYdm/kSFxNFz9Z6GwmR+kxlRERcQu45G1M/SmXTgdMA3B7Rmr/d0Qc/bz3NidR3+i0VEae37cgZJiUkk1Now8fTjb/e1puR/UI0lhFxEiojIuK07A6DuG8OMe/rAzgM6NzCj4UxUXRr6W92NBGpApUREXFKOYWlTFmewneHzgAwsm8IM0f0orGXntZEnI1+a0XE6Xx3KJfJy1LIPWejkac7L9/RmzujQsyOJSJXSGVERJxGhd3B/K8PsuDbQxgGdG/pT1xMFJ1b+JkdTUSqQWVERJxCdkEpjyUk88PRswCMvTqUF4b3wsfT3eRkIlJdKiMiUu9t2J/D1I9SOVtUhq+XO6/c2YcREW3MjiUiNURlRETqrQq7g9fXH2DRhsMA9GxlZeG4KDo08zU5mYjUJJUREamXTuWVMCkhme3HfwJg/DXtePaWHhrLiLgglRERqXe+3pvNE4mp5BWX4+/twat3hzGsTyuzY4lILVEZEZF6o6zCwWvr9vHulqMAhIUEEDc2irZBjU1OJiK1SWVEROqFjLPFPJaQTEpGHgD3/bE9z9zcHW8PjWVEXJ3KiIiY7ovdWTyZmEpBaQVWHw/mjAxnaK+WZscSkTqiMiIiprFV2Jm1Zh///P4YAJFtm7BgbCQhTTWWEWlIVEZExBTHzxQRG59M2sl8AP7fnzry5NBueLq7mZxMROqayoiI1LnPd2byzMqdFNoqaNrYk9dHhXNj92CzY4mISVRGRKTOlJbb+dvne/hwWzoA/do1ZUFMJK0CGpmcTETMpDIiInXiyOlzTIxPZm9mAQCPXt+JqYO74qGxjEiDpzIiIrXuk5STzFiVRlGZnSBfL94YHcF1XZubHUtE6gmVERGpNSVldmZ+tptlP2YAcE3HQOaNiSTY6mNyMhGpT1RGRKRWHMopZOLSZPZnF2KxwGM3dmHywC64u1nMjiYi9YzKiIjUuBU7TvDcx7soKbfTzM+beWMi+GPnZmbHEpF6SmVERGpMcVkFz328m5VJJwC4tnMz3hwdQXN/b5OTiUh9pjIiIjVif1Yhjy7dweHTRbhZYMqgrjx6Q2eNZUTkd6mMiEi1GIbB8h8zeOHT3dgqHARbvZk3JpJrOgaZHU1EnITKiIhcsXO2Cp5dncYnKacAuK5rc94YFU6Qn8YyIlJ5KiMickV2n8rnsfhkjuQW4e5mYdqQbjz0p464aSwjIlWkMiIiVWIYBh/+O52X/rWHsgoHrQJ8WDA2kn7tA82OJiJOSmVERCqtoLSc6avS+HxnJgADu7dg7shwmvp6mZxMRJyZyoiIVMrOE3nExieTfrYYDzcLz9zcnQnXdsBi0VhGRKpHZURELsswDP75/TFeWbOXcrtBmyaNiIuJJLJtU7OjiYiLUBkRkUvKLy7nqZWpfLE7G4ChvYJ57a5wAhp7mpxMRFyJyoiIXFRy+k/ExidzMq8EL3c3Zgzrzr3922ssIyI1TmVERC5gGAbvbj7Kq+v2UeEwaBvYmIUxUfQJCTA7moi4KJURETnvp6IypiWm8vW+HABuCWvFrDv7YPXRWEZEao/KiIgAsP3YWSYlJHMqvxQvDzeev7Un4/7QVmMZEal1KiMiDZzDYfDOpsO8/uUB7A6DDs18iYuJpFdrjWVEpG6ojIg0YGfO2Zj6USobD5wGYEREa16+ow9+3npqEJG6o2cckQZq25EzTF6WTHaBDW8PN8RbYx0AAB/0SURBVP46ohej+oVqLCMidU5lRKSBsTsMFn57iLe+OoDDgM4t/FgYE0W3lv5mRxORBkplRKQBySksZcryFL47dAaAu6JCeOn2XjT20lOBiJhHz0AiDcR3h3KZvCyF3HM2Gnm689Ltvbm7b4jZsUREVEZEXJ3dYTDv64Ms+OYghgHdgv1ZOC6Szi00lhGR+kFlRMSFZReUMikhmX8fPQvA2KtDeWF4L3w83U1OJiLyf9yqsnjRokWEhYVhtVqxWq1ER0ezdu3aSj32u+++w8PDg4iIiCsKKiJVs/HAaYbN28y/j57F18udeWMimHVnmIqIiNQ7VboyEhISwuzZs+ncuTMA77//PiNGjCA5OZlevXpd8nH5+fncc889DBw4kOzs7OolFpHLqrA7eH39ARZtOAxAj1ZWFsZE0rG5n8nJREQuzmIYhlGdbxAYGMicOXOYMGHCJdeMGTOGLl264O7uzscff0xKSkqV9lFQUEBAQAD5+flYrdbqxBVxaafySpiUkMz24z8BMP6adjx7Sw9dDRERU1T2/H3F94zY7XYSExMpKioiOjr6kuv+8Y9/cPjwYT788EP+9re/Vep722w2bDbb+c8LCgquNKZIg/HNvmymfpRKXnE5/t4ezL4rjFvCWpkdS0Tkd1W5jKSlpREdHU1paSl+fn6sXr2anj17XnTtwYMHeeaZZ9i8eTMeHpXf1axZs5g5c2ZVo4k0SOV2B6+t28ffNx8FoE+bAOJiImkX5GtyMhGRyqnSDawA3bp1IyUlhW3btvHII49w7733smfPnt+ss9vtxMTEMHPmTLp27VqlfUyfPp38/PzzHxkZGVWNKdIgZJwtZuQ7W88XkT/3b8+KR6JVRETEqVT7npFBgwbRqVMnFi9efMH2vLw8mjZtirv7/82qHQ4HhmHg7u7Ol19+yY033lipfeieEZHf+mJ3Fk8mplJQWoHVx4M5I8MZ2qul2bFERM6r9XtGfmEYxgX3d/zCarWSlpZ2wba3336bb775hhUrVtChQ4fq7lqkQbJV2Jm9dh//+O4YABGhTVgwNpLQwMbmBhMRuUJVKiMzZszg5ptvJjQ0lMLCQpYtW8aGDRtYt24d8PN45eTJk3zwwQe4ubnRu3fvCx7fokULfHx8frNdRCon/UwxE+OTSDuZD8CDAzrw5NDueHlUeeIqIlJvVKmMZGdnM378eDIzMwkICCAsLIx169YxePBgADIzM0lPT6+VoCIN3Zq0TJ5esZNCWwVNGnvy+shwBvYINjuWiEi1Vfuekbqge0akISstt/Py53v5n23HAejXrinzx0bSukkjk5OJiFxend0zIiK152huEROXJrEn8+fX2nn0+k5MGdwVT3eNZUTEdaiMiNRTn6ScZMaqNIrK7AT6evHm6Aiu69rc7FgiIjVOZUSknikttzPzs90k/PDz6+v8oUMg88dGEmz1MTmZiEjtUBkRqUcO5RQycWky+7MLsVjgsRs6M2lgFzw0lhERF6YyIlJPrNxxgr98vIuScjvN/Lx5a3QE13ZpZnYsEZFapzIiYrLisgqe/2Q3K3acAOCPnYN4c3QELfw1lhGRhkFlRMRE+7MKmRifxKGcc7hZ4PFBXZl4Q2fc3SxmRxMRqTMqIyImMAyDj7Zn8MKnuyktdxBs9WbemEiu6RhkdjQRkTqnMiJSx87ZKvjL6jQ+TjkFwJ+6NufNUeEE+XmbnExExBwqIyJ1aM+pAmLjkziSW4S7m4UnhnTl4T91wk1jGRFpwFRGROqAYRgs/Xc6f/3XHsoqHLQK8GHB2Ej6tQ80O5qIiOlURkRqWWFpOc+sSuPznZkADOzegrkjw2nq62VyMhGR+kFlRKQWpZ3IJzYhieNnivFws/D0Td15YEAHLBaNZUREfqEyIlILDMPg/e+P8cqafZTZHbRp0ogFMZFEtW1qdjQRkXpHZUSkhuUXl/PUylS+2J0NwJCewcy5O5yAxp4mJxMRqZ9URkRqUEpGHrHxSZz4qQRPdwszhvXgz/3baywjInIZKiMiNcAwDJZsOcrstfuocBi0DWxMXEwkYSFNzI4mIlLvqYyIVFNecRnTElP5am8OALf0acWsu/pg9dFYRkSkMlRGRKphx/GzPBafzKn8Urw83Hju1p781x/aaiwjIlIFKiMiV8DhMFi86Qhzv9yP3WHQoZkvcTGR9GodYHY0ERGnozIiUkVnztl4IjGVDftPAzAiojUv39EHP2/9OomIXAk9e4pUwb+PnGHSsmSyC2x4e7gx87ZejL4qVGMZEZFqUBkRqQS7w+Dtbw/x5lcHcBjQqbkvC8dF0b2l1exoIiJOT2VE5HecLrQxZXkKWw7lAnBXVAgv3d6Lxl769RERqQl6NhW5jO8P5TJpWQq552w08nTnpdt7c3ffELNjiYi4FJURkYuwOwzmfX2QBd8cxDCgW7A/cTGRdAn2NzuaiIjLURkR+ZXsglImL0tm25GzAIy5KpQXhveikZe7yclERFyTyojIf9h04DRTlqdwpqgMXy93XrmzDyMi2pgdS0TEpamMiAAVdgdvrD/A2xsOA9CjlZWFMZF0bO5ncjIREdenMiINXmZ+CZMSkvnx2E8A/Nc1bfnLLT3x8dRYRkSkLqiMSIP27b4cpn6Uwk/F5fh5ezD7rj7cGtba7FgiIg2Kyog0SOV2B3O/2M/iTUcA6NMmgLiYSNoF+ZqcTESk4VEZkQbnxE/FPJaQTHJ6HgB/7t+e6cO64+2hsYyIiBlURqRB+XJ3FtMSUykorcDq48Frd4dzU++WZscSEWnQVEakQSircDBr7V7+8d0xAMJDmxA3NpLQwMbmBhMREZURcX3pZ4qJTUhi54l8AB4c0IEnh3bHy8PN5GQiIgIqI+Li1qRl8vSKnRTaKmjS2JO5d4czqGew2bFEROQ/qIyISyott/Py53v5n23HAejbrikLxkbSukkjk5OJiMivqYyIyzmaW0RsfBK7TxUA8Mj1nZg6uCue7hrLiIjURyoj4lI+TT3F9JU7KSqzE+jrxRujwrm+WwuzY4mIyGWojIhLKC23M/OzPST8kA7A1R0CmT8mkpYBPiYnExGR36MyIk7vUM45YuOT2JdViMUCsTd0ZvLALnhoLCMi4hRURsSprUo6wV8+3kVxmZ1mft68NTqCa7s0MzuWiIhUgcqIOKXisgqe/2Q3K3acAKB/pyDeGhNBC3+NZUREnI3KiDidA9mFTFyaxMGcc7hZYPLArsTe2Bl3N4vZ0URE5AqojIjTMAyDxO0neP7TXZSWO2jh7828MZFEdwoyO5qIiFSDyog4hSJbBc+uTuPjlFMADOjSjDdHR9DMz9vkZCIiUl0qI1Lv7TlVQGx8Ekdyi3B3s/DEkK48/KdOuGksIyLiElRGpN4yDIP4H9KZ+dkeyioctArwYf7YSK5qH2h2NBERqUEqI1IvFZaWM31VGv/amQnAjd1bMHdkOIG+XiYnExGRmqYyIvXOrpP5TIxP4viZYjzcLDx1UzceuLajxjIiIi5KZUTqDcMw+GDrcV7+fC9ldgdtmjRiQUwkUW2bmh1NRERqkcqI1Av5JeU8vWIn63ZnATC4ZzBz7w4noLGnyclERKS2qYyI6VIy8oiNT+LETyV4uluYfnMP7vtjeywWjWVERBoClRExjWEYLNlylFfX7aPcbtA2sDFxMZGEhTQxO5qIiNQhlRExRV5xGdMSU/lqbw4Aw/q0ZPZdYVh9NJYREWloqvQe64sWLSIsLAyr1YrVaiU6Opq1a9decv2qVasYPHgwzZs3P7/+iy++qHZocW47jp9l2LzNfLU3By8PN166vTcLY6JUREREGqgqlZGQkBBmz57N9u3b2b59OzfeeCMjRoxg9+7dF12/adMmBg8ezJo1a9ixYwc33HADw4cPJzk5uUbCi3NxOAze2XiYUYu3cSq/lA7NfFn9aH/GX9NO94eIiDRgFsMwjOp8g8DAQObMmcOECRMqtb5Xr16MHj2a559/vtL7KCgoICAggPz8fKxW65VGFROdOWfjicRUNuw/DcBt4a155c4++HlrUigi4qoqe/6+4jOB3W4nMTGRoqIioqOjK/UYh8NBYWEhgYGXfzlvm82GzWY7/3lBQcGVxpR64IejZ3ksIYnsAhveHm68eFsvxlwVqqshIiICXEEZSUtLIzo6mtLSUvz8/Fi9ejU9e/as1GNff/11ioqKGDVq1GXXzZo1i5kzZ1Y1mtQzDofB2xsO8cb6AzgM6NTcl4XjoujeUle3RETk/1R5TFNWVkZ6ejp5eXmsXLmSd999l40bN/5uIUlISOCBBx7gk08+YdCgQZdde7ErI6GhoRrTOJHThTamfpTC5oO5ANwZ1YaXRvTGV2MZEZEGo7JjmmrfMzJo0CA6derE4sWLL7lm+fLl3HfffSQmJnLLLbdUeR+6Z8S5fH8ol8nLUzhdaKORpzt/HdGLkf1CzY4lIiJ1rNbvGfmFYRgXXMX4tYSEBO6//34SEhKuqIiI87A7DOZ/fZD53xzEMKBrsB8LY6LoEuxvdjQREanHqlRGZsyYwc0330xoaCiFhYUsW7aMDRs2sG7dOgCmT5/OyZMn+eCDD4Cfi8g999zDvHnzuOaaa8jK+vl9Rxo1akRAQEAN/yhippyCUiYtS2bbkbMAjO4Xyou39aKRl7vJyUREpL6rUhnJzs5m/PjxZGZmEhAQQFhYGOvWrWPw4MEAZGZmkp6efn794sWLqaioYOLEiUycOPH89nvvvZd//vOfNfMTiOk2HTjNlOUpnCkqo7GXO6/c0YfbI9uYHUtERJxEte8ZqQu6Z6R+qrA7ePOrA7y94TCGAT1aWVkYE0nH5n5mRxMRkXqgzu4ZkYYpM7+EyQkp/HDs57HMuD+05blbe+LjqbGMiIhUjcqIVNm3+3KY+lEKPxWX4+ftwey7+nBrWGuzY4mIiJNSGZFKK7c7mPvFfhZvOgJA7zZW4sZG0b6Zr8nJRETEmamMSKWczCvhsfgkktLzAPhz//ZMH9Ydbw+NZUREpHpURuR3rd+TzbTEVPJLyvH38WDO3WHc1LuV2bFERMRFqIzIJZVVOJi9dh/vfXcUgPCQAOJioggNbGxyMhERcSUqI3JRGWeLiY1PIvVEPgAPXNuBp27qjpeHm8nJRETE1aiMyG+sTcvkqZU7KSytIKCRJ6+PDGdQz2CzY4mIiItSGZHzSsvtvLJmLx9sPQ5A33ZNmT82kjZNGpmcTEREXJnKiABwLLeIifFJ7D5VAMDD13XiiSFd8XTXWEZERGqXyojwaeopZqxK45ytgkBfL14fFc4N3VqYHUtERBoIlZEGrLTczszP9pDww89vbnh1+0Dmj42kZYCPyclERKQhURlpoA6fPsfEpUnsyyrEYoHYGzozeWAXPDSWERGROqYy0gCtTj7Bs6t3UVxmp5mfF2+OjmBAl+ZmxxIRkQZKZaQBKSmz8/wnu0jccQKA6I5BzBsTQQurxjIiImIelZEG4kB2IROXJnEw5xxuFpg8sCuxN3bG3c1idjQREWngVEZcnGEYJO44wfOf7KK03EELf2/mjYkkulOQ2dFEREQAlRGXVmSr4C8f72J18kkABnRpxpujI2jm521yMhERkf+jMuKi9mYWMDE+iSOni3B3szB1cFceua4TbhrLiIhIPaMy4mIMwyDhhwxe/Gw3ZRUOWlp9WBATyVXtA82OJiIiclEqIy6ksLScGat38VnqKQBu6Nac10dFEOjrZXIyERGRS1MZcRG7TuYTG5/EsTPFeLhZeOqmbjxwbUeNZUREpN5TGXFyhmHwP9uO87d/7aXM7qBNk0bMHxtJ33ZNzY4mIiJSKSojTiy/pJxnVu5k7a4sAAb1CGbuyDCaNNZYRkREnIfKiJNKzcgjNiGJjLMleLpbmH5zD+77Y3ssFo1lRETEuaiMOBnDMHjvu2PMXruXcrtBaGAj4sZGER7axOxoIiIiV0RlxInkFZcxLXEnX+3NBuDm3i2ZfVcYAY08TU4mIiJy5VRGnMSO4z8xKSGZk3kleLm78dytPfiva9ppLCMiIk5PZaSeczgM/r75CHO+2E+Fw6B9UGPiYqLo3SbA7GgiIiI1QmWkHjtbVMYTH6Xw7f7TAAwPb80rd/TG30djGRERcR0qI/XUD0fPMikhmayCUrw93Hjxtl6MuSpUYxkREXE5KiP1jMNhsGjjYd5YfwC7w6Bjc18WxkTRo5XV7GgiIiK1QmWkHsk9Z2PK8hQ2H8wF4M7INrx0e298vfWfSUREXJfOcvXE94dzmbwshdOFNnw83fjriN6M7BuisYyIiLg8lRGT2R0GC745yPyvD+IwoEsLP94eF0WXYH+zo4mIiNQJlRET5RSU8vjyFL4/fAaAUf1CmHlbbxp5uZucTEREpO6ojJhk88HTTFmeQu65Mhp7ufPyHb25IzLE7FgiIiJ1TmWkjlXYHbz11UEWbjiEYUD3lv4sHBdFp+Z+ZkcTERExhcpIHcrML2FyQgo/HDsLQMwf2vL8rT3x8dRYRkREGi6VkTry7f4cpi5P4aficvy8PZh1Zx+Gh7c2O5aIiIjpVEZqWbndwdwv97N44xEAerexEjc2ivbNfE1OJiIiUj+ojNSik3klPBafRFJ6HgD3Rrdjxi098PbQWEZEROQXKiO1ZP2ebKYlppJfUo6/jwev3RXGzX1amR1LRESk3lEZqWFlFQ5eXbePJVuOAhAeEkBcTBShgY1NTiYiIlI/qYzUoIyzxcQmJJOa8fNYZsK1HXj6pu54ebiZnExERKT+UhmpIet2ZfLkip0UllYQ0MiTuSPDGdwz2OxYIiIi9Z7KSDXZKuy88vle3t96HICotk2YPzaSkKYay4iIiFSGykg1HMstIjYhiV0nCwB46LqOTBvSDU93jWVEREQqS2XkCn2Weorpq9I4Z6ugaWNP3hgVwQ3dW5gdS0RExOmojFRRabmdv/5rD/H/Tgfg6vaBzBsbQauARiYnExERcU4qI1Vw+PQ5Ji5NYl9WIRYLTLy+M48P6oKHxjIiIiJXTGWkklYnn+DZ1bsoLrPTzM+LN0dHMKBLc7NjiYiIOD2Vkd9RUmbnhU938dH2EwBEdwxi3pgIWlh9TE4mIiLiGlRGLuNgdiET45M4kH0OiwUmD+zCYzd2wd3NYnY0ERERl6EycgmJ2zN47pNdlJY7aO7vzbwxEfTv1MzsWCIiIi5HZeRXimwVPPfJLlYlnQRgQJdmvDEqgub+3iYnExERcU1V+jOQRYsWERYWhtVqxWq1Eh0dzdq1ay/7mI0bN9K3b198fHzo2LEj77zzTrUC16a9mQXcFreFVUkncbPAk0O78f59V6uIiIiI1KIqXRkJCQlh9uzZdO7cGYD333+fESNGkJycTK9evX6z/ujRowwbNowHH3yQDz/8kO+++45HH32U5s2bc9ddd9XMT1ADDMMg4YcMZn62G1uFg5ZWH+aPjeTqDoFmRxMREXF5FsMwjOp8g8DAQObMmcOECRN+87Wnn36aTz/9lL17957f9vDDD5OamsrWrVsrvY+CggICAgLIz8/HarVWJ+5vFJaWM2P1Lj5LPQXA9d2a88aoCAJ9vWp0PyIiIg1NZc/fV3zPiN1uJzExkaKiIqKjoy+6ZuvWrQwZMuSCbUOHDmXJkiWUl5fj6el50cfZbDZsNtv5zwsKCq405mXtOplPbHwSx84U4+5m4amh3XhwQEfc9NcyIiIidabKZSQtLY3o6GhKS0vx8/Nj9erV9OzZ86Jrs7KyCA4OvmBbcHAwFRUV5Obm0qpVq4s+btasWcycObOq0arE4TCYlpjKsTPFtGnSiPljI+nbrmmt7lNERER+q8qvY96tWzdSUlLYtm0bjzzyCPfeey979uy55HqL5cKrDL9MhX69/T9Nnz6d/Pz88x8ZGRlVjfm73NwsvDk6glv6tOLzSdeqiIiIiJikyldGvLy8zt/A2q9fP3788UfmzZvH4sWLf7O2ZcuWZGVlXbAtJycHDw8PgoKCLrkPb29vvL1r/y9YerSysnBcVK3vR0RERC6t2u/wZhjGBfd3/Kfo6GjWr19/wbYvv/ySfv36XfJ+EREREWlYqlRGZsyYwebNmzl27BhpaWk8++yzbNiwgXHjxgE/j1fuueee8+sffvhhjh8/ztSpU9m7dy/vvfceS5YsYdq0aTX7U4iIiIjTqtKYJjs7m/Hjx5OZmUlAQABhYWGsW7eOwYMHA5CZmUl6evr59R06dGDNmjVMmTKFhQsX0rp1a+bPn1+vXmNEREREzFXt1xmpC7X5OiMiIiJSOyp7/q72PSMiIiIi1aEyIiIiIqZSGRERERFTqYyIiIiIqVRGRERExFQqIyIiImIqlRERERExlcqIiIiImEplRERERExV5XftNcMvLxJbUFBgchIRERGprF/O27/3Yu9OUUYKCwsBCA0NNTmJiIiIVFVhYSEBAQGX/LpTvDeNw+Hg1KlT+Pv7Y7FYauz7FhQUEBoaSkZGht7zppbpWNcNHee6oeNcN3Sc60ZtHmfDMCgsLKR169a4uV36zhCnuDLi5uZGSEhIrX1/q9Wqf+h1RMe6bug41w0d57qh41w3aus4X+6KyC90A6uIiIiYSmVERERETOX+4osvvmh2CDO5u7tz/fXX4+HhFBMrp6ZjXTd0nOuGjnPd0HGuG2YfZ6e4gVVERERcl8Y0IiIiYiqVERERETGVyoiIiIiYSmVERERETOXSZWTTpk0MHz6c1q1bY7FY+Pjjj3/3MRs3bqRv3774+PjQsWNH3nnnnTpI6tyqepxXrVrF4MGDad68OVarlejoaL744os6Suu8ruTf8y++++47PDw8iIiIqMWEruFKjrPNZuPZZ5+lXbt2eHt706lTJ9577706SOvcruRYL126lPDwcBo3bkyrVq247777OHPmTB2kdU6zZs3iqquuwt/fnxYtWnD77bezf//+331cXZ8LXbqMFBUVER4eTlxcXKXWHz16lGHDhjFgwACSk5OZMWMGkyZNYuXKlbWc1LlV9Thv2rSJwYMHs2bNGnbs2MENN9zA8OHDSU5OruWkzq2qx/kX+fn53HPPPQwcOLCWkrmWKznOo0aN4uuvv2bJkiXs37+fhIQEunfvXospXUNVj/WWLVu45557mDBhArt37yYxMZEff/yRBx54oJaTOq+NGzcyceJEtm3bxvr166moqGDIkCEUFRVd8jGmnAuNBgIwVq9efdk1Tz31lNG9e/cLtj300EPGNddcU5vRXEpljvPF9OzZ05g5c2YtJHJNVTnOo0ePNv7yl78YL7zwghEeHl7LyVxLZY7z2rVrjYCAAOPMmTN1lMo1VeZYz5kzx+jYseMF2+bPn2+EhITUZjSXkpOTYwDGxo0bL7nGjHOhS18ZqaqtW7cyZMiQC7YNHTqU7du3U15eblIq1+dwOCgsLCQwMNDsKC7nH//4B4cPH+aFF14wO4rL+vTTT+nXrx+vvfYabdq0oWvXrkybNo2SkhKzo7mc/v37c+LECdasWYNhGGRnZ7NixQpuueUWs6M5jfz8fIDLPt+acS7US9r9h6ysLIKDgy/YFhwcTEVFBbm5ubRq1cqkZK7t9ddfp6ioiFGjRpkdxaUcPHiQZ555hs2bN+vVK2vRkSNH2LJlCz4+PqxevZrc3FweffRRzp49q/tGalj//v1ZunQpo0ePprS0lIqKCm677TYWLFhgdjSnYBgGU6dO5dprr6V3796XXGfGuVBXRn7FYrFc8Lnxvy9Q++vtUjMSEhJ48cUXWb58OS1atDA7jsuw2+3ExMQwc+ZMunbtanYcl+ZwOLBYLCxdupSrr76aYcOG8cYbb/DPf/5TV0dq2J49e5g0aRLPP/88O3bsYN26dRw9epSHH37Y7GhOITY2lp07d5KQkPC7a+v6XKj/XfoPLVu2JCsr64JtOTk5eHh4EBQUZFIq17V8+XImTJhAYmIigwYNMjuOSyksLGT79u0kJycTGxsL/HzSNIz/3979uyTXxnEc/zz2gw5WSxBYDjU0FBIEEYWEEK39AwVKTkHYIDm0B00tDTlVS3SGoqA2hxKh/UCQ0BAUDv4B4vq9h/uhJyl6boO7S+X9grMcLuF7vhzP9dHLC03d3d0qFApaWlpyXGVniEQiGh0dbfib9MnJSZmZKpWKJiYmHFbXWfb29hSPx5XL5SRJ09PTCofDWlxc1O7uLt9efyGTyej6+lqlUknRaPTLsS7mQsLIOwsLC7q5uWk4VygUNDs7q56eHkdVdSbf95VOp+X7Puu9f8Hg4KAeHh4azh0eHur29lYXFxcaHx93VFnnicfjOj8/V61WU39/vyTp6elJoVDofx/6aE69Xv+w5NjV1SXpv0/uaGRmymQyurq6UrFY/KP3vou5sKOXaWq1moIgUBAEkn5vVwqCQK+vr5KknZ0dJZPJt/EbGxt6eXlRNptVuVzW8fGxjo6OtL297aT+dtFsn33fVzKZ1P7+vubn51WtVlWtVt9+WIXPNdPnUCikWCzWcAwPD6uvr0+xWEzhcNjZdbS6Zu/n1dVVDQ0NaX19XY+PjyqVSsrlckqn0/I8z8k1tItme72ysqLLy0vl83k9Pz/r/v5eW1tbmpub08jIiJNraHWbm5s6PT3V2dmZBgYG3p6375cQW2Iu/Gv7dFrA3d2dSfpwpFIpMzNLpVKWSCQaXlMsFm1mZsZ6e3ttbGzM8vn8zxfeZprtcyKR+HI8Pved+/k9tvb+me/0uVwu2/LysnmeZ9Fo1LLZrNXr9Z8vvs18p9cHBwc2NTVlnudZJBKxtbU1q1QqP198m/isv5Ls5OTkbUwrzIX//FssAACAEx29TAMAAFofYQQAADhFGAEAAE4RRgAAgFOEEQAA4BRhBAAAOEUYAQAAThFGAACAU4QRAADgFGEEAAA4RRgBAABOEUYAAIBTvwDIEfx9WgBdKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.plot([1,2], [3,4])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use a plotting style \"context\" for a plot with a \"with\" statement:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.style.use('ggplot')\n",
    "\n",
    "with plt.style.context('ggplot'):\n",
    "    fig, ax = plt.subplots(1,1, figsize=(4,2))\n",
    "\n",
    "    ax.plot(stats[\"max\"], marker='.', linewidth=1.0, label=\"Max\")\n",
    "    ax.plot(stats[\"min\"], marker='.', linewidth=1.0, label=\"Min\")\n",
    "    ax.set_label('Year')\n",
    "    ax.set_ylabel(\"Square Footage\")\n",
    "    ax.set_yscale(\"log\")\n",
    "\n",
    "    ax.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe5389e80a0>]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([1,2], [3,4])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use this \"with\" statement to build a function around the plot style:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_plot(style): # function!  its needs a colon!\n",
    "    with plt.style.context(style):\n",
    "        fig, ax = plt.subplots(1,1, figsize=(4,2))\n",
    "        ax.plot(stats[\"max\"], marker='.', linewidth=1.0, label=\"Max\")\n",
    "        ax.plot(stats[\"min\"], marker='.', linewidth=1.0, label=\"Min\")\n",
    "        ax.set_label('Year')\n",
    "        ax.set_ylabel(\"Square Footage\")\n",
    "        ax.set_yscale(\"log\")\n",
    "        ax.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ocZIJ9FAouYJKROGQDHPP0h4vujK181PFiXORLQn+D4SAvMLI6wTxAfnq84nTVFUVMe44Ms+7VHut9Opz7vMif/qDmO9uJNB0DFgJnHjiidhsNh555BHuuOMObr75Zu644w4eeeQRbDYbc+bM4eGHH6a0tLTfKuA00hhOjKusQPTK0lCkSmnZENONhHUl0N01tOP2Qqi5IY7Xvj+BoZy5CM7Rs2LOvyz5DtPv0x7bW2Pf3/R2JJPGqbdg/eZNkXGSCfTo3XQvyE83p24JvP+G9rh6ZWrn94fT5kNBEeTmwYu/jz8+54uI6JhAIleY4f5JwEUkikuR3h7ttbE56H2t/ihXrkiqTOQH7xw2RTBgJbBq1Souu+wys5WjAbfbzZIlS1i9ejUul4svf/nL7Ny5c8gmmkYaA0XZ2AqucNabrxWpckNh29C6giCiBHqGWQnUHEzu4++FaAI1oe9IRV/zC/gSvy+lVlgFpnWgBXH1ZwVuxLmXRM43BKPPk7CpirnzPVI4fQFk5UBbS+KU2PIxYLf3PYYQiMopscyiUdZROJGF0bswDbTvLpEyQaPpOFwMrgNWAvX19UmpAjIzM2ls1PxzRUVFBAKBhOelkcbhwpwpGlHeIrWa/zmncEiDwibCmrtEDrMlYC0fnRKvfW+Xkdy/W5vfvp3Jd5e+JEoA4hg1e7u9xMSp2hNnBizW3TbhcMS6iEYy91HveMoJg6ihEQK+ME/7TJLh57fpwe6uxMLXlaXRRkTDaosd85SzEAVuzRpyZWm3Xnq9aR2Fo2MUhmspmQKWUgsoJzl2OFxDA1YCbrfbTDfsjddff920ELq7u8nKyjqkyaWRxqHC59UEUZHLMvQWgAEjcDrElkBTTQNbNn5CU43Wo8PqHoU4fUHkBEWBi7+h5dfrgkLduzM+YLnrU+35/j3Jd5emJZCCr76Xn1wa6/Z54UBUHNCTIN8+mfvI16t4a+sH/c8jGkuvR/np77D8280o9z2BuO4/E99HSmiuh73bEyujPz4Oe7bHvpeZrdFH33KPFtwdPV4byueNrFF3maktTYQa68FoRO9w9jlt+T8/A6MYLxGSWHpDiQFnB1144YX89re/5Uc/+hGnnnoqubm5dHR08N5777Fr1y6uu+46ALZu3WoyTqaRxpGCz+cHHISHk9dwGNxBa199hxUt+VGprXu4+poliFFlWjLl9JMRk05Avvh7VMNHfeo58N4/+x44GSmbERhGxlEpx6G3xRP9+oOoil5Pt+Z/j4JZW5EqV1F/MKrvo2IdosCNKDgD1esZ+H2kRL75aux7DmekxsfpimRSGTt+IZC7PkUVAvni73VFozfXaqjhkHAYagoGrAQWLNB2Is8995zJ+w9a0dG3v/1t5s2bB8All1yStJl7Gmn0xnAVdPl9WtpraDibfuvuoKEKDDfVNOgKIDq1NY9F+6uRHW3mPU2BA9pjfwrAQKJaAUOwQd8KAJC93EGyOXE3QVlfi6gYH/e+cuYiwo218I+/xLuazJOUiM/8mu8j2lqQq542aVe4+Bso44/rs/peOXMRavk45E9/MGBFAETSSPWAOAA2G7LuoBbbqNodOf+TTchPNqV+j1SQpKZgqDGoYrEFCxYwf/58amtr6erqIjs7m7Kyspj6gby8ARCjpfG5Rvyud+gKunx+TcgMqyUwBO6g6Nz/2t37kCL296MKhd1vv8f4Rj1nvT1xYDMlJNpd+nsJ/r7y83unTSbL06+vTjoFIQQyK0fLRurNsyMUmHu2ptSkhN/9Aq5ahnLfEwOmXVEqJ8XydqUCY+15hVrKrK4E1LfWQlM9NNWjbnontbEOAeL//RjlhNnDfp9BE/0IISgvL2fKlCmUl5cnLSBLY+RjyZIlJsHc4UbiXW++6Qc/VPgDmqsmPJyWgJ4KKBOlE6ZyeXQg94f/RslzjyZMbc1+4XHYou82/YHUcu2PnwU5Udz5vWoFzCyiXqmhYt4FseMb2S1Z2fEWTxKyNBlF4xDX7tHrgawc8m+6LRJ0FQIWLUbc+gC8/3rUQNKksRCTpw94Z6ycucj06YtLr46qm9Dve8bCyBwUBXHh5dpzl0aQiTNjaLKahKIFrlOVlUYsZ5gxaNqIAwcOUFNTkzAD6KyzzjqkSaVx6Lj55pt57rnnuPLKK7n//vtjji1fvpynn36ayy67jIceeojf/va3R6w5TF1tI1LEug2Ngq6hcAt5A5qrZnhjAro7KEVLIIZvBuL81m5/BzfseIHHJi9BCoEiVa7f8QJuf0dkkJ5OxJU39i+Ytn2oPU48HnZvg0u+afrP+2okI04+A6bNRj6it30dVQZ7d0C+G9paYhurBAJQMQ6qq2IH2fQO6sKdUFMV3wXM64GMDLLOXUxnxQRkY625w5fbt8Snlx4i6Zrh0xeTp6NWjEM+fCdc/h344+Moc86ACy83rQxpKKCa/dpjV/vAqpzNm4pITcHCi1Dmf0VLIc3Lh1df6Pdy+erzyLPOG3nuIL/fzwMPPMDWrVuTnpNWAiMDqfYYzs/Pj2kqczhRWlaM2NESU9k7lAVd/lAYxHDHBHTfdQoxgTi+mYUXxQiXZkcudRluZrbt5Lzqt/nb6DP55cZfMNrTy+Xi8yJOPkMbq3KyJqD7wp7PIDMbYaSz9tdIxpWJGFUeYfQxrImD+7R13HoN4qpliGmzNXdQkuClvO+WWNeSsaufNB2Roe20RYEb8qOqdIeZnVVUTtLWpWcySUDRlYRsbUa+1Kswbd8upN2ZGoWFMd3bHtS6l/VyX8nWZvj7i6lNVMrDwjY6YHfQCy+8QGNjI3feeScA//Ef/8Htt9/O3LlzKS0tjdt1phFBsyfIlvoemj2HR9hOnz6d8vJyXn01ku1g9BiO7gzX2x00d+5cHnnkEb7//e8zadIk5syZw8qVQ1Sx2QvuwmyWVL8ZeUPKIS3o8oU0EyAsh9FdGQ5pBUj9WAKJKAJYt9p0D7xWMofrTl3OHTOv47pTl1OTqX0G2cGexOP9Q6dGzs3v38UgJWS4wAgs97ezdWVqrh+jcKr38EaL1Fuv0TJhPvsowUlR946GqkJ3R3xtgA6T7iLaRTOEAVLhytLW9fY6bXoP3RlJm032ubQ2xlFwJIOluBSlcpK2jt7uq4HyJh0GttEBK4GNGzdy0UUXMXnyZECrG5g+fTrf//73GT9+PGvXDn+F29GIdbvbuXbVHn70j4Ncu2oP63a3H5b7Gj2GDRg9hvvDb37zG2bMmMGaNWv45je/yfLly9m9e/eQz0/+/UWElDgVOCVYS3GgY0gLuvxh7QcXHkhySG//dX9Qw5CTB34fsi9rKpEAkBKxaDHNjlwem3xpTGzk4/zjtLkLS++RtHNe/qP2RPfz9wkhIK8AOvX/u/74ezIytThfToF23ofvJ5hAbwK2FD9kRYFQGPpwQUb78ZX7nhhSQjXZ2qy5sMw3ooqyknwuZpexC78OigXx0ye0orKzz0e5/0nEXRG3nG1MfEaUiWSfe6L35p51WBhFB6wEmpqaKC8vN5vHRMcEzjzzTDZuHCCl61EIX0hlT6sv5b8Parp5dH29+RORwKPr6/mgpntA4/hDA3dsL1myhI0bN3Lw4EGqq6vZtGkTl156ab/XzZs3j6uvvprx48ezbNkyCgoKePfdBF2dDgGyrQW57iU2jJ3LKWNymFuSQZM9B0934p3vYODTU/hTVQIDIWgzEVY1JQB9k8glEgCKgph3IXVlk+PI7oxzw4q1797S9TWIE0/Rnp91Xtz1AJw2H1FYjOzULAFR4Eact4QYlOguQosF7A5t7c31g/OFJz2m7eoJBZJaAuapiXbSQwD1Hy8neFOLOcSR7hkw3FiZ2aCGEUKBYAAxaZp2TWmFaTUpiZrY64izcgx8+WuxAXJADKZqehAYcEwgMzMTv55OlpubS11dndmHNhQKmceOZVR3+Pn+q1WHNIYE7n4jeQpdIvzivHFMKOi7ArE3UukxnAjHH3+8+VwIQVFRES0tLQO6d3+Qq1fSkF1ClczkqxVZlHQXIVtCHNh9kCkzp6Q2Rj+0yn5V+0GFUpBjg26PGA4hcvI0Jd/dFctCGQVR4EYsuBC5ThdCUW6OUrUHIdVYRaDHDULHz4KW/cnvX3sAWbVLG3LOGahGsdPl18MfH9Pen36y1rC9KmLNieOOj9271+uFTRmZWvB3sNkwXzwXereINO75nR+gnHw64Rd+H9vz9zBBtjbD2pcSTCwSc1DOXITqzIjvMayqiGBQ+8z0ILhBNqdZTfnQ3IAlJ7kSMMaX02Yj//kKcs0q7c2//lkL2o8/DllYjFz+7Xj21mHCgJXAmDFjqK2tZebMmUybNo1Vq1ZRWlqK1WrlhRdeYOzYscMxzxGFilwHvzhvXMrnt3tD/OSN6pgfnAB+dHYFeRmpfwUVOf0QWyVBfz2GE8FqjZ2XEMJsQD8UkAf3Id/9Jxsv/AHWbsGsskws4QqUD/ewr6aNKTP7HyMVHnafHgsIpUKHMNiewYY7CKCnq2/FNCqqx8Y3bkJMPREAd6ibG3a/xIqJF4OeEVQhvBwgk3BBMez7GOecM/Bteifxzny/TtdQPtYstFImTsH8xhwOpNUGbc1mZo/amISOwO7o33c96wvw4Xvx7ysKYvL0+D7BBoIBLfPH59FiFIcbRp1FL4hFF8V8V2LCVGSi4HTFOABktRYgJy9K4OdqSkDJTa1GSkYrI70fAfc9gVLgJiwUCB2e2OGAlcA555xDfb3GzHj55Zfzox/9iDvuuAPQrITly5cP7QxHIJxWZcA78mVzS1ixoR5VgiLgxlNKOKn88HAr9dVj+EhBff4pKC5jg3M0J2YpuGwWsFkoD7RT1d6/NZnqrt2P5k9PyR00iKwUKaWmKHQXgNz4NvJff0+umJrqItWwTz2MaqRMhkMsaNjApvJZfOys4NF5xTz0mR8aPITa2qCtBccJswgsvBj1vlviBLSUOt1DZrYWpO5sj1mP3P4JrF0FUpqZPckEIqFA8ubzQtHqAhLFCIwK10QC1JhnTRVs3axRbejZQYcVidYlBGJebJtUk97CKDIzrLbyMUhA6tlYUpWR7YW+EVDy+re0+91wWK0jVwmcdtpp5vPi4mIefvhhtm7dihCCyZMnp0njkmDhxDxmlWVS1xWgNNuO23X4KDX66jF8JCC3boZtH9L9nf9i2y4v182JZAKNs/io8qfwb5nirt1nKAFEv66jSM/gRwHZdxMWAwZvUFYOIPQdcHLFJKt2x1auGr7m3AKQKtZwCFUoFJWPwv9JFQChnVsBScdTv0b5xndj+xqDJvjbW7THthatwtXTrWUrZWZDdydSVwAx9zwjSbC1swPZ3horBKNy3dU7lkXRSkd9ft+5BeXkM7Tn0Z+jomi7/p5uWLPKdIHI/tJahwFJhXuC79hw20SneUpDMH+0HgD54xtRDUVvkMWlUgzW34bDahu5SmDbtm1UVlbidGoLdjqdnHzyyYCWg75t27YYf3IaEbhdtsMq/KORrMfw4YZUw6jP/y8cdzwfFExGlfWcUhGZ27hsC5u6cgmHw30rrBR27TIYwK9on3c4GNLSGftp4aecuYjwprdh20eIf/seyqln970go3GIxQpOZ7xwVFXk3u0aodlba2HHJwnGUM1slXAoTFBYkFLi92tCwMwOkhL1mUdR7nsCWVKh5ecHA5rvWE93VH/4b5Fhb70m4qZKmKbZpaWCeuID8fKnP9A+o0RUDZk58etUFERlJI6j8QPVwRt/Q7nrUdTbr4u/x+t/JfTNG+I/j2FGIuGeDCZxnIHOjtgTdIWq9nSbDXDaHrpbU9ZnLOxz3D6VkdU6cmMCd911F/fccw8TJ06MO1ZbW8tdd90Vk5KYxpHBQHoMP//88zHFYuvXr487f926dUMyL/nuP6FmP8ptP2f9wW4mu50URMVFxo3Kw+t10lRdT8nY8qTjpLJrVz0efBYtjhIOBlMP+HZpP3SRCgFiOEoJZOUm3CHL//kZ4ebGxJ2sQM8K0VNZdSshpEoCwRAgCEW3KTSsneycCDePP/6e2o1lpC4gkcIUQFEJHNibMHVVrlyBuO8JxOTpscdycqElitYjyW5auEch/X6kVCFR6qyUhGoPQlHy73m4ECfcU/RwSZEAACAASURBVEUiF5qqamR+BgxlffysPhVMn8rIdvgsgUFzByVCKBQyU0fTSKM3pN+HXP0HxJwzCYyeyIe1PTFWAMD4So1KYV9VfaIhYqCcuSjSg3b+V+J29tLTjV9XAqHeufZ98bTrhGjS60l8PGYcTQkIi6K1LHQ44s+RUlMAiQKtRo6/Ifz1eQbC0oxnxMzdsHYG6k+/8PKYFEQtTTMIOfmJUyIh+WeUlaM9Fpf2ncfvytLiB/uSdxgM7No2sHUcYahVCWplEsU/UuwDkDQN1mpLrDiHASlJbI/HQ3NzM83NWvFMe3u7+dr4q62t5c0330yzh6aRFHLdS9Ddibj4Kj6u78EflpxaERtDyh/lJjvooaopNTI2oejCqzW+pZ/q9eBTdEugdw5+koCv9Hoi7pFUlIBhCSgWmh15fJJRQbMjwW9AShJW1J59viZAw4brR5tnMCzx67xHbfZsPsmbQLMjD+WqZZrg6CfHPg6v/ElrQFM2Bk6cq93T043IzEI5cxHi1p+l1LUMQBhkcu6SPvP4RaauqCzJHQ4dT/36sDZVPxTI1ubE1tyXlqT82aWMkRYT+Otf/8rzzz9vvv7Zz36W9NyLL7740GeVxjEH2dGmVQfPuwBRVML69+soy7ZTkRu7c1YUhXFqB1XdKaajGrul3uRlgNrTjd9iQ5Eq4eiWgX3REETTIg9ACazb1sCKosXIYgUhVW7Y8QIL6qMKJxUFps0Gg3NeUWBUeaT5iO7/Nfz//tYWAmHNV/zrKV9FCm3cZTk5LITk1baGMErg3mHV03DiKZGqYU8PjNaUcBzlcl+fUZamBPot4tJbLybtGQCaK6WxDpGfuLZiRCFJ2qwybSayaFTMZ2co60FjpCmBE088EafTiZSSP/zhD3zpS1+KazRvs9kYM2ZMOiicRkLIl/8EFivi/K8SViUbq7uZPyE34bnjnCqbfKntdKUhYJrqkH4/Isod4+vuQQqFLNWvVd0Koe2CL/9O8h+ooQQyXPEtDxNBDdPsyGWFOjGG8uHxyZcys22nxvypu1/k1g+guBSx+Cpayo6jduMmSv61iqJPN8e5g3yNjYT0oHb0uCs+6WLWxCAFCXLsxUVXIE6br537wTvIZ3/Xa64qIKC+RtvVdnUgvT1m3UDKAdNMXbj3J7gNJWA0Xr/m+/DkL+NiE6J4+PlxhgR9JCMok6frn109o6afSFNQjWdCHQgOY0wgJSUwadIkJk2aBGgsovPnz0+p6jSNNABk7QHk22sRS76FyMxiR6OHDn+YuRWJM5bGFbj4S3Munu4eXFn9+L4Dfigs1oR33QEYd5x5qKe7B7CTKcKEUDSenpzcPndosqVRc18UlyUM8sYhHKYuwx1H+aAKhfoxJ+De9Q7i6v+nWQybteKqda+8wWOTC5FMQMz+Pjf83wsYnYPDehC4O9sN9MpEAVQEdV0BChLEBAwKAwBOOh353JNx+fBafr+MZBG99zrq+2+Y2VKpBExNpWTvp1bGUBZ6EFmZMAXZy9rI/+5tdBW4D01gHib0l9EjCtyIwiKs7lFQd4h9ga02CI7Q7KDLLrvMfB4IBOjp6SEzMxO7fXDVrGkc+1Bf+D0UFCHOPh+A9dXd5DktTHInFiLjR2v0Eft3H2Rqf/QRwSCMnQitTcia/YgoJeD1eAE7mYpKl+GPD/fzw2pp0oSgKzNld1CptzmO8kGRKiUBze0ifV74v98CGlX0Y5MuwSgx6m01hPQxup1ZJFICioDSbHuk2jY6xTMzxzwvTmCZPusEwjZVegz07lqr/6C9ePH3qHpMISEyXCAE0rAEMlwx1oYoLiNr2nS6DlVgHkYMJL30kGC1RmoShhmDaiqzY8cO/vCHP7Br1y5UVUVRFCZNmsQVV1xhWgzHEoQQBAKBtKIbAAKBgNZCcPsW2LIR8Z3/RNhsSClZX93FKRVZKEmKaiomaPQRVTVtTO2PPiIYQGTlIN2joDqWX8fj8QG5uBSVdkMJ9JN7LVsaNMsiw4VM0R3k9ndwo72KRwPjTcoHrQmM7u9vjJCwJbUaMgpx+zvMmEC3Pxw9K0BoleZzS3G7bKiGJZCVG6UEYoPs0QJLdrbHc+HETKJ/eoyBcisJxaIpAsPFprdpNBu8HKXdCAedXjoQjLSYQDR27tzJ3XffjcvlMt1Cra2trF+/nrvuuos777yT4447rv+BjiJkZWXR3d2Nz+cDwG63J+yodjRjqNckhCDT5UJ97n9h/CTEyRo99MHOAHVdQa49KXnxmsPpTEgfkbDiN+DX/Kfl42LaGQJ4vdr3lSnUSMFVLyUQN2ZLE6J8jHbMyLHvC7plsXDuJN78FLa2hXjgtDwq39wYyYqx2U1fclKrwauR8xnZQd2BSGB8fJ6Tfe1+Hr50JmOdfqSUCKdL29Nn50Ry1zPjP1NTYLU2J6Vy0CaRQjbLYLiVXFla5pbNjrAemULJoxJWa2qW6FDcaqAXPPvss4wZM4Y77rjDrBoGuPLKK7nrrrt49tln+a//+q8hneSRhhDCrLgVQlBaWkpdXd1R4cdMBcO1JvX9N+DAHpT//Km561t/sAunVTCjpO/Ab2/6iKRkcaEg2O2IirFxpGVen6bUMhVpullkONznmLQ0wow5GuVCSu4gXVgrFkIWBQiRUVgIdgfNwkldtpsy7BTOOhU2v4fb38HCug2sLTtVu6xX60jTEghE5hlUte8kz2UDVVeMhjsoWw+uO5x9FrfFuYeikWrTlsF0/LI7wd9g9uk9HPz4xwKE1YYcqRXDu3bt4oYbbohRAKDRR3zlK1/h8ccfH7LJpXH0QgYDyFXPwKxTEcdFMsbWV3czqzQLu6XvEpVx2VaTPkLpaEvqhiAQAJsDUTYa2dWB7GxH6FQJXp8mMDMtUZZAsvaKBp+OqkJhkVYElqI7CADFgjekPe8JqrxWNpfHxp6vpXb6JDdmWJg/uh7la9dS3JkLOz3MLs3k+k/+gNu3xxwupBd0dUW5g7x6H4lQWI2UGugpoiI7V7MIMvvn7DLcQ+pTj2idwMZUonz1mpR92wPh3QE9flCru+h8XpO4bigbxByzGMnuIFVV42iGDdhstiGlG07j6IX8xyvQ0Ypyyd3mey2eILtafFwwuW++dYBxo3JN+ohR3pbkbohgQHcH6RTmNftNvhyvPwRWcFmiisXCIWRrM+pba+LGbLZlU5fhpkxk4Ha6wJs4O6ippoG62kZKy4pxG4FmiwWvnq5a1+k3FQCARPCYdRozK5opnjydqrc13n5FQJHLGmOdhIX22+qJcgf5gnqLTFWCUTysxwSkkcGUwBWUCFqF6gnIzz7S+O8HGNxMNTAqW5tjSe5AU7TPpBaA/txjpKWIRmPs2LGsW7fOJI2Lxmuvvfa56CeQRt+QXZ3Ivz2H+OKXECURXpgN1d0oAk4u63/XOn5CGVS1sq+qnlHTxyZ3QwQ1S4DiUrDZkTVVJke/NxjWlYCMWAItjTEkawZeK5ljtncUe1RuCFWzwOfR/O9RAcy1r77DipZ8pLAhdrRwo7WK+QAWCx5dWNd0BhMHfwvH8vHudt7er/Ui3lTbw2v28cz36B3brFYzRbRLdwc5LCJiCUQpAamzWLLxLe2xuyt1d0t7q/a49YNB7c5TCowmo6mWKfRnSGPk0UZEY/HixXz00Uf853/+J6+88gpvv/02r7zyCj/84Q/58MMPWbx48XDMM42jCPKvGoGguPDrMe+vr+7mhGIXWY7+6azziyP0EaLAjVgUVYmuuyHILzQtAaFYoKgUufVDk4bAFwxhlSoORRBWLJrbpCFeOCXq7/u49QSa7Tkx5GxNNQ26Aoic91iokmZHLlJRTCXgtGnVvdFQpIrDXcij62M5kR6zHk+zVc/0cbrM2EWbN2SOpYcENCWAvsv+8xOxi2hrTqkdpmxtRhqdxyDiWhtq6obissTvixQC0GkcVnfQgJXAySefzE033URnZycrV67kV7/6FStXrqSzs5ObbropoYVwuOD3+7nxxht5+umnj9gcPu+QDbXIN/6GOG8JIjtSEdwTCPNJQw9zR6fWb6I3fUSTM1fjzykeFyEsM34kdnvE//zpZlMYeoMSh1Cx6n72OP4gHX2lbUa7hOpqG5OeF8BiCmsB3NCx3rRchB789ecVx2XpqwjtPgDdneYcq9q1zKYOX8RVZCiBpF2/UhHofWX4DCFEgRvxje/GcuoIgbgqhQB0GroS0FyXcvuWYeVXGlSdwBlnnMHpp59ObW0tXV1dZGdnU1ZWdsTzfl988cWEFNdpHD6oLz4NufmI+bGdmj6o7SGkwinlqfc1GOdU2ejL1Fww7ZORM6cipMqN63ew6Dy3ycGP34/8w2ORC3UqX9+kC3EKFYtFb9guLFhlfMyqz7RNnwfQhHRpWTFiR0vMeUI/z6tG/vd7gioXqdW87GmgOrOEH3/8BCd27qW14hbER/tjFIGCNNNDIZoxNP63FDaUQLKuX9B/yuZgMnwGCbOX7t7tGtv3hClpBZAqrFbw9KTUA+NQMWjeZyEE5eXlTJkyhfLy8iOuAOrq6qipqWH27NlHdB6fZ8jd22Dzu4jFVyHsscRwG6q7qMx3UJyVeq74uAIX9Y68eBdMSz5NNQ0RYrKeroS7W68KDkVitURZArnxQWn39OncWNiG0MdQpMoNzoNa2mZUmmhR+ShuLOhdOyD4KH8SHhmlBAJhhN2Bz6J9BtkhD7hHUZSbwfWnjIq5+obMWjM9VEXEWRrRCOlJF6LATcvl/49P8ifQ7OjFv9SPQDcyfExa6VTTQwcJUeBGOfkMlDlnpBXAACCDAc0V2TsjbhgsgkFZAvX19Tz33HNs3brVtASmT5/OkiVLKCkpGfB427Zt4+WXX2bfvn20tbVxyy23cMopp8Scs2bNGl5++WXa29upqKjg6quvZurUqebxZ555hiuvvJKdO5Nzl6cxfJBSaoVhYyoRBse/jmBY8kFtDxdNHRjfVEOHF8hP6IKpq23CPU4XKu5RCXe3fqngVMCiRCwB7A7Id2vtGC1aH1dxwmwWnX46n76+jzdq/fzk1Hym5btR1xCXJjpzchm85zPdHFIIHp98Kbc1aII806bQE1TB4aBbcUXuq/8uzhmfy2MbGijMsBCWsCDbY1oGydxVBgxLYN3udh6tLUeeeB0CqTGW1m1IWaAfNuqDNAaPRDUqKVR1DwYDVgI1NTXcfvvtBAIBTjjhBPLz82lra+O9995j8+bN/OQnP6G8fGCdgvx+P+PGjeOcc87hwQcfjDv+7rvv8tRTT3HttdcyefJkXnvtNe69915++ctf4na72bhxI6WlpZSVlaWkBILBoNlFCzSrJiMjw3zeF4zjR9ryGUoMxZrkB+/A3h0o//HfKL3aQn7a2IMnqHLq6OyU79FU08BzwZKEFPyKVCkrL0YENb+5UliM/MZ3UZ9+VMs+EQLl8u/g+6ANp1Ux21SGFEUjclNVjRpCp3EWriyEEAinE/CT5S5A2PXUT583Zs71B+pAxCozVSjUNncCdtyZNjyBMDgy8KmaJRASCuQVIITAcEblZ9io6w4g7I6IElD6/jmGVUmLJ8Sj6+vNaySCxycvYfZliymqSF2gi8IirR7iCCL9W+pjnLzCeJYnRUEUD73bfcBK4E9/+hNZWVnceeedFBZGqGRbWlq4++67+dOf/sQtt9wyoDFnzZrFrFmzkh7/y1/+wrx585g/X6PJvfrqq/n4449Zu3YtS5cuZdeuXbz77ru8//77+Hw+QqEQLpeLJUuWJBxv1apVMf0Rxo8fz/33309RUeo/isFYPCMdg12TDAape2klzjlnUDTvS3HHf791B2W5Tr4wdVzK/8D7tu9P6BoRUuX7ZR5mnDyTwK7PaADcZWXYz5xH8IsLqb/mK+RefROZ55yH/6M/kuW0k5/nggNBwsKCIlVQw1hHjSGgK4HCijE4S0sRVs3UzswtoLQkk2og124jqzTiXvGPGQW1sVkbilQZNWYM1NZTnp9Ftz9EVkEh6JZ7WLHAW2vJnjmHzLO+DOwkL8vJ/g4/eUXF6AmbFD68Ep7fZ4576rh8unxhPq3XGuyEVInPlpUguAyhqXMoG9N//cVIRPq3FI+esePN/wvAZFzNmjY92SWDxqAazX/rW9+KUQAAhYWFXHrppfzv//7vkE0OtJaVe/fujUs9nTFjBjt27ABg6dKlLF26FIA33niDAwcOJFUAoDW+ueCCC8zXhmBqamoi1E+pthCCkpIS6uvrjynaiENZk7puNWpDHdx4G3W9GCFVKXljZwOnjcmmvr7/lpEGsrKdCNkdqwik5Kebf82Ur9yrUVzUaUVXzR2diLo6QEBWNl3tbfQcqMJnsZOBisfrAWyEhYIaCEAwQF1WMbV5Eyj1NmPx+RB1dbR3ayZ4TUMjxUoW2B101NfFsFwqQS9gNYN1Bu2D7/T/B0CONUx1q49mT7d5TVhoNNZtv76X7qLxAFjUEMGwpKXHYxo7DWqsgizJEHh9kf/HsCpxBrsRxHKBKgLsgS7q6nwpf74jAenfUnKoPT2RMRdfgXLaAroK3ANiXLVarSltbAesBPx+v8mj0xs5OTlDTqzW2dmJqqrk5sYGwHJzc2lvbx/UmDabDVsSnpVUvzgp5THzj2tgMGuSPd2of/kz4syFUDo67vrdLV5aPCHmVmQNaGx3WTE3Fu7i0ZYC0/8+PtTKcV3VWpVsTh4yoNFCSKstEg/IztMYM70e/IqdPLsFi6KlWYaFBcI+Xis8kccy5iNnLtCyjZotLBotzcpcv9EQJMOF9Hpi5h3q6QbyWJDt4bXuTL7e+SEz23fzQVDFqkCu00JPIMzerjDozCpmoZqqEmqqB2xk2DTlFrA4cAAIhZCMVQI5DguWKMsppEoKXVa+NbuYJzdrzJyKgG+cWERNpx+JxO06+kja0r+leDR1+c1NSlFRKeQXDttnNGAlUFZWxltvvcXMmfEcv2+//faA4wGpIpEbIdF7Z5999rDcP43EkH97TguufmVpwuPvH+wm265wfNEAe+ICi847nbW/e5OgUKhyFJGfoQs4gyohGKkTMJGTB53tSJ8Xn8WO027FatGUQEhYaJaOOD7/xz7zMntyEJ9emWs8JuouFvR4gDzUcAik5I+5J/GnubOYu3UfGbZsMm0WOrwBbnecal7zQcEUZrfuAEUhXFAMtOHSlYDfateUgNVqctHZFEFQleQ4LFgtkf9xIzB8xthsntzcyMIJuZTn2Pn9h00YHYyXzS1h4cR0n++jGVpVehly5nVaq9LPtnHuKf1fN1gMWAmcd955/OY3v8Hj8XDWWWeZgeG33nqLTZs2cf311w/pBHNyclAUJW7X39HREWcdpHF4IZsbkP98BXH+VxEJUi9BSw09uTzLzNAZKHKVMDVSE/IBiy7s/ZrbQxpWpy2SjipyNEtAeD34LXacdhsWSwhQCSsKdfbC+GwjCXVdAXwhTcj6w/qOy+mKy9II6sVjr3uyozKEFNZ7MijMUJGebq2LWdRy/17+BS4++CZFX7sSmZuPpgT0XsJ6C0msVsL6Ti/DphD0h8lx9rYEVMBiKguXTTEVAGguohUb6plVlnlUWgRpJK5Kf9xyPLNrGigqH9XP1YPDgJXAvHnz6Ojo4MUXX2Tz5s3m+3a7ncsvv5xzzjlnaCdotVJZWcmWLVti0ka3bNnCnDlzhvReaQwMctUzkJmDWJSYKqSuK8CBjgBLTxx8FopLkbQIjVYhaOltCRhKIErg5ebDwX3g9eCzuHA47VisfkAlJCyJC8P0bl3+hJZALIlcWO9R0FuRSCGwqCq+jk56/6ykUGj46jJGnTmXcKc2Z8Md5DcUm8VqVgRn2BQ6/WFyHVasUbcxLAFDWbR6Q/FBYl2hpZXA0QmtKj32uzNSokeMEgAtsHruueeyc+dOs05g0qRJuFwDN/kBfD5fTNCwsbGRqqoqsrKycLvdXHDBBfzqV7+isrKSSZMm8dprr9Hc3MzChQsHdb80Dh1y3y7khn8hvvFdhCNxm8j11V3YLYJZpf30Ce4DGRZJQGiCMmikUPqjlIBQIs1bwHQH4fPgt+TrloAVCKEKBbe/g+t2vMjjUy4FBEiVqyZn4XbZTOFvKAOcGUhvJEAHENItgd6KBCnJzrBSNiob6rpjrhFSpXTCOCAiwE13ULQloAt5py75c52WGAvKUBKhqPMSBYlLs5N3wGv2BKntDFCWY08rihGIRFXpilQpLRu+dN6UlMCaNWv4whe+QE5OpIepy+VKGBcYDPbs2cNdd91lvja4f8466yyWLVvGaaedRldXFy+88AJtbW2MHj2a5cuXDyilM42hg5QS9fknoXws4vT5Sc9bf7CbE0syTaE2GLisCuj0OUG9wF36vJq3Jah1FYuJDeXkgacb2d2FX7HjtAqzYtigZDilZRuPo2ePCYWnt3eT1fQOvpCW8Wa4hYTTheyMdUOGfF6wweKcLlZ15pgZQmPtQXIzsygvdcNH3Wb2EMA5WR6KyrWeCoagN5WATh3d7Mhje5OmYKz6dYGwijWBEjDGsCqCZXNL+LVOSqcIuPGUkqTCfd3udrPGIB0/GJkoKh/FjYW7TZeQkCrX93xAUflVw3bPlJTAk08+yYQJE0wloKoqy5YtY/ny5YwZM+aQJzFt2jSeffbZPs8599xzOffccw/5XmkMAT7eADs/Rfn3OzT2zgRo94X4rMnLsrmHli+dYYsogYAUWhBYjwk0tXuoy6ukPMpfKnLykECosZ5QxqyYYjEjS2dvVizDpUFFYWRo+vtwBwX9AbDBF06bQc2aD2js8nPbgdX8et4tuGwKmbpwH+WyoKhh6vyCKdMifFYG/Y/pDlKsERrrjVrdwp42bX3//tcqphVnmNeaSkAfI6hKFk7MM5XAbxdPSKoAmj3BXkVm6fjBSMWi806n+f39/HmPl2/Vvc7C8YPzsKSKQW/RWltb+82pT+PoQiqMhTIUQn3hKZh6IkxLztO0qUZzicypSI01NBmMACpAUAUcGeDzsvbVd7jOdyJ3HP8trn29hRf/+p52kt5QxtfUBIDDqmCxGhXD2uO+rHiaYzXK/DZjAgkCwyG9W5lVEWRn2HGoQdz48ARVXDYLLrt2jxa/pCg/E6siIuyfxLuDmgPE0FhHQwKfNkaUULiXOygQjo0I5PRB0b29yZs0fpDGyIOSqblQLVbrsPcVGFRMII1jD91rXiL8q3v6ZCyUrc2oa1dBfQ3Kt3/QZ/Xv+we7mVqUQZ7z0P7FMhxW0HqwEFQlza4Cttf0sMIVxSkkFH7flgebDnBxpa4EWlpgjOY3t+oxg7Bdi10oyBh3DWh+V0MRmNlBrvgUUSMmYOlqx2a3ElBsEA7hDalkRFkCIVWSZbdgEVrBnIFIZo8msBu8ap+kcdGCOxSO6jCGxskUjRZPKCYeYPj/tzT08NzWmPpTbc39xA/SOHLw6jUrHlsGBDuH9V5pJZAGanMDbYYCAL0N4KOomdmIUeXgykR+tB75p9+Y58j9uxFjKhOO5wupfFzfw9IZh050lemIuCq8/iDXTbkusdAUgqd39HDmpCIKAH9A2z05rQKLbgGEHZprpcOWiV2oBKRi+vS/ntfJHzvycNmUqMCw1mLS6C6mvrWWUHMjjAbLL/4L+9zLNSXg9eAJakrAogicVgVfSCXbbklqCTgsAkVApt0SH2SOXhYRRWBcazwGw2qEXppYJRDt/082bqL4QTpwPDJgKgFrBgRb+jn70JCyEvB4PHR3ayZ+WO+J6vV6zfeikZV1aC6ANIYXMhyGA3uRO7Ygd2yFHZ/EUzFLiXzsvqRCxGj0noiw7MO6HgJhydyK1HsHJENGRmSnGpIitklJ7zkhqPeqFGRm49MzihxWRc8O0iyB10rm8PLoswABAnIskl+cWUiHs5I//r2KXKclyh2UoRHS+X1ITw9Nf17JriKNu8WqhrBV7SRYPBO8HrzBsOniybRpSiDTrikFY/cPkV28RRHYLQo2ReFbB9by5NgI55Ih+BUBs0sz2VSrZSiFwkZgWDsvqEpTIQB8WNdNSbYmuPtSAACLp+bHBYXTgeORA6OlqMfiRAb9w3qvlJXAPffcE/fe3XffneBM+POf/zz4GaUx5DCF/s5PNKG/61Mt4Gl3wMTjEfMvRK55MVYRCAXx/bsRVhty51atJiAafdDabqjuYnSunbKcQ3c1uDKcYHBv9kM+Z7o3cvLwe7Tdf7Q7qM2Ry/+WfSlmnM6wQOQX4OvSLIdchzWSHZThosmRS/2GLeze38gzp95q7tjfc0/HpgYJKFbCCHwhGVECdoUWL2TbtRTPUNTnamzcLULgsAr8YZUZ/saYdTx03ji6gmFKs+38Y0+HqQR6xwSCYRljZTz/aSvPf9rKuRNy+1QAACW93EDpwPHIQsQScIBvBMQE+iJjS2PkQYbDcHAvcsdW5I5PYPc2LcBpd8DEqYgvXYqYPB3GTURYtRTL7ElTafv1vZpw13nplSkztAELipAvrUypG1VYlWys7ubc44aG0dKV6QQScKtDZD66UDfcG+GcPHx6ANdpVbBYteOtztyEbpe6rgB+XfDnOi009mg/unWfNbLi1OXIgwqInBjl8cyE87l4/xsEFavZPCbDVAKaAspyaDGBaJdNxBIAh0XBH5LsyoylWinKsjFOj18kqhMw3UGqpLErXkCs2dMRVz/QG9EBd4DazkC68GwEwbQEFEekKHKYkJISuOyyy4Z1EmkcGqQahoP7kNs/6SX07TBhKuLcS2KEfiJknbuYzooJyMbauEYjRjcquXJFjJJI5Ara1uShK6Ay9xCzggxkZGYAnkjgNoq9MzfYwyx7N7lTj2fVZ22cVK7dU+Tk4W/ROoA5rAKLXqfQIxP730uz7ezQc/TznFYOdPi18v3g+Kjgc6wVogoFb+UUgkEbXquuBKwRdxBAll3BqohYJaALcMMS2LW7mo/L5sWMHS34s9fAdgAAIABJREFUbfpzJUqZRAeGq5Nk9yRTAHPKMtlY20Mw2kcFlOXYB1x4lsbwwbAEehT7yFACaYwsmEJ/R5R7J07onwDjjksq9BNBFLghvzDhsVS7Ua2v7qYgw8rEwsRVxAOFKzsTaCFDhugRdq2BGHDfdIUHNksKbZLF09y8sqONdw90csHkAsjJw2fRXChOq8Jra94FWcC67Kmaj9/IgEJz3bhdNj4OaefnOCz4QjJh+X7M5yFVio6bSGCHhx6rtlZjd22kiWbp7qDoJB7juaIILGqYj33OOAXTVt9IaYVWX6HXuZFhVcz2kkbIIhCWuF3Jf8Jl2TZqu4IUOC20+8KowJQil6YEVBkXBB5I4VkawwvTHSRs6RTRNAyhX6UJ/Z1bYeen4O0Bm11z7yy6WN/pH4dIQpE9FBAF7j5b20kpWX+wm7kVWShD1P3oX29+CLJA2xGByf4ZDIbwKHYy7RayHBZmlmTyVlWXqQT8liYUJO11jaxoyY8IWt2amFduJyc7kzertPQ7X0hiVQSZdi07KFH5fnRa6XUFbdibWwE3nTbNAnFueR/mn2MW34TCEquIzQ5SDXeQQPtxJ3BPNdU1R5SAfj+nTYmzBEKqSrYj+U+4VncVtfnCuF1WmjwhAroi2drg4fENDXFB4JUfN1GWbeM/zihPK4AjCG9IRQAeYU1bAp9HSDUM1VURn3600J8wBbFo8WER+gPF/nY/jT1BThkiV1BTTQOPteYnDAjXNHbgtRbicmg7+DPG5vDQe3W8VdXJZFchPmU/TiGp212FFL3YZoWgIOwlw5mLHgrAF1JxWrX0Tn9Ipah8FGdnHeT1Hm0tilTJFGECipWAKjj31Mm8/fOHYNqVdOhKIGP1U6x1H8cbVVrG3N1vVFPosvZyB2mPFkWQlWEHbzB2fVLG8MQYPQ5sUammhkspEBUYnluRyfrqWJ4jc0igQFcCRm3BW/u7Yo4bQeCwKsm0W9MK4AjDG1TJy7Di8aaVwOcCUlV1oa/79Hd9Cp5ooX8RYtJ0GD9pRAn93ni/uhuXTWH6qMETxkWjL5fMXp1aIdOpWQieoJa2/PN3ahGUcnLueOy+bkY992vEqcvj4gBlRbl0isjO3BdScVgVHFaFsNT87WMnjce5pYn/mhCitKyI//7Iw/52v8bn01iLXdV22p12bb1ebKzY2oXBIy2BZk+IHn1uEBUYFpCd5WRMl4cDQZupCCxCmhQY63a38/uPtMrn+u4gWe1efQxtrKAaUQJfmpjPhuqepLGAggztp967ytiAEQQOqjJGaaVx+KFKiS+kMjrXzm6vBTUYIHkt+KEjrQSOAEyhb6Rs7vwUPN1gtWlCf8FFmk9//CSE7egJzK0/2MXsskxslqFxBSV0yQBIyZ6ADRyQmWGn2RPkt5siaZYSwSb38bh9bbj9Hdyw80VWTLpUiwPogeGy0gI8LT5TiPpDKk6rgkPPJPKHVLr8YXIzbMyYMwUAx9YqJBplBMVl2FSNNsWwBFqduaa7Khpd/kgQ1tjFK0LgsChk5eeS3+ljjD3Mx10KdqtOKNcrZRNgd3MPO5u9HGjXMp+iU0TdmfE+/fJsOwd16uqIEogNCBswgsDBsIxJaU3j8MOoUyl0WdnVIticMZYJnuCwWWdpJXAYIFUVavZHArk7t8YK/fkXIqZMP+qEfjSaeoLsbfNz8fGJA8uDgcGoqJG7RRRBOR7227QUVJfLmTC9UQqBotcXLKjbwL65X+adLgfXf/Q0D0y/mkwzaGtYAhKnVcGpR2J9YZXugEqWPbIHc+jHrBaBKHBjX/gVaIQOexbOsJ+K885H1MZn5jiilKKxyVaEVsjmD0tCUjC+ws3Hn7Wa/QMSrQngB3+vMt8PhKXp3rEqgoUT8/isycvWBg/3LhrDg2/XmtcV6F3ZDEtgTK6dAx0Bcy43nlJCvtNKWEasozSODMzMoID2eO/kyxGr9gxb8d6glEAwGOSNN97g008/pauri2uvvZbS0lI2btzImDFjGDVqeJofjDQ01TRQV9tIaVlxTMMHqapQu1/z6W/X3Ts9XbFCf/J0qDx6hX5vrK/uwqrASWVD4woysOi805lV08COA038bK/271rpCFIT0O6TmZlBYYL0RqQkM6iTrykKlRVF/H1rpHG9xusTqeaNjgkA+EOSTn+Y7ChSNsNKMOidnbPnwt+raJpyClavBWXuF1lW28OKDfWoUhOuZdn2mJTPsCqxCK01qt0q8IdUfCFJfoZ2H+PcRCmbJHjd2B2ImVOu04IQ4HbZCEYJ8wI9i8hQGsY6L5iUz8XTCnC7bCZdRiixsZDGYYJRI7C1IVIfM5zFewNWAp2dndx1111UV1eTl5dHe3s7Xp1Ua+PGjXz88cdce+21QzrJkYg1f3uHFS15SGFD7GjhRudHLMgPRAK5PV1gtULlFMS8L+tCf/IxI/R7Y311NyeMyjQLpYYSReWjcLjdsHcXAJW5dt7SXOW4slwU6OmNhvAVSCq7q8kMec2ahtKSfOTWbta7TwC0XH6Lov24wqrUlYAWEwDNHdQdCJPnjKzHrlsCehkAdn2H/2GnAkiu1Xdrv108gbquAKXZdh59vz6G2iEspSnoHRYFb1AlqJPNWRVhHnP3WlMy1HVrcQmjF7HdIkxBH52VZBgjhiXQo+823ZmRILBxXTjtDjqiMJhdD1fx3oCVwMqVK/F4PNx3332MHTuWpUsjDcanTZvG6tWrh3SCIxG1+6t1BRDpA7rCN5qitb9jTHEOOWd/GeuUEzShb3f0M9rRj25/mK0NHr5z8vBZgPYol0plSS40acLPlaNZBAsn5jGrLJNbXq3ilIpsmjscZAgVy5W/g/xCdm/TSLj+VTIbpORfVZ1m7CIsJf6QSqbdYu72fboSqIiivjAUhCGouwORgC9Edmu/XTzBDI7Hcwdhps86rIIOvzaG06qQYVNimsgYa6rrCvCX7W28Xx3P02UUqBnX2S2K6fdv80ao3n/5bh0QiQl49LlHWwvBXimoaRx+GPxNiTBcxXsDVgKbN2/miiuuoLKyElWNtRsLCwtpaRlexruRgKq91Ql6zCrcOePb2oseyPpEIWdnDTkOC7lOC9kOC7kOCzlOCzkOKzkOS8yxDKvSJzXzSMam2m5UyZClhiaCLUo4jh9bDJ/UYFVD2B0RJet22agscNLqDeEXVtyF2YiCApp6Avz+w6bIYEKwYkM9156kKa2wCt6QpMClmG4SX0iNdwdZYt1Brd74fhq9d2tWBZOSAgxLwBhPiWkV6bIpMY3ljTW5XTbePRCvACCikKxR1ok/rBWCtfsiSsqYgUf3MxuWQDQddcCkqk54qzSGGYmSAdArOYazeG/ASsDr9SZt6xgKheIUw7GIcZUViI3b4/qA/nB2LiInh05fmE6/8Reiwxdmf7ufLn+YDl/Y9PlFw6YITTE4LaaCyPn/7Z15fFTlvf8/55yZycxkspFJIAEChBBQBAkKtIALuHC1WKSCXq1ereC9Fm5/rUuta5Xr8ipF7G1tFXcExVstTUGuVpZ6LYgiIhohbAlgdrJOMktmOXPO748zz5lzZs5MZsLMZEKe9z8wc7bnOc/k+T7f5fl+jZKwyJE/BwVIVganWjUmgnanD409nrjTCO9rcGBCvhH5SYwt51jpD4FlGOTkZCHb5wTPsOhoVhfgLs4y4ECTE2Y9C1NgB2+kvDh2jzSJ+wUxEB3EBM1BfhGOMJ+AetU9SiNBXuhqTUogFxxvQQhuACNaB/m/Sceqag+o+x/8f66Rhc0dWNEHwk/1Ck3A5xfR1KMdW07CVYlZSCkEiCZAo4MGBu1gAAajHc14fOF5KBiZnIyucQuBwsJCHD9+HBdccEHYsZqaGhQXh1dtOtcoHjMKK/I/x4sduRAYFqwo4Kf5Xfje+efHdL3PL8hCotsdFBY9Hr8sQGxuP+psXvl7rfDuTAOLnAwOWRk65CiFh6xl6FQaSDRtY0tVE57+qCbuNMJev4Cvmhy4YXLiooIiYeCk9MvbP/wUPbphAMPgro87sCK/BldfMwcAMDLbgA+Od2G4xSALgUh5cfIzJaHFi0GfgDEwMds9fnj8IrIMkR3DoZk4tVZrkvM5RBMIDEGGYmY36ljoWQZ2r4B2jXBAnWLclCt1V2BFz8lCgIEIoDBT+0+bCQlh9SraFkxVTYXAQKAdDCCCZzlYueRVcYxbCMydOxdbtmzB6NGjMX26VF6QYRjU1NTgww8/xOLFixPeyHRkwbVzUNHQguamNhQVF8iFxGNBz7HIN7Mxr5xFUYTTJ8gCotvDwx4QGN1E43DzqLN5ZOFCJgclOqJtKDSOnIBGsfVoV7/SCFe1uODmRXwvAbUD+kLPMjAwgioNBKkPXBGoM1ycbYBfBFocXjmrJ3Gyyqq2KOK2iZnIC1Q9UzqG9aw0Tba7JJ+D2hzEyu1Q/gsAV5Rm45YLC8LeV5hPQBTBsuGawFdNTpzolDbALdcIB2QVz+pVmJd6fQI4JuhnIL6TrAwddIy0Q1mEJKAEMdzpq0wkR30CA0vo75RlgNn5DPadycPX39RilF+v0noTRdxCYNGiRTh27BieffZZZAbqYD799NOw2+2YNm0arr322oQ3Ml0pGDk8KYMSCsMwsBg4WAwcYtWzlNqGUsMg5imihdR3e9Hh9PU7EmFfgx1FWXqMzkl+1JOeY8H5vWH+GIFh0dwkmYWKA6tzQQSMinTJV5XlorH6GCrtOVIVsqMOLGxsAZANvxDcJ8Awkkmo3SmtvCwamgBZdXMsAx0rhVROyDdpvisdq554/UpzkEITeKcqWNdZSwgrTX+8IMoVy1w+QXWMRDB5/SIEALdOs2Ki1YQCsw7/sfVUWElKtU+AmIOkz7TKWOq5qiwXjT0efFTTjecXjsPmbZ/DxxXgifbhYEK03kQRtxDQ6XR46KGHsHfvXnz11Vfo7u5GVlYWLrroIsyePRss2+/a9ZQEEo+20eHisfxvNapQxFgiEQRRxBcNDlw+LiclTm2OAXQ6DozHH+aPIfl28s06ZAScoyaFEGhrPIO/9WSRjA4QGRbb7BaACUYHkUneqGOiagLKSVfPStk9c4zaobFcaAI5pWNYF+xDX0I4dBO2ScfA7pU0GJ3iIIl4cvMCBBHIM+owZXimvLr3hqzylWkkfApzEK0yNnBwLAuLgYXY1YkPvfmq36xS600UcQkBr9eLJ598EkuXLsWcOXMwZ05iJRJlYLBm6vHw1ZPwzPajgTj72CIRjre7YXP7E1Y7IBo7amxocwXsoor0D8QfQ8xxLMOgONuAU10elRDQykNEBEmvT4CI4AYqo45Fe+BZWYbgRB3qGAYk80svD2RHyObJhdYTEERNx3BfufyVG85IG+1eIUwTIBFMJHxVH5A45JTQOgJKARWsWCbQKmMDiCeQx0rrN6vUehNFXMt2g8GAuro6cFwy0xlRBoJFU4vx6vVlmD8uGxwDVMSw83dfgx05GRwmWk1JbRsJnQvCAAyL+0t5vDwvP0w9JiYhpRAoKi4EI6onQPKZTJhECGRwLNoD1cUyDZFDRIHgyjs7giag06gnEGoOYhlgxazh8kQdycGshPg7ekOEAJn0ScoB0j6GYcAxCDMHaWkCvCBG1EwoyYf4p7R+s0qtN1HEbbspLy9HTU1NQhtBSQ+smXrcNWM4TAYO737b936PfQ0OzBhlCVulJhrN3EAAckvHaa6IRgZCNxtsvfJkLuUh6gIb+KNiRQFLcqRaAiRmXhYCOsmcRArFE4gmoA/RBAAgJyOSOSi8vGTQHBQUBleX5eGV68fjqStH45Xrx4eZXrQ0AQCwuXnVH7EhcE9nSOgouUdolJlysxjZJ0C0QSW0yljq8PAiMnSs5m9W0noT64eMWwjcdttt2LlzJz755BO43e6ENoYy8Jj1HJZMHoYdtbaoK7+Gbg8ae7wpMQWR0Dkl0SalzoAp58U9J7GssgY7amwApDxEL8/Lx5PlkgYxd+40AIAzoAkEfQLSn0VWSAoMogkoY/YNHAsGageyEo4N9QlAlTYCkArGAFJ0yJTh2iYXLuQvlUR/2dx+tLl4uY+GwL2JJqDcaR2qTQDa0UGCKPkACLTKWGpx+wUYA+MW+ptNtFMY6Idj+NFHHwXP83jhhRfwwgsvICMjI8wp+OabbyasgZTUc82EPGw50oVNVe24b452PNK+BgcyOAYXjkhswjgtQvPoRJuU2l0+7DrZLX8OtWcrI7rc3VJKZjJhmmRNICAEQlb3Wj4BQDLNdLn5CJN3+D4BOZxT4YjuC13I31hDyGYw0kcDqafs1dIEwu/r0zAHiQCuGJ+Dbce60Ob04Q8Lx1EBkELcvKBagCQ7CjFuITBr1qxBm96AEhsZOhY3TcnHui/O4Ibzh2FsXni94H0NdlQUZ6oiXJKJMo9OUVbkkMVIu4O1wl3JZE5MJxkKcxAQvro3hGwW21Fjw+lAbn+t2H5Amrx5pU9ACN8sZozhHbJ9mNxIH8cFxiroEwjeW0sTUPoE+BCzFS+IEETI760/IaM0zDR+PLyAghS+q7iFwMqVK5PRDkqaceX4XFRWd+LtqnY8ctko1bHOXh7H2934f98vSmmbSB6daETaHaxlOiLzKpkwldFBgIYmoKgnEOqsjhRBw7Hq/Px+MXSfAaPaLxCJvuQE6SMx/8g+AYU5SEuQ8CqfgFIgSCtSXyANTH9CRmmYaf+Q9qykbqFNg/opmuhYBjdPteKLBgeOtfeqju1vcIBhgItHJt8fEC/EdBQt0oZAVvQun9onIJuDDOo/D+IT0LNMVI0j9BmhK2xlzH+GjonpDz50FT8hX62dkT7qo/oEwu/r1cgdRNrp5gXwAnDG4dUMGSV7KbQITYYWyzUUCRIimir6XVmsrq4OjY2N8HrDnYeXXXbZWTWKkh5cMiYbfz3cibe+bsOTV5bI3+9rsOP8AhOyI0TEDDRXleVierEFXkMWDF478s2RY/gBwBGYMGXzjJx6Qdsn0OHiYdSzMWkcyuplANksptxsxsDNa+cL0morYXSOARkcg0OtvZhcaJJX2AzDwMAxsk9A6b/QSjhIJv52lw+NCj+DP5BPCQDqu7UF3v4GO0ZmZ2iaeuIxy1HUkBDRVBG3EPB4PPjtb3+LQ4cORTyHCoFzA45l8OMLrXjmn434psWJC0dkwuXz45sWF26vSGyscqKxZupRVJSH5mY3xEiZORmyavbDwAULupDJPtQn8Mnp7sC/Pfjn6R7MG5eN/zvdE9VZLe0YlvI/MYwUokkcwztqbLC5pWSBkXwKwfuEt116Vi/M+hDfBcfIYa9KTYAN0SZ0rBQdpDTbEIgWAABWk06zytm6/VJdZy1Tj5ZZjgHQ7fb3KfCGOiSFSaqI+0mbN29Ga2srnnjiCQDAfffdh0cffRSzZs1CUVERVq9eneg2UgaQmaMsKM83YuPXbRBFEQebnOAFMSWhocmGmOJdPvXKS8sn0O7y4YV9Z+TPIoD/O92D1QvGRIztVz6DWFrIPoFIPoVI5hKyiidzuo5lkBXYoBa6wtdzbDA6SGkOCvlrzzRw8PKiRg57oKE7qBVYjJwqZDQUrbYTsxyBtGLNniYsr6yVQ1opasSQFCapIG4hsH//fixatAgTJ04EAFitVkyZMgX33nsvxo0bh+3btye8kZSBg2EY3DatACc63PiiwYF9DQ6Mzc3AcMvg3zgkRwd5/Sq7PHGGigobeSTzhocXIsb2K59BTEJkx3CsPgUCceoSExzLMsgOaCr6ECGQwTHB6CA2PDqIaAcWAwcB4St8AKjv8cj/9/IirirLxYwou8hJ29tdPlS1ONHu8uGqslxkZQSq7ymeIwsNJ/UPhOL1i6oUJqkg7ie1tbVh5MiRcqI4pU/gkksuwf79+xPXOkpaMHVEJqaOMGP9wVbsa7BjyojkpolIFUFzUFAT2FFjw1tfSxk9f/95i7xijXfDWugziHNYCOQOivd+zkAZSpIKQ8cENZXQnI16jpGjg5RzSWjiuszAJjWtNadyEiI7iaPVj2YZoKbDjeWVtXhsVz2WV9Zie00XHB7tIlM0DYU2noANLpWO4biflJmZCY9HWiXk5OSgublZPsbzvHyMcm5Rnm9Ek90HNy9i21HbOaHOkwW0yydFY0SLaIkn6kgJmXj9gmQC6vHw8ApCXPfbUWPD2k+bAABNgYmTC9SGANQRPoC0i9nNizBwjGpPDxFIRoUmAADzSrM13k3wOnJ/Imy0hNe/XViANw+2qd/dvjOaWga5hqahCMcd2FSS1o7hkpISNDU1Ydq0aZg8eTIqKytRVFQEnU6HzZs3Y8yYMcloJ2UAaXf5sPlwp/z5XMkqyTDBegBGHdtnREusG9aUEGfzP052442vWiECOG3zYkeNLab7adedlVaMRBPoDSkgZFCEsmq1RdYEAiGwJsWEk2vkYHP74fAE6xMTIUAmqFmjLfi8Xqp5fPOUfFxZlhsxv5MWDAICL3Pw/naShTugdRm14nmTRNxCYN68eWhpkRxaN998Mx577DE8/vjjACQt4aGHHkpsCykDzrkc7ieteKVojFg2msWyYU0JSfdABABBKUSj3U+77qw08RNNILSKnDIiSBmJQ74mq0xiejjS5g671qm4JzEHkfN5vyi/p+GWoPDSiiDS4pHLR2LGyORXohuMDIQ5KG4hMHv2bPn/hYWF+P3vf49Dhw6BYRhMnDgRFsvgjxqhqIlnF+5gQ8cy8PqlHZrx5CiKFZKmur9CVLvuLJBj5GRNoKvXp5rsOwIJ9Jw+QRV6SpzLZHPcF41OAMDJrqAQsLn9qnYDQU2AaBwOrwCzgUWvT5D3EljNevzHjOFYt1+KoGIZYEFZLj48YQtrf1FIUEG704fGHs+QTi1B0ms0BhzyodpdMun3ZjGC0WjExRdfnIi2UNKUZEyO6UKoiaQ/Jp9IkPh7LWIVoqHvnkyo2UYd9jdIJplWJy9P9g6PX5VcTmm6Iz6BJnvkqBwy4ds1zEEef7D+QgbHQhDU/ojvl2Rh3f4zmDrcjJ/PLsKXjQ6wDPCj84Zh27EuTCow4esWl0pz2VLVhKc/qglLLTGUcg5p7dN4ZGddytJsxC0E2tvb+zzHarX2qzH9pb29HX/84x/R3d0NjuNwww034Pvf/35K23Cuk8jJMZ0INZEA8Zt8tIhkywdir9xGUO6A/uZUM178ogVun4ANB9vkc0Qg4vOI1hGPmbnO5oFJx6KXF2RzEPEJOLx+GHUsBJGRzRftLh++bXEBkASq1axHS48XJh2LDD0Ln6JQTS+5xunDM9trwhzxDq9fdjL3N+fQYBEikX4nqfS7JSWB3J///Od+Naa/cByHO+64A2PHjkV3dzd+9atfoaKiAkZjePZLSv9JxOSYbhBNINHRGJFs+YBkJol3UiM7oBvPSBO/0yvE5YgtyjLEVfynvseLXCMHn6B0DAc1gZwMHUQAHr8YtpJttkuO78qjXQCATd+0Q0QwnxHRBJrsXlVda0ASWGFRRnFOhoMpcV2030mq/G5xC4Gf/vSnYd/Z7XZ8+eWX6OzsxI9+9KOENCwe8vLykJeXB0AKW7VYLHA4HFQIUPpEJwuBxEZjRLLlA4DlLHIukdTQeWZOMy0DNJ55e0UBrGa9LAQuKs7EwWZn2AQciiCK0DGMXGdAdgwLUlptEQxsvTw2H+5QPbOhxxu2GxqQfBdA0N5dnKX9js4mCCFSmG+6RrJF+52kyu8WtxC4/PLLNb+/7rrr8Nxzz6Gjo++yhKFUV1dj69atOHXqFLq6unD//fdj5syZqnM++ugjbN26FTabDaNGjcIdd9yB8847L+xetbW1EEUx5SYpyuBEyxyUCLT8KMMz9Wh2+BDHgjwMEr2Ta9Rp+mkAqPwHt08rwOLz8wEE+1qWb8SKWSNwoqMXv/lnE0ZYdDjj4MMmop7ARq/DrS4sOm+YrAkE28HC5g6/DtCe1HoCfoY2p7SreGR2Bm65eDTe/rI+ap/jmQwHWySb1azHzVPzsalKPW+m0u921o5hJZdffjleeeUVLFmyJK7rPB4Pxo4di3nz5mHt2rVhx/fu3Yv169dj+fLlmDhxInbu3IlnnnkGv/vd71STvd1uxx//+EfcfffdZ90XytAg1DGcSEL9KC/tP4Nmh++sajKTXEAsw2D++BxNP00k3w1xDJPkc5/X2wEALQ4pmijSivSLBgfOOLxQyABkcCwYRsqIGmtoKPEHb6pql5+3dPqoyBcg/slwMESyKf0VB5uceEchAM4vMOI7mzel1dwSKgT8fj9cLlfc11VUVKCioiLi8W3btmH+/Pm44oorAAB33HEHvvnmG2zfvh233HILAMDn8+HZZ5/F4sWL5bxGkfD5fPD5ghESDMPAZDLJ/48GOX4uVVcbyn0i5iCTnk1K/wsyDSjIlCYgskOXY5m4n0XOJ+mum3q86HDxqvtrPVOJsphNh4vHq1+2hp2zZPIw/EWxMRCQJtS6bnWKB4OOBesXwDDAnDHZ2PNdT1z9Ifd996uGiMdHZ+ux6ooxcW0qK8g04I7phXjjK6lvLAOsmFWk+T6SgfJ31+70ocnuRXGWQe7D9hob/vR5syykQgXWkTY3co1cytoLJEgI8DyPuro6vPvuuwnfMczzPE6ePInrr79e9f3UqVNx7NgxAFLmvT/96U+YPHkyLr300j7vWVlZib/85S/y53HjxmH16tUoKIg9PfKIEZGzKg5WhmKfjIYGAB4UFVhRVJRcE+KIPAeAbuRlZ6OoqH9V2aoD5ZPfO9yBzdUdePjqSVg0VbsOdChZlm7p+TnZ8BiyNG3x08aNCBMCDIAJo0YACE7YORYzeL8Ap9ePEbkmoB9CQEmZNRM17dK+BZaRTDjGjAxMKSvp48pwFhpz8MZXrbiivAD3zJ+A4Vmp9w3uaxXwzPYa2VT38NWT8L1xw/DCviOq9641Bnqdrt+/j/4QtxC46aabIh6zWCx03CoKAAAZEUlEQVR45JFHzqpBofT09EAQBOTk5Ki+z8nJgc0m5a85duwYPvvsM5SUlMgJ7H72s5+hpET7B7R48WIsXLhQ/kykd1tbG3iej9oehmEwYsQItLS0RMxTP9gYyn0S/NJ4u+w2NDcnN6slw0ubspwOuyrnVkzXMgyYzFy8uPuk/J0gAs9sP4pSMx/TatnjdsnPz/CGm3FYBijSh+f+mlRggqtHLRgErxuCCPQ4vah29YZdo4RM6lHbFtDMpww347ZphXjgo9PodLrjfk8AUNcpvWe96IPg6EKzI+5b9BsyTk9/dFR+t4IIPP3RUfzHjOF9vgcAyODEfvU7FJ1OF9PCNm4hcMMNN4Spsnq9HoWFhaioqJDNKolGS30m302aNCmusFS9Xg+9XvuPJtZJUBTFc2bCJAzFPsmOYY5Jet9J1k6Wif13pqShq1fT6dlk90SsnqaEJIVjGSDfrO1Ytpr1cj6leeOy0WT3oiBTD7eP1GFm5OR0OhFoc/nQ5oy8cGIZ4CfTC/HagXDTkxKyy5lhAFMgUsvu8ffrPbkDO6LdPiGpYxppL8K3jd2aK/x1+89oRnQpPxdn6WHSsSn9O4xbCNx4443JaEdEsrOzwbKsvOondHd3h2kHFEq8JGufgBYkzYPP378/8NF5prNyehKBRxzEkTYAcgwDHiLG5RnR4/HD6xfkDV5ZBg5unkeGjoXTK0QVADdekI8FE3KRncHJQkDPBh3ESsjegR63X36W1y/2q94uiWIiydiSQaS9CMTmH4nQsVsxcwS2HetCr0/AGacPBo6FIYV5g4BBUGhep9OhtLQUVVVVqu+rqqr6dABTKH0RjA5KvlPcEsja2cv3b3IanmXEyu8VxZ3OmiBHBymik6xmfcSiOJkGFgaOgZcX5T0CRJAZuOBu4UhMLjTDatZDzzJym/NM0dva7fGr8ub0KNJXxAp5v2SHc6KJtBfheEevyukbjYJMnVyNzusXMCJLei8Orx+Gs4kh7gdxawIvvPBCzOcyDKO5uSwUt9stZyYFgNbWVpw+fRoWiwVWqxULFy7E888/j9LSUpSXl2Pnzp1ob2/HVVddFW/zKRQVZO5PhSZAirLUdXv6XWf36rJcVBSZ+5W+g0z+fc0xnoCmkmngIIhAp5uXk8yRTXUGjsWwPkxQJMspwzCBGgeCbBK7bmIu3j9mQ3mhBcdbg0Z7u4dXCUm7x4+COFNOE9NVJCF1tiklIu1FONLqikkAAJI2SJ7t9Aoot0rv0uEVYEhhaUmgH0Lg8OHDcLlccLlcYFkWWVlZsNvtEAQBZrMZZrNZPjfWMLja2lqsWrVK/rxhwwYAUsH6lStXYvbs2bDb7di8eTO6urowevRoPPTQQ3FF81AoWqTSHPR1kxT98nm9A/vqHf1OZ9Df9B2kwA0X49/l0TYX9gWS1J3ukhzG1YG00waO6dMPoazRLPkSgFM26T7bjknmXYdHbU7iBaDTFfzO7o1fEyAagFtDCCQipUSkvQjnFZpj3jNBUmiIoginz488o05usyG0GHSSiVsI3HPPPVi7di2WLVuG2bNng2VZCIKAvXv34q233sI999yDsrKyuO45efJkvPvuu1HPWbBgARYsWBBvcymUqJDNToYkF/Fod/nwzrfB5IsDkc5AyxwUjS1HuiIe8/nFoGkoYOcPnfy8Cpt8aIEbcm6nM7j/gEygrYraw/azMgephUCiUkpYzXqsmDUcf9oXTJu9YuYIlOebsPJ7RSqTkMXAwuENF0Y+QYRfEMELIngByDMFp+Jk/xZDiVvkbNy4Eddddx3mzp0r1xlmWRZz587FwoUL8eabbya8kRRKstAxDDJ0ydkopiTewvLJILhjOLbzo61onT6/7LDNNuo0z+1QrOjZCO9XOVEXZEoT4fF2F4w6BiyAo229aHfFF7pLzEGhPoFEjkFFUbBuypoFY2Vt4uqyXNwwbSRyjRwm5htlhzfpvfIt9PKCXLdhUAmBkydPYvTo0ZrHSkpKcPr06bNtE4WSMryCAI5B3BNNvPS3UH0iITWC2Rg1gWhnFWYakBGYrKxmnea5xdnBvpFSltEgZpDqNjfcvAgBwPvHurC8sjaumtZEsIT6BM5mDNpdUr4j8jupbg1mRgi1JHp4AYUWPXJNOgiipAXdPXM4AOCq8cGIRpdXkCu4DVMJgTSPDjKZTPj22281j3377bdJ2ydAoSSaHTU2fF7vkCtwxTPRxEt/C9Unkng1gZ/OHB42aZLPVrNO1gRGZBlUfQOkSU3ZN5IyQ9l/U4gDVFkMRwkx28QqqN0Kc5Ay3p6MASHWMdhRY8Pyylo8tqseyytr8fu9Tfjd3mAY6MenulXnd7q8yDPq5EAASwYnRzltrw2e6/L54QxoAtkZnPxuUq0JxO0TuPTSS7F161b4/X7MnTsXubm5sNls2L17Nz744APVTlwKJV0h9mFCKmz0A12Yh+RJitUxvGBCHty8iNe/asW0EWZ09vKYOdKCv1R3wqBj5Pv5BREVxZl45frxaLZ78eTH9cg2cqoIKCIwXlpUijMOH4qyDHh4Rx16A1lV+05rHXsmUCIEBBHgBVFOugdIY/DuoXa0Onms+2EphluiawFafoR/nFKnyNhypAvXTRoGAGi2+9DS40ZZrl6O8jHpGGz6JrwYV5PdK6/6STgu2YiXSuIWAjfffDO6u7uxbds2bNu2TXXskksuwc0335ywxlEoyWKgUg4PZGEestKMJ4tpoUVqq9cvoiBTj7xARJCBY3GgUYoc2v2dHXu+s8urbI9fiiZS1jdmIELHSr6BKcMzAQQjsnIyOHS5ozuA4zGdKf0Mbl6EPqR8A0mRHUtEWLSiLwQRwPtHO7HlSJd87rAMC8rypZxFBo7RvEdjjxeFgfBXi4ELhNH60z86iOM4rFy5EosXL8ahQ4fgcDhgsVgwefJkjBw5MhltpFASzmBIOZxoYt0nQGh3+eS4/nYXj3KrEd6As7Wlx4N3DwVTIItAWD1lol05vH65qL1SMJgCk3CuSYcutx9Th5tRdSY8C7GyVkJVizNqfH+7y4c2F49Mg7Sj2c0LqlBVDy/IQsLpFZBjDF6ntXcgWtEXJUoBAABfNjpQNixD6p9RBwbhwsSoY+H0CdCxkqAgGkvaawKE4uJiFBfHlr2QQkk3tIq+pNpGn2q4GDQBpV9keWUtllwgmTk6e33o7NXh0++k8pbPfdYSdq3WREnKRSrPIWY3Y0DA8AFbkFIAzByZiWEmPfY12PHsNWNxsMmJ5ZW1UeP7tQq2N9u9aLYHJ3ebOxixRCJzou0dsJr1uGWqFW8HaiCwDHDZ2Gx8rDAJDTOy6HSrndAigmU5rZnSb03ZNgZSdNB3Njf0LIOOXl52tOsHixAAAIfDgS1btqC+vh7Dhg3DNddcEzFyiEJJNwbaRp9quD58Alp+ks2BtNK8AFS3Rs8WSu4aLUEaEDS7EXNMfXe4QzhDx6LQooc3ICD6iu+PVLD917vqVZP76JwM+ZjTJ8S0d6DcGgx2efG6Uug5Bh+f6sGtF1rx4fEudPRqm7K6AgLHYuBwVVku3LyAVw+0YlKBEac6PXhb4SdYXlkrh4mmZXTQhg0bwtI/uN1uPPjgg9i6dSsOHjyIXbt24dFHH0VTU1NSGkqhJINouXPONYKbxbSPR/KTRINM/CwjTbKhEVC3TyuIGJZpimKT73D5wEAy2Rw+E56OQRCB7Se6sOe7HtmUE63MJZnc67qDqbIdHj+OtmlnZv00cF9AHT7c2cvjszqpItuEfFNEAQAAH5+UtAWn1492lw+TCiRh4veLcmoOZTs7eyWhkZGOmsDx48cxZ84c1Xd///vf0dbWhh/84AdYsmQJGhoasHbtWvztb3/DihUrktJYCoXSf/pKGxHJT0IEgdax1QvGwMMLUctbWjI4TbObUc9o3heQ9gocCaSoeG6vdlbOPx/qlK///miL5jlKBBE43t4rC6X9jQ58clq7GM7rX7Xh9a/asGB8Dhxev9zGh3fUyW19p6pN81oCOW9HbTd21nZj7pgsAMCJzvCaDUrS0hx05swZXHvttarvDhw4gOzsbNx6661gWRbl5eVYuHAh/v73vyeloRQK5ewg+Wp63NrpnyP5SdbtPwNeEDGvNBv/d6pHdaw8P3xfUGgEVCSzGzEHzS/NwcenusO0jliTsYkA9tbHVjlmhyJOP5IAUPJRrXoPgLJNR9vdMT2TXLf7O3tM52akY3SQy+VCXl6e/Nnv96O2thYzZsyQU0cAUpnG0Lz/FApl4CHOTwB44uOGiInTtCbsDV+3ocfjx8yRWfjxhQX98qFohcYSc1BFcSZuudCKT7/rwetfRV9dDxZiTSSnPH9sXgZOdXlSrgnEJHJycnLQ1RVMJnXq1Cn4/X6MHz9edR7DMNDpElq7nkKhnCWRnJ+RduCG+knMgSgek55NqA+FaAIGTrrvnDHZUVNVpDsMgGf/ZSzW3VSBNf8yNq6+/PZfxmBUIM1GWuYOKi0txa5du+Qt2Lt37wYAXHDBBarzGhsbVRoDhUIZeM42cRoRAuTfREFCRIM5iMJTa2gxOwb7f6ohjvFyqwkXleSh3GoK68v8cdlhfWIZ4D9nSWY1EhWUlpvFFi1ahMceewy/+MUvkJWVhRMnTmDSpEkoLS1VnXfgwIEw7YBCoQwsZ7sxzhzIgZNoIcAHImSURWRCzVEr3z8Zlg2URNFosaAsB9trwmv8amHRM3D4RMwblw0Dx2BHbbhfIhosA/zbhQUosxo1zWNaprUfT5PMaRk6NsyhTjSAtCwqM2HCBDzwwAPYunUr7HY75s+fjx//+Meqc2w2Gzo7OzFv3rykNJRCofSPs90YJ2sCBq6PM2NnR40Nr3wp5eNf/c/GsA1aVrMeO2psmiUiozlkJ+SbcOMUK94/2omtR7uiTuoOn3Tw41M9+M9ZI3DjFCua7V5sP9GNf34X7jRmACw6Lw9zxmSHTeCRCPWFREsbIguBdNQEAGD69OmYPn16xOO5ublYs2ZNQhpFoVASy9lsjCMmjF6fHzCdvc8vlg1aoRvXYuWFL1rwyvXj8ZPpw3HdpGHyqrvV4YU9kDNo3f4zEa8ryjJgd4gAYADcP7cYkwpMSd1P4gtILLuHl0tzpoK0LzRPoVASQ3+cuiTdNgCsfP9UQtJtx+KjiCVxmxbK+5D+luebMHdMDq4pz8PIbG0TGLlO67kigBwjl1QBsKPGhg+OS+82Ue85VqgQoFAomkRKt322BXhiKe6idU4s9OXrKI4gBMh1A1H8J1nvOVaoEKBQKJokqyRmLAV2yDnRBAEDdcRNLL4Oq1mP/wy5L4PgdQNR/GegS4/SoH4KhaJJMtNtX1WWi+nFFngNWTB47cg3h09FV5XlwqRnsWZPeD6ymy4Yhqsn5KkibmL1dRD/yNE2FwAmzNaf6sSCA53WnGoCFApFk2Sviq2ZelxUkgdrZuT7TSowaZpniAAg7YzX12E16zF3TA7mjsnWvC6ViQUHuvQo1QQoFEpEBjrd9lCp+zCQ75kKAQqFEpWBLIkJDLwgShUD9Z6pEKBQKGnPQAuicxnqE6BQKJQhDNUEFMSTAfVczJZK+5T+nGv9AWifBroNjEhSg1IoFAplyEHNQXHS29uLX/3qV+jtjV50ezBB+5T+nGv9AWif0gUqBOJEFEWcOnUK55ICRfuU/pxr/QFon9IFKgQoFAplCEOFAIVCoQxhuCeeeOKJgW7EYINlWUyePBkcl7qc38mG9in9Odf6A9A+pQM0OohCoVCGMNQcRKFQKEMYKgQoFAplCEOFAIVCoQxhqBCgUCiUIQwVAhQKhTKEGfgsRymmuroaW7duxalTp9DV1YX7778fM2fOlI/feOONmtfdeuut+OEPfwgAeOKJJ1BdXa06Pnv2bPziF7+QPzscDrzxxhv48ssvAQAXX3wx7rzzTmRmZia6S332ye124+2338b+/ftht9tRWFiIa665BldffbV8js/nw8aNG/Hpp5/C6/XiggsuwPLly5Gfnz9o+zTYxslms+Htt99GVVUVnE4nzjvvPNx5550oKiqSzxls4xRLn9JtnCorK/HFF1+gsbERBoMB5eXluPXWW1FcXCyfI4oi3nvvPezatQsOhwMTJkzAsmXLMHr0aPmcdBurSAw5IeDxeDB27FjMmzcPa9euDTv+8ssvqz4fPHgQ69atw6xZs1TfX3HFFbjpppvkzwaDuh7oH/7wB3R0dOCRRx4BALz00kt4/vnn8eCDDyaqKzJ99Wn9+vU4fPgwfvazn6GgoABVVVV49dVXkZeXhxkzZsjnHDhwAD//+c+RlZWFDRs24De/+Q1Wr14NlmUHZZ+AwTNOoihizZo10Ol0+OUvfwmz2Yxt27bhySefxHPPPQej0Sj3e7CMU6x9AtJrnKqrq7FgwQKMHz8efr8f//M//4OnnnpK1eYtW7bgf//3f7FixQoUFRXhr3/9K5566in893//N0wmE4D0G6uIiEOYpUuXivv27Yt6zurVq8VVq1apvnv88cfFN954I+I19fX14tKlS8Xjx4/L3x07dkxcunSp2NjYeFZt7gutPt17773ie++9p/rugQceEN955x1RFEXR6XSK//qv/yp++umn8vGOjg7xxhtvFA8ePCiK4uDrkygOrnFqbGwUly5dKtbV1cnf+f1+8Sc/+Ym4c+dOURQH3zjF0idRTO9xEkVR7O7uFpcuXSoePnxYFEVRFARBvOuuu8TKykr5HK/XK95+++3i9u3bRVFM/7FSQn0CUbDZbDh48CDmz58fdmz37t1YtmwZ7r33XmzYsEGVNfD48eMwm82YMGGC/F15eTnMZjOOHTuWkrYrmThxIg4cOIDOzk6IoohDhw6hubkZ06ZNAwCcPHkSfr8fU6dOla8ZNmwYSkpKcPz4cQCDr0+EwTJOPM8DAPT6YPUslmWh0+lw9OhRAINvnGLpEyGdx8nlcgEALBYLAKC1tRU2mw0XXnihfI5er8f5558vt2cwjdWQMwfFwyeffAKj0aiycQLA3LlzUVhYiNzcXNTX12PTpk347rvv8NhjjwGQhEdOTk7Y/XJycmCz2VLSdiV33nkn1q1bh7vvvhscx4FhGNx9992YNGkSAKm9Op1O/pFrtXew9QkYXONUXFyMgoICbNq0Cf/+7/8Oo9GIbdu2wWazqcZgMI1TLH0C0nucRFHEm2++iUmTJqGkpERuD3l+aHva29vlcwbLWFEhEIWPP/4Yl1xySZh98sorr5T/X1JSgqKiIjz44IM4efIkSktLI95PFEUwDJO09kbigw8+wIkTJ/DAAw+goKAAR44cwauvvorc3FzVSiUUMYaMIuncp8E0TjqdDvfddx9efPFF3HnnnWBZFlOmTEFFRUWf16brOMXap3Qep9deew11dXX4r//6r7Bjoc+OdRxiOSeVY0WFQASOHDmCpqYmVYRCJMaNGweO49DS0oLS0lLk5uaiu7s77Lyenh5NyZ9MvF4v3nnnHfzyl7/E9OnTAQBjxozB6dOn8f7772Pq1KnIzc0Fz/NwOByqlUtPTw8mTpwIAIOuT1qk8zgBQGlpKdasWQOXywWe55GdnY2HH35YnggH2zgBffdJi3QZp9dffx0HDhzAqlWrVBE9ubm5AKSVfF5enmZ7BtNYUZ9ABP7xj3+gtLQUY8eO7fPc+vp6+P1++cdRXl4Ol8uFmpoa+ZwTJ07A5XLJP4BUwfM8/H5/2MqCZVl5VVJaWgqO41BVVSUf7+rqQl1dHcrLywEMvj5pkc7jpMRsNiM7OxvNzc2ora2Vo50G2zgpidQnLQZ6nERRxGuvvYZ9+/bh17/+NQoLC1XHielKOQ48z6O6ulpuz2AaqyGnCbjdbrS0tMifW1tbcfr0aVgsFlitVgCSI+jzzz/HbbfdFnZ9S0sL9uzZg4qKCmRlZaGhoQEbN27EuHHjZHv0qFGjMG3aNLz00ku46667AEihp9OnT1fFGqeqT+effz7eeustGAwGFBQUoLq6Gp988gluv/12ANIf6Pz587Fx40ZkZWXBYrFg48aNKCkpkVfVg61Pg3GcPvvsM2RnZ8NqtaKurg7r16/HjBkzZAfkYBynvvqUjuP02muvYc+ePXjggQdgMplk+7zZbIbBYADDMLj22mtRWVmJoqIijBgxApWVlcjIyMDcuXPlc9NtrCIx5FJJHz58GKtWrQr7/rLLLsPKlSsBADt37sT69evx8ssvw2w2q85rb2/H888/j/r6erjdbuTn52P69OlYunSpSu1zOByyOgkAF110EZYtW5aUTSB99clms2HTpk345ptv4HA4UFBQgCuvvBI/+MEP5NW01+vFW2+9hT179qg2thDBONj6NBjH6YMPPsD7778vmxkuvfRSLFmyBDpdcK022Maprz6l4zhF2jC6YsUKXH755QCCm8V27twJp9OJsrIyLFu2THYeA+k3VpEYckKAQqFQKEGoT4BCoVCGMFQIUCgUyhCGCgEKhUIZwlAhQKFQKEMYKgQoFAplCEOFAIVCoQxhqBCgUCiUIQwVAhQKhTKEoUKAQqFQhjBUCFAoFMoQhgoBCoVCGcL8f0k+q2TIHA4/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "make_plot('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "make_plot('default')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are going to use ipywidgets to do some interactive things with our plotting function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipywidgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c6b9cab7f705474aaf05d3661abc48ba",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='style', options=('Solarize_Light2', '_classic_test_patch', 'bmh', …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@ipywidgets.interact(style = plt.style.available)\n",
    "def make_plot(style): # function!  its needs a colon!\n",
    "    with plt.style.context(style):\n",
    "        fig, ax = plt.subplots(1,1, figsize=(4,2))\n",
    "        ax.plot(stats[\"max\"], marker='.', linewidth=1.0, label=\"Max\")\n",
    "        ax.plot(stats[\"min\"], marker='.', linewidth=1.0, label=\"Min\")\n",
    "        ax.set_label('Year')\n",
    "        ax.set_ylabel(\"Square Footage\")\n",
    "        ax.set_yscale(\"log\")\n",
    "        ax.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Going to use widgets to investigate matplotlib colormaps!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.cm as cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Accent',\n",
       " 'Accent_r',\n",
       " 'Blues',\n",
       " 'Blues_r',\n",
       " 'BrBG',\n",
       " 'BrBG_r',\n",
       " 'BuGn',\n",
       " 'BuGn_r',\n",
       " 'BuPu',\n",
       " 'BuPu_r',\n",
       " 'CMRmap',\n",
       " 'CMRmap_r',\n",
       " 'Dark2',\n",
       " 'Dark2_r',\n",
       " 'GnBu',\n",
       " 'GnBu_r',\n",
       " 'Greens',\n",
       " 'Greens_r',\n",
       " 'Greys',\n",
       " 'Greys_r',\n",
       " 'OrRd',\n",
       " 'OrRd_r',\n",
       " 'Oranges',\n",
       " 'Oranges_r',\n",
       " 'PRGn',\n",
       " 'PRGn_r',\n",
       " 'Paired',\n",
       " 'Paired_r',\n",
       " 'Pastel1',\n",
       " 'Pastel1_r',\n",
       " 'Pastel2',\n",
       " 'Pastel2_r',\n",
       " 'PiYG',\n",
       " 'PiYG_r',\n",
       " 'PuBu',\n",
       " 'PuBuGn',\n",
       " 'PuBuGn_r',\n",
       " 'PuBu_r',\n",
       " 'PuOr',\n",
       " 'PuOr_r',\n",
       " 'PuRd',\n",
       " 'PuRd_r',\n",
       " 'Purples',\n",
       " 'Purples_r',\n",
       " 'RdBu',\n",
       " 'RdBu_r',\n",
       " 'RdGy',\n",
       " 'RdGy_r',\n",
       " 'RdPu',\n",
       " 'RdPu_r',\n",
       " 'RdYlBu',\n",
       " 'RdYlBu_r',\n",
       " 'RdYlGn',\n",
       " 'RdYlGn_r',\n",
       " 'Reds',\n",
       " 'Reds_r',\n",
       " 'Set1',\n",
       " 'Set1_r',\n",
       " 'Set2',\n",
       " 'Set2_r',\n",
       " 'Set3',\n",
       " 'Set3_r',\n",
       " 'Spectral',\n",
       " 'Spectral_r',\n",
       " 'Wistia',\n",
       " 'Wistia_r',\n",
       " 'YlGn',\n",
       " 'YlGnBu',\n",
       " 'YlGnBu_r',\n",
       " 'YlGn_r',\n",
       " 'YlOrBr',\n",
       " 'YlOrBr_r',\n",
       " 'YlOrRd',\n",
       " 'YlOrRd_r',\n",
       " 'afmhot',\n",
       " 'afmhot_r',\n",
       " 'autumn',\n",
       " 'autumn_r',\n",
       " 'binary',\n",
       " 'binary_r',\n",
       " 'bone',\n",
       " 'bone_r',\n",
       " 'brg',\n",
       " 'brg_r',\n",
       " 'bwr',\n",
       " 'bwr_r',\n",
       " 'cividis',\n",
       " 'cividis_r',\n",
       " 'cool',\n",
       " 'cool_r',\n",
       " 'coolwarm',\n",
       " 'coolwarm_r',\n",
       " 'copper',\n",
       " 'copper_r',\n",
       " 'cubehelix',\n",
       " 'cubehelix_r',\n",
       " 'flag',\n",
       " 'flag_r',\n",
       " 'gist_earth',\n",
       " 'gist_earth_r',\n",
       " 'gist_gray',\n",
       " 'gist_gray_r',\n",
       " 'gist_heat',\n",
       " 'gist_heat_r',\n",
       " 'gist_ncar',\n",
       " 'gist_ncar_r',\n",
       " 'gist_rainbow',\n",
       " 'gist_rainbow_r',\n",
       " 'gist_stern',\n",
       " 'gist_stern_r',\n",
       " 'gist_yarg',\n",
       " 'gist_yarg_r',\n",
       " 'gnuplot',\n",
       " 'gnuplot2',\n",
       " 'gnuplot2_r',\n",
       " 'gnuplot_r',\n",
       " 'gray',\n",
       " 'gray_r',\n",
       " 'hot',\n",
       " 'hot_r',\n",
       " 'hsv',\n",
       " 'hsv_r',\n",
       " 'inferno',\n",
       " 'inferno_r',\n",
       " 'jet',\n",
       " 'jet_r',\n",
       " 'magma',\n",
       " 'magma_r',\n",
       " 'nipy_spectral',\n",
       " 'nipy_spectral_r',\n",
       " 'ocean',\n",
       " 'ocean_r',\n",
       " 'pink',\n",
       " 'pink_r',\n",
       " 'plasma',\n",
       " 'plasma_r',\n",
       " 'prism',\n",
       " 'prism_r',\n",
       " 'rainbow',\n",
       " 'rainbow_r',\n",
       " 'seismic',\n",
       " 'seismic_r',\n",
       " 'spring',\n",
       " 'spring_r',\n",
       " 'summer',\n",
       " 'summer_r',\n",
       " 'tab10',\n",
       " 'tab10_r',\n",
       " 'tab20',\n",
       " 'tab20_r',\n",
       " 'tab20b',\n",
       " 'tab20b_r',\n",
       " 'tab20c',\n",
       " 'tab20c_r',\n",
       " 'terrain',\n",
       " 'terrain_r',\n",
       " 'twilight',\n",
       " 'twilight_r',\n",
       " 'twilight_shifted',\n",
       " 'twilight_shifted_r',\n",
       " 'viridis',\n",
       " 'viridis_r',\n",
       " 'winter',\n",
       " 'winter_r']"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# list these colormaps:\n",
    "plt.colormaps()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plotting matplotlib colormaps as a function:\n",
    "def plot_colormaps(cmap): # input is colormap name\n",
    "    fig, ax = plt.subplots(figsize=(4, 0.4))\n",
    "    # this stuff below is fine if you get like 30% of it!\n",
    "    col_map = plt.get_cmap(cmap) # actual colors\n",
    "    matplotlib.colorbar.ColorbarBase(ax, cmap=col_map, orientation = 'horizontal')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accent\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accent_r\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAI2klEQVR4nO3df0hT/R4H8M90W+pigv3Q5cIyNDPIStFUwggzKJK4RIIRFnVJIrKiwjBSIYiKfMjQAjH7R0uyjOBaKZeyaVFoE6IFhlo0ykK75vy51M/948Gea23dzvGcffXx/YL9czz77v3h4Nvj2XFqmJkJAAA8zkt0AACAmQoFDAAgCAoYAEAQFDAAgCAoYAAAQVDAAACCoIABAATRqrHo0NAQOZ1ONZYGABBCr9eTj4+PomsqXsBDQ0MUEBBAg4ODSi8NACBMUFAQdXR0KFrCihew0+mkwcFBSk9PJ71er/Tyk7Jt4F+iI7i14uYe0RHc+sc/V4iO4Na/z38WHcGlsYYvoiO41fCfTaIjuNVouiM6gkvD/cP0R+of5HQ6p3YBj9Pr9VOugA3fpu4lb6NmlugIbmn1fqIjuGU0+oqO4NKYQdlfVZVkGJ4tOoJbs2ZP3e8DNUzdRgIA+JtDAQMACIICBgAQBAUMACAIChgAQBAUMACAIChgAABBUMAAAIKggAEABEEBAwAIggIGABAEBQwAIAgKGABAEBQwAIAgKGAAAEFQwAAAgqCAAQAEQQEDAAiCAgYAEAQFDAAgCAoYAEAQFDAAgCAoYAAAQVDAAACCoIABAARBAQMACIICBgAQRKvWwk6nU62lZev/NiY6glu9PCw6glsjzgHREdzq7R0UHcGlsf4h0RHc6h/oEx3BreG+qfl9MNyvTi4NM7OSC379+pXMZjP19U3dgwwAINXs2bPJbreTv7+/Ymsqfgas0Wior6+P3r9/T0ajUenlp6ze3l5auHAh5p4hMPfMnFuj0Si6rmqXIIxG44w6QOMw98yCuWEy8CYcAIAgKGAAAEG88/Ly8hRf1Nub1q1bR1qtalc4piTMjblnAsyt3NyK3wUBAAC/B5cgAAAEQQEDAAiCAgYAEAQFDAAgCAoYAEAQWQVcXFxMixcvJh8fH4qOjiaLxfLL/evr6yk6Opp8fHwoNDSUrly5IiusaFLmvn37Nm3YsIHmzZtHRqOR4uPj6cGDBx5Mqxypx3tcY2MjabVaWrlypcoJ1SF17uHhYcrJyaGQkBCaNWsWLVmyhK5eveqhtMqROnd5eTlFRUWRn58fmUwm2r17N3V3d3sorTIeP35MW7ZsoQULFpBGo6E7d+783+co0mss0Y0bN1in03FJSQnbbDbOyspig8HA7969c7l/e3s7+/n5cVZWFttsNi4pKWGdTsdVVVVSX1ooqXNnZWXx2bNn+fnz59za2sonTpxgnU7HL1688HDyyZE697ienh4ODQ3llJQUjoqK8lBa5ciZOzU1lePi4riuro47Ojr42bNn3NjY6MHUkyd1bovFwl5eXnzx4kVub29ni8XCy5cv561bt3o4+eTU1NRwTk4O37p1i4mIq6urf7m/Ur0muYBjY2M5MzNzwraIiAjOzs52uf/x48c5IiJiwrZ9+/bxmjVrpL60UFLndiUyMpLz8/OVjqYquXOnpaXxyZMnOTc3d1oWsNS57927x/7+/tzd3e2JeKqROvf58+c5NDR0wrbCwkI2m82qZVTb7xSwUr0m6RKE0+mk5uZmSklJmbA9JSWFnjx54vI5T58+/Wn/jRs3UlNTE3379k3S2boocub+0djYGDkcDgoICFAjoirkzl1WVkZtbW2Um5urdkRVyJn77t27FBMTQ+fOnaPg4GAKDw+no0eP0uDg1Py8YlfkzJ2QkEB2u51qamqImenTp09UVVVFmzdv9kRkYZTqNUl/U9fV1UWjo6MUGBg4YXtgYCB1dna6fE5nZ6fL/UdGRqirq4tMJpOUCELImftHFy5coP7+ftq+fbsaEVUhZ+43b95QdnY2WSyWafunqnLmbm9vp4aGBvLx8aHq6mrq6uqi/fv305cvX6bNdWA5cyckJFB5eTmlpaXR0NAQjYyMUGpqKl26dMkTkYVRqtdkvQn342diMvMvPyfT1f6utk91Uuced/36dcrLy6PKykqaP3++WvFU87tzj46OUnp6OuXn51N4eLin4qlGyvEeGxsjjUZD5eXlFBsbS5s2baKCggK6du3atDoLJpI2t81mo4MHD9KpU6eoubmZ7t+/Tx0dHZSZmemJqEIp0WuSTlHmzp1L3t7eP/00/Pz5808/DcYFBQW53F+r1dKcOXOkvLwwcuYeV1lZSXv27KGbN29ScnKymjEVJ3Vuh8NBTU1NZLVa6cCBA0T0ZzExM2m1WqqtraX169d7JPtkyDneJpOJgoODJ/y3hGXLlhEzk91up7CwMFUzK0HO3GfOnKHExEQ6duwYERGtWLGCDAYDrV27lk6fPj0tfsOVQ6lek3QGrNfrKTo6murq6iZsr6uro4SEBJfPiY+P/2n/2tpaiomJIZ1OJ+XlhZEzN9GfZ767du2iioqKaXlNTOrcRqORXr58SS0tLd8fmZmZtHTpUmppaaG4uDhPRZ8UOcc7MTGRPnz4MOFfcbW2tpKXlxeZzWZV8ypFztwDAwPk5TWxRry9vYnorzPCvyPFek3SW3b8120qpaWlbLPZ+NChQ2wwGPjt27fMzJydnc07d+78vv/47RqHDx9mm83GpaWl0/o2tN+du6KigrVaLRcVFfHHjx+/P3p6ekSNIIvUuX80Xe+CkDq3w+Fgs9nM27Zt41evXnF9fT2HhYXx3r17RY0gi9S5y8rKWKvVcnFxMbe1tXFDQwPHxMRwbGysqBFkcTgcbLVa2Wq1MhFxQUEBW63W77ffqdVrkguYmbmoqIhDQkJYr9fz6tWrub6+/vvXMjIyOCkpacL+jx494lWrVrFer+dFixbx5cuX5byscFLmTkpKYiL66ZGRkeH54JMk9Xj/r+lawMzS5379+jUnJyezr68vm81mPnLkCA8MDHg49eRJnbuwsJAjIyPZ19eXTSYT79ixg+12u4dTT87Dhw9/+f2qVq/h84ABAATBZ0EAAAiCAgYAEAQFDAAgCAoYAEAQFDAAgCAoYAAAQVDAAACCoIABAARBAQMACIICBgAQBAUMACDIfwESNXD3UGvMOAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Blues\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Blues_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BrBG\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BrBG_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BuGn\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BuGn_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BuPu\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BuPu_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CMRmap\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CMRmap_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dark2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dark2_r\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAI2klEQVR4nO3db0hT/x4H8M90m1O7E+yPLhf2MzQzyErR1F8YXTOom/Qg8mKERXGTiKyosGukQhAVCdnVAjF7oiVZRg+s9EHZtCi0CdECQy0aZaFhzZzOP5/74If9rjW7neM5++rP9wv25Hj23fvj0bfHszk1zMwEAAAe5yU6AADATIUCBgAQBAUMACAIChgAQBAUMACAIChgAABBUMAAAIJo1Vh0YGCAXC6XGksDAAih1+vJYDAouqbiBTwwMECBgYHkdDqVXhoAQJjg4GDq7OxUtIQVL2CXy0VOp5MyMjJIr9crvfyk/B5QLzrChFavfCc6woRODYWIjjChf5/5l+gIbv3n74tFR5hQZu8/RUeY0D9+zxYdwS12DlLX4YvkcrmmdgGP0ev1U66A/Xym7iXvv/lpREeYkH5oCn/evJX9lVApPj5+oiNMaJZ+6n6tefn6iI7g1qhK607d7ywAgL84FDAAgCAoYAAAQVDAAACCoIABAARBAQMACIICBgAQBAUMACAIChgAQBAUMACAIChgAABBUMAAAIKggAEABEEBAwAIggIGABAEBQwAIAgKGABAEBQwAIAgKGAAAEFQwAAAgqCAAQAEQQEDAAiCAgYAEAQFDAAgCAoYAEAQFDAAgCAoYAAAQbRqLexyudRaWrb+wVHRESbk6GfRESbkGprCn7eRAdER3Boc7BcdYUJ9rqn7tTbqHBQdwS1WKZeGmRU9Gp8/fyaz2Ux9fX1KLgsAINSsWbPIbrdTQECAYmsqfgas0Wior6+P3r59S0ajUenlp6wvX77QggULMPcMgbln5twajUbRdVW7BGE0GmfUARqDuWcWzA2TgSfhAAAEQQEDAAjinZ+fn6/4ot7etGbNGtJqVbvCMSVhbsw9E2Bu5eZW/FUQAADwa3AJAgBAEBQwAIAgKGAAAEFQwAAAgqCAAQAEkVXAJSUl9Ntvv5HBYKCYmBiyWCw/3b+hoYFiYmLIYDBQWFgYXbp0SVZY0aTMffPmTVq3bh3NnTuXjEYjJSQk0L179zyYVjlSj/eYpqYm0mq1tHz5cpUTqkPq3IODg5Sbm0uhoaHk4+NDixYtosuXL3sorXKkzl1RUUHR0dHk5+dHJpOJdu7cST09PR5Kq4yHDx/Spk2baP78+aTRaOjWrVv/9z6K9BpLdO3aNdbpdFxaWso2m42zs7PZ39+f37x543b/jo4O9vPz4+zsbLbZbFxaWso6nY6rq6ulPrRQUufOzs7m06dP89OnT7mtrY2PHTvGOp2Onz175uHkkyN17jG9vb0cFhbGqampHB0d7aG0ypEzd1paGsfHx3N9fT13dnbykydPuKmpyYOpJ0/q3BaLhb28vPj8+fPc0dHBFouFly5dyps3b/Zw8smpra3l3NxcvnHjBhMR19TU/HR/pXpNcgHHxcVxVlbWuG2RkZGck5Pjdv+jR49yZGTkuG179uzhVatWSX1ooaTO7U5UVBQXFBQoHU1VcudOT0/n48ePc15e3rQsYKlz37lzhwMCArinp8cT8VQjde6zZ89yWFjYuG1FRUVsNptVy6i2XylgpXpN0iUIl8tFLS0tlJqaOm57amoqPXr0yO19Hj9+/MP+69evp+bmZhoaGpJ0ti6KnLm/Nzo6Sg6HgwIDA9WIqAq5c5eXl1N7ezvl5eWpHVEVcua+ffs2xcbG0pkzZygkJIQiIiLo8OHD5HQ6PRFZEXLmTkxMJLvdTrW1tcTM9OHDB6qurqaNGzd6IrIwSvWapL+p6+7uppGREQoKChq3PSgoiLq6utzep6ury+3+w8PD1N3dTSaTSUoEIeTM/b1z587R169faevWrWpEVIWcuV+9ekU5OTlksVim7Z+qypm7o6ODGhsbyWAwUE1NDXV3d9PevXvp06dP0+Y6sJy5ExMTqaKigtLT02lgYICGh4cpLS2NLly44InIwijVa7KehPv+PTGZ+afvk+luf3fbpzqpc4+5evUq5efnU1VVFc2bN0+teKr51blHRkYoIyODCgoKKCIiwlPxVCPleI+OjpJGo6GKigqKi4ujDRs2UGFhIV25cmVanQUTSZvbZrPR/v376cSJE9TS0kJ3796lzs5OysrK8kRUoZToNUmnKHPmzCFvb+8ffhp+/Pjxh58GY4KDg93ur9Vqafbs2VIeXhg5c4+pqqqiXbt20fXr1yklJUXNmIqTOrfD4aDm5mayWq20b98+IvqjmJiZtFot1dXV0dq1az2SfTLkHG+TyUQhISHj/lvCkiVLiJnJbrdTeHi4qpmVIGfuU6dOUVJSEh05coSIiJYtW0b+/v60evVqOnny5LT4DVcOpXpN0hmwXq+nmJgYqq+vH7e9vr6eEhMT3d4nISHhh/3r6uooNjaWdDqdlIcXRs7cRH+c+e7YsYMqKyun5TUxqXMbjUZ6/vw5tba2frtlZWXR4sWLqbW1leLj4z0VfVLkHO+kpCR69+7duH/F1dbWRl5eXmQ2m1XNqxQ5c/f395OX1/ga8fb2JqI/zwj/ihTrNUlP2fGfL1MpKytjm83GBw4cYH9/f379+jUzM+fk5PD27du/7T/2co2DBw+yzWbjsrKyaf0ytF+du7KykrVaLRcXF/P79++/3Xp7e0WNIIvUub83XV8FIXVuh8PBZrOZt2zZwi9evOCGhgYODw/n3bt3ixpBFqlzl5eXs1ar5ZKSEm5vb+fGxkaOjY3luLg4USPI4nA42Gq1stVqZSLiwsJCtlqt315+p1avSS5gZubi4mIODQ1lvV7PK1eu5IaGhm8fy8zM5OTk5HH7P3jwgFesWMF6vZ4XLlzIFy9elPOwwkmZOzk5mYnoh1tmZqbng0+S1OP9v6ZrATNLn/vly5eckpLCvr6+bDab+dChQ9zf3+/h1JMnde6ioiKOiopiX19fNplMvG3bNrbb7R5OPTn379//6ferWr2G9wMGABAE7wUBACAIChgAQBAUMACAIChgAABBUMAAAIKggAEABEEBAwAIggIGABAEBQwAIAgKGABAEBQwAIAg/wUP6W0S+rnVrQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GnBu\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAALE0lEQVR4nO3dW2hU5xYH8P8kk5gYHUHbampETTHa9FBrE2KNiCKagkXpgygoomKhoZSmLa2kKBpBEC0NqKgFsfoSL2hV+qCteWhjvJwWNYLHKaQksTS0sSRFHKsxxr3Ow+zLt2fGy57sPZ/B/090xrW/vb61Zo/LcXIxJCICIiLKuCzdBRARPa84gImINOEAJiLShAOYiEgTDmAiIk04gImINOEAJiLSJBxE0t7eXvT19QWRmohIi9zcXOTl5fma0/cB3Nvbi4kTJ6Cr66bfqYmItBkzZgw6Ojp8HcK+D+C+vj50dd1E643/ITJ8OMT8ASD+q8CJiBWP/14gSsw8oqyxbyXhHDOXmsP68j57f1FzqHWIs5uo1STXp9bjzu3eL74O7tyuo0pE3LkNNbtVozi5rZiR0I+VR9Ra7HxqPXDlNRJj9n13DpGQfcza04A7ZiAUz2mvDZnx+H0DAKxbJaeh3Dr9OHEoa6zzk3KLky+pFlc/cMXj+znnW7dqbknMbcecx8Adj+exr6+Yj7+hPL/FPGaY19KOi3NMlGtvnh+v3VkLO66ujee1ng+Guqfhzu+qJX4RzF4SalefJ0bCOco+Tl/OA55yP+s5bLhz2Bsoj5W9oWHeVy+kU4yz1kg45jTkzq82BFFiSk7DvN9/H13/rUdfX9+zPYAtkchwRIZHUgxgJfKEASyBDWA1h1iVuQZwqvow0AGs9v6EAawO24EOYHHVA1fe1AM4RY4UQ9IQ7wNYBjiA5UkDOFUtAnce8T6Ak2qRR9So5LGvrzKAk4beowbwo4aquAfwk9aKCEIeBrDYhSfU/sgczp6uYWuocXsTOzdEEIpfdChPNveATBrA5jF1reFlABvu/E5DTn51PyW/86feX/wgHBGRJhzARESacAATEWnCAUxEpAkHMBGRJhzARESacAATEWnCAUxEpAkHMBGRJhzARESacAATEWnCAUxEpAkHMBGRJhzARESacAATEWnCAUxEpAkHMBGRJhzARESacAATEWnCAUxEpAkHMBGRJhzARESacAATEWnCAUxEpAkHMBGRJhzARESacAATEWkSDirx7dsxQAAxfwCI/2rHAIgVj/9eIErMPKKssW8l4Rwzl5rDjDr7i5oDCbWJlUKpJrk+tR53bvd+8XVw53YdVSLizm2o2a0axcltxYyEfqw8otZi51PrgSuvkRiz77tziITsY9aeBtwxA6F4TnttyIzH7xsAYN0qOQ3l1unHiUNZY52flFucfEm1uPqBKx7fzznfulVzS2JuO+Y8Bu54PI99fcV8/A3l+S3mMcO8lnZcnGOiXHvz/HjtzlrYcXVtPK/1fDDUPQ13flct8Ytg9pJQu/o8MRLOUfZx+nIe8JT7QVz1OP2YGyiPlb2hYd5XL6RTjLPWSDjmNOTOrzYEUWJKTsO8338fQfB9AIsIhg0bhpIJ//E7NRGRNsOGDXO9APOD7wM4FArhzp07+OOPPxCJRPxO/8y6ffs2xo0bx76fE+z7+ew7FAr5mjewtyAikchzdYEs7Pv5wr5pIPhBOCIiTTiAiYg0ya6rq6vzPWl2NubMmYNwOLB3OJ5J7Jt9Pw/Yt399h8TvD+sREdFT4VsQRESacAATEWnCAUxEpAkHMBGRJhzARESapDWAd+/ejYkTJyIvLw9lZWVobm5+7PqmpiaUlZUhLy8PxcXF+Prrr9MqVjcvfR8/fhzz58/Hiy++iEgkghkzZuCHH37IYLX+8Xq9LefPn0c4HMYbb7wRcIXB8Nr3/fv3sW7dOowfPx5DhgzBK6+8gm+++SZD1frHa98NDQ2YOnUqhg4disLCQqxevRo9PT0ZqtYfZ8+excKFC/Hyyy8jFArh5MmTTzzHl7kmHh0+fFhycnJk7969Eo1GpaamRgoKCuT3339Pub69vV2GDh0qNTU1Eo1GZe/evZKTkyPHjh3zurVWXvuuqamRrVu3yi+//CKtra3yxRdfSE5Ojly5ciXDlQ+M174tt27dkuLiYqmqqpKpU6dmqFr/pNP3okWLZPr06dLY2CgdHR3y888/y/nz5zNY9cB57bu5uVmysrJk+/bt0t7eLs3NzfLaa6/Ju+++m+HKB+bUqVOybt06+fbbbwWAnDhx4rHr/ZprngdwRUWFVFdXu2JTpkyR2tralOvXrl0rU6ZMccXef/99eeutt7xurZXXvlMpLS2VTZs2+V1aoNLte+nSpbJ+/XrZuHHjoBzAXvs+ffq0jBgxQnp6ejJRXmC89v3ll19KcXGxK7Zjxw4pKioKrMagPc0A9muueXoLoq+vD5cvX0ZVVZUrXlVVhQsXLqQ85+LFi0nr3377bVy6dAkPHjzw9Gpdl3T6TmQYBmKxGEaOHBlEiYFIt+/9+/ejra0NGzduDLrEQKTT93fffYfy8nJs27YNY8eORUlJCT777DPcu3cvEyX7Ip2+Kysr0dnZiVOnTkFEcPPmTRw7dgzvvPNOJkrWxq+55ulr6rq7u/Hw4UOMHj3aFR89ejS6urpSntPV1ZVyfX9/P7q7u1FYWOilBC3S6TvRV199hX///RdLliwJosRApNP3b7/9htraWjQ3Nw/aL1VNp+/29nacO3cOeXl5OHHiBLq7u/HBBx/gn3/+GTTvA6fTd2VlJRoaGrB06VL09vaiv78fixYtws6dOzNRsjZ+zbW0PgiX+D0xReSx3ycz1fpU8Wed174thw4dQl1dHY4cOYKXXnopqPIC87R9P3z4EMuWLcOmTZtQUlKSqfIC4+V6G4aBUCiEhoYGVFRUYMGCBaivr8eBAwcG1atgwFvf0WgUH330ETZs2IDLly/j+++/R0dHB6qrqzNRqlZ+zDVPL1FeeOEFZGdnJ/1t+Pfffyf9bWAZM2ZMyvXhcBijRo3ysr026fRtOXLkCNasWYOjR49i3rx5QZbpO699x2IxXLp0CS0tLfjwww8BxAeTiCAcDuPMmTOYO3duRmofiHSud2FhIcaOHYsRI0bYsVdffRUigs7OTkyaNCnQmv2QTt9btmzBzJkz8fnnnwMAXn/9dRQUFGDWrFnYvHnzoPgXbjr8mmueXgHn5uairKwMjY2NrnhjYyMqKytTnjNjxoyk9WfOnEF5eTlycnK8bK9NOn0D8Ve+q1atwsGDBwfle2Je+45EIrh27RquXr1q/6yursbkyZNx9epVTJ8+PVOlD0g613vmzJn4888/cefOHTvW2tqKrKwsFBUVBVqvX9Lp++7du8jKco+R7OxsAPD9v+95lvg21zx9yE6cT1PZt2+fRKNR+fjjj6WgoEBu3LghIiK1tbWyYsUKe7316RqffPKJRKNR2bdv36D+NLSn7fvgwYMSDodl165d8tdff9k/b926pauFtHjtO9Fg/SwIr33HYjEpKiqSxYsXy/Xr16WpqUkmTZok7733nq4W0uK17/3790s4HJbdu3dLW1ubnDt3TsrLy6WiokJXC2mJxWLS0tIiLS0tAkDq6+ulpaXF/vS7oOaa5wEsIrJr1y4ZP3685ObmyptvvilNTU32sZUrV8rs2bNd63/66SeZNm2a5ObmyoQJE2TPnj3pbKudl75nz55t/QfIrp8rV67MfOED5PV6qwbrABbx3vevv/4q8+bNk/z8fCkqKpJPP/1U7t69m+GqB85r3zt27JDS0lLJz8+XwsJCWb58uXR2dma46oH58ccfH/vnNai5xu8HTESkCb8XBBGRJhzARESacAATEWnCAUxEpAkHMBGRJhzARESacAATEWnCAUxEpAkHMBGRJhzARESacAATEWnyf6Hi2wQVFQZlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GnBu_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Greens\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Greens_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Greys\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAJlUlEQVR4nO3dXUhUbRcG4DU6mn+N0J+aimVoZpCVoqmEEWbQS9JBJBRhUZBEZEWFYaRCEBUJGVogZidakmV0YKUHZWpRaArRBIZaKGWhYWpmprPeg4/xHXXPz97uPU9+3hdIuuaZZ681e7ydxlF1zMwEAABO5yK6AQCAuQoBDAAgCAIYAEAQBDAAgCAIYAAAQRDAAACCIIABAATRa7HpyMgIjY6OarE1AIAQ7u7u5OHhoeqeqgfwyMgILV++nHp6etTeGgBAGH9/f+rs7FQ1hHVq/yTcwMAA+fr6UldXF82fP5+IiCwPYX5fSU2qrnRvW/tbXi61XqoHWzWpfe0d11Yf9tZa68uRy60d12Qy2VxvWZNaa1mTqlv2ZW+tZV2qZmsea3vbu13l1KfOpPRcOnp727v9rO1hMpnsnl9z3XKtrboje1ted2pdai5b58ze/dKR2e3d1yz9+PGDDAYDqUWTpyCIiAwGw6wJYGufGPbWO1qT2tfaemsfT6058oloa721uawd116oWu6hJIAd+YRzZK29eeQGsJLAthXAatXlzGhtvVRIOhq09uo6nW6irtPpJvVh/tha3dp9UGoWW/djc29SzP05crllH2rDN+EAAARBAAMACIIABgAQBAEMACAIAhgAQBAEMACAIAhgAABBEMAAAIIggAEABEEAAwAIggAGABAEAQwAIAgCGABAEAQwAIAgCGAAAEEQwAAAgiCAAQAEQQADAAiCAAYAEAQBDAAgCAIYAEAQBDAAgCAIYAAAQRDAAACCIIABAARBAAMACIIABgAQRK/VxgMDA8TMREQT/1q+r6QmVVe6t639LS+XWi/Vg62a1L72jmurD3trrfXlyOXWjmsymWyut6xJrbWsSdUt+7K31rIuVbM1j7W97d2ucupTZ1J6Lh29ve3dftb2MJlMds+vuW651lbdkb0trzu1LjWXrXNm734509vV8pxpQfUAZmby8fGh4OBgtbcGABDGx8dH9UBWPYB1Oh0NDQ1RV1cXGQwGtbf/aw0MDFBwcDDmniMw99ycW6fTqbqvZk9BGAyGOXWCzDD33IK5YSbwTTgAAEEQwAAAgrjm5ubmqr6pqytt2rSJ9HrNnuH4K2FuzD0XYG715tax1q+zAAAASXgKAgBAEAQwAIAgCGAAAEEQwAAAgiCAAQAEURTARUVFtHz5cvLw8KDo6Giqr6+3ub6uro6io6PJw8ODQkND6caNG4qaFU3O3Pfv36ctW7bQ4sWLyWAwUHx8PD158sSJ3apH7vk2a2xsJL1eT2vXrtW4Q23Infv379+UnZ1NISEhNG/ePFqxYgXdvHnTSd2qR+7cZWVlFBUVRV5eXhQQEED79++nvr4+J3WrjufPn9P27dtp6dKlpNPp6MGDB3avo0qusUx37txhNzc3Li4uZqPRyJmZmezt7c2fPn2SXN/R0cFeXl6cmZnJRqORi4uL2c3NjSsrK+UeWii5c2dmZvLFixf59evX3NbWxmfOnGE3Nzd+8+aNkzufGblzm/X393NoaCinpKRwVFSUk7pVj5K5U1NTOS4ujmtra7mzs5NfvXrFjY2NTux65uTOXV9fzy4uLnz16lXu6Ojg+vp6Xr16Ne/YscPJnc9MdXU1Z2dn871795iIuKqqyuZ6tXJNdgDHxsZyRkbGpFpERARnZWVJrj99+jRHRERMqh06dIg3bNgg99BCyZ1bSmRkJOfl5andmqaUzp2WlsZnz57lnJycWRnAcud+9OgR+/r6cl9fnzPa04zcuS9fvsyhoaGTagUFBRwUFKRZj1pzJIDVyjVZT0GMjo5Sc3MzpaSkTKqnpKTQixcvJK/z8uXLaeu3bt1KTU1N9OfPH1mP1kVRMvdUJpOJBgcHacGCBVq0qAmlc5eWllJ7ezvl5ORo3aImlMz98OFDiomJoUuXLlFgYCCFh4fTyZMn6devX85oWRVK5k5ISKDu7m6qrq4mZqavX79SZWUl/fPPP85oWRi1ck3Wz9T19vbS+Pg4+fn5Tar7+flRT0+P5HV6enok14+NjVFvby8FBATIaUEIJXNPdeXKFfr58yft2rVLixY1oWTuDx8+UFZWFtXX18/aH1VVMndHRwc1NDSQh4cHVVVVUW9vLx0+fJi+f/8+a54HVjJ3QkIClZWVUVpaGo2MjNDY2BilpqbStWvXnNGyMGrlmqJvwk39nZjMbPP3ZEqtl6r/7eTObXb79m3Kzc2liooKWrJkiVbtacbRucfHx2n37t2Ul5dH4eHhzmpPM3LOt8lkIp1OR2VlZRQbG0vbtm2j/Px8unXr1qx6FEwkb26j0UhHjx6lc+fOUXNzMz1+/Jg6OzspIyPDGa0KpUauyXqIsmjRInJ1dZ321fDbt2/TvhqY+fv7S67X6/W0cOFCOYcXRsncZhUVFXTgwAG6e/cuJScna9mm6uTOPTg4SE1NTdTS0kJHjhwhov/+nIxer6eamhravHmzU3qfCSXnOyAggAIDA8nX13eitmrVKmJm6u7uprCwME17VoOSuS9cuECJiYl06tQpIiJas2YNeXt708aNG+n8+fOz4n+4SqiVa7IeAbu7u1N0dDTV1tZOqtfW1lJCQoLkdeLj46etr6mpoZiYGHJzc5NzeGGUzE30v0e++/bto/Ly8ln5nJjcuQ0GA719+5ZaW1sn3jIyMmjlypXU2tpKcXFxzmp9RpSc78TERPr8+TMNDQ1N1Nra2sjFxYWCgoI07VctSuYeHh4mF5fJMeLq6kpE0//u4f8T1XJN1rfs+L+XqZSUlLDRaORjx46xt7c3f/z4kZmZs7KyeO/evRPrzS/XOH78OBuNRi4pKZnVL0NzdO7y8nLW6/VcWFjIX758mXjr7+8XNYIicueeara+CkLu3IODgxwUFMQ7d+7kd+/ecV1dHYeFhfHBgwdFjaCI3LlLS0tZr9dzUVERt7e3c0NDA8fExHBsbKyoERQZHBzklpYWbmlpYSLi/Px8bmlpmXj5nVa5JjuAmZkLCws5JCSE3d3def369VxXVzdxWXp6OiclJU1a/+zZM163bh27u7vzsmXL+Pr160oOK5ycuZOSkpiIpr2lp6c7v/EZknu+Lc3WAGaWP/f79+85OTmZPT09OSgoiE+cOMHDw8NO7nrm5M5dUFDAkZGR7OnpyQEBAbxnzx7u7u52ctcz8/TpU5ufr1rlGn4fMACAIPhdEAAAgiCAAQAEQQADAAiCAAYAEAQBDAAgCAIYAEAQBDAAgCAIYAAAQRDAAACCIIABAARBAAMACPIvM96oFSc4RJwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Greys_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OrRd\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OrRd_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Oranges\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Oranges_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PRGn\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAL7klEQVR4nO3df2hV5R8H8PfznLs1ncwv/dLlwlpoZpDVxsxJGGELiqQ/IqEIi4JGRKuoWBipEERFQoYWiNk/syTL8A8r94VaU6PQJkQ3MNyKRq2YIc1srp3n8/3jPOfcc+9uy3N37n3c1/cLLvfcz3nu5zwfrr43736oRERAREQVp11vgIjoXMUAJiJyhAFMROQIA5iIyBEGMBGRIwxgIiJHGMBERI5kytF0dHQUY2Nj5WhNROREdXU1ampqUu2ZegCPjo5i9oz/YAyn025NROTM3LlzMTAwkGoIpx7AY2NjGMNptKqVqFbV0NqD1sE7HVppaG1v9jivrjS08oJatE7ZY694j2i9is4pT0F5trenoHSuDgDwNLRWdp2K9qG0DtZ7Or8e9vA0oBW07RNeR+vgfLiP4Hq5+7AOL5hHaRWr6+hxeBzVlcrrHexJ5a0HEFtn75Xdn61F9bC3UrHnILZvu1YpILbvvP6x3tFzbA062ItSAFRhHYACoO15u+/ocWHd9insHa4L66IEAoGIgT0K6mKQqwhgf+BTENYNJKrlHodnw7UiufPG1mGvZcQENxgAiI6NBOfCmsDk1sbqxu4xXpdYz4nrJf96xocvBr7x4ZvgHgB8keCcMcFNwnqwxhgJnmN7x59voprJ9ZZcb2MMjDHwjUT3QV3g23PGngv6hOsMjC/RPsRIdK7YWrH9wmsG5wRiryf2WIxAJL+O6JzJX+/n1kq073gvk9877GsEGBcM7R/C2NjY2R3AucYZZFQVtPKg7d9yT4WhqfPqUU1reBMCOAzciQHsqVg9trZoAHu5AI5CMwxa7wwC2LM9dGx9PIC9fw/geFifUQAXBq2nitd18QDOC9V4ABeE6oS1amI9cQBPWg/KkwZwQdCWHsC2XnIAy4QAlskCuFjQThrACeuxmv+PARyv/VO9eAD/Uy3qYQNT27DUYUj6Al0QzgCg7LGKBbAKQ9cIlD1nhwyO7VqJ6jZICwO14BavwwhgVHBve8MP6xLVVfyxvVzemqh3eDJd/CIcEZEjDGAiIkcYwEREjjCAiYgcYQATETnCACYicoQBTETkCAOYiMgRBjARkSMMYCIiRxjARESOMICJiBxhABMROcIAJiJyhAFMROQIA5iIyBEGMBGRIwxgIiJHGMBERI4wgImIHGEAExE5wgAmInKEAUxE5AgDmIjIEQYwEZEjDGAiIkcYwEREjmTK1Xgc49CiocVAS5DzBtrWNDT8qK7DutHwlZerQUMrZY9sXenYOQ0tti7KPtZQUFAIeysoe00lKticaGitoCS4aROsVVpDGwVlNJRR0NrWjYLyNbSnAa2gvaCP8hSUZ3vZteFx/D6swwvmUVrF6jp6HB5HdaXyeisvfJxbDyC2zt4ruz9bi+phb6Viz0Fs33atUkBs33n9Y72j59gadLAXpQCowjoABUDb83bf0ePCuu1T2DtcF9ZFCQQCEQN7FNTFIFcRQGwdYd1AolrucXg2XCuSO29sHfZaRkxwgwn+fNtjI8G5sCYwubWxurF7jNcl1nPiesm/nvHhi4FvfPgmuAcAXyQ4Z0xwk7AerDFGgufY3vHnm6hmcr0l19sYA2MMfCPRfVAX+PacseeCPuE6A+NLtA8xEp0rtlZiPXI9BWKvJ/ZYjEAkv47onMlf7+fW5urxXia/d9jXCDBuX/uUpR7AIoJZs2bh4Mn/AgLYPytERNParFmzog/aaUk9gJVSOHnyJH766SfU1dWl3f6s9ccff+DSSy/l3OcIzn1uzh39iywlZXsLoq6u7px6gUKc+9zCuWkq+EU4IiJHGMBERI5469evX596U8/DTTfdhEymbO9wnJU4N+c+F3Du9OZWkvaX9YiI6IzwLQgiIkcYwEREjjCAiYgcYQATETnCACYicqSkAN6yZQsuv/xy1NTUoKmpCb29vZOu7+npQVNTE2pqatDY2Ig333yzpM26lmTuDz74ALfccgsuuugi1NXVYdmyZfjkk08quNv0JH29QwcOHEAmk8G1115b5h2WR9K5T58+jbVr12L+/Pk477zzcMUVV+Ctt96q0G7Tk3Turq4uLFmyBDNnzkR9fT0eeOABHD9+vEK7Tcfnn3+OO+64A5dccgmUUvjwww//9Tmp5Jok9O6770pVVZVs3bpVstmsdHR0SG1trfz4449F1/f398vMmTOlo6NDstmsbN26VaqqqmTXrl1JL+1U0rk7OjrkpZdekq+++kqOHj0qzz77rFRVVcnXX39d4Z1PTdK5QydOnJDGxkZpa2uTJUuWVGi36Sll7lWrVsnSpUulu7tbBgYG5Msvv5QDBw5UcNdTl3Tu3t5e0VrLa6+9Jv39/dLb2ytXX3213HnnnRXe+dTs3btX1q5dK++//74AkN27d0+6Pq1cSxzALS0t0t7enldbtGiRdHZ2Fl3/zDPPyKJFi/JqDz/8sNxwww1JL+1U0rmLWbx4sWzYsCHtrZVVqXOvXr1annvuOVm3bt20DOCkc3/00Ucye/ZsOX78eCW2VzZJ537llVeksbExr7Zp0yZpaGgo2x7L7UwCOK1cS/QWxNjYGA4fPoy2tra8eltbGw4ePFj0OV988cWE9bfeeisOHTqEv//+O9Fn666UMnchYwxGRkZw/vnnl2OLZVHq3Nu3b8exY8ewbt26cm+xLEqZe8+ePWhubsbLL7+MefPmYeHChXjqqafw119/VWLLqShl7tbWVgwODmLv3r0QEfz666/YtWsXbr/99kps2Zm0ci3Rz9QNDw/D933MmTMnrz5nzhwMDQ0Vfc7Q0FDR9ePj4xgeHkZ9fX2SLThRytyFXn31Vfz555+4++67y7HFsihl7u+//x6dnZ3o7e2dtj+qWsrc/f392L9/P2pqarB7924MDw/jkUcewe+//z5t3gcuZe7W1lZ0dXVh9erVGB0dxfj4OFatWoXXX3+9Elt2Jq1cK+mLcIW/E1NEJv09mcXWF6uf7ZLOHXrnnXewfv167Ny5ExdffHG5tlc2Zzq37/u45557sGHDBixcuLBS2yubJK+3MQZKKXR1daGlpQW33XYbNm7ciLfffntafRYMJJs7m83isccew/PPP4/Dhw/j448/xsDAANrb2yuxVafSyLVEn6JceOGF8DxvwkfD3377bcJHg9DcuXOLrs9kMrjggguSXN6ZUuYO7dy5Ew8++CDee+89rFy5spzbTF3SuUdGRnDo0CH09fXh0UcfBRAEk4ggk8lg3759uPnmmyuy96ko5fWur6/HvHnzMHv27Kh21VVXQUQwODiIBQsWlHXPaShl7hdffBHLly/H008/DQC45pprUFtbixtvvBEvvPDCtPgXbinSyrVEnwFXV1ejqakJ3d3defXu7m60trYWfc6yZcsmrN+3bx+am5tRVVWV5PLOlDI3EHzme//992PHjh3T8j2xpHPX1dXhm2++wZEjR6Jbe3s7rrzyShw5cgRLly6t1NanpJTXe/ny5fj5559x8uTJqHb06FFordHQ0FDW/aallLlPnToV/d+EIc8L/p9G+T/+PV+p5VqiL9lJ7ttUtm3bJtlsVh5//HGpra2VH374QUREOjs75b777ovWh9+u8cQTT0g2m5Vt27ZN629DO9O5d+zYIZlMRjZv3iy//PJLdDtx4oSrEUqSdO5C0/W7IJLOPTIyIg0NDXLXXXfJt99+Kz09PbJgwQJ56KGHXI1QkqRzb9++XTKZjGzZskWOHTsm+/fvl+bmZmlpaXE1QklGRkakr69P+vr6BIBs3LhR+vr6om+/K1euJQ5gEZHNmzfL/Pnzpbq6Wq6//nrp6emJzq1Zs0ZWrFiRt/6zzz6T6667Tqqrq+Wyyy6TN954o5TLOpdk7hUrVgiC/5Y077ZmzZrKb3yKkr7ecdM1gEWSz/3dd9/JypUrZcaMGdLQ0CBPPvmknDp1qsK7nrqkc2/atEkWL14sM2bMkPr6ern33ntlcHCwwruemk8//XTSv6/lyjX+PmAiIkf4uyCIiBxhABMROcIAJiJyhAFMROQIA5iIyBEGMBGRIwxgIiJHGMBERI4wgImIHGEAExE5wgAmInLkfw5ebHWlFfkxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PRGn_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Paired\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Paired_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pastel1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pastel1_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pastel2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pastel2_r\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAIyUlEQVR4nO3db0hTfRsH8GvuT9PZhP7pcmG3oZlBVoqmEkaYQZH0IhKKsChIIrKiwjBSIYiKhAwtELM3WpJlBFnpi7JpUWgTosVjqEVSFi6kqdlSr+fFjd63NXs6x3P2m4/fD+zN8ey368uZX7edbWqYmQkAALzOT/QAAADTFQoYAEAQFDAAgCAoYAAAQVDAAACCoIABAARBAQMACKJTY9HBwUFyu91qLA0AIITBYCCj0ajomooX8ODgIFmtVnI6nUovDQAgTEhICHV2dipawooXsNvtJqfTSXfv3iWTyaT08pOyaK7oCSZmDuoSPcKEurUW0SNMaObr+aJH8Og/JlWeXCpi+eBT0SNMqG5OmOgRPBro66ddCRvI7Xb7dgGPMplMFBgYqNbysphnip5gYmZzgOgRJtSv9a3j+G/mQN88qIE+XMBmne/e1wJm+u59TQ04CQcAIAgKGABAEBQwAIAgKGAAAEFQwAAAgqCAAQAEQQEDAAiCAgYAEAQFDAAgCAoYAEAQFDAAgCAoYAAAQVDAAACCoIABAARBAQMACIICBgAQBAUMACAIChgAQBAUMACAIChgAABBUMAAAIKggAEABEEBAwAIggIGABAEBQwAIAgKGABAEBQwAIAgOrUW7u/vV2tp2b76i57gN/wGRE8wIZe2T/QIE+tziZ7Aoz5W7Vdr0r4O+u59bcDom/e1gT51+kzxewkzU2BgIG3cuFHppQEAhAkMDCRmVnRNxQtYo9FQX18fvX//nsxms9LL+6yvX7/SggULkHuaQO7pmVuj0Si6rmrPk8xm87Q6QKOQe3pBbpgMnIQDABAEBQwAIIg2Pz8/X/FFtVpas2YN6XS+eyZYDciN3NMBciuXW8NKn9YDAIA/gpcgAAAEQQEDAAiCAgYAEAQFDAAgCAoYAEAQWQVcUlJCf/31FxmNRoqNjSWbzfbb/RsaGig2NpaMRiOFh4fT5cuXZQ0rmpTct27donXr1tHcuXPJbDZTYmIiPXjwwIvTKkfq8R7V1NREOp2Oli9frvKE6pCa+/v375Sbm0thYWE0Y8YMWrRoEV25csVL0ypHau6KigqKiYmhgIAAslgstGvXLnI6nV6aVhmPHz+mTZs20fz580mj0dDt27f/53UU6TWW6Pr166zX67m0tJQdDgdnZ2ezyWTid+/eedy/o6ODAwICODs7mx0OB5eWlrJer+fq6mqpNy2U1NzZ2dl85swZfv78Obe1tfHx48dZr9fzixcvvDz55EjNPaq3t5fDw8M5LS2NY2JivDStcuTkTk9P54SEBK6vr+fOzk5+9uwZNzU1eXHqyZOa22azsZ+fH1+4cIE7OjrYZrPx0qVLefPmzV6efHJqa2s5NzeXb968yUTENTU1v91fqV6TXMDx8fGclZU1bltUVBTn5OR43P/YsWMcFRU1btvevXt51apVUm9aKKm5PYmOjuaCggKlR1OV3NwZGRl84sQJzsvLm5IFLDX3vXv3OCgoiJ1OpzfGU43U3OfOnePw8PBx24qKithqtao2o9r+pICV6jVJL0G43W5qaWmhtLS0cdvT0tLoyZMnHq/z9OnTX/Zfv349NTc3048fPyQ9WhdFTu6fjYyMkMvlolmzZqkxoirk5i4vL6f29nbKy8tTe0RVyMl9584diouLo7Nnz1JoaChFRkbSkSNH6Nu3b94YWRFyciclJVFXVxfV1tYSM9OnT5+ourr6//7raJXqNUmfqevp6aHh4WEKDg4etz04OJi6u7s9Xqe7u9vj/kNDQ9TT00MWi0XKCELIyf2z8+fPU39/P23dulWNEVUhJ/ebN28oJyeHbDbblP2oqpzcHR0d1NjYSEajkWpqaqinp4f27dtHX758mTKvA8vJnZSURBUVFZSRkUGDg4M0NDRE6enpdPHiRW+MLIxSvSbrJNzP34nJzL/9nkxP+3va7uuk5h517do1ys/Pp6qqKpo3b55a46nmT3MPDw/Ttm3bqKCggCIjI701nmqkHO+RkRHSaDRUUVFB8fHxtGHDBiosLKSrV69OqUfBRNJyOxwOOnDgAJ08eZJaWlro/v371NnZSVlZWd4YVSglek3SQ5Q5c+aQVqv95a/h58+ff/lrMCokJMTj/jqdjmbPni3l5oWRk3tUVVUV7d69m27cuEGpqalqjqk4qbldLhc1NzeT3W6n/fv3E9HfxcTMpNPpqK6ujtauXeuV2SdDzvG2WCwUGhpKQUFBY9uWLFlCzExdXV0UERGh6sxKkJP79OnTlJycTEePHiUiomXLlpHJZKLVq1fTqVOnpsQzXDmU6jVJj4ANBgPFxsZSfX39uO319fWUlJTk8TqJiYm/7F9XV0dxcXGk1+ul3LwwcnIT/f3Id+fOnVRZWTklXxOTmttsNtPLly+ptbV17JKVlUWLFy+m1tZWSkhI8NbokyLneCcnJ9OHDx+or++f/2nW1tZGfn5+ZLVaVZ1XKXJyDwwMkJ/f+BrRarVERIr/+x5folivSTplx/+8TaWsrIwdDgcfPHiQTSYTv337lpmZc3JyeMeOHWP7j75d49ChQ+xwOLisrGxKvw3tT3NXVlayTqfj4uJi/vjx49ilt7dXVARZpOb+2VR9F4TU3C6Xi61WK2/ZsoVfvXrFDQ0NHBERwXv27BEVQRapucvLy1mn03FJSQm3t7dzY2Mjx8XFcXx8vKgIsrhcLrbb7Wy325mIuLCwkO12+9jb79TqNckFzMxcXFzMYWFhbDAYeOXKldzQ0DD2s8zMTE5JSRm3/6NHj3jFihVsMBh44cKFfOnSJTk3K5yU3CkpKUxEv1wyMzO9P/gkST3e/zZVC5hZeu7Xr19zamoq+/v7s9Vq5cOHD/PAwICXp548qbmLioo4Ojqa/f392WKx8Pbt27mrq8vLU0/Ow4cPf/v7qlav4fuAAQAEwXdBAAAIggIGABAEBQwAIAgKGABAEBQwAIAgKGAAAEFQwAAAgqCAAQAEQQEDAAiCAgYAEAQFDAAgyH8ByT1cf5IRfuAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PiYG\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PiYG_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PuBu\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PuBuGn\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PuBuGn_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PuBu_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PuOr\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PuOr_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PuRd\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PuRd_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Purples\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Purples_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdBu\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdBu_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdGy\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdGy_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdPu\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdPu_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdYlBu\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdYlBu_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdYlGn\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RdYlGn_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reds\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reds_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set1\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set1_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set2\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAI20lEQVR4nO3db0hTfRsH8Gu6rel6JvRPl+upDM0MslI0lTDCDIqkF90JRZgUJBFZUWEYqRBERUKGFojZGy3JMnphpS/KpkWhzZtogaEWjbIeDWs2banX8+LG7lvbejrHc/bTx+8H9uZ09tv34uTX49lxapiZCQAAfM5PdAAAgKkKBQwAIAgKGABAEBQwAIAgKGAAAEFQwAAAgqCAAQAE0aqx6MDAALndbjWWBgAQQq/Xk8FgUHRNxQt4YGCAZoSaqf9Tr9JLAwAIExISQp2dnYqWsOIF7Ha7qf9TL22rLiK9MUDp5cel8FmD6AheXZyxS3QEr/74zzfREbx6uOGi6Age/aFpFx3Bq/fdGaIjePVn779FR/DI5XJRZmYmud3uiV3AI/TGANIbA9VaXhaTQS86gleGgOmiI3j1L4Nq/03GLXC6TnQEj0waf9ERvOrrn1gnRv8U6J5YnaE2vAkHACAIChgAQBAUMACAIChgAABBUMAAAIKggAEABEEBAwAIggIGABAEBQwAIAgKGABAEBQwAIAgKGAAAEFQwAAAgqCAAQAEQQEDAAiCAgYAEAQFDAAgCAoYAEAQFDAAgCAoYAAAQVDAAACCoIABAARBAQMACIICBgAQBAUMACAIChgAQBAUMACAIFq1FnZ/7Vdradm+DLhFR/BqoL9PdASvnAPfREfwytX3XXQEj75ohkRH8Mo5Ab82R7hcLtERPFIrl4aZWckFP3/+TBaLhfr6Jm6hAABINX36dHI4HBQUFKTYmoqfAWs0Gurr66O3b9+SyWRSevkJ68uXLzRv3jzMPUVg7qk5t0ajUXRd1S5BmEymKXWARmDuqQVzw3jgTTgAAEFQwAAAgvjn5+fnK76ovz+tWbOGtFrVrnBMSJgbc08FmFu5uRW/CwIAAH4PLkEAAAiCAgYAEAQFDAAgCAoYAEAQFDAAgCCyCrikpIQWLlxIBoOBYmJiyGq1/nL/hoYGiomJIYPBQGFhYXTp0iVZYUWTMvfNmzdp3bp1NHv2bDKZTJSQkED37t3zYVrlSD3eI5qamkir1dLy5ctVTqgOqXN/+/aNcnNzaf78+TRt2jRatGgRXb582UdplSN17oqKCoqOjqbAwEAym82UmZlJPT09PkqrjIcPH9KmTZto7ty5pNFo6NatW//zOYr0Gkt07do11ul0XFpayna7nbOzs9loNPKbN2887t/R0cGBgYGcnZ3NdrudS0tLWafTcXV1tdSXFkrq3NnZ2Xz69Gl++vQpt7W18bFjx1in0/GzZ898nHx8pM49ore3l8PCwjg1NZWjo6N9lFY5cuZOS0vj+Ph4rq+v587OTn7y5Ak3NTX5MPX4SZ3barWyn58fnz9/njs6OthqtfLSpUt58+bNPk4+PrW1tZybm8s3btxgIuKamppf7q9Ur0ku4Li4OM7Kyhq1LTIyknNycjzuf/ToUY6MjBy1bc+ePbxq1SqpLy2U1Lk9iYqK4oKCAqWjqUru3Onp6Xz8+HHOy8ublAUsde47d+5wUFAQ9/T0+CKeaqTOffbsWQ4LCxu1raioiC0Wi2oZ1fY7BaxUr0m6BOF2u6mlpYVSU1NHbU9NTaVHjx55fM7jx49/2n/9+vXU3NxM379PzM9yHUvO3GMNDw+T0+mkGTNmqBFRFXLnLi8vp/b2dsrLy1M7oirkzH379m2KjY2lM2fOUGhoKEVERNDhw4epv3/ifvbuWHLmTkxMJIfDQbW1tcTM9OHDB6qurqaNGzf6IrIwSvWapN+p6+7upqGhIQoODh61PTg4mLq6ujw+p6ury+P+g4OD1N3dTWazWUoEIeTMPda5c+fo69evtHXrVjUiqkLO3K9evaKcnByyWq2T9ldV5czd0dFBjY2NZDAYqKamhrq7u2nv3r306dOnSXMdWM7ciYmJVFFRQenp6TQwMECDg4OUlpZGFy5c8EVkYZTqNVlvwo39TExm/uXnZHra39P2iU7q3COuXr1K+fn5VFVVRXPmzFErnmp+d+6hoSHatm0bFRQUUEREhK/iqUbK8R4eHiaNRkMVFRUUFxdHGzZsoMLCQrpy5cqkOgsmkja33W6n/fv304kTJ6ilpYXu3r1LnZ2dlJWV5YuoQinRa5JOUWbNmkX+/v4/fTf8+PHjT98NRoSEhHjcX6vV0syZM6W8vDBy5h5RVVVFu3btouvXr1NKSoqaMRUndW6n00nNzc1ks9lo3759RPRXMTEzabVaqquro7Vr1/ok+3jIOd5ms5lCQ0NH/bWEJUuWEDOTw+Gg8PBwVTMrQc7cp06doqSkJDpy5AgRES1btoyMRiOtXr2aTp48OSl+wpVDqV6TdAas1+spJiaG6uvrR22vr6+nxMREj89JSEj4af+6ujqKjY0lnU4n5eWFkTM30V9nvjt37qTKyspJeU1M6twmk4meP39Ora2tPx5ZWVm0ePFiam1tpfj4eF9FHxc5xzspKYnevXs36k9xtbW1kZ+fH1ksFlXzKkXO3C6Xi/z8RteIv78/Ef19Rvj/SLFek/SWHf99m0pZWRnb7XY+cOAAG41Gfv36NTMz5+Tk8I4dO37sP3K7xsGDB9lut3NZWdmkvg3td+eurKxkrVbLxcXF/P79+x+P3t5eUSPIInXusSbrXRBS53Y6nWyxWHjLli384sULbmho4PDwcN69e7eoEWSROnd5eTlrtVouKSnh9vZ2bmxs5NjYWI6LixM1gixOp5NtNhvbbDYmIi4sLGSbzfbj9ju1ek1yATMzFxcX8/z581mv1/PKlSu5oaHhx79lZGRwcnLyqP0fPHjAK1asYL1ezwsWLOCLFy/KeVnhpMydnJzMRPTTIyMjw/fBx0nq8f6nyVrAzNLnfvnyJaekpHBAQABbLBY+dOgQu1wuH6ceP6lzFxUVcVRUFAcEBLDZbObt27ezw+HwcerxuX///i+/XtXqNXweMACAIPgsCAAAQVDAAACCoIABAARBAQMACIICBgAQBAUMACAIChgAQBAUMACAIChgAABBUMAAAIKggAEABPkv2rRvzCb+qUcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set2_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set3\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Set3_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Spectral\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Spectral_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wistia\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wistia_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YlGn\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YlGnBu\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YlGnBu_r\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YlGn_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YlOrBr\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YlOrBr_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YlOrRd\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "YlOrRd_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "afmhot\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "afmhot_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "autumn\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "autumn_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "binary\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "binary_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bone\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bone_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "brg\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "brg_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bwr\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bwr_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cividis\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cividis_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cool\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cool_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "coolwarm\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "coolwarm_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "copper\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "copper_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cubehelix\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cubehelix_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "flag\n"
     ]
    },
    {
     "data": {
      "image/png": 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AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "flag_r\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_earth\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_earth_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_gray\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_gray_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_heat\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAKRElEQVR4nO3dfUhV9x8H8Pc59+g0w6BtlWXYHNkT1EqxMqKIMlgs+mMUbERFg0nEbKPCKFJhMCoKKnqA6OEfreiR/ujJP8ppi0bNYOwOGulGsh6wEWplpn5+f3jv9Xg893rP8Zz7zV/vFxzu9eP3fs/n48m3N72ZJiICIiJKOF11A0RE7ysGMBGRIgxgIiJFGMBERIowgImIFGEAExEpwgAmIlLE8GPTtrY2tLe3+7E1EZESycnJSElJ8XRPzwO4ra0NqampXm9LRKTUqFGj0NDQ4GkIex7A4We+WujQQ7cw3TffRltrrlnreow9+jun3R4wrdUt+8CmFu2c5r3768PaSzx9mx8b7ePn9Jzmtf3NHmvOWLNYr0u8Hytrf9Guga4DWujQQ+/QQ4vC79NDG2nmmh6lZllrtz7yGC36OWHtTYt+zvD6yHDWD5ZuOZystdY1HdCN7gMI3Q/Y1AxAs6ubaua6FqVut3c8a8P1gayNrLfUtUDvOWOt1Q00Nzdj7NixaG9vf7cD2Mz6SaTZHNZ6f6ESK4DjDTLrHk5CqM8nv8s+7M4ZbwDbnTOeALbrMd7Z+5sz1uxur1lc10ADdK37Nnwf6KlFbqOFrU1Ns9RjBrCpbreH9YuDowCOFrZO1/apaz1H+IOlWxqMvB3oOQDbcOquG/HVnaz1cw83e/tA738JERH5gQFMRKQIA5iISBEGMBGRIgxgIiJFGMBERIowgImIFGEAExEpwgAmIlKEAUxEpAgDmIhIEQYwEZEiDGAiIkUYwEREijCAiYgUYQATESnCACYiUoQBTESkCAOYiEgRBjARkSIMYCIiRRjARESKMICJiBRhABMRKcIAJiJShAFMRKQIA5iISBHDz80ldJjftrs1v78rdF8LHTC9jSi18H2x3CJKLfy2WPbQQ0f43Lqpbq7ppn2sazXT+vAtbGqaw/XWPqznNPfm5Jzmtf3NHmvOWLNoDtdbz2mt9boGAujSfRu+D4RuTe/Tu+LvO/wHM7yfbtnbfC6tC9BDG+mhxnQd0Ew1LXToWs9azbTOvD4ynLVJ3XI4WWutmwcLf7D0rp4D6LmvdYYaD10JXYu+t3nf/vbWOgHddACh+x2AbvQcAKAF+tZ0A9Bt6ta1kfWWuhYw7dPPWt1Ac3Mz/OB5AIsIhg4ditbW1l6BSuSbLvAPmiNdANpDB8Vr6NChELE+bRwYzwNY0zS0trbi0aNHSE9P93r7d1ZzczPGjh3Lud8TnPv9nFvTtP4XO+DbtyDS09PfqwsUxrnfL5ybBoI/hCMiUoQBTESkSKCsrKzM800DAcyfPx+G4euLLN45nJtzvw84t3dza+L1j/WIiCgu/BYEEZEiDGAiIkUYwEREijCAiYgUYQATESniKoAPHjyITz75BCkpKcjNzUVNTU3M9dXV1cjNzUVKSgqys7Nx+PBhV82q5mTu8+fPY9GiRfj444+Rnp6O2bNn49q1awns1jtOr3fYrVu3YBgGPvvsM5879IfTud+8eYOtW7ciKysLH3zwAT799FMcO3YsQd16x+ncFRUVmDZtGoYMGYKMjAysWbMGz58/T1C33vj555/xxRdfYPTo0dA0DRcvXuz3MZ7kmjh06tQpSUpKkiNHjkgwGJTi4mJJS0uTf/75x3Z9fX29DBkyRIqLiyUYDMqRI0ckKSlJzp496/TUSjmdu7i4WHbs2CG//vqrPHjwQLZs2SJJSUny22+/JbjzgXE6d9iLFy8kOztbCgsLZdq0aQnq1jtu5l66dKnMnDlTqqqqpKGhQe7cuSO3bt1KYNcD53Tumpoa0XVd9u7dK/X19VJTUyNTpkyRZcuWJbjzgbl8+bJs3bpVzp07JwDkwoULMdd7lWuOAzg/P1+Kiop61SZOnCglJSW26zdv3iwTJ07sVfv2229l1qxZTk+tlNO57UyePFnKy8u9bs1XbudesWKFbNu2TUpLSwdlADud+8qVKzJs2DB5/vx5ItrzjdO5d+3aJdnZ2b1q+/btk8zMTN969Fs8AexVrjn6FkR7ezvu3buHwsLCXvXCwkL88ssvto+5fft2n/WLFy/G3bt38fbtW0fP1lVxM7dVV1cXWlpaMHz4cD9a9IXbuY8fP46HDx+itLTU7xZ94WbuS5cuIS8vDzt37sSYMWOQk5ODjRs34vXr14lo2RNu5i4oKEBjYyMuX74MEcHTp09x9uxZLFmyJBEtK+NVrjn6N3VNTU3o7OzEyJEje9VHjhyJJ0+e2D7myZMntus7OjrQ1NSEjIwMJy0o4WZuq927d+Ply5dYvny5Hy36ws3cf/31F0pKSlBTUzNo/6mqm7nr6+tRW1uLlJQUXLhwAU1NTVi3bh3++++/QfN9YDdzFxQUoKKiAitWrEBbWxs6OjqwdOlS7N+/PxEtK+NVrrn6IZz1d2KKSMzfk2m33q7+rnM6d9jJkydRVlaG06dPY8SIEX6155t45+7s7MRXX32F8vJy5OTkJKo93zi53l1dXdA0DRUVFcjPz8fnn3+OPXv24MSJE4PqWTDgbO5gMIjvvvsO27dvx71793D16lU0NDSgqKgoEa0q5UWuOXqK8tFHHyEQCPT5avjs2bM+Xw3CRo0aZbveMAx8+OGHTk6vjJu5w06fPo21a9fizJkzWLhwoZ9tes7p3C0tLbh79y7q6uqwfv16AN3BJCIwDAPXr1/HggULEtL7QLi53hkZGRgzZgyGDRsWqU2aNAkigsbGRowfP97Xnr3gZu6ffvoJc+bMwaZNmwAAU6dORVpaGubOnYsff/xxUPwN1w2vcs3RM+Dk5GTk5uaiqqqqV72qqgoFBQW2j5k9e3af9devX0deXh6SkpKcnF4ZN3MD3c98V69ejcrKykH5PTGnc6enp+P333/H/fv3I0dRUREmTJiA+/fvY+bMmYlqfUDcXO85c+bg33//RWtra6T24MED6LqOzMxMX/v1ipu5X716BV3vHSOBQPf/tyb/x7/ny7Ncc/QjO+l5mcrRo0clGAzKhg0bJC0tTf7++28RESkpKZGVK1dG1odfrvH9999LMBiUo0ePDuqXocU7d2VlpRiGIQcOHJDHjx9HjhcvXqgawRWnc1sN1ldBOJ27paVFMjMz5csvv5Q//vhDqqurZfz48fLNN9+oGsEVp3MfP35cDMOQgwcPysOHD6W2tlby8vIkPz9f1QiutLS0SF1dndTV1QkA2bNnj9TV1UVefudXrjkOYBGRAwcOSFZWliQnJ8uMGTOkuro68r5Vq1bJvHnzeq2/efOmTJ8+XZKTk2XcuHFy6NAhN6dVzsnc8+bNC//Hy72OVatWJb7xAXJ6vc0GawCLOJ/7zz//lIULF0pqaqpkZmbKDz/8IK9evUpw1wPndO59+/bJ5MmTJTU1VTIyMuTrr7+WxsbGBHc9MDdu3Ij5+epXrvH3ARMRKcLfBUFEpAgDmIhIEQYwEZEiDGAiIkUYwEREijCAiYgUYQATESnCACYiUoQBTESkCAOYiEgRBjARkSL/A0IEhZ/nAH0vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_heat_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_ncar\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_ncar_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_rainbow\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_rainbow_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_stern\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_stern_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_yarg\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gist_yarg_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gnuplot\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gnuplot2\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gnuplot2_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gnuplot_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gray\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gray_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hot\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hot_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hsv\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hsv_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inferno\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inferno_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "jet\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAALY0lEQVR4nO3dcWiU9R8H8Pdzz3Pz5saEynS5sBaaGWS1MXMSRtiCIumPSCjCoqAR0SoyFkZOCKIkf2RogZj9M0uyDP+wcn/UmhaFNiG6wHArGrVihrRlc/c89+mP53lu33v2OH3unue+7uf7BQ+3fe573/t87m7vzdt5M0REQEREFZfS3QAR0cWKAUxEpAkDmIhIEwYwEZEmDGAiIk0YwEREmjCAiYg0sZLYdHx8HBMTE0lsTUSkRVVVFTKZTKx7xh7A4+PjqK6eC2As7q2JiLSZP38+BgcHYw3h2APY/cl3DMB6ALXeVfhXYwFIKzW/ng7Uz7VWraWV9epl/HoIM7CN/0SMWjMDrag1tX62Wjqwh3qdpncgULOmqQf78PeL0l9RXQDLcQ8AhmnDshyYlgPTysO0bLdty4GZcmBi8nC3cJAq1Gyvli+sSRXVHZjeeSnYsLw91D39/cLqfs3f09/vXHUT9pS+3T7sQM2/fL6wn1u3i3r316cKdaewX7Bvde/CbeU4MG3vNnEEpg2YNmDkAW8L99QG4HiHX3eUerBmAwjuUc76YM1fr/an9hhlfdgsfh/58PU5B7DtyVMAsB13SS6wRS6wRS6kjdw09bCaDeAMgP8ND2NiYuLCDuBJswBkMDUk04FToDiAz2dtWNCera4wlFP18AM4FTj8MDSV42xhe7ZaWACHBe256ghZFwzg0KAN6cUCYE0NYCPtwLD8w31IpywHqZQbICkvQN2bSg2b8AAqDuDJ2tQAngy0sPr5rTVD6qmi656sG7CQgund8SZSXs09z/QeKO7dbXiXUR8OUvR90N/HgsBUDndt3tvDgOkYMG1376IAVkNSDR81WdTPw2rBPcpZ7w/vKEP64al+fah7+F9H/teUv15lKB+Lcqq+GYK6v1fP5QHbAHKGewpMBmNO+ThYD4Zq8DLBuhVSM5W9k8BfwhERacIAJiLShAFMRKQJA5iISBMGMBGRJgxgIiJNGMBERJowgImINGEAExFpwgAmItKEAUxEpAkDmIhIEwYwEZEmDGAiIk0YwEREmjCAiYg0YQATEWnCACYi0oQBTESkCQOYiEgTBjARkSYMYCIiTRjARESaMICJiDRhABMRacIAJiLShAFMRKSJldzWZwCkvauwlauzvdOccvVpZa2lrFVr6lq1llbWq5fx6wpRTtUj79XzymEAcLy64R1QTsP29E+D+wGAqZzneJ9D+dy/Wfy6o3yu3iR+zQwZ3cTUm1CtFdUFsBz3ACCmDbEc78hDLPc+y1sOjJQDA5OH27bjNek3DxiFYRwIHEjhfncgyEPgIA8bouzhHwIHjlc34RSOvFJLwYEJGw4cmN4Nq9atQN2EXbSXW88X1dW1FvKF/dz65J7q+hQcr+6fl1f2zgdqAguCFASmIzBt94FiOYBpu4eRx+SXiO0dxTft5MdhNRvu40jdo5z1wZq/Xu1P7THKeiiXcwJ75EMOADkBbJk8VbfNKR8j8Ll/frCN3DT1sJoNN82SEHsAiwhqa2sxNrY57q3jo97pBMD93qA+MImoWG1tLUTk3AsjiD2ADcPA2NgYfv31V9TV1cW9/QXr77//xpVXXsm5LxKc++Kc2zCC/wQuT2JPQdTV1V1Ud5CPc19cODeVg7+EIyLShAFMRKSJ2dXV1RX7pqaJ2267DZaV4IssLkCcm3NfDDh3fHMbEvev9YiI6LzwKQgiIk0YwEREmjCAiYg0YQATEWnCACYi0qSkAN6+fTuuvvpqZDIZNDU1oa+vb9r1vb29aGpqQiaTQWNjI95+++2SmtUtytwfffQR7rjjDsydOxd1dXVYsWIFPvvsswp2G5+o97fv8OHDsCwLN954Y8IdJiPq3GfOnMGGDRuwcOFCzJo1C9dccw3eeeedCnUbn6hzd3d3Y9myZZg9ezbq6+vxyCOP4OTJkxXqNh5ffvkl7rnnHlxxxRUwDAMff/zxOS8TS65JRO+//76k02nZsWOHZLNZ6ejokJqaGvnll19C1w8MDMjs2bOlo6NDstms7NixQ9LptOzduzfqVWsVde6Ojg559dVX5dtvv5Xjx4/LCy+8IOl0Wr777rsKd16eqHP7Tp06JY2NjdLW1ibLli2rULfxKWXuNWvWyPLly6Wnp0cGBwflm2++kcOHD1ew6/JFnbuvr09SqZS88cYbMjAwIH19fXL99dfLvffeW+HOy3PgwAHZsGGDfPjhhwJA9u3bN+36uHItcgC3tLRIe3t7UW3JkiXS2dkZuv7555+XJUuWFNUef/xxueWWW6JetVZR5w6zdOlS2bRpU9ytJarUudeuXSsvvviibNy4cUYGcNS5P/nkE5kzZ46cPHmyEu0lJurcmzdvlsbGxqLa1q1bpaGhIbEek3Y+ARxXrkV6CmJiYgJHjx5FW1tbUb2trQ1fffVV6GW+/vrrKevvvPNOHDlyBLnczHjzw1LmDsrn8xgdHcUll1ySRIuJKHXuXbt24cSJE9i4cWPSLSailLn379+P5uZmvPbaa1iwYAEWL16M5557Dv/++28lWo5FKXO3trZiaGgIBw4cgIjgjz/+wN69e3H33XdXomVt4sq1SP+nbmRkBI7jYN68eUX1efPmYXh4OPQyw8PDoett28bIyAjq6+ujtKBFKXMHvf766/jnn39w//33J9FiIkqZ+6effkJnZyf6+vpm7H9VLWXugYEBHDp0CJlMBvv27cPIyAieeOIJ/PXXXzPmeeBS5m5tbUV3dzfWrl2L8fFx2LaNNWvW4M0336xEy9rElWsl/RIu+J6YIjLt+2SGrQ+rX+iizu1777330NXVhT179uDyyy9Pqr3EnO/cjuPggQcewKZNm7B48eJKtZeYKPd3Pp+HYRjo7u5GS0sL7rrrLmzZsgXvvvvujPopGIg2dzabxVNPPYWXXnoJR48exaefforBwUG0t7dXolWt4si1SD+iXHbZZTBNc8p3wz///HPKdwPf/PnzQ9dbloVLL700ytVrU8rcvj179uDRRx/FBx98gNWrVyfZZuyizj06OoojR46gv78fTz75JAA3mEQElmXh4MGDuP322yvSezlKub/r6+uxYMECzJkzp1C77rrrICIYGhrCokWLEu05DqXM/corr2DlypVYv349AOCGG25ATU0Nbr31Vrz88ssz4l+4pYgr1yL9BFxVVYWmpib09PQU1Xt6etDa2hp6mRUrVkxZf/DgQTQ3NyOdDvm7bRegUuYG3J98H374YezevXtGPicWde66ujp8//33OHbsWOFob2/Htddei2PHjmH58uWVar0spdzfK1euxG+//YaxsbFC7fjx40ilUmhoaEi037iUMvfp06eRShXHiGm6f9hQ/o/f5yu2XIv0KzuZfJnKzp07JZvNytNPPy01NTXy888/i4hIZ2enPPTQQ4X1/ss1nnnmGclms7Jz584Z/TK085179+7dYlmWbNu2TX7//ffCcerUKV0jlCTq3EEz9VUQUeceHR2VhoYGue++++SHH36Q3t5eWbRokTz22GO6RihJ1Ll37dollmXJ9u3b5cSJE3Lo0CFpbm6WlpYWXSOUZHR0VPr7+6W/v18AyJYtW6S/v7/w8rukci1yAIuIbNu2TRYuXChVVVVy8803S29vb+G8devWyapVq4rWf/HFF3LTTTdJVVWVXHXVVfLWW2+VcrXaRZl71apVwb+9LABk3bp1lW+8TFHvb9VMDWCR6HP/+OOPsnr1aqmurpaGhgZ59tln5fTp0xXuunxR5966dassXbpUqqurpb6+Xh588EEZGhqqcNfl+fzzz6f9ek0q1/h+wEREmvC9IIiINGEAExFpwgAmItKEAUxEpAkDmIhIEwYwEZEmDGAiIk0YwEREmjCAiYg0YQATEWnCACYi0uQ/kl9Thf4z2IgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "jet_r\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAALUElEQVR4nO3dcWhV5f8H8Pe559x558aEynS5sBaaGWS1MXMSRtiCIumPSCjCoqAR0SoyFkZOCKIkf2RogZj9M0uyjP6wcn/UmhaFNiG6geFWNGrFDGnL5nbO+Xz/uOfcPffsbHrOzrmP+/l+wcPuPve5z3k+996977z3emeIiICIiMouo3sDREQXKwYwEZEmDGAiIk0YwEREmjCAiYg0YQATEWnCACYi0sRKY9HR0VGMjY2lsTQRkRYVFRXI5XKJrpl4AI+OjmJ+ZSVGkl6YiEijhQsXor+/P9EQTjyAx8bGMAJgI4Bq7wD+QSwAWaXm17OB+rnmWoHzAcAyAcsCsspXAIAZskhG+d5U6uYM5/sbD85H4LJmjPlQ5qjzgcnrBtcI2aNkAMcqDACwTQOOZcExTbgwYXuLODAnjULdgoMMHGWuC0uZl1HWsOB6dRsZON5GStctrBdWn6gV1vTXO1fdDtm3G6ircyf2X9iHuqY63+/BwTTXlevVbBOObcGxM3BsE7ZTqIttAbZZGI4B2N5tYyvDwdR1tTYOwA3MVWt+fdy7rBOo21PUotbVWlh93Ks5St3fE5TLTDKuLBDcyDgmN2kHzkdIbap6WM0GcBaDg/+HsbGxCzuAfXMA5DARlFBOB8MzG6ifa64VuAwAZA3AMpSv/rPbmcAAJkJJHf5BwwJYrQXDMyyAg/OB0jWnW2Oq+Qi5fNj+zme+BYgZFsAGHNOAAwM2DADwQnZi2MWQzBTDZqqwVgNYrQUD2K85gXWizDVD6hmlptYNmMjAQsarZbyaAwuGd9q/Yo3imhN3FCl5pDOL6wgsCMzC8ALYtU0YtgXDNosDCASwPUUAhwVfMLDUmjrXwuSQNJWaer83vZr6M+KftgEY3oBy2v8+SJShfq+uLYF1plqrKCyA1dpU9WCoBi8TrFshNf/KSQdfhCMi0oQBTESkCQOYiEgTBjARkSYMYCIiTRjARESaMICJiDRhABMRacIAJiLShAFMRKQJA5iISBMGMBGRJgxgIiJNGMBERJowgImINGEAExFpwgAmItKEAUxEpAkDmIhIEwYwEZEmDGAiIk0YwEREmjCAiYg0YQATEWnCACYi0oQBTESkCQOYiEgTK62FzwLIegewlYPZ3tdx5eBZZa6lzFVr6lwrcD4AWFIYWf+r651hAHCVAaVuKKd9EtKM69VFOe3XzcDaLgoPa443TK/uKM2bgUYzSlOmUjdDasH5CMwLW8PEpCtXMoBjFQYA2KbAsQSOKXAhsL0mHbhwYJSMifpEW4XWjWLNKVkDcCFezYVTsrY/BA4cr24qw1VqGdgw4cCB6zVZWrdK6nbJOqa3x9K6OteFVVwPQMmapfMzcLy5rjf8tYvDLdTENiG2BbEzhdOOd+PYFmCbheEYE1eirQz1yg3W1do4Cvc7da5a8+vjmLhf2oH5YbWodScwJm78yT8jEhjTGleaCm5kHJObtAPnI6Q2VT2sZqOQaMlLPIBFBNXV1dg6MpL00tNTb3SKQVB6xyQiVXV1NUTO+WgRSeIBbBgGRkZG8Ntvv6Gmpibp5S9Y//zzD6688kr2fZFg3xdn34ZhnHtyBKk9BVFTU3NR3UA+9n1xYd80E3wRjohIEwYwEZEmZkdHR0fii5ombrvtNlhWas9wXJDYN/u+GLDv5Po2JOmX9YiI6LzwKQgiIk0YwEREmjCAiYg0YQATEWnCACYi0iRWAO/cuRNXX301crkcGhoa0NPTM+387u5uNDQ0IJfLob6+Hm+//XaszeoWpe+PPvoId9xxB+bPn4+amhqsWrUKn3/+eRl3m5yot7fvyJEjsCwLN954Y8o7TEfUvs+ePYtNmzZh8eLFmDNnDq655hq88847ZdptcqL23dnZiRUrVmDu3Lmora3FI488glOnTpVpt8n46quvcM899+CKK66AYRj4+OOPz3mZRHJNInr//fclm83Krl27JJ/PS1tbm1RVVcmvv/4aOr+vr0/mzp0rbW1tks/nZdeuXZLNZmX//v1RD61V1L7b2trk1Vdfle+++05OnDghL7zwgmSzWfn+++/LvPOZidq37/Tp01JfXy8tLS2yYsWKMu02OXH6XrdunaxcuVK6urqkv79fvv32Wzly5EgZdz1zUfvu6emRTCYjb7zxhvT19UlPT49cf/31cu+995Z55zNz8OBB2bRpk3z44YcCQA4cODDt/KRyLXIANzU1SWtra0lt2bJl0t7eHjr/+eefl2XLlpXUHn/8cbnllluiHlqrqH2HWb58uWzZsiXpraUqbt/r16+XF198UTZv3jwrAzhq359++qnMmzdPTp06VY7tpSZq31u3bpX6+vqS2vbt26Wuri61PabtfAI4qVyL9BTE2NgYjh07hpaWlpJ6S0sLvv7669DLfPPNN5Pm33nnnTh69CjGx2fHRx/G6TvIdV0MDw/jkksuSWOLqYjb9549e3Dy5Els3rw57S2mIk7fn3zyCRobG/Haa69h0aJFWLp0KZ577jn8999/5dhyIuL03dzcjIGBARw8eBAigj///BP79+/H3XffXY4ta5NUrkX6P3VDQ0NwHAcLFiwoqS9YsACDg4OhlxkcHAydb9s2hoaGUFtbG2ULWsTpO+j111/Hv//+i/vvvz+NLaYiTt8///wz2tvb0dPTM2v/q2qcvvv6+nD48GHkcjkcOHAAQ0NDeOKJJ/D333/PmueB4/Td3NyMzs5OrF+/HqOjo7BtG+vWrcObb75Zji1rk1SuxXoRLviZmCIy7edkhs0Pq1/oovbte++999DR0YF9+/bh8ssvT2t7qTnfvh3HwQMPPIAtW7Zg6dKl5dpeaqLc3q7rwjAMdHZ2oqmpCXfddRe2bduGd999d1b9FgxE6zufz+Opp57CSy+9hGPHjuGzzz5Df38/Wltby7FVrZLItUi/olx22WUwTXPSo+Fff/016dHAt3DhwtD5lmXh0ksvjXJ4beL07du3bx8effRRfPDBB1i7dm2a20xc1L6Hh4dx9OhR9Pb24sknnwRQCCYRgWVZOHToEG6//fay7H0m4tzetbW1WLRoEebNm1esXXfddRARDAwMYMmSJanuOQlx+n7llVewevVqbNy4EQBwww03oKqqCrfeeitefvnlWfEv3DiSyrVIvwFXVFSgoaEBXV1dJfWuri40NzeHXmbVqlWT5h86dAiNjY3IZrNRDq9NnL6Bwm++Dz/8MPbu3TsrnxOL2ndNTQ1++OEHHD9+vDhaW1tx7bXX4vjx41i5cmW5tj4jcW7v1atX4/fff8eI8qe4Tpw4gUwmg7q6ulT3m5Q4fZ85cwaZTGmMmKb39/D+H3/OV2K5FuklO5l4m8ru3bsln8/L008/LVVVVfLLL7+IiEh7e7s89NBDxfn+2zWeeeYZyefzsnv37ln9NrTz7Xvv3r1iWZbs2LFD/vjjj+I4ffq0rhZiidp30Gx9F0TUvoeHh6Wurk7uu+8++fHHH6W7u1uWLFkijz32mK4WYona9549e8SyLNm5c6ecPHlSDh8+LI2NjdLU1KSrhViGh4elt7dXent7BYBs27ZNent7i2+/SyvXIgewiMiOHTtk8eLFUlFRITfffLN0d3cXz9uwYYOsWbOmZP6XX34pN910k1RUVMhVV10lb731VpzDahel7zVr1gT/7qsAkA0bNpR/4zMU9fZWzdYAFone908//SRr166VyspKqaurk2effVbOnDlT5l3PXNS+t2/fLsuXL5fKykqpra2VBx98UAYGBsq865n54osvpv15TSvX+HnARESa8LMgiIg0YQATEWnCACYi0oQBTESkCQOYiEgTBjARkSYMYCIiTRjARESaMICJiDRhABMRacIAJiLS5H/hmkKrqxs/HAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "magma\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "magma_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nipy_spectral\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nipy_spectral_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ocean\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ocean_r\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pink\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pink_r\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAKzUlEQVR4nO3dW2gU5xsG8Gc2mzQau4F6TI1/a8Qz1ENC1IhYik2honghFSpFSwsNIqaKlYiiEQSpoqDiAUTtTWyltooXnnKhadRiUSOIW7CYtDVoWqJoYjWa7Pf+L3ZndnYzSTObmf0MPj9YsvvNu+98764+rpuTISICIiJKu4DuDRARva4YwEREmjCAiYg0YQATEWnCACYi0oQBTESkCQOYiEiToB9N29ra8PLlSz9aExFpkZWVhezsbE97eh7AbW1tGDVqFJqamrxuTUSkzbBhw9DQ0OBpCBtefydcS0sLcnNzce/eX3jzzTcBSOwCRE8VvcSvI+m2u9r49hNr4+uqmx7R4131iN43eS+qmz3Ge5jnjdeqnvWwPR3R24j3FgAi0RKHuuRjgth1AQRiGz9eJ7Y161xdnjP+EFr9pJu+th7mbM7rtvNZfZLWVXf7FpgPaad1h3oRsfqZpVDxc1rFyvbYKftebHtTtt4q3tvpcRWR2J+o+G2xXbfWbfuU5HqnHrY+5lOmHHpDJLqeVK/sfcw1232VU4/YcWXbt3Kod+xtq0uu7aqHUirhfEopq968bq3HPkZs6xGlosdi6xGlrPoOpRCJRKy1SCSC9hcv0N7ejo7YRwXgPoAnT54gFArBK768BQEAoVDIpwBWDsfQqbZnASzwJoCdergJYNsebUHU6wC2BaQ3ARzvIUn1jn1tPXoUwMkhad9HjwK4Z+s9DWBJCFq3Ady51k0A248n1Dv1sN3HXHcKYHuw2evdBHBCD+l5AHe15hjAtnC11v8jgCPJ64aBgGFY9QHDgDIMRAwDRuwCACr20bD9fYIIVCAAFbuPn58o4yfhiIg0YQATEWnCACYi0oQBTESkCQOYiEgTBjARkSYMYCIiTRjARESaMICJiDRhABMRacIAJiLShAFMRKQJA5iISBMGMBGRJgxgIiJNGMBERJowgImINGEAExFpwgAmItKEAUxEpAkDmIhIEwYwEZEmDGAiIk0YwEREmjCAiYg0YQATEWnCACYi0iToV+OWlhaICADzgoTb8etIuu2uNnodnWrj66qbHtHjXfWI3jd5L6qbPcZ7mOeN16qe9bD6xI4J4r0FgEi0xKEu+Zggdl0AgdjGj9eJbc06V5fnjD+EVj/ppq+thzmb87rtfFafpHXV3b4F5kPaad2hXkSsfmYpVPycVrGyPXbKvhfb3pStt4r3dnpcRST2Jyp+W2zXrXXbPiW53qmHrY/5lCmH3hCJrifVK3sfc812X+XUI3Zc2fatHOode9vqkmu76qGUSjifUsqqN69b67GPEdt6RKnosdh6RCmrviNpzbweMfsD1mPuNc8DWEQwYMAAjBjxP69bExFpM2DAgMQXCh7wPIANw8DTp09x7949hEIhr9u/slpaWjBixAjO/Zrg3K/n3IZheNrXt7cgQqHQa/UEmTj364VzU2/wk3BERJowgImINMmorKys9LxpRgbee+89BIO+vcPxSuLcnPt1wLm9m9sQrz+tR0REPcK3IIiINGEAExFpwgAmItKEAUxEpAkDmIhIk5QCeN++fRg1ahSys7NRWFiI2trabutrampQWFiI7OxsFBQU4MCBAyltVjc3c//000/44IMPMHjwYIRCIcycORPnzp1L42694/b5Nl2+fBnBYBBTpkzxeYf+cDv3ixcvsH79eowcORJvvPEGRo8ejcOHD6dpt95xO3dVVRUmT56M/v37Iy8vD5999hkePnyYpt164+eff8b8+fPx9ttvwzAMnDx58j/v40muiUvff/+9ZGZmysGDByUcDkt5ebnk5OTIn3/+6VhfX18v/fv3l/LycgmHw3Lw4EHJzMyU48ePuz21Vm7nLi8vl2+++UZ+/fVXuXPnjqxbt04yMzPlxo0bad5577id2/T48WMpKCiQ0tJSmTx5cpp2651U5l6wYIFMnz5dqqurpaGhQa5evSqXL19O4657z+3ctbW1EggEZNeuXVJfXy+1tbUyadIkWbhwYZp33junT5+W9evXy48//igA5MSJE93We5VrrgO4uLhYysrKEtbGjx8vFRUVjvVr166V8ePHJ6x9+eWXMmPGDLen1srt3E4mTpwomzdv9nprvkp17sWLF8uGDRtk06ZNfTKA3c595swZyc3NlYcPH6Zje75xO/f27duloKAgYW337t2Sn5/v2x791pMA9irXXL0F8fLlS1y/fh2lpaUJ66Wlpbhy5YrjfX755ZdO9R9++CGuXbuG9vZ2V6/WdUll7mRKKbS2tuKtt97yY4u+SHXuI0eO4O7du9i0aZPfW/RFKnOfOnUKRUVF2LZtG4YPH46xY8dizZo1eP78eTq27IlU5i4pKUFjYyNOnz4NEcHff/+N48ePY968eenYsjZe5Zqr76lrbm5GJBLB0KFDE9aHDh2KpqYmx/s0NTU51nd0dKC5uRl5eXlutqBFKnMn27FjB/799198/PHHfmzRF6nM/fvvv6OiogK1tbV99ltVU5m7vr4ely5dQnZ2Nk6cOIHm5mYsX74cjx496jPvA6cyd0lJCaqqqrB48WK0tbWho6MDCxYswJ49e9KxZW28yrWUPgmX/DMxRaTbn5PpVO+0/qpzO7fpu+++Q2VlJY4dO4YhQ4b4tT3f9HTuSCSCTz75BJs3b8bYsWPTtT3fuHm+lVIwDANVVVUoLi7GRx99hJ07d+Lbb7/tU6+CAXdzh8NhrFy5Ehs3bsT169dx9uxZNDQ0oKysLB1b1cqLXHP1EmXQoEHIyMjo9K/hP//80+lfA9OwYcMc64PBIAYOHOjm9NqkMrfp2LFj+Pzzz/HDDz9g7ty5fm7Tc27nbm1txbVr11BXV4cVK1YAgPWrZILBIM6fP4/3338/LXvvjVSe77y8PAwfPhy5ubnW2oQJEyAiaGxsxJgxY3zdsxdSmXvr1q2YNWsWvv76awDAu+++i5ycHMyePRtbtmzpE//DTYVXuebqFXBWVhYKCwtRXV2dsF5dXY2SkhLH+8ycObNT/fnz51FUVITMzEw3p9cmlbmB6CvfZcuW4ejRo33yPTG3c4dCIdy6dQs3b960LmVlZRg3bhxu3ryJ6dOnp2vrvZLK8z1r1izcv38fT58+tdbu3LmDQCCA/Px8X/frlVTmfvbsGQKBxBjJyMgAAM9/fc+rxLNcc/UpO4l/mcqhQ4ckHA7LV199JTk5OfLHH3+IiEhFRYV8+umnVr355RqrVq2ScDgshw4d6tNfhtbTuY8ePSrBYFD27t0rDx48sC6PHz/WNUJK3M6drK9+FYTbuVtbWyU/P18WLVokt2/flpqaGhkzZox88cUXukZIidu5jxw5IsFgUPbt2yd3796VS5cuSVFRkRQXF+saISWtra1SV1cndXV1AkB27twpdXV11pff+ZVrrgNYRGTv3r0ycuRIycrKkmnTpklNTY11bOnSpTJnzpyE+osXL8rUqVMlKytL3nnnHdm/f38qp9XOzdxz5syx/x5h67J06dL0b7yX3D7fdn01gEXcz/3bb7/J3LlzpV+/fpKfny+rV6+WZ8+epXnXved27t27d8vEiROlX79+kpeXJ0uWLJHGxsY077p3Lly40O3fV79yjT8PmIhIE/4sCCIiTRjARESaMICJiDRhABMRacIAJiLShAFMRKQJA5iISBMGMBGRJgxgIiJNGMBERJowgImINPk/S9dtsJYKHjIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plasma\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plasma_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prism\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prism_r\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rainbow\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rainbow_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seismic\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seismic_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spring\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "spring_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "summer\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "summer_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tab10\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tab10_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tab20\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tab20_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tab20b\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tab20b_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tab20c\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tab20c_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "terrain\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "terrain_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "twilight\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "twilight_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "twilight_shifted\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "twilight_shifted_r\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "viridis\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "viridis_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "winter\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "winter_r\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 400x40 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot ALL COLORMAPS!!!\n",
    "for cmap_id in plt.colormaps(): # looping over all colormaps\n",
    "    print(cmap_id) # printing out id\n",
    "    plot_colormaps(cmap_id) # showing the colormap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b9e89257c2e045b2911dcfc23be7f10a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='cmap', options=('Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrBG', …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@ipywidgets.interact(cmap = plt.colormaps())\n",
    "def plot_colormaps(cmap): # input is colormap name\n",
    "    fig, ax = plt.subplots(ncols=1,nrows=1,figsize=(4, 0.4))\n",
    "    # this stuff below is fine if you get like 30% of it!\n",
    "    col_map = plt.get_cmap(cmap) # actual colors\n",
    "    matplotlib.colorbar.ColorbarBase(ax, cmap=col_map, orientation = 'horizontal')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bf0c24152d00476f873430b14bed901f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='colormap_name', options=('Accent', 'Accent_r', 'Blues', 'Blues_r',…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "color_steps = np.linspace(0,1.0,256) # never changes, can put outside\n",
    "\n",
    "@ipywidgets.interact(colormap_name = plt.colormaps())\n",
    "def plot_colormap(colormap_name):\n",
    "    fig = plt.figure() # create a figure object, but don't specify axes\n",
    "    \n",
    "    col_map = plt.get_cmap(colormap_name) # for both plots\n",
    "    colors = col_map(color_steps)[:,:3] # need to re-derive both times\n",
    "\n",
    "    # order here is: left, bottom, width, height\n",
    "    ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis: will hold color-levels plot\n",
    "\n",
    "    # this axes object will hold our colorlines:\n",
    "    ax.plot(color_steps, colors[:,0], '-r')\n",
    "    ax.plot(color_steps, colors[:,1], '-g')\n",
    "    ax.plot(color_steps, colors[:,2], '-b')\n",
    "    ###ax.set_ylabel('Relative Strenghts of R,G,B Representation')\n",
    "\n",
    "    ax.set_xlim(0.0, 1.0) # first I'm just gonna set this a little wider so the tops don't get cut off\n",
    "    ax.set_ylim(0.0, 1.01)\n",
    "    ax.xaxis.set_ticklabels([])\n",
    "    ax.yaxis.set_ticklabels([])\n",
    "\n",
    "    ax.xaxis.set_visible(False)\n",
    "    ax.yaxis.set_visible(False) \n",
    "\n",
    "    # colorbar\n",
    "    ax_colorbar = fig.add_axes([0.0, 0.0, 1.0, 0.2]) # right below our color lines\n",
    "    mpl.colorbar.ColorbarBase(ax_colorbar, cmap=col_map, orientation = 'horizontal')\n",
    "    ax_colorbar.xaxis.set_visible(False)\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now: applying colormap to data!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_filename = '/Users/jillnaiman/Downloads/michigan_lld.flt'\n",
    "michigan = np.fromfile(data_filename, dtype='f4').reshape((5365, 4201))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5365, 4201)"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "michigan.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-9999.0"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "michigan.min()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We know that this is a weird depth!  So we can (like with Pandas) set this data to NaN for cleaning/viz purposes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "michigan[michigan == -9999] = np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-275.89, 351.94348)"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#np.min(michigan)\n",
    "np.nanmin(michigan), np.nanmax(michigan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we can see this more clearly with histograms\n",
    "michigan_noclean = np.fromfile(data_filename, dtype='f4').reshape((5365, 4201))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(michigan_noclean.flat)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(michigan.flat)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}