{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = [16,18]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "df0 = pd.read_csv('Stats/region-active-bonds.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Month</th>\n",
       "      <th>Auckland</th>\n",
       "      <th>Bay of Plenty</th>\n",
       "      <th>Canterbury</th>\n",
       "      <th>Gisborne</th>\n",
       "      <th>Hawke's Bay</th>\n",
       "      <th>Manawatu-Wanganui</th>\n",
       "      <th>Marlborough</th>\n",
       "      <th>National Total</th>\n",
       "      <th>Nelson</th>\n",
       "      <th>Northland</th>\n",
       "      <th>Otago</th>\n",
       "      <th>Southland</th>\n",
       "      <th>Taranaki</th>\n",
       "      <th>Tasman</th>\n",
       "      <th>Waikato</th>\n",
       "      <th>Wellington</th>\n",
       "      <th>West Coast</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1993-01-01</td>\n",
       "      <td>27810</td>\n",
       "      <td>5065</td>\n",
       "      <td>11581</td>\n",
       "      <td>956</td>\n",
       "      <td>3144</td>\n",
       "      <td>6243</td>\n",
       "      <td>790</td>\n",
       "      <td>91340</td>\n",
       "      <td>1254</td>\n",
       "      <td>2216</td>\n",
       "      <td>5156</td>\n",
       "      <td>1628</td>\n",
       "      <td>2835</td>\n",
       "      <td>416</td>\n",
       "      <td>9049</td>\n",
       "      <td>11931</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1993-02-01</td>\n",
       "      <td>28084</td>\n",
       "      <td>5157</td>\n",
       "      <td>11888</td>\n",
       "      <td>982</td>\n",
       "      <td>3166</td>\n",
       "      <td>6353</td>\n",
       "      <td>794</td>\n",
       "      <td>92602</td>\n",
       "      <td>1262</td>\n",
       "      <td>2227</td>\n",
       "      <td>5166</td>\n",
       "      <td>1645</td>\n",
       "      <td>2857</td>\n",
       "      <td>411</td>\n",
       "      <td>9181</td>\n",
       "      <td>12169</td>\n",
       "      <td>468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1993-03-01</td>\n",
       "      <td>28712</td>\n",
       "      <td>5309</td>\n",
       "      <td>12236</td>\n",
       "      <td>994</td>\n",
       "      <td>3200</td>\n",
       "      <td>6656</td>\n",
       "      <td>806</td>\n",
       "      <td>94977</td>\n",
       "      <td>1285</td>\n",
       "      <td>2267</td>\n",
       "      <td>5366</td>\n",
       "      <td>1664</td>\n",
       "      <td>2905</td>\n",
       "      <td>419</td>\n",
       "      <td>9575</td>\n",
       "      <td>12312</td>\n",
       "      <td>482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1993-04-01</td>\n",
       "      <td>29199</td>\n",
       "      <td>5337</td>\n",
       "      <td>12420</td>\n",
       "      <td>1019</td>\n",
       "      <td>3259</td>\n",
       "      <td>6791</td>\n",
       "      <td>801</td>\n",
       "      <td>96573</td>\n",
       "      <td>1321</td>\n",
       "      <td>2328</td>\n",
       "      <td>5523</td>\n",
       "      <td>1704</td>\n",
       "      <td>2920</td>\n",
       "      <td>431</td>\n",
       "      <td>9746</td>\n",
       "      <td>12484</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1993-05-01</td>\n",
       "      <td>29780</td>\n",
       "      <td>5489</td>\n",
       "      <td>12675</td>\n",
       "      <td>1044</td>\n",
       "      <td>3302</td>\n",
       "      <td>6984</td>\n",
       "      <td>818</td>\n",
       "      <td>98546</td>\n",
       "      <td>1356</td>\n",
       "      <td>2383</td>\n",
       "      <td>5662</td>\n",
       "      <td>1747</td>\n",
       "      <td>2963</td>\n",
       "      <td>443</td>\n",
       "      <td>9996</td>\n",
       "      <td>12620</td>\n",
       "      <td>490</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Month  Auckland  Bay of Plenty  Canterbury  Gisborne  Hawke's Bay  \\\n",
       "0  1993-01-01     27810           5065       11581       956         3144   \n",
       "1  1993-02-01     28084           5157       11888       982         3166   \n",
       "2  1993-03-01     28712           5309       12236       994         3200   \n",
       "3  1993-04-01     29199           5337       12420      1019         3259   \n",
       "4  1993-05-01     29780           5489       12675      1044         3302   \n",
       "\n",
       "   Manawatu-Wanganui  Marlborough  National Total  Nelson  Northland  Otago  \\\n",
       "0               6243          790           91340    1254       2216   5156   \n",
       "1               6353          794           92602    1262       2227   5166   \n",
       "2               6656          806           94977    1285       2267   5366   \n",
       "3               6791          801           96573    1321       2328   5523   \n",
       "4               6984          818           98546    1356       2383   5662   \n",
       "\n",
       "   Southland  Taranaki  Tasman  Waikato  Wellington  West Coast  \n",
       "0       1628      2835     416     9049       11931         472  \n",
       "1       1645      2857     411     9181       12169         468  \n",
       "2       1664      2905     419     9575       12312         482  \n",
       "3       1704      2920     431     9746       12484         499  \n",
       "4       1747      2963     443     9996       12620         490  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "df0['Month'] = pd.to_datetime(df0['Month'].values, format='%Y-%m-%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "df0.set_index('Month', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Auckland</th>\n",
       "      <th>Bay of Plenty</th>\n",
       "      <th>Canterbury</th>\n",
       "      <th>Gisborne</th>\n",
       "      <th>Hawke's Bay</th>\n",
       "      <th>Manawatu-Wanganui</th>\n",
       "      <th>Marlborough</th>\n",
       "      <th>National Total</th>\n",
       "      <th>Nelson</th>\n",
       "      <th>Northland</th>\n",
       "      <th>Otago</th>\n",
       "      <th>Southland</th>\n",
       "      <th>Taranaki</th>\n",
       "      <th>Tasman</th>\n",
       "      <th>Waikato</th>\n",
       "      <th>Wellington</th>\n",
       "      <th>West Coast</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1993-01-01</th>\n",
       "      <td>27810</td>\n",
       "      <td>5065</td>\n",
       "      <td>11581</td>\n",
       "      <td>956</td>\n",
       "      <td>3144</td>\n",
       "      <td>6243</td>\n",
       "      <td>790</td>\n",
       "      <td>91340</td>\n",
       "      <td>1254</td>\n",
       "      <td>2216</td>\n",
       "      <td>5156</td>\n",
       "      <td>1628</td>\n",
       "      <td>2835</td>\n",
       "      <td>416</td>\n",
       "      <td>9049</td>\n",
       "      <td>11931</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-02-01</th>\n",
       "      <td>28084</td>\n",
       "      <td>5157</td>\n",
       "      <td>11888</td>\n",
       "      <td>982</td>\n",
       "      <td>3166</td>\n",
       "      <td>6353</td>\n",
       "      <td>794</td>\n",
       "      <td>92602</td>\n",
       "      <td>1262</td>\n",
       "      <td>2227</td>\n",
       "      <td>5166</td>\n",
       "      <td>1645</td>\n",
       "      <td>2857</td>\n",
       "      <td>411</td>\n",
       "      <td>9181</td>\n",
       "      <td>12169</td>\n",
       "      <td>468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-03-01</th>\n",
       "      <td>28712</td>\n",
       "      <td>5309</td>\n",
       "      <td>12236</td>\n",
       "      <td>994</td>\n",
       "      <td>3200</td>\n",
       "      <td>6656</td>\n",
       "      <td>806</td>\n",
       "      <td>94977</td>\n",
       "      <td>1285</td>\n",
       "      <td>2267</td>\n",
       "      <td>5366</td>\n",
       "      <td>1664</td>\n",
       "      <td>2905</td>\n",
       "      <td>419</td>\n",
       "      <td>9575</td>\n",
       "      <td>12312</td>\n",
       "      <td>482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-04-01</th>\n",
       "      <td>29199</td>\n",
       "      <td>5337</td>\n",
       "      <td>12420</td>\n",
       "      <td>1019</td>\n",
       "      <td>3259</td>\n",
       "      <td>6791</td>\n",
       "      <td>801</td>\n",
       "      <td>96573</td>\n",
       "      <td>1321</td>\n",
       "      <td>2328</td>\n",
       "      <td>5523</td>\n",
       "      <td>1704</td>\n",
       "      <td>2920</td>\n",
       "      <td>431</td>\n",
       "      <td>9746</td>\n",
       "      <td>12484</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-01</th>\n",
       "      <td>29780</td>\n",
       "      <td>5489</td>\n",
       "      <td>12675</td>\n",
       "      <td>1044</td>\n",
       "      <td>3302</td>\n",
       "      <td>6984</td>\n",
       "      <td>818</td>\n",
       "      <td>98546</td>\n",
       "      <td>1356</td>\n",
       "      <td>2383</td>\n",
       "      <td>5662</td>\n",
       "      <td>1747</td>\n",
       "      <td>2963</td>\n",
       "      <td>443</td>\n",
       "      <td>9996</td>\n",
       "      <td>12620</td>\n",
       "      <td>490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-06-01</th>\n",
       "      <td>30207</td>\n",
       "      <td>5594</td>\n",
       "      <td>12852</td>\n",
       "      <td>1066</td>\n",
       "      <td>3302</td>\n",
       "      <td>7055</td>\n",
       "      <td>830</td>\n",
       "      <td>99752</td>\n",
       "      <td>1374</td>\n",
       "      <td>2420</td>\n",
       "      <td>5762</td>\n",
       "      <td>1730</td>\n",
       "      <td>3004</td>\n",
       "      <td>442</td>\n",
       "      <td>10088</td>\n",
       "      <td>12747</td>\n",
       "      <td>497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-07-01</th>\n",
       "      <td>30535</td>\n",
       "      <td>5633</td>\n",
       "      <td>12976</td>\n",
       "      <td>1061</td>\n",
       "      <td>3323</td>\n",
       "      <td>7120</td>\n",
       "      <td>845</td>\n",
       "      <td>100668</td>\n",
       "      <td>1398</td>\n",
       "      <td>2436</td>\n",
       "      <td>5772</td>\n",
       "      <td>1759</td>\n",
       "      <td>3017</td>\n",
       "      <td>449</td>\n",
       "      <td>10198</td>\n",
       "      <td>12864</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-08-01</th>\n",
       "      <td>31003</td>\n",
       "      <td>5719</td>\n",
       "      <td>13197</td>\n",
       "      <td>1087</td>\n",
       "      <td>3380</td>\n",
       "      <td>7195</td>\n",
       "      <td>873</td>\n",
       "      <td>102088</td>\n",
       "      <td>1412</td>\n",
       "      <td>2498</td>\n",
       "      <td>5823</td>\n",
       "      <td>1774</td>\n",
       "      <td>3063</td>\n",
       "      <td>448</td>\n",
       "      <td>10270</td>\n",
       "      <td>13059</td>\n",
       "      <td>503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-09-01</th>\n",
       "      <td>31521</td>\n",
       "      <td>5860</td>\n",
       "      <td>13275</td>\n",
       "      <td>1092</td>\n",
       "      <td>3427</td>\n",
       "      <td>7261</td>\n",
       "      <td>881</td>\n",
       "      <td>103347</td>\n",
       "      <td>1442</td>\n",
       "      <td>2529</td>\n",
       "      <td>5889</td>\n",
       "      <td>1778</td>\n",
       "      <td>3099</td>\n",
       "      <td>450</td>\n",
       "      <td>10397</td>\n",
       "      <td>13157</td>\n",
       "      <td>502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-10-01</th>\n",
       "      <td>31803</td>\n",
       "      <td>5900</td>\n",
       "      <td>13271</td>\n",
       "      <td>1090</td>\n",
       "      <td>3439</td>\n",
       "      <td>7153</td>\n",
       "      <td>890</td>\n",
       "      <td>103604</td>\n",
       "      <td>1457</td>\n",
       "      <td>2553</td>\n",
       "      <td>5903</td>\n",
       "      <td>1806</td>\n",
       "      <td>3071</td>\n",
       "      <td>455</td>\n",
       "      <td>10386</td>\n",
       "      <td>13156</td>\n",
       "      <td>494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-11-01</th>\n",
       "      <td>32513</td>\n",
       "      <td>6034</td>\n",
       "      <td>13247</td>\n",
       "      <td>1115</td>\n",
       "      <td>3486</td>\n",
       "      <td>7090</td>\n",
       "      <td>905</td>\n",
       "      <td>104686</td>\n",
       "      <td>1446</td>\n",
       "      <td>2558</td>\n",
       "      <td>5921</td>\n",
       "      <td>1817</td>\n",
       "      <td>3096</td>\n",
       "      <td>458</td>\n",
       "      <td>10444</td>\n",
       "      <td>13280</td>\n",
       "      <td>498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-12-01</th>\n",
       "      <td>32335</td>\n",
       "      <td>5963</td>\n",
       "      <td>13010</td>\n",
       "      <td>1100</td>\n",
       "      <td>3479</td>\n",
       "      <td>6884</td>\n",
       "      <td>895</td>\n",
       "      <td>103407</td>\n",
       "      <td>1430</td>\n",
       "      <td>2542</td>\n",
       "      <td>5765</td>\n",
       "      <td>1783</td>\n",
       "      <td>3064</td>\n",
       "      <td>464</td>\n",
       "      <td>10216</td>\n",
       "      <td>13225</td>\n",
       "      <td>493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-01-01</th>\n",
       "      <td>32736</td>\n",
       "      <td>6024</td>\n",
       "      <td>13210</td>\n",
       "      <td>1128</td>\n",
       "      <td>3519</td>\n",
       "      <td>6910</td>\n",
       "      <td>906</td>\n",
       "      <td>104364</td>\n",
       "      <td>1461</td>\n",
       "      <td>2563</td>\n",
       "      <td>5734</td>\n",
       "      <td>1792</td>\n",
       "      <td>3073</td>\n",
       "      <td>478</td>\n",
       "      <td>10311</td>\n",
       "      <td>13242</td>\n",
       "      <td>502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-02-01</th>\n",
       "      <td>33163</td>\n",
       "      <td>6071</td>\n",
       "      <td>13477</td>\n",
       "      <td>1145</td>\n",
       "      <td>3582</td>\n",
       "      <td>7087</td>\n",
       "      <td>915</td>\n",
       "      <td>106025</td>\n",
       "      <td>1472</td>\n",
       "      <td>2585</td>\n",
       "      <td>5737</td>\n",
       "      <td>1812</td>\n",
       "      <td>3101</td>\n",
       "      <td>492</td>\n",
       "      <td>10636</td>\n",
       "      <td>13449</td>\n",
       "      <td>517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-03-01</th>\n",
       "      <td>33956</td>\n",
       "      <td>6224</td>\n",
       "      <td>14013</td>\n",
       "      <td>1175</td>\n",
       "      <td>3621</td>\n",
       "      <td>7503</td>\n",
       "      <td>942</td>\n",
       "      <td>109178</td>\n",
       "      <td>1529</td>\n",
       "      <td>2634</td>\n",
       "      <td>6004</td>\n",
       "      <td>1812</td>\n",
       "      <td>3173</td>\n",
       "      <td>505</td>\n",
       "      <td>10943</td>\n",
       "      <td>13818</td>\n",
       "      <td>526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-04-01</th>\n",
       "      <td>34202</td>\n",
       "      <td>6258</td>\n",
       "      <td>14131</td>\n",
       "      <td>1173</td>\n",
       "      <td>3637</td>\n",
       "      <td>7634</td>\n",
       "      <td>953</td>\n",
       "      <td>109851</td>\n",
       "      <td>1551</td>\n",
       "      <td>2630</td>\n",
       "      <td>6040</td>\n",
       "      <td>1819</td>\n",
       "      <td>3174</td>\n",
       "      <td>505</td>\n",
       "      <td>10942</td>\n",
       "      <td>13868</td>\n",
       "      <td>540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-05-01</th>\n",
       "      <td>34843</td>\n",
       "      <td>6336</td>\n",
       "      <td>14342</td>\n",
       "      <td>1186</td>\n",
       "      <td>3672</td>\n",
       "      <td>7708</td>\n",
       "      <td>983</td>\n",
       "      <td>111530</td>\n",
       "      <td>1559</td>\n",
       "      <td>2659</td>\n",
       "      <td>6161</td>\n",
       "      <td>1839</td>\n",
       "      <td>3217</td>\n",
       "      <td>515</td>\n",
       "      <td>11183</td>\n",
       "      <td>13993</td>\n",
       "      <td>544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-06-01</th>\n",
       "      <td>35320</td>\n",
       "      <td>6450</td>\n",
       "      <td>14494</td>\n",
       "      <td>1186</td>\n",
       "      <td>3727</td>\n",
       "      <td>7840</td>\n",
       "      <td>995</td>\n",
       "      <td>112949</td>\n",
       "      <td>1561</td>\n",
       "      <td>2746</td>\n",
       "      <td>6244</td>\n",
       "      <td>1847</td>\n",
       "      <td>3259</td>\n",
       "      <td>527</td>\n",
       "      <td>11275</td>\n",
       "      <td>14136</td>\n",
       "      <td>551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-07-01</th>\n",
       "      <td>35565</td>\n",
       "      <td>6552</td>\n",
       "      <td>14471</td>\n",
       "      <td>1198</td>\n",
       "      <td>3786</td>\n",
       "      <td>7804</td>\n",
       "      <td>1001</td>\n",
       "      <td>113414</td>\n",
       "      <td>1567</td>\n",
       "      <td>2717</td>\n",
       "      <td>6273</td>\n",
       "      <td>1841</td>\n",
       "      <td>3262</td>\n",
       "      <td>533</td>\n",
       "      <td>11301</td>\n",
       "      <td>14204</td>\n",
       "      <td>557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-08-01</th>\n",
       "      <td>36486</td>\n",
       "      <td>6724</td>\n",
       "      <td>14748</td>\n",
       "      <td>1210</td>\n",
       "      <td>3847</td>\n",
       "      <td>7860</td>\n",
       "      <td>1016</td>\n",
       "      <td>115613</td>\n",
       "      <td>1582</td>\n",
       "      <td>2777</td>\n",
       "      <td>6372</td>\n",
       "      <td>1868</td>\n",
       "      <td>3278</td>\n",
       "      <td>543</td>\n",
       "      <td>11519</td>\n",
       "      <td>14425</td>\n",
       "      <td>564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-09-01</th>\n",
       "      <td>37048</td>\n",
       "      <td>6786</td>\n",
       "      <td>14788</td>\n",
       "      <td>1209</td>\n",
       "      <td>3903</td>\n",
       "      <td>7855</td>\n",
       "      <td>1018</td>\n",
       "      <td>116672</td>\n",
       "      <td>1624</td>\n",
       "      <td>2799</td>\n",
       "      <td>6420</td>\n",
       "      <td>1886</td>\n",
       "      <td>3295</td>\n",
       "      <td>557</td>\n",
       "      <td>11569</td>\n",
       "      <td>14564</td>\n",
       "      <td>556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-10-01</th>\n",
       "      <td>37278</td>\n",
       "      <td>6864</td>\n",
       "      <td>14935</td>\n",
       "      <td>1228</td>\n",
       "      <td>3937</td>\n",
       "      <td>7869</td>\n",
       "      <td>1030</td>\n",
       "      <td>117347</td>\n",
       "      <td>1643</td>\n",
       "      <td>2801</td>\n",
       "      <td>6489</td>\n",
       "      <td>1898</td>\n",
       "      <td>3287</td>\n",
       "      <td>560</td>\n",
       "      <td>11537</td>\n",
       "      <td>14625</td>\n",
       "      <td>562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-11-01</th>\n",
       "      <td>37477</td>\n",
       "      <td>6941</td>\n",
       "      <td>15071</td>\n",
       "      <td>1246</td>\n",
       "      <td>3955</td>\n",
       "      <td>7608</td>\n",
       "      <td>1022</td>\n",
       "      <td>117457</td>\n",
       "      <td>1638</td>\n",
       "      <td>2801</td>\n",
       "      <td>6508</td>\n",
       "      <td>1933</td>\n",
       "      <td>3308</td>\n",
       "      <td>547</td>\n",
       "      <td>11453</td>\n",
       "      <td>14580</td>\n",
       "      <td>563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-12-01</th>\n",
       "      <td>37390</td>\n",
       "      <td>6799</td>\n",
       "      <td>14801</td>\n",
       "      <td>1263</td>\n",
       "      <td>3948</td>\n",
       "      <td>7390</td>\n",
       "      <td>1032</td>\n",
       "      <td>116181</td>\n",
       "      <td>1588</td>\n",
       "      <td>2778</td>\n",
       "      <td>6418</td>\n",
       "      <td>1909</td>\n",
       "      <td>3242</td>\n",
       "      <td>543</td>\n",
       "      <td>11315</td>\n",
       "      <td>14399</td>\n",
       "      <td>556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-01</th>\n",
       "      <td>38014</td>\n",
       "      <td>6956</td>\n",
       "      <td>14996</td>\n",
       "      <td>1285</td>\n",
       "      <td>3999</td>\n",
       "      <td>7421</td>\n",
       "      <td>1042</td>\n",
       "      <td>117713</td>\n",
       "      <td>1612</td>\n",
       "      <td>2820</td>\n",
       "      <td>6376</td>\n",
       "      <td>1926</td>\n",
       "      <td>3307</td>\n",
       "      <td>553</td>\n",
       "      <td>11485</td>\n",
       "      <td>14537</td>\n",
       "      <td>561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-01</th>\n",
       "      <td>38226</td>\n",
       "      <td>7014</td>\n",
       "      <td>15267</td>\n",
       "      <td>1276</td>\n",
       "      <td>4013</td>\n",
       "      <td>7580</td>\n",
       "      <td>1038</td>\n",
       "      <td>118816</td>\n",
       "      <td>1673</td>\n",
       "      <td>2858</td>\n",
       "      <td>6433</td>\n",
       "      <td>1938</td>\n",
       "      <td>3355</td>\n",
       "      <td>559</td>\n",
       "      <td>11624</td>\n",
       "      <td>14587</td>\n",
       "      <td>569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-01</th>\n",
       "      <td>39038</td>\n",
       "      <td>7130</td>\n",
       "      <td>15723</td>\n",
       "      <td>1315</td>\n",
       "      <td>4110</td>\n",
       "      <td>8025</td>\n",
       "      <td>1034</td>\n",
       "      <td>121822</td>\n",
       "      <td>1704</td>\n",
       "      <td>2931</td>\n",
       "      <td>6531</td>\n",
       "      <td>2005</td>\n",
       "      <td>3395</td>\n",
       "      <td>567</td>\n",
       "      <td>11972</td>\n",
       "      <td>14927</td>\n",
       "      <td>584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-01</th>\n",
       "      <td>39079</td>\n",
       "      <td>7193</td>\n",
       "      <td>15677</td>\n",
       "      <td>1307</td>\n",
       "      <td>4126</td>\n",
       "      <td>8051</td>\n",
       "      <td>1034</td>\n",
       "      <td>121874</td>\n",
       "      <td>1696</td>\n",
       "      <td>2920</td>\n",
       "      <td>6535</td>\n",
       "      <td>2007</td>\n",
       "      <td>3386</td>\n",
       "      <td>565</td>\n",
       "      <td>12013</td>\n",
       "      <td>14862</td>\n",
       "      <td>575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-01</th>\n",
       "      <td>40028</td>\n",
       "      <td>7341</td>\n",
       "      <td>16001</td>\n",
       "      <td>1327</td>\n",
       "      <td>4194</td>\n",
       "      <td>8118</td>\n",
       "      <td>1059</td>\n",
       "      <td>124254</td>\n",
       "      <td>1722</td>\n",
       "      <td>2968</td>\n",
       "      <td>6704</td>\n",
       "      <td>2052</td>\n",
       "      <td>3402</td>\n",
       "      <td>585</td>\n",
       "      <td>12164</td>\n",
       "      <td>15140</td>\n",
       "      <td>594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-06-01</th>\n",
       "      <td>40120</td>\n",
       "      <td>7371</td>\n",
       "      <td>16150</td>\n",
       "      <td>1333</td>\n",
       "      <td>4222</td>\n",
       "      <td>8176</td>\n",
       "      <td>1074</td>\n",
       "      <td>124921</td>\n",
       "      <td>1743</td>\n",
       "      <td>3013</td>\n",
       "      <td>6759</td>\n",
       "      <td>2086</td>\n",
       "      <td>3446</td>\n",
       "      <td>572</td>\n",
       "      <td>12219</td>\n",
       "      <td>15178</td>\n",
       "      <td>592</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-01</th>\n",
       "      <td>131164</td>\n",
       "      <td>22866</td>\n",
       "      <td>44837</td>\n",
       "      <td>3128</td>\n",
       "      <td>10738</td>\n",
       "      <td>17599</td>\n",
       "      <td>2944</td>\n",
       "      <td>360952</td>\n",
       "      <td>4461</td>\n",
       "      <td>10808</td>\n",
       "      <td>17757</td>\n",
       "      <td>5992</td>\n",
       "      <td>7661</td>\n",
       "      <td>2471</td>\n",
       "      <td>33052</td>\n",
       "      <td>43564</td>\n",
       "      <td>1756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>132685</td>\n",
       "      <td>23006</td>\n",
       "      <td>45349</td>\n",
       "      <td>3149</td>\n",
       "      <td>10811</td>\n",
       "      <td>17782</td>\n",
       "      <td>2952</td>\n",
       "      <td>365268</td>\n",
       "      <td>4458</td>\n",
       "      <td>10895</td>\n",
       "      <td>17997</td>\n",
       "      <td>6062</td>\n",
       "      <td>7833</td>\n",
       "      <td>2475</td>\n",
       "      <td>33623</td>\n",
       "      <td>44284</td>\n",
       "      <td>1753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-01</th>\n",
       "      <td>132742</td>\n",
       "      <td>22887</td>\n",
       "      <td>45389</td>\n",
       "      <td>3134</td>\n",
       "      <td>10765</td>\n",
       "      <td>17795</td>\n",
       "      <td>2948</td>\n",
       "      <td>365563</td>\n",
       "      <td>4488</td>\n",
       "      <td>10847</td>\n",
       "      <td>18172</td>\n",
       "      <td>6038</td>\n",
       "      <td>7771</td>\n",
       "      <td>2460</td>\n",
       "      <td>33695</td>\n",
       "      <td>44532</td>\n",
       "      <td>1746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-01</th>\n",
       "      <td>134981</td>\n",
       "      <td>23127</td>\n",
       "      <td>46114</td>\n",
       "      <td>3166</td>\n",
       "      <td>10862</td>\n",
       "      <td>17995</td>\n",
       "      <td>2975</td>\n",
       "      <td>370890</td>\n",
       "      <td>4536</td>\n",
       "      <td>10998</td>\n",
       "      <td>18562</td>\n",
       "      <td>6059</td>\n",
       "      <td>7870</td>\n",
       "      <td>2497</td>\n",
       "      <td>34024</td>\n",
       "      <td>45227</td>\n",
       "      <td>1743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-01</th>\n",
       "      <td>135147</td>\n",
       "      <td>23126</td>\n",
       "      <td>46162</td>\n",
       "      <td>3180</td>\n",
       "      <td>10864</td>\n",
       "      <td>17942</td>\n",
       "      <td>2944</td>\n",
       "      <td>371122</td>\n",
       "      <td>4563</td>\n",
       "      <td>11007</td>\n",
       "      <td>18625</td>\n",
       "      <td>6051</td>\n",
       "      <td>7767</td>\n",
       "      <td>2500</td>\n",
       "      <td>34125</td>\n",
       "      <td>45211</td>\n",
       "      <td>1752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-01</th>\n",
       "      <td>135561</td>\n",
       "      <td>23148</td>\n",
       "      <td>46397</td>\n",
       "      <td>3172</td>\n",
       "      <td>10885</td>\n",
       "      <td>17952</td>\n",
       "      <td>2941</td>\n",
       "      <td>372294</td>\n",
       "      <td>4559</td>\n",
       "      <td>11015</td>\n",
       "      <td>18804</td>\n",
       "      <td>6023</td>\n",
       "      <td>7862</td>\n",
       "      <td>2527</td>\n",
       "      <td>34183</td>\n",
       "      <td>45348</td>\n",
       "      <td>1762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-01</th>\n",
       "      <td>136377</td>\n",
       "      <td>23198</td>\n",
       "      <td>46721</td>\n",
       "      <td>3195</td>\n",
       "      <td>10857</td>\n",
       "      <td>18011</td>\n",
       "      <td>2939</td>\n",
       "      <td>374335</td>\n",
       "      <td>4563</td>\n",
       "      <td>11054</td>\n",
       "      <td>19117</td>\n",
       "      <td>6056</td>\n",
       "      <td>7896</td>\n",
       "      <td>2540</td>\n",
       "      <td>34316</td>\n",
       "      <td>45560</td>\n",
       "      <td>1780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-01</th>\n",
       "      <td>138385</td>\n",
       "      <td>23455</td>\n",
       "      <td>47372</td>\n",
       "      <td>3211</td>\n",
       "      <td>10998</td>\n",
       "      <td>18263</td>\n",
       "      <td>2966</td>\n",
       "      <td>379552</td>\n",
       "      <td>4627</td>\n",
       "      <td>11189</td>\n",
       "      <td>19528</td>\n",
       "      <td>6098</td>\n",
       "      <td>8019</td>\n",
       "      <td>2574</td>\n",
       "      <td>34757</td>\n",
       "      <td>46161</td>\n",
       "      <td>1795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-01</th>\n",
       "      <td>139063</td>\n",
       "      <td>23466</td>\n",
       "      <td>47471</td>\n",
       "      <td>3205</td>\n",
       "      <td>11013</td>\n",
       "      <td>18252</td>\n",
       "      <td>2983</td>\n",
       "      <td>380838</td>\n",
       "      <td>4648</td>\n",
       "      <td>11209</td>\n",
       "      <td>19646</td>\n",
       "      <td>6096</td>\n",
       "      <td>8059</td>\n",
       "      <td>2576</td>\n",
       "      <td>34946</td>\n",
       "      <td>46270</td>\n",
       "      <td>1782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-01</th>\n",
       "      <td>139507</td>\n",
       "      <td>23496</td>\n",
       "      <td>47640</td>\n",
       "      <td>3235</td>\n",
       "      <td>11025</td>\n",
       "      <td>18115</td>\n",
       "      <td>2979</td>\n",
       "      <td>381751</td>\n",
       "      <td>4647</td>\n",
       "      <td>11212</td>\n",
       "      <td>19879</td>\n",
       "      <td>6120</td>\n",
       "      <td>8080</td>\n",
       "      <td>2591</td>\n",
       "      <td>35006</td>\n",
       "      <td>46275</td>\n",
       "      <td>1791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01</th>\n",
       "      <td>138015</td>\n",
       "      <td>23112</td>\n",
       "      <td>46693</td>\n",
       "      <td>3190</td>\n",
       "      <td>10859</td>\n",
       "      <td>17756</td>\n",
       "      <td>2951</td>\n",
       "      <td>376072</td>\n",
       "      <td>4516</td>\n",
       "      <td>10979</td>\n",
       "      <td>19700</td>\n",
       "      <td>5992</td>\n",
       "      <td>7962</td>\n",
       "      <td>2557</td>\n",
       "      <td>34415</td>\n",
       "      <td>45458</td>\n",
       "      <td>1765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>138091</td>\n",
       "      <td>23194</td>\n",
       "      <td>46743</td>\n",
       "      <td>3175</td>\n",
       "      <td>10842</td>\n",
       "      <td>17778</td>\n",
       "      <td>2945</td>\n",
       "      <td>375145</td>\n",
       "      <td>4542</td>\n",
       "      <td>10988</td>\n",
       "      <td>18784</td>\n",
       "      <td>6024</td>\n",
       "      <td>7948</td>\n",
       "      <td>2565</td>\n",
       "      <td>34405</td>\n",
       "      <td>45209</td>\n",
       "      <td>1759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-01</th>\n",
       "      <td>138055</td>\n",
       "      <td>23247</td>\n",
       "      <td>46708</td>\n",
       "      <td>3170</td>\n",
       "      <td>10814</td>\n",
       "      <td>17679</td>\n",
       "      <td>2948</td>\n",
       "      <td>374325</td>\n",
       "      <td>4503</td>\n",
       "      <td>11036</td>\n",
       "      <td>18664</td>\n",
       "      <td>6085</td>\n",
       "      <td>7986</td>\n",
       "      <td>2556</td>\n",
       "      <td>34294</td>\n",
       "      <td>44652</td>\n",
       "      <td>1773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-01</th>\n",
       "      <td>139348</td>\n",
       "      <td>23258</td>\n",
       "      <td>47266</td>\n",
       "      <td>3133</td>\n",
       "      <td>10843</td>\n",
       "      <td>17846</td>\n",
       "      <td>2948</td>\n",
       "      <td>377542</td>\n",
       "      <td>4539</td>\n",
       "      <td>11011</td>\n",
       "      <td>18963</td>\n",
       "      <td>6110</td>\n",
       "      <td>7990</td>\n",
       "      <td>2558</td>\n",
       "      <td>34672</td>\n",
       "      <td>45145</td>\n",
       "      <td>1749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-01</th>\n",
       "      <td>139518</td>\n",
       "      <td>23257</td>\n",
       "      <td>47231</td>\n",
       "      <td>3153</td>\n",
       "      <td>10792</td>\n",
       "      <td>17912</td>\n",
       "      <td>2914</td>\n",
       "      <td>377932</td>\n",
       "      <td>4513</td>\n",
       "      <td>10986</td>\n",
       "      <td>19021</td>\n",
       "      <td>6102</td>\n",
       "      <td>8011</td>\n",
       "      <td>2578</td>\n",
       "      <td>34670</td>\n",
       "      <td>45331</td>\n",
       "      <td>1775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-01</th>\n",
       "      <td>141243</td>\n",
       "      <td>23487</td>\n",
       "      <td>48024</td>\n",
       "      <td>3168</td>\n",
       "      <td>10885</td>\n",
       "      <td>17916</td>\n",
       "      <td>2929</td>\n",
       "      <td>382596</td>\n",
       "      <td>4597</td>\n",
       "      <td>11102</td>\n",
       "      <td>19386</td>\n",
       "      <td>6211</td>\n",
       "      <td>8083</td>\n",
       "      <td>2609</td>\n",
       "      <td>35120</td>\n",
       "      <td>45818</td>\n",
       "      <td>1823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-01</th>\n",
       "      <td>141187</td>\n",
       "      <td>23424</td>\n",
       "      <td>48137</td>\n",
       "      <td>3178</td>\n",
       "      <td>10884</td>\n",
       "      <td>17936</td>\n",
       "      <td>2939</td>\n",
       "      <td>382680</td>\n",
       "      <td>4597</td>\n",
       "      <td>11083</td>\n",
       "      <td>19523</td>\n",
       "      <td>6183</td>\n",
       "      <td>8052</td>\n",
       "      <td>2592</td>\n",
       "      <td>35023</td>\n",
       "      <td>45890</td>\n",
       "      <td>1826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-01</th>\n",
       "      <td>141219</td>\n",
       "      <td>23416</td>\n",
       "      <td>47844</td>\n",
       "      <td>3164</td>\n",
       "      <td>10847</td>\n",
       "      <td>17840</td>\n",
       "      <td>2918</td>\n",
       "      <td>381857</td>\n",
       "      <td>4595</td>\n",
       "      <td>11020</td>\n",
       "      <td>19603</td>\n",
       "      <td>6148</td>\n",
       "      <td>8023</td>\n",
       "      <td>2585</td>\n",
       "      <td>34898</td>\n",
       "      <td>45688</td>\n",
       "      <td>1809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-01</th>\n",
       "      <td>141717</td>\n",
       "      <td>23443</td>\n",
       "      <td>48207</td>\n",
       "      <td>3186</td>\n",
       "      <td>10830</td>\n",
       "      <td>17841</td>\n",
       "      <td>2931</td>\n",
       "      <td>383403</td>\n",
       "      <td>4610</td>\n",
       "      <td>11137</td>\n",
       "      <td>19762</td>\n",
       "      <td>6187</td>\n",
       "      <td>8024</td>\n",
       "      <td>2615</td>\n",
       "      <td>35039</td>\n",
       "      <td>45807</td>\n",
       "      <td>1824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-01</th>\n",
       "      <td>142300</td>\n",
       "      <td>23509</td>\n",
       "      <td>48305</td>\n",
       "      <td>3180</td>\n",
       "      <td>10789</td>\n",
       "      <td>17993</td>\n",
       "      <td>2947</td>\n",
       "      <td>384842</td>\n",
       "      <td>4613</td>\n",
       "      <td>11118</td>\n",
       "      <td>20023</td>\n",
       "      <td>6188</td>\n",
       "      <td>8070</td>\n",
       "      <td>2630</td>\n",
       "      <td>35179</td>\n",
       "      <td>45912</td>\n",
       "      <td>1838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-01</th>\n",
       "      <td>143227</td>\n",
       "      <td>23723</td>\n",
       "      <td>48777</td>\n",
       "      <td>3161</td>\n",
       "      <td>10845</td>\n",
       "      <td>18085</td>\n",
       "      <td>2938</td>\n",
       "      <td>387444</td>\n",
       "      <td>4598</td>\n",
       "      <td>11172</td>\n",
       "      <td>20239</td>\n",
       "      <td>6240</td>\n",
       "      <td>8105</td>\n",
       "      <td>2634</td>\n",
       "      <td>35368</td>\n",
       "      <td>46228</td>\n",
       "      <td>1852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-01</th>\n",
       "      <td>143179</td>\n",
       "      <td>23621</td>\n",
       "      <td>48527</td>\n",
       "      <td>3156</td>\n",
       "      <td>10780</td>\n",
       "      <td>17996</td>\n",
       "      <td>2931</td>\n",
       "      <td>386304</td>\n",
       "      <td>4556</td>\n",
       "      <td>11110</td>\n",
       "      <td>20231</td>\n",
       "      <td>6228</td>\n",
       "      <td>8098</td>\n",
       "      <td>2623</td>\n",
       "      <td>35255</td>\n",
       "      <td>45929</td>\n",
       "      <td>1835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>142041</td>\n",
       "      <td>23379</td>\n",
       "      <td>48199</td>\n",
       "      <td>3129</td>\n",
       "      <td>10682</td>\n",
       "      <td>17713</td>\n",
       "      <td>2902</td>\n",
       "      <td>382984</td>\n",
       "      <td>4512</td>\n",
       "      <td>10987</td>\n",
       "      <td>20149</td>\n",
       "      <td>6165</td>\n",
       "      <td>8013</td>\n",
       "      <td>2601</td>\n",
       "      <td>34966</td>\n",
       "      <td>45476</td>\n",
       "      <td>1820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01</th>\n",
       "      <td>142830</td>\n",
       "      <td>23460</td>\n",
       "      <td>48530</td>\n",
       "      <td>3120</td>\n",
       "      <td>10725</td>\n",
       "      <td>17709</td>\n",
       "      <td>2927</td>\n",
       "      <td>384166</td>\n",
       "      <td>4521</td>\n",
       "      <td>11036</td>\n",
       "      <td>19542</td>\n",
       "      <td>6184</td>\n",
       "      <td>8076</td>\n",
       "      <td>2608</td>\n",
       "      <td>35198</td>\n",
       "      <td>45630</td>\n",
       "      <td>1812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-01</th>\n",
       "      <td>142725</td>\n",
       "      <td>23525</td>\n",
       "      <td>48480</td>\n",
       "      <td>3133</td>\n",
       "      <td>10738</td>\n",
       "      <td>17839</td>\n",
       "      <td>2910</td>\n",
       "      <td>383714</td>\n",
       "      <td>4516</td>\n",
       "      <td>11077</td>\n",
       "      <td>19352</td>\n",
       "      <td>6259</td>\n",
       "      <td>8109</td>\n",
       "      <td>2603</td>\n",
       "      <td>35190</td>\n",
       "      <td>45175</td>\n",
       "      <td>1828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-01</th>\n",
       "      <td>143781</td>\n",
       "      <td>23687</td>\n",
       "      <td>48857</td>\n",
       "      <td>3141</td>\n",
       "      <td>10763</td>\n",
       "      <td>17907</td>\n",
       "      <td>2894</td>\n",
       "      <td>386899</td>\n",
       "      <td>4500</td>\n",
       "      <td>11093</td>\n",
       "      <td>19704</td>\n",
       "      <td>6339</td>\n",
       "      <td>8131</td>\n",
       "      <td>2602</td>\n",
       "      <td>35672</td>\n",
       "      <td>45731</td>\n",
       "      <td>1845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-04-01</th>\n",
       "      <td>144447</td>\n",
       "      <td>23722</td>\n",
       "      <td>49122</td>\n",
       "      <td>3141</td>\n",
       "      <td>10727</td>\n",
       "      <td>18011</td>\n",
       "      <td>2919</td>\n",
       "      <td>388494</td>\n",
       "      <td>4523</td>\n",
       "      <td>11092</td>\n",
       "      <td>19834</td>\n",
       "      <td>6362</td>\n",
       "      <td>8196</td>\n",
       "      <td>2616</td>\n",
       "      <td>35860</td>\n",
       "      <td>45839</td>\n",
       "      <td>1834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-05-01</th>\n",
       "      <td>143995</td>\n",
       "      <td>23614</td>\n",
       "      <td>48988</td>\n",
       "      <td>3112</td>\n",
       "      <td>10643</td>\n",
       "      <td>17935</td>\n",
       "      <td>2925</td>\n",
       "      <td>387207</td>\n",
       "      <td>4510</td>\n",
       "      <td>11037</td>\n",
       "      <td>19881</td>\n",
       "      <td>6304</td>\n",
       "      <td>8140</td>\n",
       "      <td>2618</td>\n",
       "      <td>35669</td>\n",
       "      <td>45760</td>\n",
       "      <td>1830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-01</th>\n",
       "      <td>144464</td>\n",
       "      <td>23625</td>\n",
       "      <td>49273</td>\n",
       "      <td>3141</td>\n",
       "      <td>10678</td>\n",
       "      <td>18022</td>\n",
       "      <td>2927</td>\n",
       "      <td>388584</td>\n",
       "      <td>4544</td>\n",
       "      <td>11063</td>\n",
       "      <td>20072</td>\n",
       "      <td>6275</td>\n",
       "      <td>8167</td>\n",
       "      <td>2628</td>\n",
       "      <td>35645</td>\n",
       "      <td>45976</td>\n",
       "      <td>1825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-01</th>\n",
       "      <td>145039</td>\n",
       "      <td>23708</td>\n",
       "      <td>49435</td>\n",
       "      <td>3163</td>\n",
       "      <td>10658</td>\n",
       "      <td>18080</td>\n",
       "      <td>2926</td>\n",
       "      <td>390282</td>\n",
       "      <td>4577</td>\n",
       "      <td>11143</td>\n",
       "      <td>20305</td>\n",
       "      <td>6300</td>\n",
       "      <td>8203</td>\n",
       "      <td>2631</td>\n",
       "      <td>35915</td>\n",
       "      <td>46115</td>\n",
       "      <td>1826</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>307 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Auckland  Bay of Plenty  Canterbury  Gisborne  Hawke's Bay  \\\n",
       "Month                                                                    \n",
       "1993-01-01     27810           5065       11581       956         3144   \n",
       "1993-02-01     28084           5157       11888       982         3166   \n",
       "1993-03-01     28712           5309       12236       994         3200   \n",
       "1993-04-01     29199           5337       12420      1019         3259   \n",
       "1993-05-01     29780           5489       12675      1044         3302   \n",
       "1993-06-01     30207           5594       12852      1066         3302   \n",
       "1993-07-01     30535           5633       12976      1061         3323   \n",
       "1993-08-01     31003           5719       13197      1087         3380   \n",
       "1993-09-01     31521           5860       13275      1092         3427   \n",
       "1993-10-01     31803           5900       13271      1090         3439   \n",
       "1993-11-01     32513           6034       13247      1115         3486   \n",
       "1993-12-01     32335           5963       13010      1100         3479   \n",
       "1994-01-01     32736           6024       13210      1128         3519   \n",
       "1994-02-01     33163           6071       13477      1145         3582   \n",
       "1994-03-01     33956           6224       14013      1175         3621   \n",
       "1994-04-01     34202           6258       14131      1173         3637   \n",
       "1994-05-01     34843           6336       14342      1186         3672   \n",
       "1994-06-01     35320           6450       14494      1186         3727   \n",
       "1994-07-01     35565           6552       14471      1198         3786   \n",
       "1994-08-01     36486           6724       14748      1210         3847   \n",
       "1994-09-01     37048           6786       14788      1209         3903   \n",
       "1994-10-01     37278           6864       14935      1228         3937   \n",
       "1994-11-01     37477           6941       15071      1246         3955   \n",
       "1994-12-01     37390           6799       14801      1263         3948   \n",
       "1995-01-01     38014           6956       14996      1285         3999   \n",
       "1995-02-01     38226           7014       15267      1276         4013   \n",
       "1995-03-01     39038           7130       15723      1315         4110   \n",
       "1995-04-01     39079           7193       15677      1307         4126   \n",
       "1995-05-01     40028           7341       16001      1327         4194   \n",
       "1995-06-01     40120           7371       16150      1333         4222   \n",
       "...              ...            ...         ...       ...          ...   \n",
       "2016-02-01    131164          22866       44837      3128        10738   \n",
       "2016-03-01    132685          23006       45349      3149        10811   \n",
       "2016-04-01    132742          22887       45389      3134        10765   \n",
       "2016-05-01    134981          23127       46114      3166        10862   \n",
       "2016-06-01    135147          23126       46162      3180        10864   \n",
       "2016-07-01    135561          23148       46397      3172        10885   \n",
       "2016-08-01    136377          23198       46721      3195        10857   \n",
       "2016-09-01    138385          23455       47372      3211        10998   \n",
       "2016-10-01    139063          23466       47471      3205        11013   \n",
       "2016-11-01    139507          23496       47640      3235        11025   \n",
       "2016-12-01    138015          23112       46693      3190        10859   \n",
       "2017-01-01    138091          23194       46743      3175        10842   \n",
       "2017-02-01    138055          23247       46708      3170        10814   \n",
       "2017-03-01    139348          23258       47266      3133        10843   \n",
       "2017-04-01    139518          23257       47231      3153        10792   \n",
       "2017-05-01    141243          23487       48024      3168        10885   \n",
       "2017-06-01    141187          23424       48137      3178        10884   \n",
       "2017-07-01    141219          23416       47844      3164        10847   \n",
       "2017-08-01    141717          23443       48207      3186        10830   \n",
       "2017-09-01    142300          23509       48305      3180        10789   \n",
       "2017-10-01    143227          23723       48777      3161        10845   \n",
       "2017-11-01    143179          23621       48527      3156        10780   \n",
       "2017-12-01    142041          23379       48199      3129        10682   \n",
       "2018-01-01    142830          23460       48530      3120        10725   \n",
       "2018-02-01    142725          23525       48480      3133        10738   \n",
       "2018-03-01    143781          23687       48857      3141        10763   \n",
       "2018-04-01    144447          23722       49122      3141        10727   \n",
       "2018-05-01    143995          23614       48988      3112        10643   \n",
       "2018-06-01    144464          23625       49273      3141        10678   \n",
       "2018-07-01    145039          23708       49435      3163        10658   \n",
       "\n",
       "            Manawatu-Wanganui  Marlborough  National Total  Nelson  Northland  \\\n",
       "Month                                                                           \n",
       "1993-01-01               6243          790           91340    1254       2216   \n",
       "1993-02-01               6353          794           92602    1262       2227   \n",
       "1993-03-01               6656          806           94977    1285       2267   \n",
       "1993-04-01               6791          801           96573    1321       2328   \n",
       "1993-05-01               6984          818           98546    1356       2383   \n",
       "1993-06-01               7055          830           99752    1374       2420   \n",
       "1993-07-01               7120          845          100668    1398       2436   \n",
       "1993-08-01               7195          873          102088    1412       2498   \n",
       "1993-09-01               7261          881          103347    1442       2529   \n",
       "1993-10-01               7153          890          103604    1457       2553   \n",
       "1993-11-01               7090          905          104686    1446       2558   \n",
       "1993-12-01               6884          895          103407    1430       2542   \n",
       "1994-01-01               6910          906          104364    1461       2563   \n",
       "1994-02-01               7087          915          106025    1472       2585   \n",
       "1994-03-01               7503          942          109178    1529       2634   \n",
       "1994-04-01               7634          953          109851    1551       2630   \n",
       "1994-05-01               7708          983          111530    1559       2659   \n",
       "1994-06-01               7840          995          112949    1561       2746   \n",
       "1994-07-01               7804         1001          113414    1567       2717   \n",
       "1994-08-01               7860         1016          115613    1582       2777   \n",
       "1994-09-01               7855         1018          116672    1624       2799   \n",
       "1994-10-01               7869         1030          117347    1643       2801   \n",
       "1994-11-01               7608         1022          117457    1638       2801   \n",
       "1994-12-01               7390         1032          116181    1588       2778   \n",
       "1995-01-01               7421         1042          117713    1612       2820   \n",
       "1995-02-01               7580         1038          118816    1673       2858   \n",
       "1995-03-01               8025         1034          121822    1704       2931   \n",
       "1995-04-01               8051         1034          121874    1696       2920   \n",
       "1995-05-01               8118         1059          124254    1722       2968   \n",
       "1995-06-01               8176         1074          124921    1743       3013   \n",
       "...                       ...          ...             ...     ...        ...   \n",
       "2016-02-01              17599         2944          360952    4461      10808   \n",
       "2016-03-01              17782         2952          365268    4458      10895   \n",
       "2016-04-01              17795         2948          365563    4488      10847   \n",
       "2016-05-01              17995         2975          370890    4536      10998   \n",
       "2016-06-01              17942         2944          371122    4563      11007   \n",
       "2016-07-01              17952         2941          372294    4559      11015   \n",
       "2016-08-01              18011         2939          374335    4563      11054   \n",
       "2016-09-01              18263         2966          379552    4627      11189   \n",
       "2016-10-01              18252         2983          380838    4648      11209   \n",
       "2016-11-01              18115         2979          381751    4647      11212   \n",
       "2016-12-01              17756         2951          376072    4516      10979   \n",
       "2017-01-01              17778         2945          375145    4542      10988   \n",
       "2017-02-01              17679         2948          374325    4503      11036   \n",
       "2017-03-01              17846         2948          377542    4539      11011   \n",
       "2017-04-01              17912         2914          377932    4513      10986   \n",
       "2017-05-01              17916         2929          382596    4597      11102   \n",
       "2017-06-01              17936         2939          382680    4597      11083   \n",
       "2017-07-01              17840         2918          381857    4595      11020   \n",
       "2017-08-01              17841         2931          383403    4610      11137   \n",
       "2017-09-01              17993         2947          384842    4613      11118   \n",
       "2017-10-01              18085         2938          387444    4598      11172   \n",
       "2017-11-01              17996         2931          386304    4556      11110   \n",
       "2017-12-01              17713         2902          382984    4512      10987   \n",
       "2018-01-01              17709         2927          384166    4521      11036   \n",
       "2018-02-01              17839         2910          383714    4516      11077   \n",
       "2018-03-01              17907         2894          386899    4500      11093   \n",
       "2018-04-01              18011         2919          388494    4523      11092   \n",
       "2018-05-01              17935         2925          387207    4510      11037   \n",
       "2018-06-01              18022         2927          388584    4544      11063   \n",
       "2018-07-01              18080         2926          390282    4577      11143   \n",
       "\n",
       "            Otago  Southland  Taranaki  Tasman  Waikato  Wellington  \\\n",
       "Month                                                                 \n",
       "1993-01-01   5156       1628      2835     416     9049       11931   \n",
       "1993-02-01   5166       1645      2857     411     9181       12169   \n",
       "1993-03-01   5366       1664      2905     419     9575       12312   \n",
       "1993-04-01   5523       1704      2920     431     9746       12484   \n",
       "1993-05-01   5662       1747      2963     443     9996       12620   \n",
       "1993-06-01   5762       1730      3004     442    10088       12747   \n",
       "1993-07-01   5772       1759      3017     449    10198       12864   \n",
       "1993-08-01   5823       1774      3063     448    10270       13059   \n",
       "1993-09-01   5889       1778      3099     450    10397       13157   \n",
       "1993-10-01   5903       1806      3071     455    10386       13156   \n",
       "1993-11-01   5921       1817      3096     458    10444       13280   \n",
       "1993-12-01   5765       1783      3064     464    10216       13225   \n",
       "1994-01-01   5734       1792      3073     478    10311       13242   \n",
       "1994-02-01   5737       1812      3101     492    10636       13449   \n",
       "1994-03-01   6004       1812      3173     505    10943       13818   \n",
       "1994-04-01   6040       1819      3174     505    10942       13868   \n",
       "1994-05-01   6161       1839      3217     515    11183       13993   \n",
       "1994-06-01   6244       1847      3259     527    11275       14136   \n",
       "1994-07-01   6273       1841      3262     533    11301       14204   \n",
       "1994-08-01   6372       1868      3278     543    11519       14425   \n",
       "1994-09-01   6420       1886      3295     557    11569       14564   \n",
       "1994-10-01   6489       1898      3287     560    11537       14625   \n",
       "1994-11-01   6508       1933      3308     547    11453       14580   \n",
       "1994-12-01   6418       1909      3242     543    11315       14399   \n",
       "1995-01-01   6376       1926      3307     553    11485       14537   \n",
       "1995-02-01   6433       1938      3355     559    11624       14587   \n",
       "1995-03-01   6531       2005      3395     567    11972       14927   \n",
       "1995-04-01   6535       2007      3386     565    12013       14862   \n",
       "1995-05-01   6704       2052      3402     585    12164       15140   \n",
       "1995-06-01   6759       2086      3446     572    12219       15178   \n",
       "...           ...        ...       ...     ...      ...         ...   \n",
       "2016-02-01  17757       5992      7661    2471    33052       43564   \n",
       "2016-03-01  17997       6062      7833    2475    33623       44284   \n",
       "2016-04-01  18172       6038      7771    2460    33695       44532   \n",
       "2016-05-01  18562       6059      7870    2497    34024       45227   \n",
       "2016-06-01  18625       6051      7767    2500    34125       45211   \n",
       "2016-07-01  18804       6023      7862    2527    34183       45348   \n",
       "2016-08-01  19117       6056      7896    2540    34316       45560   \n",
       "2016-09-01  19528       6098      8019    2574    34757       46161   \n",
       "2016-10-01  19646       6096      8059    2576    34946       46270   \n",
       "2016-11-01  19879       6120      8080    2591    35006       46275   \n",
       "2016-12-01  19700       5992      7962    2557    34415       45458   \n",
       "2017-01-01  18784       6024      7948    2565    34405       45209   \n",
       "2017-02-01  18664       6085      7986    2556    34294       44652   \n",
       "2017-03-01  18963       6110      7990    2558    34672       45145   \n",
       "2017-04-01  19021       6102      8011    2578    34670       45331   \n",
       "2017-05-01  19386       6211      8083    2609    35120       45818   \n",
       "2017-06-01  19523       6183      8052    2592    35023       45890   \n",
       "2017-07-01  19603       6148      8023    2585    34898       45688   \n",
       "2017-08-01  19762       6187      8024    2615    35039       45807   \n",
       "2017-09-01  20023       6188      8070    2630    35179       45912   \n",
       "2017-10-01  20239       6240      8105    2634    35368       46228   \n",
       "2017-11-01  20231       6228      8098    2623    35255       45929   \n",
       "2017-12-01  20149       6165      8013    2601    34966       45476   \n",
       "2018-01-01  19542       6184      8076    2608    35198       45630   \n",
       "2018-02-01  19352       6259      8109    2603    35190       45175   \n",
       "2018-03-01  19704       6339      8131    2602    35672       45731   \n",
       "2018-04-01  19834       6362      8196    2616    35860       45839   \n",
       "2018-05-01  19881       6304      8140    2618    35669       45760   \n",
       "2018-06-01  20072       6275      8167    2628    35645       45976   \n",
       "2018-07-01  20305       6300      8203    2631    35915       46115   \n",
       "\n",
       "            West Coast  \n",
       "Month                   \n",
       "1993-01-01         472  \n",
       "1993-02-01         468  \n",
       "1993-03-01         482  \n",
       "1993-04-01         499  \n",
       "1993-05-01         490  \n",
       "1993-06-01         497  \n",
       "1993-07-01         505  \n",
       "1993-08-01         503  \n",
       "1993-09-01         502  \n",
       "1993-10-01         494  \n",
       "1993-11-01         498  \n",
       "1993-12-01         493  \n",
       "1994-01-01         502  \n",
       "1994-02-01         517  \n",
       "1994-03-01         526  \n",
       "1994-04-01         540  \n",
       "1994-05-01         544  \n",
       "1994-06-01         551  \n",
       "1994-07-01         557  \n",
       "1994-08-01         564  \n",
       "1994-09-01         556  \n",
       "1994-10-01         562  \n",
       "1994-11-01         563  \n",
       "1994-12-01         556  \n",
       "1995-01-01         561  \n",
       "1995-02-01         569  \n",
       "1995-03-01         584  \n",
       "1995-04-01         575  \n",
       "1995-05-01         594  \n",
       "1995-06-01         592  \n",
       "...                ...  \n",
       "2016-02-01        1756  \n",
       "2016-03-01        1753  \n",
       "2016-04-01        1746  \n",
       "2016-05-01        1743  \n",
       "2016-06-01        1752  \n",
       "2016-07-01        1762  \n",
       "2016-08-01        1780  \n",
       "2016-09-01        1795  \n",
       "2016-10-01        1782  \n",
       "2016-11-01        1791  \n",
       "2016-12-01        1765  \n",
       "2017-01-01        1759  \n",
       "2017-02-01        1773  \n",
       "2017-03-01        1749  \n",
       "2017-04-01        1775  \n",
       "2017-05-01        1823  \n",
       "2017-06-01        1826  \n",
       "2017-07-01        1809  \n",
       "2017-08-01        1824  \n",
       "2017-09-01        1838  \n",
       "2017-10-01        1852  \n",
       "2017-11-01        1835  \n",
       "2017-12-01        1820  \n",
       "2018-01-01        1812  \n",
       "2018-02-01        1828  \n",
       "2018-03-01        1845  \n",
       "2018-04-01        1834  \n",
       "2018-05-01        1830  \n",
       "2018-06-01        1825  \n",
       "2018-07-01        1826  \n",
       "\n",
       "[307 rows x 17 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Auckland', 'Bay of Plenty', 'Canterbury', 'Gisborne', 'Hawke's Bay',\n",
       "       'Manawatu-Wanganui', 'Marlborough', 'National Total', 'Nelson',\n",
       "       'Northland', 'Otago', 'Southland', 'Taranaki', 'Tasman', 'Waikato',\n",
       "       'Wellington', 'West Coast'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Year')"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df0.plot(y=['Auckland','Waikato','Manawatu-Wanganui', 'Wellington'])\n",
    "ax.set_ylabel('Active Bonds')\n",
    "ax.set_xlabel('Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Year')"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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weDz069ePmTNnMn36dF555RX69evH3r17T1q4zZg6pzgf5lwD338Ll/zOmSSzeSzcsxnuWgcXPwRj/9EgR5edqVpZYkBEIoD3gLuADJwEEATMAnar6qMi8hHwhKoud4/5AufR10VAiKo+7pb/HigEEt36I93y4cAMVb1KRLJVNaLC9bNUNbKyGG2JgfrL/p6MTxTlwltTnan+r3/ZWQKgEaruEgO1MvRZVbOBZcBoVU11H5UVA/8CBrvVUoB2FQ6Lc8sqK487RTlAmvuYDffn4Zq9I2NMo1aUC7NHwZ7/wtUzG22iORNeSzYiEu22aBCRUOAyYHuFJCA4fSmb3UMWAlPEcR6Q4z4K+xQYJSKRIhIJjAI+dfflish57rmmAB9UONdUd3tqhXJjjDkzJUfB4wyYcUadPQVzr4EjO53+mYE3+za+esKbo9FigTki4o+T1N5U1Y9EZKmIRAMCbACOvd6+CGfYcxLO0OdbAVQ1U0QeA1a79R5V1Ux3+5ecGPq82P0APAG8KSK3AfuBiT/1JlQVseetdZYNIDBelXcIXhoOwWHQbgh4SmDz2xAeD1c+BV0u9XWE9YYtC+06VZ/N3r17CQsLIyoqyhJOHaSqZGRkkJeXV+U7RsZUW8lRCAiBzD3wwZ2Q+h207ApHj0DeQeh+JUyeZ53+LlsWugbExcWRnJxMfRip1liFhIQQFxdXdUXTuHlKncde6+c5My0P+QW0rjCRrKrznowqrH0NQsIhJxn8A+Ga56Gv+/Jz/mEIibBE8xNYsqlEYGCg/R+zMfVdaRHMHulMN+UXCAHBkLIeblzgJJWQcGexsi//z6kfFuu8O9NxBFz7D2jW6sS5Km6bM2LJxhjTsH31lJNoRv3JWZAs6XP48G54fhC06ARTP4RPHoQ2A2D0ExAR7yQca73UKJv12RjTcB09At/8HfpMgPOnQ3gc9B4PQWFOp/+RnfDi+ZCfBlf81ZmNuXkbSzReYC0bY0zDs3o2rHoZyoqgrBBGVJgxPbgZ3PqxM93/gVWw8FfQ42poN/j05zNnzZKNMaZ+2vEJ7PjY6bQ/50oYOMUpL8qFT38LLTpDYZYz+3J0t5OPje3n/IyIhy4jITAU412WbIwx9c/eL2HBjc7aMOIHB1ZCn4nO3GQ7FjktmquedfphpIregtCIyvebGmHJxhhTv5R74IPpENUZ/ucLSFkDr18Hzw+E/jfBrs8gvB3EnQt+1i1dV1iyMcbUL9s+hOz9MPF1p2XT8SLncVj29/DlX8E/GMb+3RJNHWPJxhhTP5QWwv6vYcnvIbKD008DTlK55WPnhcziPAhq4gxpNnWKJRtjTN3nKYVXL4fUjc4iZZPngZ//if0R8b6LzVSLJRtjTN2yJxHKy5xRYgAr/wmb3nISzZinoO9E561/U69YsjHG1A2q8M1MWPKw833EryFusDOMOSQCEn4Gg2/3bYzmJ7NkY4ypGz79Hax4AXpe60zlf2yusoBQuGO5s9yyqbcs2RhjfG/jAifRDJ4Go590Ov3z0uC7Bc4wZks09Z4lG2OMb+WlwaL7If58uPwvJ4Ysh8XAsLt9G5upMZZsjDG+kZsK338LK1505i+75nnwt19JDZX9zRpjat+RXfCvMXD0MASHw7UvQssuvo7KeJHXXrEVkRARWSUiG0Vki4j80S3vKCIrRSRJRN4QkSC3PNj9nuTu71DhXA+65TtE5PIK5aPdsiQReaBC+SmvYYypA759AV4Y7Axvnvoh3PMd9Bnv66iMl3lzPodi4BJV7Qf0B0aLyHnAk8CzqtoFyAJuc+vfBmS55c+69RCRnsBkoBcwGviHiPiLiD/wAnAF0BO4wa1LJdcwxtQGVWdZ5SV/gI/uhZKCE/tW/hPaDoKff+mshmkTYTYKXks26sh3vwa6HwUuAd52y+cA17rbY93vuPsvFRFxyxeoarGq7gWSgMHuJ0lV96hqCbAAGOsec7prGGNqw8Lp8Gwv+HomrHkVXr4Eti+CjN3OvGZ9JkBEO19HaWqRV/ts3NbHWqALTitkN5CtqmVulWSgrbvdFjgAoKplIpIDRLnlKyqctuIxB35QPsQ95nTX+GF804BpAPHxNt2FMWfNUwarX4b1/4ZBt8CQO5wWzsf3woIbTtTrOMJnIRrf8Oq0qKrqUdX+QBxOS+Qcb17vTKnqLFVNUNWE6OhoX4djTP2W/T3Mvgw+eQA6DIcxT0OrHtD1Mpi+FsbNPlE3uk79KjC1oFZGo6lqtogsA4YCESIS4LY84oAUt1oK0A5IFpEAIBzIqFB+TMVjTlWeUck1jDHe8smDziiz61+B3uNOnuI/IMgZBBDVBcqKQcR3cRqf8OZotGgRiXC3Q4HLgG3AMuDY0JOpwAfu9kL3O+7+paqqbvlkd7RaR6ArsApYDXR1R54F4QwiWOgec7prGGO8oazEmUCz7wTnc7q1ZNr0h/ghtRqaqRu82bKJBea4/TZ+wJuq+pGIbAUWiMjjwHrgWNt6NvC6iCQBmTjJA1XdIiJvAluBMuBOVfUAiMh04FPAH3hVVbe455pxmmsYY7wheRWU5EPnS30diamjxGkImISEBF2zZo2vwzCm/jl6BD64E5I+h/v3OqtnmkZDRNaqakJV9WzdVGPM2fn4XifRDL/PEo05LUs2xpifrjgfdn4KCbfBxb/1dTSmDrO50Ywx1bfuddj8DhxNh9JCaNkNyoqgl703bSpnycYYUz3f/gM+fRCiujpv/4uf8/gsvB20sxFmpnKWbIwxVUteA58/DN3HwMTXTywFUJgNWg5+/r6Nz9R5lmyMMae363NYfD9k7obQFnD1cyevOWOTaJpqsmRjjDm10kJYeBcEhsKYp6DH1dCsla+jMvWUJRtjzI/tW+7McZZ3EG75GDpc4OuITD1nycYYc7JyD3x4t7MGzWWPWqIxNcKSjTHmZNs/gowkmDDHhjSbGmPJxhgDuQfhwCqI7QvLn4UWnZ0+GmNqiCUbYxqj/MNO66UwCza/68wCUJLnvDuj5XD1TBvObGqUJRtjGpudn8KbU5w3/wGatYbOF8N5v4CVLzlr0vSb7NsYTYNTZbIRkWHABlU9KiL/DxgIPKeq+70enTGm5q19DZpEweV/chYy6z0O/AOdfe3PB1Vb3MzUuOpMxPkiUCAi/YD7gN3AXK9GZYzxDk+ZM6y5y0jodZ3TgjmWaI6xRGO8oDrJpsxd/XIs8HdVfQEI825YxhivOLQRinOh4whfR2Iamer02eSJyIPA/wNGiIgfEFjFMcYYXykvh4IMaBZ9oqysxJmteeVLzndLNqaWVadlMwkoBm5T1UNAHPB/Xo3KGHNmNr0NL18KGbthwY3wXD/Yvgje+4UzrHneeHj/DqdVc83zNu2MqXVeWxZaRNrh9O3EAArMUtXnROQR4HYg3a36W1Vd5B7zIHAb4AF+paqfuuWjgecAf+AVVX3CLe8ILACigLXAzapaIiLB7rUHARnAJFXdV1m8tiy0qZcKMmHDPFj2Fyg9evI+/2DwFANuH8w1M2HAzdYnY2pUdZeFPu1jNBHJw0kSp6SqVa3/Wgbcp6rrRCQMWCsiS9x9z6rqUz+4Xk9gMtALaAN8LiLd3N0vAJcBycBqEVmoqluBJ91zLRCRl3AS1YvuzyxV7SIik916k6qI15j6pbTIGcK87ysIj4crX4P9y6H9MPj0t857NOdcBcFhMOhWiLc1Z4zvnDbZqGoYgIg8BqQCr+P8L9JNQGxVJ1bVVPc4VDVPRLYBbSs5ZCywQFWLgb0ikgQMdvclqeoeN54FwFj3fJcAN7p15gCP4CSbse42wNvA30VE1FvNOGNq26qXnan/tdyZ9n/gVKfF0m2Us//gBlj+DFz5DITF+DZWY6hen801qvoPVc1T1VxVPfbLvNpEpAMwAFjpFk0Xke9E5FURiXTL2gIHKhyW7JadrjwKyFbVsh+Un3Qud3+OW9+Y+iU3Fdb/25kc85i0LU7Lpf0wGDf7RKKpaPi9cNc6SzSmzqhOsjkqIjeJiL+I+InITcDRKo9yiUgz4B3gHlXNxWl5dAb647R8nv4JcdcIEZkmImtEZE16enrVBxhTmzL3wKuj4IM7nen+VeHwdpg3wVnIbPy/oM/4U/fB+AdCeGUPEoypXdUZ+nwjTuf8czh9OF9z4tFVpUQkECfRzFPVdwFUNa3C/peBj9yvKUC7CofHuWWcpjwDiBCRALf1UrH+sXMli0gAEO7WP4mqzgJmgTNAoDr3ZEytSN8Bc8c6U8r0mQCrZsGeRKcfJrg53PLRyUObjanjqkw27iiuM3psBiAiAswGtqnqMxXKY93+HIDrgM3u9kLgPyLyDM4Aga7AKpx+oq7uyLMUnEEEN6qqisgyYDzOiLSpwAcVzjUV+Nbdv9T6a0y9kLzWXYZ5D/gFwC2LoFUPiBsMm96CYffA0DuhaUtfR2rMGanO3GjROEOVO1Ssr6o/q+LQYcDNwCYR2eCW/Ra4QUT647SS9gE/d8+3RUTeBLbijGS7U1U9bgzTgU9xhj6/qqpb3PPNABaIyOPAepzkhvvzdXeQQSZOgjKm7lv2uNOqaTsQrnoWojo75UOmOR9j6qkq37MRkW+Ar3DeYzneS6mq73g3tNpl79kYn/t+Bbx6OVz6sNPBb0w9cNbv2VTQRFVn1EBMxpjTObAK/j3OeV8moaqHBsbUP9UZjfaRiIzxeiTGNFYZu2H+Dc4UMrd9CqERvo7ImBpXnZbN3cBvRaQEKHXLtBozCBhjKso9CFveh8zd8N1bztDk9sNgy3vOy5k3vgnN2/g6SmO8ojqj0Ww5AWPOhqcM9ibCG1Pc+csEel0LR4/AujnQZiCMfQFadvF1pMZ4TbWWhRaRa4Bjc5InqupHldU3xuC8hLn0cVj+rPPiZfQ5zouYTVtCkxYn6tjEmKYRqM7Q5yeAc4F5btHdIjJMVR/0amTG1Hdf/NFJNN2ugMBQuPzP0PwH0wpaojGNRHVaNmOA/qpaDiAic3DeabFkY8zpfPuCk2gG3eq8L2NJxTRy1RmNBlBxeEy4NwIxpsFI+sKZKLPHNXDl05ZojKF6LZu/AOvdqWEEp+/mAa9GZUx9VVbsTDfTojNc/zL4+fs6ImPqhOqMRpsvIok4/TYAM9zloY0xOz+DJb8H/yAIa+0Mb85IgpvehsAQX0dnTJ1R6WM0EQlwFx1LxemnCaIaC6cZ0yis/zfMn+yMKAtrDflpzrozE+dC18t8HZ0xdUply0LfjrOccr67WudvgHXAABF5VVWfrKUYjalbVJ1VML94FDpdDJNed5ZeNsacVmWP0e7BWeQsDNgGtFfVIyLSBFiNk4iMaXxW/MNJNH0mOi9jBgT5OiJj6rzKkk2JqmYBWSKSpKpHAFS1wJ26xpjGJW0rLPo17P/GGWl23T/Br7oDOo1p3CpLNqEiMgCnXyfI3Rb3Yz2fpvEoyIQVL8LKfzqd/hfeD8PutkRjzBmoLNmkAsdW2DxUYfvYd2Mavozd8PIlUJQDXUfBlU9BRLyvozKm3jltslHVi2szEGPqhKIcyNwLrXpCzgH4+m9QVgR3LIfWvX0dnTH1VrUm4jSmwSstgh2L4L07wFMMASFOkgEYdIslGmPOktceOotIOxFZJiJbRWSLiNztlrcQkSUissv9GemWi4jMFJEkEflORAZWONdUt/4uEZlaoXyQiGxyj5kp4swLcrprGPMjOSmw7C/wlzh4+1aI7QfXvgh9xsMlv4fOl8IF/+vrKI2p90RVvXNikVggVlXXiUgYsBa4FrgFyFTVJ0TkASBSVWe4q4HehTPx5xDgOVUdIiItgDVAAqDueQapapaIrAJ+BawEFgEzVXWxiPz1VNeoLN6EhARds2ZNzf9BmLpJ1XlE9sWjzsJlva6D+POh32QIsXUBjakuEVmrqglV1avOEgMC3AR0UtVHRSQeaK2qqyo7zp11INXdzhORbUBbYCxwkVttDpAIzHDL56qT/VaISISbsC4ClqhqphvPEmC0O4VOc1Vd4ZbPxUlmiyu5hjGOpY/BV087SebCGdCqh68jMqZBq85jtH8AQ4Eb3O95wAtnchER6QAMwGmBxLiJCJxRbTHudlvgQIXDkt2yysqTT1FOJdcwxkkyXz3t9MWM/5fFs2V3AAAgAElEQVQlGmNqQXWSzRBVvRMoAnBf9Kz2K9Mi0gx4B7hHVXMr7nNbMd55jleNa4jINBFZIyJr0tPTvRmG8TVPmfNz91L37f8JcOUzNv2/MbWkOqPRSkXEH/cXtohEA+XVObmIBOIkmnmq+q5bnCYisaqa6j4mO+yWpwDtKhwe55alcOKR2LHyRLc87hT1K7vGSVR1FjALnD6b6tyTqWdSv3OWZk763Hk/prQQWnRyppmx6f+NqTXVadnMBN4DWonIn4DlwJ+rOsjt65kNbFPVii+ELgSOjSibCnxQoXyKOyrtPCDHfRT2KTBKRCLdUWWjgE/dfbkicp57rSk/ONeprmEai+I8+Pg+mHUhpKyBwbc7j8v8ApyVMwOCfR2hMY1KddazmScia4FLcaaquVZVt1Xj3MOAm4FNIrLBLfst8ATwpojcBuwHJrr7FuGMREsCCoBb3etnurNOr3brPXpssADwS+A1IBRnYMBit/x01zCNwcH18PbPIGsfnHs7XPwghNrod2N8qcqhzyIyE1igqt/UTki+YUOfG4CSAvjyr/DN89Asxlkps8MwX0dlTINWY0Ofcd5reUhEuuM8TlugqvZb2dQtmXth7ljI3g/9b4JRj0OTFr6Oyhjjqs5jtDnAHPflynHAkyISr6pdvR6dMdVRkAmvX+fMa3bLx9DhAl9HZIz5gTOZG60LcA7QHmcxNWN8r7wc3p0GuSkw9SOIH+LriIwxp1CdGQT+ClwH7AbeAB5T1WxvB2bMKWXthy//z5kks/+NsP9bSFoCVz5ticaYOqw6LZvdwNBjK3UaU+sOrocvn4LUjc60/4FNIKgpbHrL2d93EiTc5tsYjTGVOm2yEZFzVHU7zpDjeHdOtONUdZ23gzONXHE+LL4fNsyDJlHODMwtpzqTZTZtCRsXQGgEdL/SZgIwpo6rrGVzLzANePoU+xS4xCsRGaMKq2bBqpchc7ezBPPw+yAk/OR6Cbf6Jj5jzBmrbKXOae7mFapaVHGfiIR4NSrTuH0zE5b8AVr3gZvegi4jfR2RMeYsVafP5htgYDXKjDkz6TtgxYvOHGVFOc5SzJ4SSHzCmfp//L/s8ZgxDURlfTatcabsDxWRAThT1QA0B5rUQmymITp6BJLXwN7/wsp/OnOUiT8Eh53o8O822lkt0xKNMQ1GZS2by3FW1YzD6bc59l9+Ls4cZ8acmU1vw8K7oLQAEKejf9TjTmc/QN4hZ1BAi07g57UVy40xPlBZn82xmQPGqeo7tRiTaYi+eNRZsCx+KFz6sNMfE9zs5DphrSHMN+EZY7yrOv/7OEhEIo59caf6f9yLMZn67FQTuyZ97iSaAf8PpiyE9kN/nGiMMQ1adQYIXKGqxx+bqWqWiIwBHvJeWKZeUXVevNwwz3lUJn7OG/6t+8KI3zjvyrTo7KyMGVDtRV6NMQ1IdZKNv4gEq2oxgIiEArbylHFk7Ib3fg7JqyEgBM65ymm1+AXCjsUwb5yzPeV9W7DMmEasOslmHvCFiPzL/X4rMNd7IZl6IWM3vP8LOLASQiJgzFPQZ4LzRv8xF/8WPv0ddLvcZmI2ppGrzhIDT4rIRuDYm3WPqeqn3g3L1GkFmfDqaOedmEsegr6TIaLdj+s1aQHXvVj78Rlj6pxqLTGgqp8AnwCIyAUi8oKq3unVyEzdpAqLZ0BhJkxLdEaVGWNMFaqVbNyXOm8AJgJ7gXe9GZSpQ7a858y4HBACfu4/lwMr4KIHLdEYY6rttEOfRaSbiDwsItuB54EDgKjqxar6fFUnFpFXReSwiGyuUPaIiKSIyAb3M6bCvgdFJElEdojI5RXKR7tlSSLyQIXyjiKy0i1/Q0SC3PJg93uSu7/DGf6ZGIBDm+Dj++CtW9wCBS2H7O9h0C1w4QwfBmeMqW8qa9lsB74CrlLVJAAR+d8zOPdrwN/58WCCZ1X1qYoFItITmAz0AtoAn4tIN3f3C8BlQDKwWkQWqupW4En3XAtE5CXgNuBF92eWqnYRkcluvUlnEHfjpgr/fdL5gJNYxjwF/oE+DcsYU79V9lLn9UAqsExEXhaRSzkxZU2VVPVLILOa1ccCC1S1WFX3AknAYPeTpKp7VLUEWACMFRHBWeLgbff4OcC1Fc41x91+G7jUrW+qUpwPH/4KEv8CfSbCb3bD1c9ZojHGnLXTJhtVfV9VJwPnAMuAe4BWIvKiiIw6i2tOF5Hv3MdskW5ZW5zHdMcku2WnK48CslW17AflJ53L3Z/j1v8REZkmImtEZE16evpZ3FIDUJwHsy+DdXPhgnvhupec0WTGGFMDqpyuRlWPqup/VPVqnEk51wM/9YH9i0BnoD9Oq+lUC7PVGlWdpaoJqpoQHR3ty1B8q9zjvDOTvh1ufAtGPmwzLhtjalS1RqMdo6pZwCz3c8ZUNe3Ytoi8DHzkfk0BKr6oEeeWcZryDCBCRALc1kvF+sfOlSwiAUC4W9+ciip89L+w7UO4/C/Q7WwarcaYui4lu5Cvdx0hOiyY9Qey+e+Ow/x1fD+6t/buLLhnlGzOlojEqmqq+/U64NhItYXAf0TkGZwBAl2BVTh9RF1FpCNOEpkM3KiqKiLLgPE4/ThTgQ8qnGsq8K27f6nqqWaHbMTStjgvZhZmwf6vYd0c59HZ0F/6OjJjTA0oKvXwxbbDzF/1PYoytn9bvs8o4GB2Ie9vSKHc/Y0oAgPaRZBfXOr1mLyWbERkPnAR0FJEkoGHgYtEpD+gwD7g5wCqukVE3gS2AmXAnarqcc8zHfgU8AdeVdUt7iVmAAvcGajXA7Pd8tnA6yKShDNAYbK37rHeKSlwhjLv+sEEED3HwiW/90lIxpizl55XzJOfbCe7oJTiMg9r92dRUOIhvkUTROD+t7/D308I9BduPq89kwfHk3W0hB6xzYlsWjuT44r9T78jISFB16xZ4+swvGfvl848ZYc2waV/gLYDndUxIztCaKT10RhTx32fUcAHG1LYmprLDYPjGdEtmoPZhTz3+S6+2pVOxtESOkU3w09gYHwkl/RoxfAuLVFgxZ4MercJ90piEZG1qppQVb1afYxmfKAoBxKfhBUvQHg7mDgXel7j66iMMWdg2Y7DTJu7hrJyJTw0kE+2HKJpUABFpR4C/f3o3y6CmTcMIKHDqUeQDu/q+wFQlmwasqNH4NXLISMJEn4Gl/8ZAkN9HZUxpho2p+SwLTWXVXsz+WDjQbrFhPHylATCQwOZvXwvOYWlBAf4MTGhHR1aNvV1uFWyZNNQfb8SFk6HnBSY+hF0HO7riIwx1VDmKWfx5kPcNX89AE2D/Bk3sC2/HtWdqGbOmlC/urSrL0P8SSzZNESJTzqzAITHwU1vWaIxpg4qL1f2HDnK1tRcuseEcTC7kPT8Yv68aBvZBaUMjI/gqQn9iG/RhAD/Kl+JrPMs2TQE5R5nbZnAUGcAQOJfoNd1cM3zzqqZxpg6Yc2+TL5OymDd91lsOJBNTuGPhxz3iG3OPZd25doBbYlo0nCWUbdkU595Sp2VMj+YDjkHoHVfyDvkrJZ51TOWaIypAzzlynvrU0jccZiPvktFBLq2asYVvVszMD6Sc2LD2JicQ/sWTQgO8KNfuwhCAv19HXaNs2RTX+35L3x4N2TthWYxcN4vIGU9xPSCC+5xhjMbY2rN10lH2JSSw+HcYvrENWd7ah6RTYP4ZPMhNhzIpllwAD+/sBPTL+5CWMjJk9v2jYs4zVkbDks29c3B9fDVM7BtIbToBONmQ5dLLbkY4wNlnnJW7cvkzdUHeH/DQQCCAvwo+bocP4FyhVZhwfxtUn/G9m9DY56A3pJNfVHugUPfwZyx4OcHw++DEb+xoczG1LKM/GIOZhfxn1Xfs3hzKtkFzhDkX17UmV9c1JkmQQGs2JNBh5ZN8XiU6LBgQoMa3mOxM2XJpj5QhXnjYfdSCImAaYkQ2cHHQRnT8HnKlXfXJVNQ4mHvkaMczC5k2Y7DlHqUoAA/ruoTy6herRnRrSVNgk78Oh3WpaUPo66bLNnUB2tedRLN0Okw6FZLNMacob1HjnIop4jDeUUE+ftxfpeWhIee6Dcp85Tz2dY0jhaXcSCzgOBAf7ILSvhy5xF2pOUBEBroT+vwECYmtOO8TlEkdIgkNtyeLFSXJZu6JvsArH/dGcIc3R3yD8OGedB+GFz2mPMIzRhDQUkZ2QWlBPgJUc2C8fc70R/yyeZU9hw5SqeWTXl3XQqfbU076djY8BAC/f0Qgct6xLB0+2H2HDkKcLyvJcjfj37twnl2Uj/O6xRFRGiQPQ47C5Zs6pLVrziTZXpKoGU32LHIKR/+a6d/xhKNMaTlFvHoR1v5bMshSj3ORMI9Yptzea8YMvJLyCksZeHGg8frNwny556RXRncoQWRTYPIPFrC/W9/R9PgAKLDgvnXN/toFxnKrJsH0TUmjBZNg0AhONCvQQ5B9hWb9dnl01mfjx5xWi9LHoYuI513ZCLiYf+34CmGThf5Ji5jfKCwxIOiNAkKQFV5Y/UBvt6dwabkbNJyiyks9RDk78fNQ9vTtVUz8orKmPnFLvJLyohwH41d0SeW34zqzt6Mo7SLbEJ0WPBJ1yjzlOPvJ4gIR4vLCA7waxBv6fuCzfpcX6Ssg/mTIT8N4s+HSa+fGGHWfqhvYzOmlhSWeHh77QE+3pTK2v1ZCHI8QaRkFxIbHkK3mDBG9oihRbMgRvdqTafoEy8tT0iIo7isnJjmISed93RT6ldMLE2D7ddgbbA/ZV8pzoP18+DzR6BpNPzPUmeNmUY8Dt80HgezC1medITU7CLS84v4+LtUsgpK6R4Txs+GdURxFgQrKSvnxiHx/OLCzvj5nf6/jYY0rUtDZcnGF1Rh/g2w7yun43/Ca9Csla+jMqbGHM4rYv332ew8lEdxWTkXdY9mQHwkqsr/vrmRDyv0qTQLDuD8zlHcPqITCe0jG/WLjw2ZJRtf2PyOk2hGPwlDfm6tGdMg7M84ysINB0lKz+ezLWkUlnoQAT8R/r4sCT+BJkEB5BeX8fMLO3H9gDi6tHJWlrQE0/B5LdmIyKvAVcBhVe3tlrUA3gA6APuAiaqaJc6/tOeAMUABcIuqrnOPmQo85J72cVWd45YPAl4DQoFFwN2qqqe7hrfus0qqzvDl1a/A0cMQ2w8WPwCx/WHw7ZZoTL3nKVc2Jmfz89fXkp5XTNuIUEb3bs3NQ9vTMaopfn7ClzvT2ZmWR05hKb3bhjMxoZ2vwza1zGuj0URkBJAPzK2QbP4KZKrqEyLyABCpqjNEZAxwF06yGQI8p6pD3MSxBkgAFFgLDHIT1CrgV8BKnGQzU1UXn+4aVcXrldFouanw3jTY+6XzXfxBPRA/FCb/B5qceglXY+qqkrJyDmYXApBfXMbR4jKe/mwnq/ZlEhYSwDu/OJ9uMWE+jtLUJp+PRlPVL0Wkww+KxwIXudtzgERghls+V53Mt0JEIkQk1q27RFUzAURkCTBaRBKB5qq6wi2fC1wLLK7kGrWnvBy2vAuL74fSQrjkIWdIs18A5CRD18vtnRlTL5SXKynZhRzKLeLLnenMX/U9R/JLTqrj7yc8fHVPrugdS+vwkNOcyTR2td1nE6Oqqe72ISDG3W4LHKhQL9ktq6w8+RTllV2jdmTshnenQcoaaN0Hxr0K0d1O7G/dp1bDMeanWLbjMJ9vTWPDgWy2HMwFnCe+l57TilG9WhPgJzQJ8ifEncLlnNbNfRyxqet8NkDA7V/x6hulVV1DRKYB0wDi4+PP/oJZ++BfY5wXMa/7J/SZAH72BrKp+4pKPWw/lEdxqYf/7kznH4m7aRLkT3RYMI9c3ZNO0c3oGtPM5gIzP1ltJ5s0EYlV1VT3MdlhtzwFqNhjGOeWpXDikdix8kS3PO4U9Su7xo+o6ixgFjh9Nj/1pgA4tBn+PQ7KiuDWxRDT86xOZ4y3bErO4dWv9yICZR5ly8EcUrILKSotP17nhsHtePjqXjZdi6kxtZ1sFgJTgSfcnx9UKJ8uIgtwBgjkuMniU+DPInJsZbBRwIOqmikiuSJyHs4AgSnA81Vcw3sKMuE/k0D8LNGYOqnMU86+jKNk5Jdw1/z1FJZ6CAsOoLRcGRgfwYhu0QzpGEVwoB9B/n42Rb6pcd4c+jwfp1XSUkSSgYdxEsCbInIbsB+Y6FZfhDMSLQln6POtAG5SeQxY7dZ79NhgAeCXnBj6vNj9UMk1vCNlHbz3c2dY822fWaIxtc5Trqz/Pou1+7Po3y6Ctd9nsSstnwHxEby7LoUWTYPYnJLD4bxiwFlJ8r1fnk+vNuE+jtw0JjYRp+snD33++D7YsRiufRE6XVjzgRlzCmv3Z/LZljS2puby1a4jP9rv7yd4ypVOLZsSHOhPh6gmXNojhuiwYLq0akbbCOt7MTXD50OfG43LHoVLfg+hEb6OxDQwJWXlfLHNSSgXn9OKqKZBLN58iIUbDrI1NZcgfz+iw4L5+YhOxEc14YIuLdmTfpT4qCYcyiliydY0Zow+x9ZgMXWCtWxcPl1iwBhXWm4RCzccJDmrgIUbD5JVUPqjOv3bRXDdgLZMSIg7aSliY3zBWjbG1BO5RaWs3ZfFF9vTWLTpEJlHSwjy9+OynjGMT4ijf1wEy5OOkJFfzCXnxBAf1cTXIRtzxizZGONFqkp6XjGl5coHG1LYlppHQXEZm1JyCPATPKqk5Tod982CAxjYPpLfjelBp+imBFZYc+Xqfm18dQvG1AhLNsbUMFVl1d5MPtlyiM+2pJHiziUG0K5FKEH+flzQtSX+IijQKbopvdqEc16nFgQHWP+KaZgs2RjzE3nKlU0pOWz4Pgs/PyEkwJ9iTznvr09h7f4sggL8GNG1JbcO60BZuXJln1jatbBHYKZxsmRjTDWoKlkFpRzKKSIlu5AlWw+xZGvaKTvw20aE8qfrenNt/7a25LAxLvsvwZgKSsrKScst4lBuERn5JeQUlvDq8n3szzx60nQuYcEBjOwZw0XdozmvUxT+fkJRqQdwko0tBmbMySzZmEarsMTDxuRs1u7PYsehPApKyvjvznRKPSe/DtCrTXNuPq89seGhtA4PoWWzYPq1C7f+FWPOgCUb06gczivi1eX7WLEng80pOZSVO4mlbUQo/n7CDYPj6dWmOa3DQ4lqGkRxmYf+7SLx97OWijFnw5KNabCKyzx8uzuDz7amsXzXEUrKysk4WowqDIyP5PYRnUhoH8mg9pFENAnydbjGNGiWbEyDkVNYypaDOWxJyWX9gSy+3HmE/OIymgb5c0HXloSFBBIdFszEhHZ0bNnU1+Ea06hYsjH1WpmnnI83pfLuuhSWJx3B4z4WaxMewlV9YxnVK4bzO7e0dVmM8TFLNqbOyyksZeOBbA7lFJGWW8Ta77NIziokqmkQBzILOJhTRNuIUG4f3onzO0fRq01zopoF+zpsY0wFlmxMnaGq5BeXsXpfJiv3ZJJxtITNKTnsSMuj4nyxXVs1o3N0U9LziundNpyHr+nFZT1i8LNOfGPqLEs2plapKuUKB7MLWb0vk1V7M8kqKGFrai5pOcWUeJx3WYIC/IhsEki3mDCu6B3LuR0iadeiCVHNgmymY2PqIfuv1nhdcZmH5buO8PGmVJZsTSOvqOz4vvBQp9O+d5twxvRpQkRoEH3jwhnUPtL6WYxpQCzZmLNW5ilnW2oea/Znsj01j4yjJWw9mENOYSkdWjbl+8wC8orKaB4SwKierWnXIpTosGD6t4ugR+vm9vjLmEbAJ8lGRPYBeYAHKFPVBBFpAbwBdAD2ARNVNUuceT+eA8YABcAtqrrOPc9U4CH3tI+r6hy3fBDwGhAKLALuVlslrsYUlnj4bOshPtx4kLTcYnan51NQ4kzVEtU0iJbNghnQPpLoZsHsOJTH6F6tGdM3lmGdWxIU4FfF2Y0xDZEvWzYXq2rFxdMfAL5Q1SdE5AH3+wzgCqCr+xkCvAgMcZPTw0ACoMBaEVmoqllunduBlTjJZjSwuHZuq2E41lm/dn8WX+1yFu7ac+QofiLsSsvjaImHthGhdGnVjEHt2zGofSQJHSKJDbe17Y0xP1aXHqONBS5yt+cAiTjJZiww122ZrBCRCBGJdesuUdVMABFZAowWkUSguaqucMvnAtdiyaZKh/OKWLMviy93pvPF9sOk5zmLegUH+NGqeTBxEU1QlCv7xnL9wDgGd2hhj8CMMdXiq2SjwGciosA/VXUWEKOqqe7+Q0CMu90WOFDh2GS3rLLy5FOUmx8o85STU1jK8qQjvLMuheW70ilXZ0bjC7tH07ttOD1imzOkYwvrrDfGnBVfJZsLVDVFRFoBS0Rke8WdqqpuIvIqEZkGTAOIj4/39uV8rsxTTuKOdL7efYTvknPYnJJDcZkz1LhtRCh3XtyFS3vE0DO2ufWtGGNqlE+SjaqmuD8Pi8h7wGAgTURiVTXVfUx22K2eArSrcHicW5bCicdux8oT3fK4U9Q/VRyzgFkACQkJDXIAwZ70fBJ3pPPtngxW7c0kp7CUkEA/+rQN5+bz2tMmIpSebZrbIzFjjFfVerIRkaaAn6rmudujgEeBhcBU4An35wfuIQuB6SKyAGeAQI6bkD4F/iwikW69UcCDqpopIrkich7OAIEpwPO1dX++Vl6uLN58iGU7DrMp2Xn7HiC+RRMu7xXDyB4xXHxOKwL9reVijKk9vmjZxADvuSsZBgD/UdVPRGQ18KaI3AbsBya69RfhDHtOwhn6fCuAm1QeA1a79R49NlgA+CUnhj4vpoEODigpK2fDgWyWJx1hd3q+M2Is/SiH84pp0TSIPm3DGTeoLWP6xBIX2cTX4RpjGjGx108cCQkJumbNGl+HUanycmXJtjQ2HMhme2ouK/dmUlDiwU+gfVRTWjYLIi6yCRd1j+bqvm3ssZgxxutEZK2qJlRVry4NfTYV5BeXUVTqYeehPDYm5/DJlkNsO5hLiaecAD8hvkUTxg2MY1iXlgztHEV4aKCvQzbGmNOyZFNHlHrKWbjhIO+uT2ZzSi45haUn7e8c3ZRbhnWgV5vmXNW3jS1TbIypVyzZ+Eh+cRmbknNYuz+TJdsOsyUlh7JypVN0U67q6/SxNA32J7pZMMO6tqR5iLVcjDH1lyWbWlBQ4kz7kp5XzNESD2v3ZfL5tsPkFzuzH/dvF8G0EZ1I6BDJxd1b4Q6eMMaYBsOSjRccSy4r9mSwYk8mGw9kU1Z+YiBGdFgwo3rFcE2/NvRqE050mK0qaYxp2CzZ1JADmQUs2ZrGkq1prN6XSVm54u8n9I0L5/YRnTivUxTtIkMJ9PcjLjLUWi/GmEbFks1ZmvnFLuat3E9arjNpZbeYZvzP8E4M7RxFQvtImgbbH7ExxthvwrMU0zyYC7pE0yM2jJE9YujQsqmvQzLGmDrHks1ZmnRuPJPObfiTeBpjzNmwCbKMMcZ4nSUbY4wxXmfJxhhjjNdZsjHGGON1lmyMMcZ4nSUbY4wxXmfJxhhjjNdZsjHGGON1tlKnS0TScZajBggHcs7g8DOtHw9878Xz17X6jel+G9O9gt2vr+OpC/+W26tqdJW1VNU+P/gAs7xcP72OxWP3W0P1G9O92v3WiXjqzL/lqj72GO3UPvRy/Wwvn7+u1W9M99uY7hXsfmv6/HWp/pnea6XsMZoPiMgaVU3wdRy1pTHdb2O6V7D7bchq+l6tZeMbs3wdQC1rTPfbmO4V7H4bshq9V2vZGGOM8Tpr2RhjjPE6SzY1REReFZHDIrK5Qlk/EflWRDaJyIci0twtDxKRf7nlG0XkolOcb2HFc9UlNXWvIjJJRL4TkS0i8qQPbqVaRKSdiCwTka1urHe75S1EZImI7HJ/RrrlIiIzRSTJvb+BPzhfcxFJFpG/++J+KlOT9yoiT4rIZvczyVf3VJmfcL/nuP/Oi0Xk16c4n7+IrBeRj2r7XqqjJu9XRO52/263iMg9VV68Joe2NeYPMAIYCGyuULaa/9/encfYOYVxHP/+miEUDUopbTO2ikaktMSaEluVWFOpEBUSof6wpKESJGIJEkJii2iFUGlssQRhFLXTUlUtrSYVlVJJUSpB6/HHOZNeozOdO/O+933F75PczOl77z09T85953nPuWfOC+Ny+Xzghly+BHgol4cA84ABDe87HZjZWFedHkXECgwmreHfMT/3MHB01bF1E+9Q4IBc3gZYAowCbgOm5ePTgFtzeQLwEiDgYOCDLvXdlfv37qpjKytW4ETgVdINGrfKn49BVcdXQLxDgAOBm4CpG6nvity3L1QdW5nxAvsCC4GBuY87gD17+r89silIRMwBVnc5PBKYk8uvAmfk8ihgdn7fKtISw7EAkrYmfWBvLLnJfVZQrLsDSyPih/y6job31EpErIyIj3P5F2AxsCtwCilJkn+emsunAI9E8j6wraShAJLGADsBr7QwhF4rMNZRwJyIWBcRa4EFwPgWhtIrzcYbEasi4iPgz651SRpGSrIPtqDpfVJgvPuQLix+i4h1wJuki+RuOdmU63NSJwJMBIbn8qfAyZLaJO0GjGl47gbgduC3Vja0AM3G+hWwt6R2SW2kD/dwak5SO7A/8AGwU0SszE99R0oikE7ebxretgLYVdIAUt/+a/qljvoTK6nfx0saKGkH4Chq3r+9jLcndwJXAn+V0b6i9TPehcARkgZLGkga4fbYv0425TofmCJpHmnI+kc+PoN0Us4lfUDfBdZLGg3sERHPVNHYfmoq1oj4EbgYmAW8BSwH1re4zU3Jo86ngMsiYk3jc5HmFja1tHMK8GJErCipiYXpb6wR8QrwIqm/Hwfeo8b92994JZ0ErIqIeeW1sjgF9O9i4FbSCP1lYD6b6N+2/jTYehYRXwDHAUgaSRpik4edl3e+TtK7pLnTccBYSctJfTNE0hsRcWRrW968PsRKRDxP/otmSRdS719Gm5FOzsci4ul8+HtJQyNiZZ46WrY8n0cAAAMESURBVJWPf8s/r/KG5WOHkK4GpwBbA5tL+jUiprUmit4pKFYi4ibSXD+SZpL7vW6ajLc7h5FG8BOALYBBkh6NiHPKa3nfFBQvETEdmJ7rvJl0Udktj2xKJGlI/jkAuAa4P/97oKStcvlYYF1ELIqI+yJil4hoBw4HlvwXEg00H2uX92xHuuqv5Vy3JJFOqsURcUfDU88Bk3N5MvBsw/Fz80qtg4Gf81z52RExIvfvVNJ3HXVLNIXEmldlDc517gfsRw2/p+pDvBsVEVdHxLDct5OA2TVNNIXEm+vqPH9HsGFRU/fKWPHwf3yQpgpWkr5IWwFcAFxKuppbAtzChj+ibQe+JH0510HaNbVrfe3UdzVaIbHmehblx6Sq4+oh3sNJ0woLSNMF80lz1IOB14ClObbt8+sF3AMsAz4Dxm6kzvOo52q0QmIlXd139u37wOiqYyso3p3zZ34NabHLCrqssgOOpL6r0QqLlzT9vYj0/dwmV5J6BwEzMyudp9HMzKx0TjZmZlY6JxszMyudk42ZmZXOycbMzErnZGNWgfx3KW9LOqHh2ERJL1fZLrOyeOmzWUUk7Qs8Qdqfqg34BBgfEcv6UWdbpF0bzGrFIxuzikTEQtJ2PVcB15F2FFgmabKkDyXNl3Rv3pUBSQ9ImpvvH3JdZz1K98a5RdInwGmVBGO2Cd4bzaxa1wMfkzYuHZtHO6cBh0bEOkkPkLY/mUm638jqvEv265KejLz1D2kTyP2rCMCsN5xszCoUEWslzQJ+jYjfJR1DulnV3LSNFVuyYQv/syRdQDpvdyHdM6Yz2cxqbcvNmuNkY1a9v9hwDxQBMyLi2sYXSNqLtP/cQRHxk6RHSfuPdVrbkpaa9ZG/szGrlw7gzHzDMfLNqUYAg4BfgDV5C/jjK2yjWdM8sjGrkYj4TNL1QEdeGPAncBHp5nOLgC+Ar4F3qmulWfO89NnMzErnaTQzMyudk42ZmZXOycbMzErnZGNmZqVzsjEzs9I52ZiZWemcbMzMrHRONmZmVrq/ARQEQQoB1/knAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df0.plot(y=['Auckland','National Total'])\n",
    "ax.set_ylabel('Active Bonds')\n",
    "ax.set_xlabel('Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "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>Auckland</th>\n",
       "      <th>Bay of Plenty</th>\n",
       "      <th>Canterbury</th>\n",
       "      <th>Gisborne</th>\n",
       "      <th>Hawke's Bay</th>\n",
       "      <th>Manawatu-Wanganui</th>\n",
       "      <th>Marlborough</th>\n",
       "      <th>National Total</th>\n",
       "      <th>Nelson</th>\n",
       "      <th>Northland</th>\n",
       "      <th>Otago</th>\n",
       "      <th>Southland</th>\n",
       "      <th>Taranaki</th>\n",
       "      <th>Tasman</th>\n",
       "      <th>Waikato</th>\n",
       "      <th>Wellington</th>\n",
       "      <th>West Coast</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1993-01-01</th>\n",
       "      <td>196</td>\n",
       "      <td>138</td>\n",
       "      <td>146</td>\n",
       "      <td>122</td>\n",
       "      <td>132</td>\n",
       "      <td>142</td>\n",
       "      <td>134</td>\n",
       "      <td>157</td>\n",
       "      <td>150</td>\n",
       "      <td>124</td>\n",
       "      <td>144</td>\n",
       "      <td>96</td>\n",
       "      <td>125</td>\n",
       "      <td>137</td>\n",
       "      <td>133</td>\n",
       "      <td>172</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-02-01</th>\n",
       "      <td>196</td>\n",
       "      <td>139</td>\n",
       "      <td>151</td>\n",
       "      <td>123</td>\n",
       "      <td>136</td>\n",
       "      <td>140</td>\n",
       "      <td>128</td>\n",
       "      <td>161</td>\n",
       "      <td>151</td>\n",
       "      <td>124</td>\n",
       "      <td>161</td>\n",
       "      <td>101</td>\n",
       "      <td>121</td>\n",
       "      <td>139</td>\n",
       "      <td>133</td>\n",
       "      <td>178</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-03-01</th>\n",
       "      <td>193</td>\n",
       "      <td>140</td>\n",
       "      <td>152</td>\n",
       "      <td>119</td>\n",
       "      <td>136</td>\n",
       "      <td>148</td>\n",
       "      <td>132</td>\n",
       "      <td>162</td>\n",
       "      <td>148</td>\n",
       "      <td>119</td>\n",
       "      <td>173</td>\n",
       "      <td>92</td>\n",
       "      <td>139</td>\n",
       "      <td>127</td>\n",
       "      <td>133</td>\n",
       "      <td>181</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-04-01</th>\n",
       "      <td>195</td>\n",
       "      <td>137</td>\n",
       "      <td>145</td>\n",
       "      <td>122</td>\n",
       "      <td>137</td>\n",
       "      <td>142</td>\n",
       "      <td>130</td>\n",
       "      <td>160</td>\n",
       "      <td>152</td>\n",
       "      <td>122</td>\n",
       "      <td>158</td>\n",
       "      <td>95</td>\n",
       "      <td>128</td>\n",
       "      <td>137</td>\n",
       "      <td>131</td>\n",
       "      <td>176</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993-05-01</th>\n",
       "      <td>200</td>\n",
       "      <td>139</td>\n",
       "      <td>148</td>\n",
       "      <td>121</td>\n",
       "      <td>141</td>\n",
       "      <td>131</td>\n",
       "      <td>131</td>\n",
       "      <td>161</td>\n",
       "      <td>154</td>\n",
       "      <td>121</td>\n",
       "      <td>145</td>\n",
       "      <td>101</td>\n",
       "      <td>127</td>\n",
       "      <td>159</td>\n",
       "      <td>134</td>\n",
       "      <td>183</td>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Auckland  Bay of Plenty  Canterbury  Gisborne  Hawke's Bay  \\\n",
       "Month                                                                    \n",
       "1993-01-01       196            138         146       122          132   \n",
       "1993-02-01       196            139         151       123          136   \n",
       "1993-03-01       193            140         152       119          136   \n",
       "1993-04-01       195            137         145       122          137   \n",
       "1993-05-01       200            139         148       121          141   \n",
       "\n",
       "            Manawatu-Wanganui  Marlborough  National Total  Nelson  Northland  \\\n",
       "Month                                                                           \n",
       "1993-01-01                142          134             157     150        124   \n",
       "1993-02-01                140          128             161     151        124   \n",
       "1993-03-01                148          132             162     148        119   \n",
       "1993-04-01                142          130             160     152        122   \n",
       "1993-05-01                131          131             161     154        121   \n",
       "\n",
       "            Otago  Southland  Taranaki  Tasman  Waikato  Wellington  \\\n",
       "Month                                                                 \n",
       "1993-01-01    144         96       125     137      133         172   \n",
       "1993-02-01    161        101       121     139      133         178   \n",
       "1993-03-01    173         92       139     127      133         181   \n",
       "1993-04-01    158         95       128     137      131         176   \n",
       "1993-05-01    145        101       127     159      134         183   \n",
       "\n",
       "            West Coast  \n",
       "Month                   \n",
       "1993-01-01         104  \n",
       "1993-02-01          94  \n",
       "1993-03-01         104  \n",
       "1993-04-01         107  \n",
       "1993-05-01         101  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mr = pd.read_csv('Stats/region-mean-rents.csv')\n",
    "df_mr['Month']=pd.to_datetime(df_mr['Month'].values, format='%Y-%m-%d')\n",
    "df_mr.set_index('Month', inplace=True)\n",
    "df_mr.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Year')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qMVdXd+n1RSZ1J+Ds7ExaWhq1tRadli1btlizn68ULsdBREZGkp2dbc3YTkpKYtCgQRw6dMj6/Up/AF+unLrg98H5ioZs5e8O5OJsr+SWiO6Ltm9YYvIBuj6SSTiITmLixIls3LgRsLxp33333dZjtiS7wSKdceedd3LzzTczYMAAnn/+ees5jz76KEOHDmXw4MG8+uqrgEUG/M477wRgw4YNODo6otfr0Wq19O1rCcH7z3/+Q3x8PNHR0UydOhWNRkNSUhLff/89zz33HDExMWRkZDB27Fjqkw6Li4sJDg5udk8KhYKhQ4eyb59FVfLAgQM8/vjj1oduUlISI0eOBOD1118nPj6eiIgI5s6dS31C5tixY3nhhRcYNmwYAwcOZNeuXQBoNBpmzJhBeHg4d9xxB8OHD7faY+veAYKDg3n11VetsuknT1qC5BYuXMjixYut/SIiIsjMzARsy6kLBABpeRX8km55AH90bxx+rg5MjumJo33nRSm1hcVBWJaYAIxFXbsPcU2L9f1j/z84WXqy7Y6XQJhXGC8Me6HNfjNnzuT1119n0qRJHD16lDlz5lgfhmFhYTYlu8FS+OfQoUM4ODgQGhrK/PnzCQoK4m9/+xteXl6YTCbGjRvH0aNHiY2NtUp479q1i4iICJKTkzEajQwfbklCv/POO3nooYcAePnll1m6dCnz589n8uTJTJo0iWnTpl3S/dcLESYkJKBQKBg7diwLFizgySefJCkpiVdeeQWAefPmWT/fd999/Pjjj9xWlwVqNBrZv38/mzZt4rXXXmPr1q18+OGHeHp6cvz4cdLS0posZdm69/qlLB8fHw4ePMiHH37I4sWL+fTTTy/pfgQCsCwtzVmWTGGVDoARfb35+ZnrcFB1j3OQDQbOTrkd/dmzuN58cyMHIWYQ1wRRUVFkZmayYsUKJk6c2ORYRUUF06dPJyIigqeeeqpJxblx48bh7u6OWq0mPDzcKuT37bffEhcXR2xsLMeOHeP48eOoVCr69evHiRMn2L9/P08//TQ7d+5k165djB49GoC0tDRGjx5NZGQkX3/9dZNrXQ71Uub79+8nPj6efv36cebMGYqKiqiurqZfv34AbN++neHDhxMZGcm2bduaXLd+1jNkyBDrm/3u3buZOXMmYHnjb7yXYeveWxtLILhUCqt0VucA4Olsj6vaDntV9zwijWVl6M+eBbDMIHzqlpiKu9ZBXNMziPa86XcmkydP5tlnn2XHjh2UlJRY21uT7HZwcLB+ViqVGI1Gzp07x+LFi0lOTsbT05PZs2db5cHHjBnDTz/9hJ2dHePHj2f27NmYTCYWLVoEwOzZs1m/fj3R0dEsW7bMqgp7MSqVCrPZDNBEevyBBx6wyo1v2rSJESNGkJyczJ49e0hISAAgMDCQlStXWr9rtVoee+wxUlJSCAoKYuHChU3GrL/H+vtrjdbuvaWxGt/LxfcjENgiLa+iu01ogqxpyKBWODujcHMDlQpTaVmX2iFmEJ3InDlzePXVV4mMjGzS3pJkd0tUVlbi7OyMu7s7BQUF/PTTT9Zjo0eP5t133yUhIQFfX19KSkpIT08nIiICgKqqKgICAjAYDFb5b2guDx4cHMyBAwcAWL16tbX9888/b1Lv2tXVlaCgID7//HOrQ0hISODdd9+17j/UP5B9fHyorq5uMl5LjBw5km+//RaA48ePk5qa2ua9t0RwcDAHDx4E4ODBg5zrBhVMwdVFWl4lkgS3RgXw19sjutscTI1UXM3VNUiShNLTA1NZaZfaIRxEJxIYGMif/vSnZu0tSXa3RHR0NLGxsYSFhXHPPfdYH8QAw4cPp6CggDFjxgCWpa3IyEhrrPQbb7zB8OHDGTlyZBNZ8ZkzZ7Jo0SJrretnn32Wjz76iNjYWIrbSMgZOXIkOp2OoCBL4ntCQgJnz561RjB5eHjw0EMPERERwYQJE4iPj2/zHh977DGKiooIDw/n5ZdfZvDgwbi7u7d67y0xdepUSktLGTx4MO+//z4DBw5s8xzB75tj5ysI8XHmg3vi+MOIPt1tDubqRiJ95y0ifSpPL4xdPIPoVLnvzkbIfV87mEwmDAYDarWajIwMxo8fT3p6Ovb29l1yffF78/slr7yWm9/ZyY3h/iy5K6btEzqA2iNHsO/bF6Wrq83jVdu2k/vYY6gHDybgzb+hDg0la/YDyDodwSu++c3Xv5LlvgWCZmg0GkaNGkV0dDR33HEHH374YZc5B8HvixfXHOWz3Q3LjgvWpmKWZZ4c3zUzzZLPPifzrpmULF3aYp96kb6ei95CHWrJ4FZ5eWEq7dolpmt6k1pw9eDq6srFs0GBoKPZdbqIlcmWqgJzRoWQU6ph56kinr1pIL29nTr9+rJeT+HbbwOgP9vy3li9g1A4O1vblF5eGMu6dolJOAiBQPC74V/bzlg//zctn3e3ngbg9tiuUTowVVSAyQSAIa9lsWrbDsITc2UlssGAZNe5KrL1iCUmgUDwu8BsljmaW46fqyU0+pGvDnLyQhVD+3gS6Nn5swcAU3k5AEpPT/TZ2bS0B2x1EE4Ndqm8vAC6dBYhHIRAILimKdfoqdYZySuvRWswc0ej2cL8G/qzZEbXbExDg4NwjI7GXFWFqYWHvbmmBsnJCUnR8IhWelocREvndAbCQQgEgmsWs1nmzo+SeODz/ZwqsOT9jA/3x8VBRU93NU+N75q9h3pMFZaEPMdoi1KAvk4p4WLMGosGU2NUXp4A5M7/E7rTpzvRygaEg+hgnnrqKd59913r9wkTJvDggw9avz/zzDMsWbKkxfPrxeQyMzOtyW4pKSk28ynay7Jlyzh/vusLngsE3c2OU4WcLaohObOMj3/JAGCgnyvzb+jPC7eEdbmEd+MZBIAhO9tmP3NNDUon5yZtyrolJkN2NoXvvGvrtA5HOIgOpl7MDsBsNlNcXNxEh+hyJLGHDh3Ke++9d9k2CQch+D2i0Rt57+cz+Lk60NfXmeTMMhztlLg72fHwdf2YEtN1EvyyLJM954+UrVwFgHrwYJAk9Fm2HYSpTuYboOxCDevePkhhtWVGIdnbU719O/rc3E63WziIDiYxMZG9e/cCcOzYMSIiInB1daWsrAydTseJEyeIi4tj0aJFxMfHExUV1UTC2hY7duywFhtauHAhc+bMYezYsfTt27eJ43jjjTcIDQ1l1KhR3H333SxevJjVq1eTkpLCvffeS0xMDLW1tfz888/ExsYSGRnJnDlz0OksImUtyWcLBFcbJrPMQ1+kcDS3nJcnhbNomuWNvTOku9uTbCzrdNQkJaFNS0Oys0Ph5obKxwdDwQWb/evrQBh0JtYvOcT50+Uc+qWAAcn76bf5f6BQULV1a0ffSjOu6TDXC2++ie5Exz7kHAaF0eOll1o83rNnT1QqFdnZ2VZZ7Ly8PPbu3Yu7uzuRkZHs2LGD06dPs3//fmRZZvLkyezcudMql9EWJ0+eZPv27VRVVREaGsqjjz7K4cOHWbNmDUeOHMFgMBAXF8eQIUOYNm0a77//PosXL2bo0KFotVpmz57Nzz//zMCBA5k1axYfffQRTz75JCDkswVXH0kZxSglieF9vdmRXoidUsHhnHL2nCnhH1MjmRzdE4BP7huCj6tDG6NdOpnTZ6Dy8yPwn++2GH5qbqR7pvTwQJIkVAEBGPNtOwhTjYbz/gnUJBegqdTj1dOZnOOl/GdBGWPuGsiATRux79P5kiBiBtEJ1Eti1zuIhIQE6/eRI0eyefNmNm/eTGxsLHFxcZw8eZLTl7DpdOutt+Lg4ICPjw9+fn4UFBSwZ88epkyZglqtxtXV1Vp74WLS09MJCQmx6hPdf//97Ny503pcyGcLrnQ2H7vA5mOWB2ut3sSjXx3k/s/3c6awitmfJ3Pvp/t4Z8spbo0KYMbQIOt5Nw3uQVxvzw61RZZltGlpVG/b1mpmtKlRqVClhwcAdj16YLhg20FodEqOMoTtX51EqVJw/R8sOmpmo8yuVaepsvPuwLtomWt6BtHam35nUr8PkZqaSkREBEFBQbz99tu4ubnxwAMP8Msvv7BgwQIefvjhyxrfliR4R3EpUtwCQVdjMJlZsDYVB5WCG8P9WX84j4paA452Sv64vCET38/VgTdvbxCt7CxkXUMNCe2xlkv4mm05iIAeVO/ejSzLzeysNLtZP/fo506Pvu7c/lQsTu72rHv7IFuWHmfai0NQ2XVuQSMxg+gEEhMT+fHHH/Hy8kKpVOLl5UV5eTl79+4lMTGRCRMm8Nlnn1Fd90uTl5dHYWHhb7rmyJEj+eGHH9BqtVRXV/Pjjz9ajzWW9g4NDSUzM5MzZywZpV9++SXXXXfdb7q2QNBV7D5TTEmNnvMVWs4V1/BdSg5hPVx5cvwAskosNRS+eWg46x4fibtT52cbmxvJcre2aXzxEhOAyr8HskaDubKyWf9KRcNMp89gy2yhV6gnnj2cuWHWIEryqjm6rfM3qa/pGUR3ERkZSXFxMffcc0+Tturqanx8fLjppps4ceKEtZ6Ci4sLX331FX5+fpd9zfj4eCZPnkxUVBT+/v5ERkbi7u4OWIoGPfLIIzg6OrJ3714+//xzpk+fjtFoJD4+nkceeeS33bBA0EWsPZiHg0qBzmhm64kCjuZW8NCYvtwVH8Q7W0/h76YmsZ9Pl9lTPzNQuLhgyMmxORsAMFU1nkFY/i7tAnoAYLhQgLLubxVANhqpVvvhbKdnyp9H4+bj2GSs4Egfbn44gj4Rnb/MJOS+ryGqq6txcXFBo9EwZswYPvnkE+Li4rrbrKuC3/PvzZWOLMu8/uNxcstq+flEAXNGhvBT2gVKa/TUGkx8Pjue68P8WH0gFyd7JRMjA37zNWtT01D5eGMX0PpY2uPHOXfnVByHDqE25QAD9iah8my+z1G+Zi35f/4zAN4PPYjfM8+gOXSIrLvvIejfH+PSaBZvuHCBr577Gc8gT25/c2KzsToCIff9O2Tu3LnExMQQFxfH1KlThXMQXHUs2XKKF9ccbdK25mAen+/JZMvxApztVTx2fX+mxvWi1mARvYvrY3kgTxsS2CHOASD38ccp+tf7bfarX2JSh1leLgwtLDOZqy1LTL5PPYV7XSBIvfMxXBTJVJV8iFonP3xCvC7P+A5ELDFdQ3zzzW8vJCIQdCebj10gq0TDX2+PQKVUsCk1nxfWHGV4iBePXd8fO4WEl7M9D47py3t1yqzujh2712DWajEWFmIsLmqzb310kjrMUrPBkJOD40UlhqFhicn7j3NI232ByoNniBgdgNLbm+JvV/NjahDDJvcldHgPMveeRZYG0XtEvw68q8tDOAiBQHBFYDbLZJbUoDWYOVVQTX8/F179/hiDe7qxdHY8Lg4Njys3tR3rHktEpej4RRBjXeipqbyibZtrLBvjDqGWMFR9TgsziKoqJCcndFqZnStPAVBwroLxr71G6l/+RaWfltMpBYQO70FOrhmVo55eg7omlLU1hIMQCARXBOcrLGqrYCnss/N0EUVVOt6aFtXEOdQT28E5DfXU14Buj2pq/RKTys8XpadnizUeTNVVKF1cKMmzzCRCon04d6SYXxx8qIm5G2TISy8j54U/U6iKJ8BTi1LV/TsAwkEIBIIrgrNFDSGj//eTRQGhr48z1w3w7VI7DPn5QIOwXmtYo5icnVH5+WEssr0sZa6uQeHiQnGdgxh910DsHJRkHytFK1vuz6g3sz/bGX0PNwZPC+uIW/nNCAchEAi6lQ+2n+FITrl1ljAsxIv950r56N44Ynt7drniquG8xUGYq6rarN7WuLCPys8PYwv5TKaqKo70mEL5T5moXexw8XTgxjmDKcqu4ts3k+lnOkYm/bnQYwT+vZ3pO6RjNtt/K90/h7kGkSSJZ555xvp98eLFLFy4sNVzduzYYVWBBfj444/54osvOtSuxhLi9aSmphITE0NMTAxeXl6EhIQQExPD+PHjWxzn7NmzrFy5ss3rnTlzhpiYrivGIrhyyS7RcDin6Rv5P7ee5o4P97Dof+lsTy9k7SHL8syyB+I5+cbN3BIZQA93dZfbamikfNzWLMJcU4OirrCPys+3RQdRXmtPvn1/aqsMePg5WnMlfHu7MvsfIxlPOQKEAAAgAElEQVQ2IZAhBxcTbDjB2FmDOz0DvL0IB9EJODg4sHbtWoqLi9t9zsUO4pFHHmHWrFmdYV4TIiMjOXz4MIcPH2by5MksWrSIw4cPs7UVpcj2OgiB4FRBFbtOF/HyhjQeXJ5sVT7NLK7hX9tOc/x8JeEBbux+4QbCergyNtQXJ3sV6g6UkMh7/nnyX13Y7v71S0zQtoMw1VRbZblVfn4YS0qQbUjUFJsakvccLsrwdnZ3wP3mG3FX6xh5iz8+gS7ttrWzEQ6iE1CpVMydO5d33nmn2bEffviB4cOHExsby/jx4ykoKCAzM5OPP/6Yd955h5iYGHbt2sXChQtZvHgxAIcPH2bEiBFERUVxxx13UFa3eTZ27FheeOEFhg0bxsCBA9m1axdgmSmMHj2auLg44uLimjieS8FsNvP0008TERFBZGQkq1evBuDFF19k+/btxMTE8N5775GRkcHo0aOJjY1lyJAh7Nu377KuJ7j2+PtPJ5n7xQH2nyuhuFpPRlEN1Tojz685ip1Swa7nr+eH+aPwd1Pz0xOjWXp/fIfbUPn9D5SvWmXzwW0Lw/nzKOuS3dqq/2xuVLfBzs8PzGaMJaVNx9ObKLLvjYuyhnGzBzFm5sBm4yhdXBiwexce06a1y8au4preg9j17SmKc6rb7ngJ+AS5MHpG8//BF/P4448TFRXF888/36R91KhR/Prrr0iSxKeffspbb73F22+/zSOPPIKLiwvPPvssAD///LP1nFmzZvGvf/2L6667jldeeYXXXnvNWrXOaDSyf/9+Nm3axGuvvcbWrVvx8/Njy5YtqNVqTp8+zd13383FGeft4bvvvuPEiRMcOXKEoqIi4uPjGTNmDH//+995//33Wb9+PQAajcZ6vZMnT3L//fcLJyFAlmUOZZdZE9oA/m/TCY7nV1JYpWPJjGj83BqWkCRJQtnBKyuy2Wz9rDl4EOdhw1rvr9djyMvDZfRoqnfsaNcSU7ZPAk5nynHx9wfAWFiInb9FNsdsMvPVy3vRuPSjn1MBYSNa3lu4UpaVGnNNO4juxM3NjVmzZvHee+/h6NigpZKbm8tdd91Ffn4+er2ekJCQVsepqKigvLzcKqh3//33M336dOtxW/LcBoOBefPmcfjwYZRKJadOnbqse9i9ezd33303SqWSHj16MGrUKFJSUrC3t2/ST6fTMW/ePI4cOYJKpSIjI+Oyrie4tsgpraVMYwBAqZAwmWV+PllIWA9X3rkrhhF9Oz/O31Ta8DZfvW17mw5Cn5MDJhOOsbEWB1HWuoMwVNdywjWRc/9OZcpUb7QOHmjzC3Gsy5UryqlGU6knMHc7kZP6/ub76WquaQfRnjf9zuTJJ58kLi6OBx54wNo2f/58nn76aSZPnsyOHTva3LxuC1vy3O+88w7+/v4cOXIEs9mMWt25G31vv/02QUFBfPXVVxgMBmtdbcHvm0M5luWZB0eF4GCnIC2vkl9OFbHsgWFdtvnceNNYdyq9zf76c+cAcIy1BFe0NYOo1tkhuymorTKw/edaChL+RtGvGm66yXI8/4zl/D7ZW3AfvOhybqFbEXsQnYiXlxczZsxgaaNCIhUVFfTqZamFu3z5cmt7Y0nuxri7u+Pp6WndX2iPPHdFRQUBAQEoFAq+/PJLTCZTq/1bYvTo0axcuRKz2WwtSjR06NBmttZfT5Ikli9f3q4SjIJrl3WHcnllQxqHsstR2yl48ZYwnpsQxnt3x/LrgnFdGplkqHMQSl8fjEVtB43o6hyEetAgJEfHNpPlqo2W1YGwhB4U5FiyqjPzlGjzC/nvJ6nsWX0GF7URB30FDgNDf8utdAvCQXQyzzzzTJNopoULFzJ9+nSGDBmCj09DZMNtt93GunXrrJvUjVm+fDnPPfccUVFRHD58mFdeeaXVaz722GMsX76c6OhoTp48iXPdJtqlMm3aNMLCwoiKimL8+PEsWbIEPz8/YmNjMZlMREdH89577zFv3jw+/fRToqOjOXfuXJOCRoLfH0+tOsIXe7NYfziPEX29USktjxl3R7suD1utn0Gow8MxlpS02V9/LhOljw9KV1eUnh6Yykpb7CubzVSbLX9bo2YMZMTtfenlWoVBcmDjn78n46Alac7NXIbSwwOVX9cm/HUEnS73LUmSEkgB8mRZniRJUgiwEvAGDgD3ybKslyTJAfgCGAKUAHfJspzZ2thC7lvQUYjfm44j+MWN1s/v3hXD7bG9OvwatYcPgyThGB3dar+i9z+g+IMP8J47l5JPPiHs6JFWE98yZ96NZGdHny+/IPOumSicnej92Wc2+1bv2sX/Fu+kPHgEf/znOMv1cqr49m/JAATm7sB7cG88svfhaqenzxfLbY7THVxJct9PACcaff8H8I4sy/2BMuCPde1/BMrq2t+p6ycQCK4SZFmmtEZv/e5op+TGcP9Oudb5Fxdw4fU32uxnLCxE6e1tKc4jyxhLW14yKln6GbWHD+M4dAhgyWswFBaSdd8sij/5T7P+pV9+Sa17L7yCGor9+PRyIaCfOwN76xlwZjWBOdtRpR/EYWD37odeLp26SS1JUiBwK/A34GnJEsd1A1Bfam05sBD4CJhS9xlgNfC+JEmSLBa0BYIrHlmWeWLlYb4/YslCfvnWQUT0csfZhsjeb8Vw/jz6zEwkR0dksxmpFUVXY2EhKj9fVHXLuaaSYmsI6sWUfvEFTiNG4Pv444DFQdTs2YP+7DkUbm5N+uozM6ncvRfN2OkEBjQEZUgKiTufsziYfN2vlH/7LchymzOdK5U2ZxCSJDlLkqSo+zxQkqTJkiS1V4D9XeB5oD4Y2Rsol2W5PmMlF6iff/YCcgDqjlfU9b9khE8RXAri9+XS0BpMXKjQNmn77kCu1TkA3Bju3+4wVlNVFcbSltf6L6Zm768AyLW1Vt2kljAWFqLy9UXpbbHF2Iq6gam8HHV4ONpaMwa9CZWfH2aNxpL81igaqrKklvTPfuB84BgMZiX94mw7HIeBA6Dud8upblZytdGeJaadgFqSpF7AZuA+YFlbJ0mSNAkolGX5wG+ysPm4cyVJSpEkKaXIhnKiWq2mpKRE/NEL2oUsy5SUlHR6KPC1gtks88flyYxZtJ2txwsAqNEZeeu/6Qzt0yC/Hejp1O4xcx99jNOJIzHrdO3qX7N3L9QllekzzrTa11hcjMrHB5VvnWJqC5FMZq0WWadD6e7OmkUHWPXX/WhdG5bH6h2E0WDiuzdT2Fk4mNN9p+LZw4nAMNuy4+q6ZSVVz4A2S5deqbRn/ifJsqyRJOmPwIeyLL8lSdLhdpw3EpgsSdJEQA24Af8EPCRJUtXNEgKBegH1PCAIyJUkSQW4Y9msboIsy58An4Blk/ri44GBgeTm5mLLeQgEtlCr1QQGBna3GVcsVdu2U71jBz1eW8iSLafYc6aEAHc1D391gPGD/EjNraC4Wse/7xtCuUZPekEVyktQYNXUBZqUff0N3nMeaKM3aFNTcRo2DM2+fejOZDSp59wYWZYxlpai8vJG1cYMwlRhKQ6kU3tRUVgLwNZqVyId/XCqLcRYXIxsMpGVVoK2xkC/jHXI8WMZPCO6xQzo+n0HpyFt7gVfsbTLQUiSlADcS8OGcptKWrIsLwAW1A0wFnhWluV7JUn6DpiGJZLpfmBD3Snf133fW3d82+XsP9jZ2bWZnSwQCNpP9S+/UL5mDT/f8gDvbz/D9CGBvDp5MA8tT+GXU0WMGeDLw9f1Y0jdDGLcIH/0ubkYi4pwio1tc3xVjx4YL1yg/Lvv2nQQZo0GfXY2brfdhu5sBrpWsvbNFRVgNKLy8Ubh6IjCxQVjSQsOoq56XJnJstdw3T2h/Lr2NCcHzsTOWItaW0z/4hJO7SvA0VlJUO42ej40Gs/wlpfRlO7u+D33HM4JI9r6EVyxtMdBPIHlQb9OluVjkiT1Bbb/hmu+AKyUJOmvwCGgPotsKfClJElngFJg5m+4hkAgaIELFVpSskqZFNWzXf1NlRVgMrEnLYe+Ps78Y2oUCoXEVw8OR2sw2dyIzhh/IwCDTp5odqwxstlsLbKjz8rCXFuLopE0zcXoMjJAlnEIHYhD//7o0lvOjq7Pe1B6WzaoVT4+lH3xJQoHB/wayfEDmCosGc8lGjUKpYmwhB5oS6vZ998GLaeVb6ZQqVMTGeeEYqMZlU/beQ3ef5zTZp8rmfbsQfjLsjxZluV/AMiyfBbY1cY5TZBleYcsy5Pqz5dleZgsy/1lWZ4uy7Kurl1b971/3fGzl3ozAsHvnbzyWpbuPtfqHtzS3WeZ980hCiu1LfY5V1zDV79mYTLLVBVZNpBzsgsZ3MvdWsBHqZBsOofGAnltLQKYSkrAZMJpxAgwm9GdaV3Hq94hqAcORD0oHN2pU8gGg82+xmKLg1B5ewHg/+c/4xA+iIoN3zezy1RRgQwUlkj4BLqgslMSPi4YhdmAS20+oenfoC+vprcql+h+loxplU/314zubNrjIBa0s00gEHQzb248wRs/Hmfp7nN8sP0MZnPzB/TJCxaZlOTMlnMC/m/TCV5en8Zzq49wPtfyhl9VUkZYD9c2bdA3WvaRtS07IWiQwnAZPQoAXRvCktpTp5AcHbELCkIdHo5sMKA7a/td0lS3nFQfweQyehSeM2diLCxEf9E5pvJyzobcRmG+gZAYy8zAydWBRNfDjI6oplf+HhL3vcrgrO8wl9Y5nkZKCNcqLS4xSZJ0CzAR6CVJ0nuNDrkB7RNWFwgEXUqVzvKn+deNlqWd8J5uXB/aNAzzRH69gyjl1ijb0TUZRRaZ/LUH85hYp7vlYtC2y0FoDhy0fjaVl7e6ZFQfHeQYF4ekVrfpIHTpp3AYOABJoUAdHg6A9thx1KHNdY7q6zI0fpA7J44EoGZPEg79+jWys4LcXmPpG+XFkJv7WNuj334B2WDg5FKLvL7u7DlrxTnl78BBtDaDOI9FIkOLRRKj/r/vgQmdb5pAIGgPOqOJ4+crAThb92BXKiTc1Co+2p7BoeyGmUJxtY7iaks4aXKm5QG6/WQhd364h6e/PUyV1kByZikZRTX86Yb+9PJwxMVgiepxNtQSFtA0YcwWtYcbghzbUkM1FlpmJ3YBATgMGIC2lT0FWZbRpadbw0ftg/ugcHJCe/y47bFLikGhQOnhYW2zD+yFXWAgmuTkJn0rirWYVGr6RPs1i0pqIs1hMqHZn4zCzQ3FRbL31yItziBkWT4CHJEk6RtZlm0v8gkEgm5nxb5s3th4gi1PjSG3rJZnbhzI9KFBfJeSw9tbTnHHh0k8NDqE0QN8reGnw4K9SMkqJTW3gj+tOIRJljmYXU5RlY5dpy1LM/EhXgwL9sL1C4uD6KUy0rMdYnu6M2eQ7OyQDYZ2OIhCkCRU3t44RkZSvn49sl6PZOPhaywqwlReblVFlRQKHMIHUXv0qM2xTSUlKL28SFp3FrWziiE3BwOgHhSG7kzT/In6InB+fWzPkPrv/AVjQSGZ06dTe+AA9n2vvtoOl0N79iCGSZK0RZKkU5IknZUk6ZwkSWIDWSC4QjiaV4HJLLP6QC4AgwLc6OGu5rHr+7P5qTFMienJf3adY9Zn+3llQxoAj4zti1mGB5YlY5JlPrnPEqtf7xwAogI9SOzlhKJu0/m5kb3arHomm83ozp616hm1x0Eovb2R7OxwTkxA1mioPXLEZl9dumX5qbGukfOw4WjT0jBVVjYfu7gE2SeAo9ty2P/9OSqKainMqkQfNAh9djayvkE3qqzGDkk24hlgW/nYzs8P9aAwq+Pq9v0HXcdWymyJ9jiIpcASYBQQDwyt+1cgEHQjO9ILuWHxDg5kWZaQ1h605JyG1u0TKBUSA/1d+efMWPa/NI57h/fmQoWW5yaEMnagH36uDhRX65g+JJCR/b0J9LTsFTw4KoQ374jE3dGuyYPXrrbth5IxPx9Zo7Emh7XmIGRZRnPoIPa9ewPgNGwYKBSWTGkb1O9POAwcYG1zTkwAsxnN/v3NbSkqosxnMGaTjFmW+eWbk6xbcohdFwZiNoP27Dm+X7yPDx7eyhnzAFzMlSiVLT8SJZUK99tvb/O+OhWzGWrL4R99IHlp2/1/I+1xEBWyLP8ky3KhLMsl9f91umUCgaBVNqXmc7a4hv6HdvLT+mepLi6lr4+z9UHfGD83NX+7I5LUhRN4/Pr+KBQS4wZZpCRmJQYjSRKjB/iikODRsf24Z7jlod3YQRS/9y/OTp5iM3RVe+IEFT9utCauOQ2Js5zfyoNUs28f+jMZeEybBoDSzQ11ZAQ1v9quZ647lY7Kzw+VZ4O0hWNUFJKTEzVJSU36mnU6dOnpFLmHo3a2Y8SUvuScKMOoM1GtUXC+5yj2zX2DnDM1+Bem4FSTj3/xwYsv2Qz/F57HYUB/PO6a0WbfDqcoHd4Kgf++CGYj+HS+Qmx7EuW2S5K0CFgLWMVSZFlu+6cpEAg6jZS6MNWbsywP1AHluYydGNPqMpCikQTG0zcOZMJgf/r5WtRIn7pxALdGBuDt0lDwyXzR0o3u1CkMWVnYBwc3aT9351SQZXyfegoAh7AwJCcna4ayLcrXrEXp4YHbrROtberQMKq2brXZvzY1DfVFNTske3uc4+OpSdqLqboaSZJQODujTU3FbDBSYPCiT6wXsTf1ofR8DR7+TuSll5JhnIzSpMPNroZb35xC8T/fw/mmkS3aWo/C2Zm+P/zQZr8Ow6iHXW9D5HRY8yBoy+HIClDYQa/OFwBsj4MYXvdvY0ERGYtst0Ag6GLS8ip4d+tpzhbX4KBScMHJi4iScwRXXWBKTPuyowF8XR0Y2ygE1s9VjZ9r001oW2v7mgMHmjmIetXSiu+/R+nrg8rTE6WHe6szCO2xYzgOHYKiUQVCu6BATKWlmKprULo07AcYS0vRnz1rXeJpjHNiAtW//MK5O6ei8vKiz4pv0Bw4SLVLL3R6id6DvFAoJG6cMxiAsIQAvnneogJ7ywtjcQx0Jejjj1q0s1vZ8SbsfgcOfQmVeeA9AEpOQ88YsG+/IOLl0qaDkGX5+k63QiAQtIuyGj2PfX2Q7FJLNu9fJoXjfNYNcmBugIFgn0srL2uuqcGQn49D//42j5sqLTkQCmdnzDU1AGhSDuAxdWqTfkpPT0xlZegzMnCfMtnS5uHRooMwa7XoMzNxu7lpxLx9UBAAhtwclGFh1nbNAYsotC3ZbKeEBMs52dkYsrOp/OEHCn5JIT/sVgACw7ya9Hf1UjP1icE4uDvjGth2Xke3cW4n7H4XnLwtzsG9N9zyd/hqKvRO6BIT2lMPwl+SpKWSJP1U9z28TtlVIBB0AQeyypizLJn/HbvA6Le2k1dey18mhfPwmL7MjA8i3tcSWeNwrnXpa1uUfPY556bPaFGuwlxpWSKqj/iRnJzQHGyu4C81kkt3ud6yuKBqxUHoMjLAbLaGrNZjF2hxEPqcnIa+Z89RsXoNkr096ogIyi7UUJpfYz3uMGAASl8flO7uOAwYwLmX32S34yRyXaJw81Hj7NG8RrpPZAiuvW3XcbgiKMuEtQ+Ddz+YvQlUahjxKIRcB8MfgbhZXWJGe5aYlgGfA3+u+34KWEWDyJ5AIOgkzGaZVzakcex8JTvSC+np4ci39yUQ3rMhYc1cZVkG0mVkYNZqUbRR26JyyxaKP/qIwHfeQXcqHbm2FmNxsc2aBaYKy9j1DsR17Fgqf/oJs05nXRqSZRlTXcEfyc4O51EW2Qylhye6Mxk28xpshawC2AdZZNcNObnWtguvvYZm3z6cx4xGsrNj00cH0WuN/OGNBOzslez4Oh2mvMKQaFBFxpK86FfkWkeGTOhDj77uXHUYdbBsEhg0cM8q8AuDp46Dk5elDsYtXVeNuT1RTD6yLH9LXVW4ujoOpk61SiAQALD5eAHHzlfSx9sJswzPTQht4hygYRkIsxl9VlabY1Zv247u+AmyZj+A7rRl1mG4cKFZP+2pU5R98w32ISGo/C0RT86jR4MsY2j0hi9rNMg6HW4TJ9LzH3+37h243ToRY2EhRR98aO1be+QINUlJ6E6dQnJwwL5P7ybXVLq7o3B3x5CbQ+3hw9Ts34/+3DncJk4k6IMPKMquorxAg6ZCT+r2XM6fKef47vOczrHHeew4tq7KoaTWmXFzIhgxpR/BkVegHMbBL+Hn1y2zBFtihhdSoSIHJi2BgChLm7O3tUhSV9KeGUSNJEneWDamkSRpBJZyoAKBoBOQZRmN3iKjvfpALn6uDqx/bCS7zhQzKdLGW35VJfb9+qHPyEB/7pxNXaIm/euWfYz5DeU6jQWFzfqVffU1ssFA0L8/BoUCfUYGyroQU31WFvYhIch6PcYySzSV88iRuE1siEhyHTcO9zvuoGTpUjym3ok+M5OcuQ8D4BA+CPWgQUjK5qVl7AMD0WfnkP/qQkzl5RgLC3EYOBDJzo5T+zJRqCR6hLhz8H9ZuHqrUSgkDDoTe9dlkHOijFHTBzBgqH+zca8ItJXw/TzL59JzkJUEY1+EyGlg72JxArmWAkpdtc/QGu2ZQTyNRX+pnyRJe4AvgD91qlUCwe+Y/x0rYPCr/+O/afn8cqqQydE98XS2Z3J0zyZhqvWYK6twjIgAQH/uXJvjG/LzcQhvGi5qLCxo1k+XkYF60CDse/fGPjAQl+uuw76PRchOn5VN4ZIlpA8Ziu70aQCUXs1Lb/o+9SSSnR1F7/2L0i+/ahj7+Alcxo61aZ9DaCiagwfRpadjLLDYZd+nN7Isk3GokN7h3oy+ayC6WiPFOdXcMMuymX1kWw5uPmoirutlc9wrgtI6EQqFHRxbC9UXYP9/YMlg2PF32PZXOLgcXAPArf0RaZ1Fe6KYDkqSdB0QCkhAutBmEgg6j++PWDKiH/nKkmp0e2zLDzxZljFVVaHy90cVEICuFQdh1usxXriA4fx53CfdirmyCkOuZa3fUNDUQciyjO7MGdxuublJu9LdHaW7O/rsLMpXrgIg909PADRJYKvHzs8P99tuo3LjRpSenrjccAM1SUnIWi0uN9gOkHSbOJGKtWubtNn36UNxbjXVZTriJ4XgE+jCsEkhyGaZ0BEBVJZoKcuvIX5SCEpVe957u4l6B5E4zxK+ClB4zPLvL39v6Bdiu4xqV9Oun6Qsy0ZZlo/JspwGjJUkaUsn2yUQ/C6RZZmDWeX08XbixnB/Pp01lIheLW+0yrW1YDSidHPFISQY/bnMFvuW/PsTMm6agLmyEruePa3Zzgo3N4wXmjoIU3Ex5ooKHPo1D3+1C+6Dpi7bWeHsDHUb2Eovr2Z9AdTh4ZZw2txc1GFhlplISAgOAwbY7O88YjhKHx+kRjLhVfa+HPk5BySs+wrxt4Yw7La+1s83PRiBZ49LC/PtckrramUMmwt2TjDgJst3v8GgdIDg0Zbv/a6MNLPW6kHcAHwM9ATWA//AEs0kAX/rEusEgt8RNToj36bkcKFSy5t3RFrlLlrDVFerQeHmhn1wCBXfW6qlmWs0aNPScB4x3Nq3avNm62dVQABOIxJQ9eyJJjnZupRTtW0bFes34DnzLgAc+vfjYux796GyLpu4x2uvcf7ZZ4GWHYRDaEOkkn1ICF5z5iDrdS1mfEsqFf4LXsSs0VD03nuk+9/MtsWpAPQc4IGT21Uss116rmH5aF4yOPvBz69Z9iBcAyzfK/PAtUd3Wwq0vsT0NjAX2AvcUvfvi7Isv98VhgkEvyfKavTM/nw/R3IrsFcquC607XrHYCmVCRYdI7ugIMzV1ZgrKyn+6GNKly9nwK6dqHx80OfkWPcKAOwCeuIYMRjHiMHkPf0MtWkWldf8P7+MqawM6kTr7Ps1dxBes2ahOZCCwkGN260TrQ5C4Wz77d1hQFMHYYlyauibvPEcWWklDJ0YTO7JMgx6E9ffa0lyO52UQ3ZtDOEjA4i8Pgg3n7blxq84ZBmW3QrRM6EkA7zqpMLdLSG9TLjofdsjqGvta4XWHIQsy/KOus/rJUnKE85BIOh4Smv0zPxkL5klGj68N45RA3xwU9u1fSJgrp9BuLqiqJPFMNfUULlxI8gy2uPHcRkzhurtO5qcZ9erYQNU1aMHxq1bMdfUYNezJ6ayMqp++i+qgABUvs0dlWNkBP23bgWzGUmS8LjrLjT797c4I1C6OGMXGIghNxeHkOCm9ptlDm3JxqA1sfGDhroO0dcH4eqj5pj9MHx9HRhzT2irSqtXNOXZkLXH8p/aAwZN6m6L2k1rDsJDkqQ7G/dt/F2W5bU2zhEIBO0gv6IWpSTh56bmy71ZnC6s5us/Diexvw/GkhKKl32H95w5NgvnNKZeK0np5mZNVqv+5ReMRZZKbfUOombPHuz79MF77kOULP2sST0Dtwk3UfrZZ5QsX46xbgyAgDfeaHkZSKEAheWBHfDawjbvVz0oDNlsajbLKDhbgUFrYtz9g8hKK0FfayTvVDk/f3ECB0clmgo9Ex6KuHqdA0Bho4p32nLoP777bLlEWnMQvwC3Nfq+s9F3GYu6q0AgaCdFVTo+2H6GiF7uPPudpSjO9aG+HMgqY3iIF4n9LQ/t8rVrKXr3n5h1OvyeeKLVMetnEEpXV6vchSbFIoWh8vVFe/wEssFATXIy7lMm4zF1ajMdJcfoaFxvHE/pZ59jrqnBY8YMXG+6CZdRbaubthe/F17AVNZUdkNfa+TItlwUComQGF/CEiw5Hr9uyOBEUj7VZRB1QyA9+3vYGvLqocCyfMeMLywS3X6DWu9/BdFaydEHutIQgeBa5dj5Cr5IysLD2Y5lSZmoFBJBXo5Miwvina0WyYkpMQ2hrFLdm3np58vwefjhVqUzNIcOARaxPIXaEvVjKisFScJxyBC0aWnUHj2KrNHgnNBy4pX77bdTtcUis+00JK5DnQNYkt8IDGzStvmzY2SllhB9QxAOjg2PohFT+jFiSvO9j6uOkgzLZnTBcfDoDeFTumFY4AYAACAASURBVNuiS6Y9mdQCgeAyOXmhkpmf/EqV1mhVSjCaZe5PCObB0X0ZNcCHFfuzmRTVkCFt1T+qUzxVN1I1rac27RgXXnsNbWoqnn/4g0WiwtHiSIwlpSgcHXGMiqLqv/+l8K1FYGeH8/Dhzcapx2nYMFAqwWTCLui3bZKeTi4g41AhsTf2wT/EzWafsgs1ZKWWEH9rsDVU9ZrCUAv/igPv/oAE/hHdbdFlcRUv7AkEHYPZLLPleAE6Y/skxkxmmV2nizCYzNa2sho9G4/mU6U1sPnYBaq0BtYezGX+N4dQ2ymJCfJAluHuYUHcO7w3M4dZQliH9PFk8fRoXBttSpsqG5RsjIXNJTAAanbtRJuaivu0qfg9+wwAUv0MorQUyckJz7tmYNenN7VHjuD7+OMo3VvOp1C6uuIYGQmA3UVv+pfK4a3ZZBwsYv2Sg2QcKuTC2ebKPEe356JQSURc99uudcWRsx+qiyA32fK95IylfsMVIJtxOYgZhOB3z6e7z/LmppO8fOsgAtwdGRvqi7NDy38aX+/L4pUNx3hodAgTIwOY980hCiq1GM0yrmoV/8/eeYdHVaZ9+D5Tk0x6751A6L1JE6SIIGBva5dVscuq69orlnXX3nBRsaDwiYDSO9JLgEASIL0npE4yyfTz/fEmEyJpYEKC5r6uXDlzznvOvJNynvM+5fdUGa2O7xqVgoW3DkWS4K6vDnDXmChi/VvuQWDX65HUamSLpVkDYc7LQ+nnS/Arrzj2OVYQFRWoAwNR6HSEffghVZs243N36wr9btOmYikuajJzqa1YzTZKcqvpOSKQrGOlrP30GAqVRPQAPywmG54BLpTkVFGQVkmvUUEXd03D7zFViXTWoXeCkwcgwZhHwa8n9L2ms2d3XrTJQEiSNBqIPHO8LMtfd9CcuunmgrE5pYi31p0A4K11JzBZ7UzpHUCvIHcUEtwxOopSg4n1SUUMCPXkge8OUWuxoVEp+HxHBksP5uKiVnLPuGjcnFR8tj2d64eGsS6pkLevHcDUPgGO1cGxF6aiaYMMhK1SjyY2FlNyMpZmDIQlNw9NSOOnb0eswmJBUVeFrI2NbbYZ0O/xvu02vG+9tcWWpa1RlKnHbpOJHeJP3/EhFKZXkrA+m9SD4nNkHRPt7JVqBcOuiDrv9+lS2Czw+aWisY/NDEXHQbaLrm+XPd/Zs/tDtGogJElaDMQAh2mQ+ZYRon3ddHNRUmO2kl1Ww9yvDxIf5M74OD8+2JKKq1bF+qQiNiYXYZdh7bFCThVXY7PLqBQSTmol3joN/7l+IGsSC1l3vJB3bxjI0EhRRXzf+BgkSWKB3O+sG21bjAOI1FWVjw9Wb+9mVxCWvDyc+/dvtO9MaQrFGdttRZKkPyQpnZNUxv5fM0CCwBgPnHRqAqM9CIv3pqrMSN6JcsoKahg2IxKr2Y6r19mNfC5KklcJie56io6B2QAj/t55c2on2rKCGAr0luWmhMu76aZrUlBZS6C7EwWVRvzdtKjOyKM/llfJVR/vwlWrwkWj5Os7h2O1y+xILeH5mb0pqDAyLNKLFYfzeXV1MuPi/Ogb7M5HW9N45LIe3D22Tv8n0pvnZvZu9L71RuGPPIXb9JVowsJQ+ftjLT591nHZZsNSUID75Zc32n9mb2fJ5dwNRHMUpleSf6qCwVMjmh2TdqiYdQuPo3FS0mNoAE66hpiKT4grPiGuXbM3wx9FlmHPx0Kq21wt9tUK+XOHrtJFTFsMxDEgEChobWA33XQFcspquPTtrVzRP4hfjhYQ5OHEXWOi8NZp2JhczKmiKmRZpsxg5qnLe+GlE37wFfPqUjvrJJDuGhNF/1APBoV7oVJIXNY7gIGhHZ+Tb6/Uo/BwR+Xvh7W4GNlmw5yVhTZaGCZrcTFYrahDGqu8ntn2U+Hcfg3tD67NIvNoCa5eWkpyqhl9dYPLymK2kZNUxqavkgmIdGPmQwPROP2FQpv7F0LuPpjxH9HHQamGg1+CpIDwkZ09uz9MW36TvkCSJEn7AFP9TlmWr+ywWXXTzR9gQ1IRVrvMisP5eLmo8XfT8uIqUc3qplVRZbLy3IzeXBLrSw9/12avo1BIjIj2cbweHH62nHV7Uy/frXT3QLZYMKWcoPLnnyl49jmif1mFNjoaS56QAz/LQCiVSBoNstmMwqV9DITNZifvpHgi3vJNClaznejBfhSl6ynK1FNVWkthuh6ti4opd/f9axkHswE2vgAxk2DIHSI4XZEtDETQwLpA9cVNW36bL3T0JLrppj3ZmFyEn5sWg8nKY1N6csuIcE4VV1NrttE72J38ilrCvV3+kBuoo7AbDGCzoXR3R1IqsJaUYNi7F+x2qjZtQhsd7ej5cKaeUj2Ss7MwEC3EINITTpO4LZcr5vVHpT67o9uZFGfosRhF6NFqFmm9az9JxFBpdowZc20P4oYH4Oz2J8lI+uUx0epzyO0tjzuxRriVxj7WELtxDwW3YIib1vK5FwltaRi07UJMpJtu2oPc8hr2ZZQxd1w0D07sgbNG3ADjAhpSSyN8LmzPAOPJk2TdfAtRy5ejCW2525m9Xp3Vwx2FzgXsdgzbtgOil7TPnXdS9tVXaKKi0ISfLQeucHLCXlmJopkYhCzL7F2VTlm+gWPb8hh4WfOS4hVFNez+OQ0k8A7SUZZvIKy3N4VplQydHklwrCflRTX0v/RPVMsgy3D4Oyg82rKBSFkNu94TBiF8dMN+hULIeKvbLwbUmbQli2kk8D4QD2gAJWCQZbnpEsluuukk7HaZx344gpNayY3Dwx3GobOp/Gk59qoq9L/8gu+9LWe21IvvKdzdHQ11bJWVKDw8qD18mMrlyzGnphHy3/86+jmnHz7Nbz+e4rp/DXOkulYrPSjakkPfcSEozgjQ552soCzfgNZFxYE1mYT28iI3pZyeIwIbrQAsZhurPz5Kjd7M+BvisFllTuwtZMYDA0CWHdcM6910D4iLFkMJWGuh4ChYzaBqYlVkNsDS20RK68RnHaKFDrTNuy0vNtriYvoAuAFYishouhWIa/GMbrrpBPZmlLEvs4xX5/QlzLv9grR/FKWn8EXbystaGdkgs6F090AbFYVu7FgMO3bgPnUqFT/+SPXOnQC4TmhoSXnqQBFVZUbSDhWjcvGgWhfM4awemNNPkZtSzqDJ4WQmlhJ/SRAHfs3A2U3N5Dv6sPK9w/z01iEsJhsH12Zx3dPDMFZbSD98mtK8asqLapj18EBCewkjMGBSvQRH13PNtRsV2eK7zSTSVUMGNz5+8EvQ5wvjcPMy6DH5gk/xQtKmiJIsy6mSJCllWbYBiyRJSgD+2bFT66abtpNfUcuyg7noNEquGtS1XB72mlqAZovezqReZqPeqPjefx/2mhrcJk+m4scfMaWcQOHq6lgpyHaZ3BQRRN767Qkk/7vReOhRKmDotEgO/JpJxpESAA6tzwIZxl7fg9B4L3zDXCnJqWbgZWEc25HPxkVJmGqslOaJdM2x18c5jMNfhoqshu28g40NhNkAq+rUdZUaiGhfQcOuSFsMRI0kSRrgsCRJbyLSXbs1nLrpMmSUGJj8zjasdpmrBoV0GddSPfUrB3NaeqtjDTt2IDk5OfSQXAYNIvLbbzBniydbc2YmmoiGeoSS3GqM1RZ8QlwpzavGGQM1Tl5M6qen18xovAJcOHWgmOEzojh1oAh9SS19xoYgSRIjZ8WQsruAkXNi8At3Y8OiJJBF0Dkg2p3AqIs/C+ecqV9BOHlC5m8w/J6GY7kHGrbDRoCm66xSO4q2GIi/IQzCA8CjQBhwdYtndNPNBeJQdjnf781GkuCK/kHMHd/1lEGtZeIJ35yRgWy1Iqma/rezlpdTuXIVHrNmoXRt7MdW+dSl28oyKl9fLGYbh9Zmkbg1F6VKwYwHBmA126h4/glK9yYSNPMJAOKGBxI3XPQ39gtvrAEV0deHiL4+jnEKpYKCtAr6XxqKpPgTu5FaoiIbnL2hzxwRrDZVQXmm6BedvRuQYMht0HN6Z8/0gtCWLKYsSZKcgSBZll9s64UlSXJCNBnS1r3PMlmWn5ckKQpYAvgAB4G/ybJsliRJi5DvGAKUAtfLspx5rh+om78OqcXVXPXRLgBmDQzm3RsGdfKMmqa+05tssWDOznYUvAHIZjPVv+3E9dIJlC9ejGwy4XXzzWddQ6HTIbm4INfUoPT1Zc/yNI5uySV6oB9DLo9wyFYYXDS41BafVx1E7BB/Yof4n+en7MIUJopKZ+82aD9VZIveDf2vgwNfwPJ74cRq8IsHrZuQ7Z75bsfPuYvQqqtIkqSZCB2mtXWvB0qStLIN1zYBE2VZHgAMBKbVZUS9AfxHluVYoByol5m8Cyiv2/+funHddNMk648X8sm2NACuGxrK/Ck9O3lGzWMrK0PbU8yv5sCBRscqV60i9/77qd68mdIvv8Jt2jScejadA1LfJtToGcKx7Xn0HhPM5ff2wz+iIaGwXvK7PSupL2pKUuGLKbB4tshKagm7HUpOCAMRNkIYhZRfILA/FB+HnD3Q68KuHNZlrqPcWH5B3/NM2hJLeAEYDlQAyLJ8GGjVFMuCOnES1HVfMjARWFa3/ytgdt32rLrX1B2fJHXFSqZuOp2009XMXXyQZQdzGRHlzZvXDOhSWUu/x1pejsvQoaj8/THs3t3oWO1h0Xq08OVXkGtq8HvoQUBUMP8ela8vRq0nv5X1Q9WMGmp98Lq5Ooi/HKsfF8qq5Zlw6KuWxx7/Sawg4meKwre/b4cnMmDuVrhqIVz/DYx/6gJMGix2CyfKTjB/23wW7FtAjaWGaf83jS3ZW/gu+TtKaksuyDzaYiAssiz/vuNHm4T7JElSSpJ0GCgGNgBpQIUsy9a6IblAfeVQCJADUHe8EuGG6qabRuxMFf8cbloV91/aNinrzkK2WLDr9Si9vdCNGkXN7j3I9oabf+3RowBYCwvR9uqFNjqarOOlfDJvKyW5ot+0bJepKKrB5h1ETugkai0qZj06qEk11Ho9pvNRc/3TYamFzJ1CVTV0GOz7TBTCmQ1gNTUeazXD5peFC6m+d4NKAy7ewlj0v1YYjt/XPHQAtdZahiwewtwNcwEwWAxkV2WTV53H+4ff5/V9r7MwcWGHzwPaFqQ+LknSTYBSkqQewEPArrZcvC4tdqAkSZ7AcuDs3onniCRJc4G5AOFNVJJ28+dnx6kSwryd2fHExM6eSqtYy4V7QOXtjSY8nMoVK6jZtw/dyJHYDQZMp06Jm47djtvESwFIq+udsOfndIbPjGLTV8mU5RtQMA1FkJGQYKmRW+lM6lcQ0p/ZxWSqguJk8O0Bzi3oY+UeALtFpKN6RcIvj0LBEVgxD9xD4OYfYd/nkLZZiOuVZ8JNSy+IEWiJzMpMZGTKjCJ2ZbFbyKnKAeBU+SkA1mSsYf7Q+agUHat91ZafxINAH0RM4XtADzxyLm8iy3IFsAUYBXhKklT/qUKBvLrtPESGFHXHPRDB6t9f6zNZlofKsjzU7w90vurm4qTWbGNPWiljYjvvd2+rqCDvscexFLQucGyrMxBKL2/cJk9G5e/P6f++iyzL1B47DnY77jOuAMDtsssAqCozAqK5zrIFBzAbrYy7IQ5njRWryoXYfs2nn0rOf3IXk6kaPh0PX0yGZXc2P273h7DkJrEdNhx6zwaFGtb9SxTAnVoHu96H1fNF1XTKLxAxpksUvmXqMxu9zq/OJ7cq1/FapVBRZixjb8HeDp9LW7KYaoB/1X21GUmS/BDuqYq6LKjJiMDzFuAaRCbTbcCKulNW1r3eXXd8c3cPim7qOZhVTnyQG6/+mky12cpVg1vWNOpIDLt2oV+9GlN6OtE/L29xbH0Gk9LbC4WTEz5z51L0yiuYU1OpXLkCydmZwH/9C9+5c9HGxiLLMqdzqogfHYR/pDv5J8u55Joe6Dy1uBYeJ+HHfUSPvqfZ93ObMAHr6dMoPTtelrxTWPsklKWLwHHBkbOPl2eKntAbngO7FdS6hlXGgBsgYbEoctP5wfpnxLH7d0FNqdjuAmHPzMpMJCSWzlzKz6k/8+OJH8muynYcv7rH1SSXJmO2tRJ0bweaNRCtZSq1Qe47CPhKkiQlYqXyoyzLv0iSlAQskSTpFSAB+KJu/BfAYkmSUoEyhLxHN91QpDdy7Se7uCTWlx2nSrh7TBTDIjuvwrd+5WBKScGUnoE2uvmcDXO2cA2og4VB00RG1u3PRv/Lr3jMmY3SwwOlh1gVVJUZMRms+Ee40XdcCH3HNRjCyOsmE3bZEFS+zYfmtD16EPj003/o811QSlLBpD9b0qIpklZAwjcw9nFw8YV1/4QVD4DOFy57QYz5YgpUFwESjH8Sgs+47tTXIGun2DflZRGTCB0mZLm7kDR3hj6DYNdgenr3JMI9ArPdzJHTR4j3jmdU8Ciu7nE14e4Xxr3e0gpiFCJo/D2wl3MUYJFl+ShwVmK6LMvpiKyo3+83Ateey3t08+dn7bFCsssM2GURe9CoFJ0emDZnNsgx1CYktGggTGmpSC4uqIODABz1CdVbtyKbTHjOmeMYe3xHHrv+LxUA3zC3s64lKRSOVNc/DcvnQmkaPJbccmWy3Sae+AP7w4R/QoZQuCVhMShUMPzvIlupukjs73cNXPo7Q+nkDvfuFONVmgaj0sXIrMwk0j0SgGBXIel+qvwU0yKn8eiQRy/oXFqKQQQCTwN9gXcRLqISWZa3dUuAd3Mh+O1UCfd+c5DXVqc4+jnPHhiMt659+w7INhuli750KKm2hjk7G6d+/ZA0GkxpaS2PTU1DGx2NVBf4rI8N1LcSVdXF0U7sLWTrtyfwDXNj1JwYAiIvYrHkbW/Corp6Abtd3NybojRN6B0ZKyBxqRhnszQ99uRakYI69nHRtc3vjHwXuxW2vSHGgDACcz5r+joal6YVWjsJi83CzOUzWZ2+GhBy7Fn6LCI9IgEIcW1YQYa6XXiNsWZXEHUZSGuBtXVVzjcCWyVJelGW5Q8u1AS7aZ3ViQXUmG1cM6RridT9EWRZ5q11KSgksMswpXcA0/sFMTyq/V1LtQkJFL/xBjUHDxD2Qet/2ubsbHTDhyGbzZibMRC2ykpKFy6k9sgRR/AZGtJPraUi/0Lh4oK+pJZt358gKNaDKx8ZiFLZuVk0f5iTa8WNvyIbdn0AeQfgns1njzv6IyCBVwSsfxa2vg4uPnDXBsjcIdJR1S6iKc+hr0XmUa8Z4lz3YNC4iWO9roCDi8R+nR8E9OkSsYR69GY9rmpXFNLZv9fUilQy9ZnsK9zH9OjpHCg6QI21hj4+fQAIcwsj1jOW07WnGRYw7EJPveUgdZ1huAJhHCKB9xDpqt10MpU1Fk4VV1FcZeKh7xOw2mVOV5m4b0JMZ0+tXdidXsqR3Eqen9mbzSnFXDc0jHFxHZO5ZCkSbonqjZuQZbnFTnN2oxFrQQHq8HBki9VRx/B7KlespPRzkauuiY3BUGlC56FFqjcQJXWFTlpnNnx2DAm47I7eF79xsFmh6LjYTtsMx5aJAHBNmagpOJPUDSLDaNaHsOklqC0XhmHDc0LewmoSbqGKHJGuOuk5UNbdsiQJAvsJ2e3rvxEup90fQviILmUcZFnmku8vYbD/YL66/OxCveSyZAAyKkWXwO+Sv8ND68HkCJFNpVFqWD6r8265LQWpv0a4l1YDL8qyfOyCzaqbs/hhfzYl1Wbm1fnf5313iN/qCsaCPJyID3LnvU2nuGlEOB7O6s6carvw1a5MvFzU3Dg8nDsuaYOGzh/Akpfv2DYmJeHcp0/zY3NE0FkTEQmShH7NGuw1NY7YgizLmJKTqdq0yXFOqjmSg0/tZNbDA1HY7NglBdbSMkr9+rLp21MUplcy+c7euPtc5KmpNWWQtQusIk2XbW8K4wCQfwhiLwNDKVgMYqVQcARGPyTqGa5fLMb9Oh/2f37GNesMqVILg29v/H5XfSaMgSRB9Hjx1cWotQqp90PFh7hl9S08OOhBRgSNcBxPKhW90jP1mdRYatics5lbe9+Kk8qpU+b7e1paQdwCGICHgYfOeKqSEEoaF7GT9OLCYrPz5toTlBrMTOjpR7CHM7vTS7l2SChXDgymT7AH+RW1zEj5jaUHcrh7rBCDyywxoFYpCPG8uG48ueU1bEgq4t7xMTi10jO5PbDk5Tm2zRmZLRoIY0oKANoesUhqNcgypvQMag8dRL9+PZrwCCp/+gkA95kzqZLdSUhSgSyz5pNEzEYbzsOeJaD4AJmR0+FAMSNnRzsUV7skez8VN/NZH7b8dL78XlFfABA2UmgXASBB8irRnnP9M3D6BFz5nogdRIxufI0JT8GRJWLFUG9oRtwnhPZ0v8ve8gyjq6M3i7iWVqklvSKdxUmLGxmIlDLx91RmLON46XHssp3+fv07Za5N0VIM4iJf616c5JTVUFFjoV+oSLtLLa7i273ZlBrMKCR4bsVx5gwKwWaXuXlkBAPDRL67t07DiChv/r3+JCarHVmWeXv9SSJ8XPjkliEAfLkzEw8XNU9Pj++0z9cc20+eJi7AjUAPJxbvyUKSJG4ZGdH6ie2AJS8Ppa8vtpIS7LU1LY6tPXIUycVF1CyYhFxD1YYNlH76KZKTE7UHDqIODsZSWIjPHbeTsMWCOq2S2CH+HN+RT3gfb3ISrWRGTsfNWMCVb87B078LVz3vfA82PCu2+18H0ROaHme3NxgHgJuXiriBSiskLA5+CYn/J1YPsl0YHSThYjoTnS/M+kDEFna+JwLY017vUm6jc6HSJFSKXh/7OgeLDrLs5DIqjBU8tu0xfJx8SC5NJsQ1hLzqPHbk7gAg3K3rKER0bJ12N+eELMvMXXyQtNPV/PLgGCJ9dNz55QGyy2pQSPDWNQP4x7IjHMwqx89NS/+QxrnbH9w0mDu+3Mdb60449mWV1nDj53uorLVQX3bYO8id2YM6r9AMaOTr35BUxD1fH8DfTYtSIVFQaeTyvoEEX6CVjyUvD21sLDUlJci1tY32Z91xJyH/ecexqqhNPIpz795ISiWKup4N5gzhPw59/z1qExPxvuUWzDYlu1fnkJVYyqg5MfQZG4y7nzN9x4Ww9uYF5PiNJtJwGE//s6W9OxR9Pvz6OJScEr57/xbUb/ITYNOLIjCcvRv2fAxR48XNujwTjvwAwYPE0/2x/xPnDL4VwkeJ2MHoB8S+qgLRW6G6SBgHgJNrIHR40/UHfer0O92DhZ7SRWocoGEF4a5xZ0LYBL5N/pbHtj3G/sL9OCmdiPOK476B9zFv0zy25Yrk0DC3rrMy6jYQXYj9meUkF+hRSPDQ9wlcOTCY7LIaHpwYy/Aob8b28CPIw4ntp0oYFeOD4ndNXfzctKycN4Yqo9BCLK4yMvk/26mosRDtpyM+yJ1ivZH5S4/wxtoURkb78J/rB7brZ1h2MJeeAW6OFVBTfLotjY+2pnHziHA0KgWfb08nLsCVGrONKF8dcwaFcMOwP/YUJVssoFK1GHAGYags+fnoxoyhZs8e7DUNKwj92rVYsrOpWPIDmvmPU7poEcYjR/G+S0g8KHTCQFiKCgHQREXjOnYsNXozKz88THmBgb7jQ+g/MRSVWsngKWJFFFu5E6eKPEJ8Kv7QZ2xEwjci0Dtvb8v6RNvehNRN4ga+cBKMvF8UlNWUiH4HGl3D2D0fi32zPoB9C2HLK7DxeZj0Aiy5BYoShYaRR2hDJ7bxT4HH7x4+Jj4rvtY9LdxLlhqhk3TFv1v+TDFdX2urNfSmBgMR6xVLuFs4+wv3c0nIJXxy2SeA0FpyVjmTXpmOn7MfLuqus6LsNhBdiC93ZeDhrGbBVf2479tDpKw9wfg4Px6bHOe40Y2O9WV0bPPFUgqFhIeLCFK7O6uI9tUhAxsfHY9CIVFltPDQ9wmknq5meUIet46KYFB4CzeUFli8O5MYP1dGx/qyeHcm3jotTyw7gq+rlrWPjGPVkXz6hXrQM8ANJ7USpUIiuUDP62tSCHDX8tFWkSI6rU8gz8yIJ9Srff4xbBUVpE66DFVQIOFf/A91QPNNcGwlJcgmE5rICFCpHP2jAaq2bAGgYulSag4ccKwU5J4D2fHjSSJ6imI2a0EhRq0nB36rpNd4T9Z8kkh1uZEr5vUnvPfZVc9arZKwtK2owka2y+fFVA0bXwRDsag27jOn6Sdzux1OrIGe02DyS7Dhedj+pggK15aLFNFHjwu3kCxD+laImSQMztjHoTIHdr4LFqMwDtPegM2vCOMQfakY93vjAA0rgGmvi+/FKWA4DUFdx9feUThWEFp31Ao1S2cuZVP2pkZxCLVCzaigUWzO2dylVg/QbSA6nWqTFaPFhtlqZ93xIu4aE8Xl/YJ4bHIc6aeref2q/q0+BTeHJEl8+rchKBWSY7Xh5qRm0R3DMZisjH9rC4//eISXZvWlf5gH7k5ty34qN5ix2mVeWJWETqPkp/tH8+yK447jZQYzNy/cS3KBHi8XNeU1Fu4dH8NTl/fiq12ZOKkV/DzvEp79+RijY3y5c0z7ZikZT57EbjBgTk2jcsUKfOc2r11kzhJV0ZrwcBTOzthrazFnZSE5O1N7KAHnQYOoTUjAkpdH6AfvYzQrWLvLCX1JLkc3Q0T0LEJzt3Bw8D8wbS3k6G/FIMGshwcSFNu0HlJ9LcT5dH1rkm0LhHHQuMGqh2Ht02IloVAKN009BQlQXSjaZXpFwnVfwZ5P4PhykTK6/3ORZhp7mVBLrS5qiDkoFDD1VUj5FfZ9KtxIw+eKlUjGDhHAbqsKqn8v2kHYudP5/OjnDPQfyLDAxvUJHx/5mJFBIwlxDXH0bXDXiJweF7ULM2NmnnWtCWET2Jyz2ZH11FXoNhCdzHMrjrEnrZQr+gchyzJ/qwvMPjSpR7tcv0fA2ZINADqtio9vGcKdi/Zzyxd7CfF05l9XxDM6xof/7czE3UnFXWOiyK804uakaXxuYQAAIABJREFUwk2r4vU1KYR6OfPeJiE5bLPLGMw27vyyoUtavxAPZg0M5pVfk/F11VJtEpWx/9uZQXaZgdWJhdw4PJwgD2cW3tYxhT/mjEzHtunEieYHAqZUsYrRxsSgcHbGlJxM2tRpAEhqNUGvvoqtohynXr1QuLiQsOQkVWV5zH5sECf3F5G0YwplXr0waT3pMy6E49vzGHdDXLPGAdrZQGTtEqqkQ+4QBWcbXxAunM8miFXBHWtErcDxn0TbTUkJPaY0nD/yXvFlqYXD38LSO0UMwKPuSTZ6QsNYrRvM+I8ohLv8DWEQBt4kvv5iFBoKeS/hPaZETGlkICpNlXx0+COOlxznUPEhqsxVKCQFOrWuhavBuNBxAAwJGNKh8z5Xug1EJ7M3vYz8SiOf78jgin5BF7Qz2rBIbzY+Pp6DWeU88/Mx7v/2EAHuWor0IjunoNLI/x3KJcDNiVmDgvlse3qj831dtUzq5c8PB3JQSPC3kRFM6OXP+B5+lBnMjI7xJcpPx/6MMh754TCrEwt54NJY7r+0Y4v5zBkZSE5OuIwYjunkybOO2w0Gch9+BP/5j2NKS0Ph4oIqKAiFs7NjRQHgP//xOp2lKMxGK8mbcji+I4/elwQREudFcKwnORsSqHILx68qhfE3TmLQ5HA8/FoOrksu7WggdrwDrgFCiE7lJGSt1z0tCs0Ualh6O9hMoh5BoYaYS88uWANQOwvhuoxtDZ3XIseenUra+0rx9Rdne67QgjpZfpITZSfwdfbFx9nHkbZaH3AGcNO4NVlFfSY+zj6suWoN/i5dqyd4t4HoRE5XmcirEEtKpULi8SlN9yLuSALcnZjeL4hLYnzZerKYh5ccxs9NyyUxPnzxm/C5V9RYeHPtCcb28CWjxMDgcC8ScsqZ1CuAy/sG8sOBHOKD3HlxVl/HdZ+Y1uBC8O0XyGurtYyP82P+1PPrHV29fTvOAwY4VE9bwpyRgSYiAqeevSjduQvZbEbSNOjv1CYew/Dbb2QdPYpz3z7IsX356a1DBHr1wyv7V0p9+tL35QfxmjiO2mozR7fkkrglF1ONlZA4T4bPFHUmkkKip2EXBzVXElV7FEmSWjUO0GAY/pCBSN0I658TvZIn/LNB6M47Cqa8IkTtekyBFfdDZa4wItVF0O+65q9Z70KqzBWxitkfn//8/uRsyRHxqeyqbK5ZJTrQ/TLnF5JLk88aW+9eao3O0FpqjW4D0YkcyRFZLP+Y2pMQT2ei/Vw7bS4eLmpmDQxBIUkEeTjRO9id1NPVDAj1ZGCYJzIwe2AIMjIapQKT1Y5aqUACegW6Mbl3QLPX1qqUbP3HBJxU51f0ZikqJmfu3/G+/XYCnnqy1fGmzAyc4nuj7RkHViumjAy00dHIdjsKrRZLnmi+YtfrMezaTfG0hylMr6TQ83IiIyAz8nKSf7YhrdqO2WgFGaIG+DJ4agSB0Y0NVIC6jLE7/4Fb37b71BXO52kg0jaLFNVbV8KaJ6EyTwSGh9zReJxPDFz6T7F9327hcjq6BLa+IXSLmiOwn/iSZSFzoe4a1bxdibnr5xLjGcPegr2EuYU5Or0BvLn/TVzVrmgUGsz2hl4Nbpqm3bwXA90GohNJyClHqZC485IonDUdXzHcFmYOaAhqrpw3pk7J4Owg+ZkVzmseHttqIN1Fc/5/asZEoXdUtXkz/k8+0eJ7yWYzltw83C+/HKc4sSKr2buXrJtvwV5TQ9jnnzWS6wbIlSLwCtJRlV9OZsRUsVOSiOjrg6e/M7FDAvAObtqHrHBzRWUzOWoi2oIjBqFr2S8NgKEEjnwPI+dBwreiWc6i6VCZDTd8JwLOLf3sFQrQusKwu2HoXW2rKZCkbuPQBAaLgd0Fu9ldsBuABwY+wJM7nsRN48YNPW9gYeJCPLWejA4eTamxFJtsI6k06YI09ukouqulO4FdqSW8tS6FxbuzGBHl3WWMw+9RKKQ2ZVCdb5ZVW6k9IgyEJTsbc3p6s+Ns1dVU79gBNhvO/fqhiYgApRL9mrXYq6vBbqc24TDm7Gw0ERFEfPcthkFTqKjV0mdMMMGKApAU+J4+zD3/HsOUu/owfGZ0s8YBQFlXC6Fwa/tTYr3kt0LXhhXE3k+EPEXuPji1QWgSVWaLm31rxuH3XMQFZ9tytrEpa1PrA/8gerMek83U5LF6QT2ASPdIpkZOxUXlwrjQcdzY60aUCiUVpgqmRk3luyu+4+FBDwNQYWrHepcLTPcKohN4buVxUour0WmUvH5Vv86eTqdgyc9H6euLQtO6Nn/t0aOogoKwFhRg2LkLbczZQW5reTmnLhkDdjuqwEBcx49HUqlQh4ZQe/iwGKRWY87IwJyVRW1kfwoI5XjkdXioFcRfEoS0uohsQwT++hQkVdv+NeoNg9Kt7SsIqbUsprJ0kY2kdYPsur7DO98DUyVc/YUQuouecFHf8M+Vj458hNlmZlLEpDafsyRlCZ5aT6ZFTWt1bGltKZIkcf0v1zPYfzBvjHvjrDFpFSLjrZ9vP4dB+N/U/xGoC8TH2Yevpn2Fu8bd0cuhvutbhbHbQHTTRlIK9aQWVzN3XDTXDwsjwqcNboaLAHNmJkovrzYFke1mM+lXzsJj1iwCn32mxbGyzYbx2DHcr5xJ5bL/w1pc1OQ4Y2KiKAQDvG+52XGD10ZGYcnKRnJxwWXQIEzp6ZSU2tkfOA0+O4arl5apd/dF46TCz83IkO1v4e3S9lx0hauu7vs5rCBai0GseRIyfxNidfXSFCd+Ff2Ve05vufPanxBZlsnR5yDT9hb1JbUlvLr3VYBWDYTFZuGGX2+gwliB0WZkXeY6Hh3yKN8lf0e8TzwpZSkE64LJM+ShVqj5+vKvUSnE31cf3wZhx9+L7AXpRBfBS8MvbfO8uxrdBuIC89OhPJQKibnjovF11Xb2dNoFe20tGddeh9uUyQS/+mqr400pKdirq6n46Sf8Hn4IpXvzWR7m9HTsBgPO/QdQvXkL1rJyDPv2oYmMpPCll/C6/gZcx47BmCRkk6OW/4S2Z0OmlCYqCrZtQx0ZQXnwIBR7Pic77gZUSjszHhpCYIwHyrpudQpnFzyqMlEGtD0NV1kXe6g3FG2hxSymnH1waj1c9qIwENvfAr94UbkcP+MvZxwAyk3lVFmqAKgyV/HDiR+QkLir313NnrP05FLHtsVmQa1svgh0fdZ6Cg2FaJVaBvsP5vDpw7y852W2527HTe3meG83tRsR7hEO49AaSoWSjddsxNOp+ZqYrk63gbgAZJUaePmXZKpNFo7kVHJ538A/jXEAqN6yBXtVFYbtO1ptuANQezQRALm2lpIPP8T/qaeaPad+rPOA/ii9vTFnZpJ9622O4zX7D6D298ecnY06Ihyn+HjsdpmTewooL6ohtXgQ4T6H0AddTtbpcHSD51Pj7E/v/u6E9GwsMVIfPFa6tV3Jvn7loDyfGERTBiJ5JSg1Iqis0YkMpcPfCAPRUorqn5hsfbZjO786n8VJi/HUejZrIGRZZkXqCsfr1IpU4n3iSShOwF3jToxnDC/tfokI9whu7X0r3yR9Q4R7BEuuWIJWqeXlPS+zPFU06amyVOGscmZyxGRWpq1ktOfoJt+zOQJ0zWf3XQx0G4gLwIurktiXUYbFZsdml3l8yvnVAnQ1cv5+Ly6jRlKzdx8A1tOnMaeloY2NbfG82qNHUPr54jZxEmVffY06IgLvmxqqcWVZRrZYyLz6asyZWSjc3NBERqLy8qKmPp4AOA8Zgik1FXNuLrLJhFNcHLJdZuOiJE7tF64ojUZFYt97wKYgKlJBdpoPXuUnGH7j38+al+PG7X4ON3vHCqKVc2TZETPQxsSg9PREHRp69pj0rRA2QmQeAbgFwKC/gUIlitz+RJwoO8HJ8pNMiZyCVtn8A1N2VYOB2FOwhzJjGTWWmmYfRk5VnCKvOo87+tzBouOLSC5LRqVQcfe6u4n1iuWb6d+wInUF8T7xhLmFcaz0GM+Peh5XjfiZPzn8SZJKkxgdPJqd+TsZFTSKx4c+ztCAoY1cSn8Fug1EB1NjtvJbagm3jIjgqsEhFFcZifLt+nEH/Zo1qAICcBk8uMnj9tpaqrdvx1ZRgTElBdeJE6nevBnDrl0tGghZljEeOYpz/wEEvvA8xuRkKpb84DAQNQkJ5D30MLrRozCdSgXAqXdvJIUCpbc3cp3aqtdNN+I7bx5KLy+qt2whd94DqENCyU4u49T+IoZeEcngqRHoc8tY+ep2+o4NYvDs3qTNuZqg557Bxf3s4Hh98Fh5LvGE+hhES0Hq3IOweDbcuQ4CeuMU7kfcm1eBp7vownbke3ALhGVCJZaJzzY+39UfLnm4zXO6WFiwbwEHig7wS/ovfDr502bHnbmC+DX9VwCMNiNlxjJ8nH2w2q1ISCgVIhtwa85WAG6Ov5kfT/7IwaKDfJv8LWa7maTSJLZkb8FsN5Opz+Szo58R6R7J7NjZjvfQqXUsnSlcVI8Nfcyxf06POe322S8Wug1EB7PjVAlmq53L4v3pG+IBtB7E7WyspaXkP/Ek2vh4on78ockx5owMkGVqjxwBwGPGFRiPH8d4XIj2lS3+BkmtwuOqq1BoNJR++SUuQ4ZiOnkSc1YW3nfcISqPr7ySoldewXjiJLbSEnIeeBC5pobKFSvFE7cso62rZ1B6N7iEfO65B5WPUEp1nTiRkPffQzdiBGu+zsDFXcPQyyNRqhT4RPtxxxdXO86L29J8qqTCpe5mfw4riPo51H9vkpNrwKSHPR/BzPdg+VxR9ObXC7L3wO4PhGx2PX8Cmeu2kFctOvntzt9NhbGiWV99tj6bYF0wp2tPO3o4g3A3+Tj78NjWx3BRu7Bg7ALssp01GWvo59uPAF0A40LHsTJtJQAvjn6RF3e/yFsH3gKEblKlqZL7B9x/Vlyho1O3Lxa6DUQHUW2y8sWODL7clYGni5phUU3o31xgrKWlSEolSs+Wg2YVP/6IbLFgPHoUS3Exan+hD2MpKkKhc6Xsqy8xpzWuR3DqPwB1WCiWvHxsej1FdcHq2qOJ+D/6CMUL3kA3fhy1hxJwGTYMz2uFPIH79Mspeu019GvXUP71YjQhIbhOmkjpJ5/iPGAA/v+Y7zAQKu+6n6EkofJtkDyXJAn3yZPRl9SSdbyUodMjHYHnc+F8YhDOgwYRvuh/OA8a1Pyg7LrWm4lLRQe1tM2ABInLIH2LENEzV8O1X4JrIIQ0vWr7M2G0GikwFHBJ8CXszN/JszufpY9vH+b2n9tIt6jWWsvO/J2MDh7N2sy1AAzwG8CR00fIM+TRx7cPewv2OjSMfk3/ldSKVN4YK9JUXxr9EhqFhlC3UK7qcRWbszc30kkC6Ovbl26apttAdBCv/JLEkv05TOrlz6OT41ArO7cmUZZlsm+/A0mtJnLZUiSFAnNuHgqtBpWfX6OxFct/Rh0RjiUrm+qtW/G67jpku53M629AUqux5OQ0Gq/09kYdEowmJATD/v3UJiQAoI2Pp3L5csfTtWGbEDjzueduJKVwB6i8vVGHhFC9ZSt2gwGfu+9CN2YMZYu+xHX8OFyGNKhbKr2EgVD6+oh+0L/j1IEikCF+VNB5/YwcMYhzqWmQJHSjRjU/wGqG3P1C+C5zB6x7RshjRE8QMtsAt68W+wJ6n9e8uwJrM9eSVJLE3f3vptJYSZh7y30NsvSimn1GzAx25u9ka+5WtuZu5ejpowToAvDSevHQ4IdYnb4avVnP9T2vJ686j8SSRN4e/zaTl00mvzqfnKocaqw15FfnszBxIR8kfEC8d7wjtdVJ5cQrY15xvO+8gfPOMhD9fP+atUhtodtAtDM/J+SxOaWYHadOM3tgMP+9oYUnywuIMSkJ0ykh0125fDkec+aQffvtaKKjCP/sM8c4S1ERluxs/J98kvIl31P21dfU7NuPpNVgLSw867qSWo1zf9GzQh0SgnXVLxj27AWVirCPPyJ95pWUfv55w3gXF1xGjGh0DU1UJIbtO+q2o1D5+BCz+tezDFe9i0kdENhof+XpGjZ/nUL+qQqCYj1w9z2/VqXns4JokZJUWHKTSFcdfo+QzTidDP1vgL5XCQMx6TmIvKR93q+TsNqt/PvAvykyFHGi/AS78nfxzoR3mBwxudlzMvWZAMR6xjIxbCKbczbz8OCH+SLxCwwWAzIyMZ4xfJvyLXFecQwJGMLHl32MXbbj5eSFu8adtRlrMVqNAJjtZj47+hkD/AbwzoR3mlVPjfeJZ/7Q+QTqAvnnjn8SqAu8qNNQO5puA9HOLPwtnWN5oovU5N6BrYy+cOhXrgK1Gm10NAX/eobKn1dgyc3FVlaG3WzGsH076uBgzJmZALgMHYK2Rw9y7r4bc5qoIEWpxO+Rh9FERJD30MNIzs4EPPUU2h4iKK0OCQG7Hf2vv+LUpzfqwEACn3uW/H88gTokBEteHq5jxqDQNs5Y0UZFNTIQjmv9jnoXkyqgIXWwNK+ale8exmKyAdBnTPBZ57WVem0k5TnEIFrk4CJRFT3kDtGEp+QUbH4Zek2HuKnwZBY4n//NyWAxsLdgLxPDW45ZlBvLSSxJdPQcaE+y9dl8k/wNhQbx8LArfxcAz+18jrEhY3FSNa3plFmZCUC4WzhvjHsDq92Kq8aVm3rdhMVuYd6meTy781ksdgsvjHpBxKu0DfE7LycvksuSG8Ukaq21jA8bj49zC/Eg4LY+Ik36+5Tv6eHZPn1X/qx0G4h2pKCylmN5eiQJVAqJcXHNtwbtCJpK+5PNZsqXLKFs8WLcp00l8KWXOf3OO5R/9x0A9poaTo0Zi12vR3JyQtJokJyccIqPR1KpCH7rLWSzmYLnn8dl8GB87xHd2eS330YTFYlzn4a0v/qburW4GI9ZomeAx8yZotBt0GCMx47hPODsNpP1RkHp69tiPYHDxeQfQEFqBesWHsdQYULnoeGaJ4fi7uuE6g/oWml79cL/iSdwHT/+vK/hwG4TMYYek2Hmf8W+YXeLwHvc5eL1HzAOIG5w7x56lw3XbCBQ1/zDyPcp3/PxkY/ZdO2mc+o3kF6ZTkppCtOjpzc75vV9r/Nb3m9EeUSRo8/BKluZFTOLFWkr2Ja7jckRkx3S2BPDJiIjo5AUnCw/SaAu8Kz+y/WvF4xdwDWrrsFF7dLk+z8z8hmSSpP4z8H/NNof59V2yfyFUxYi0R2MboluA9GObEwuBuCjmwajVEi4tbGF57kgW0SHtt/74HMfeRTZZCLs448c+/Tr11P06mtYi4rQjRlD0Msvo9DpCHj6n5hzclC6uaJfvQa7Xo/v/fdTvX07xmPHcBkxwiFV4TFzBgBKH2/UQQ1P5x4zzpaNPvOp3316wz+11w03AODUs+l/Xk2kMBDayMimP7Msc2RTDuHROkxaD9aWjKD27UO4+zoxfGYUvUYF4eb9x9VHJYUCnzvvaH1gPZZa0WgHRF/oPR/BqHmi5/KOt0V7z37XNox39hS9nduJI6dFBlluVW6LBiK9UiQU/Jz6Mzq1jpt63dRqlo7BYmDexnnkVecxOGAwXk5ejWoVbHYbRTVF7M7fze19bueRwY/wtzV/I7EkkQcGPcCu/F18fPhjPkj4gEx9JgpJQW/v3uQb8rkl/ha25mxtMW001C2UL6Z8gdluxll1tstwZNBIRgaNpJ9vP6x2K3M3zAU4pxVBWyui/8p0/4TaCavNzqKdGfQKdGNa38AOS5PLm/8P7NXVhH+xEBD1CpaiIqo2bACbDePJkxiPHkWh01H42muoPD0JevVVdJeMdsxJUqkI/1zEHfSr1wDge/99+M67n+odO5q8UbtNmNDq3NRnuH60vdreH6F+BVH//fcUZ1axc1kqmT090d26AFOazCXXxBA3PLDJeoYLws53YdNLcNVn0PdqSPgGtrwKRcch6Wdw8hSNfHrP6pC3l2WZxNOiyjzfkN/i2Hp3zvsJ7wMwKngU0R7RzY5PKk1i/rb55BvykZG5ZfUt2GQbS65Y4qgMfm3va/x48kcAroy5EqVCyezY2YS6hRKoC+S2Prfxv2P/I1gXzGtjXuPjIx+TXJZMX9++vJfwHgA39rqxxXm3pSitvt2nt5M3NtnW5TqyXex0G4h24stdmaSfNvDZ34Z0mHGwlpZStXEjkkJBxbJl1B45QsVPy8Em/O+oVOTcMxdrURGoVGC1EvDEE7iOaT4IGv3LKiQnZ8eKoS2GoDkkjQbP667DZfjwc/oZqPz9cJ8xA7dpU5s8fnKf8G/nnRCqmH3HhzDwsvDznucfQpZFHGHHv4V43qpHxf6jdfUiST+L7m0PHhRqrB1EoaGQUmMp0FBP0BR22e7IGKpnfeZ6ZsfOJlAXyOHiw2zI2sD8ofMdv7MlKUsoM5bxwcQP+PjIxySWCEP0zM5n+HTyp6RXpLPs1DLivOLo49OHHl7iqf26ntdxXU8hB3Jbn9scvn4QN/IKUwVxXnF8ePhDaq21xHi2X+vZKI8otEptd/1CO9NtINqBFYfzeOXXZC7t6ddiZ7U/in71GrDZkG02Cp4R1baq4CAktRqlmzvu06dTtX49LsOHo1+1CpRKXMeObfGarclinCtBL714zudIkkTI22+dtT8nqYzDG7PJT60gsp8PGhcVXgE6Bl7Wcgplh2G3w5onYP/nMPg2Ud38/Y0NFdCe4VCRDUPv7FDjAHC05KhjO7+6+RVEoaEQo81IuFs4hYZC3LXufHj4QxYmLmT1VatZenIpK9NWMjZ0LCODRgKQVplGb5/ejA0di4zM5uzNxHvH88reV7hv430kFCegU+lYOGUhXk5ezb73mQTqAh1usAcHPfgHPnnTvDnuzVb7Pndz7nQbiPOktNrExuQiwrxceGfDSfqFePBJB64ebFVVlC1a5OiLAOD/xBN4zJmNJEnIsozKywufO+9AlmUsOTko3NxaLYrrqpTmVbPy/cO4emkJ7eXNsCsi8Y9op/TT8yXxR2EcRj0g+j5LEty/R0hxn1wLlzwCu96D4XM7fCr7C/fjrHIm2iO6kYHYmrOV75K/4/1J76NVah3upWdGPkOURxTrMtfx9oG3MdvMLD251LE6+Or4V/g7+1NpriSjIsMRGB4XOo5xoeOQZZk9BXvYkrOF6VHTubv/3W02DheCbtdSxyDJcts11rsaQ4cOlQ8cOHDB39dstTPno50cz9c79r134yCuHHD+KZatUfDii1T8uJTIb78h58EHsZWW0WPnb6i8mv4ntdfUgCQ5cvsvFiqKali38Bi1VRasZhu3vDwKJ137B/vPGasJ3h8KLl5wz1bRyrMTmbl8JuHu4biqXTly+ghrr15LXnUe1666lipzFf8a8S+OnD7ClpwtGCwGtly3BV9nX2RZxmAx8OSOJ9mTvwez3UyASwBFNY37bDw94umzYgQWuwWD2dBdN/AnQJKkg7IsD21tXPcK4hyQZRlZhn9vOMHxfD3/vX4g206eJrlAz7Q+7VfzUG+061cGWCxUrV6D+xXTcR44ELdJk7CVljVrHKCFZjRdgLJ8A2s+TaTnyECcXdW4+zrjH+mOzWJn+TuHsFnsyHaZ4VdGd55xKE6B766FsfNhyG1wYJFo9Xnlu51uHAqqC8jUZ3Jdz+soN5azLnMdO/N28tLul5BlGU+tJ6/ufRWtUsvUyKnEecXh6yxSriVJwlXjyl1972J7rqhsf3H0i5htZjbnbObn1J8BiPE4Oz6gVqi7jcNfjG4DcQ78d+MpFu5Ip8Zi48bh4cweFMLsQSFt6oFwLhS9/jqGbdsJ+2IhRQsWYExKwlZZidukywAIeuGFs86xWe1IEijOkPSwWmxC5VKtaHgtSeelU9QUVrMNpVqBJEmNtps6bjZaUWmUWE02Vvw3gZoqM3tXNNZz0jgpsdlkrnlyKL6hbZe7aBfMNcI9NOwe0PmIlp8V2bDqIbBbReOeqHEQ3XGS26W1pSw7uYw7+92JWtG8YdxdsBsQqZ7lxnK+OPYF9268Fx8nHxZOXcgvab/wTfI3vDD6BWZEz2jyGoMDBuPt5E2ZsYy+vn3x0HpwafilDgMR7dl8llM3fx26DUQbKaw08sm2NPzdtQzwcuHZGfGOY+1hHOwmE7LJhMLVlfKvFwOQfvn0RnUPTWUjnTpQhM1iJ3lXAYZKE1c+NBB3X2eObc9jz89pePi7cNX8wUgKiZ/eOkRVmZGx1/cgblggtdVmlCoFGqfm/wyMBgtKtQK1RompxoJKo8RitIEES1/fj85Ty5S7+vJ/bx3A3ceZ6ff3x261Y6q18tPbh/AJ1tF3fAibv07BSafCK0hHjd7MrEcHcXBNJiFxXrj7OqEvMZKWUEz/S0MvvHGQZVj3tKh8VmmFeN7JNTD+KUjdCL8+BkotTH65Q/tAf574Od8mf0u8T3yjqmer3UpJbYkjyLs1ZytBuiBiPWORJIlVs1eRVJrEuNBxuKhdCNGFMCxwWKsV1j9d+RMpZSmNKpQXjF3Amow1+Di1XI3czV+D7hhEK+xOK+WjrakkF1Shr7Ww6fHxhHm3r/tGtlrJ+tutmNLT8X/8MQqfex6fv/8dS0E+SldXVH5+1FZb8LjzHsfTv85DS2F6JT+9fQjZLn6HCoWEpJSIGeTHyf1F+Ia6UpJTjW+YK66eWjITS3H10mKqsdJrdBDHd+Th6uXEmGtiyUkqQ+2kov+loTi7qdm3KgN3X2f2/5pBQJQ7k+/sw7fP70GlVmCoMCEDFqMNhUJCqVFgMdqQFBJqrRKL0YoMKFUK7DYZ2S7jGeCC1kVFUYae2CH+TL2niyhomqrguxsg6zchue3iC4Zi6HkFXLsI9PnCQIx5VKwgOgiDxcCkpZMwWAxcG3ctz416DoDU8lQe2vIQOVU5PDz4YQb6DeS+jfcxp8ccnh7xdIfNp5s/N50eg5AkKQz4GggAZOAzWZbflSTJG/gBiAQygetkWS6XxGP4u8B0oAa4XZblQx2TAqBOAAAgAElEQVQ1v7by/uZTJOZVMjrGh7njYtrdOFiKiylesIDahASU3t4UPvc8IBri1BeeyXaZpQsOcPqZ3SgkCZ2XlrjhASSsy8bVU4tSrUChlLj87/04tD6LE3sK8fB1Zs7jgzm2LY/0w6fJPl6GX7gbl93emyUv7yVxSy49hgWQfbyU1R8n1t3M7RzelI2rlxP607WOORoqTnN4YzZVpUYUCglXHydqKk1E9vel7/gQ1n6SSMwgPwZNjeDo5hxcPLQYyo1ED/LHK8iFqlIjwbGeqJ2UlORW4+HXhQLnhxYL4zD1NaitgO1vgnsoXPM/sZrwjoK/Le/waWzK3oTBYiDCPYJtOduwj7QjIbFg3wKqzFWMChrFu4fedYyfEDqhw+fUTTcdtoKQJCkICJJl+ZAkSW7AQWA2cDtQJsvyAkmSngK8ZFl+UpKk6cCDCAMxAnhXluURzVweaP8VxJaUYhbtyuSjmwez9EAO3+3N5lRxNQ9N6sFjk9uu8XIuZN8zl5o9e/C55+7/b+/Mw6I60j38VkODIIugbIKAG+6iosZ9iRFNjFEnE5fJPomJZlHHeDO5TpLJZhbvZGaMifGaiVcTNYsxRhPXuEQlEuMGiqCgoMgusoPQQNf9oxoEaXcQlHqfp58+nFOnur4+zfmd+qrq+2g2aTJnn34K4eBYLVFP9K8p7PzyOG17eWJrNHBin1o41i7Ek0EPtcfYxAYpwd5B6X1RngmDjag2wFuYW4Kt0YC9o5GoXUkIg6DLYF+K8kzkZBTh5u2I6UI5R3acJS/zAn6d3InYlohrCwdSTuYipcTVw4EJs3th52BLaUk5dg422BptKMozYe9gWznWcdtgLoePe0NTD3hqK2TEwKcDYPxiCJ50S5vy971/Z9uZbcy9ay6v7HmFKR2nMKDlAF7c8SKv9H2FyR0mE30+mricOE5knWBOnzlXHKfQaK7EtfYgbpmLSQixDvjY8hompUy1iMgvUsoOQoj/tWx/ZSl/oqLc5eqsLYE4l1/CocRsPt+TwO+nswho7siZ80WVx3e8NJQ2HrXvFy87d464ocNo/sxUPGfNQkrJ2WOZZCTkqmxsHo7EH84g7kAGHv7OPPRKb4RBsGHREYpyS5gwpxe2xhsPTnc1Sk3l2NgIosNSSIvPo0M/b1p1qv/ER7VCeSmsnQZR38HELy6GxCjKAsdbb+PYtWMJcAlg4d0L+fDAhyyPXo6NsKG1a2u+uf8b7GzqKaSI5o6k3l1MlzQmEOgJ7AO8qtz001AuKABfoGommiTLvmoCIYR4BngGwN+/dsItzNsQzQ8RKTS1RALNLjQxY0R7Qjt7cSItv07EASBv40byHX2x6TgCTyBsdRxHdiTVKNfn/tb0uKcVwqAGSO+dphKcGAx1G1bAaPk+ug71o2stBDhtMJjL4ZtH1OK2e96oHi/pFolD5LlIZu+czWejPqOJTRNO551mQvsJCCF4qfdLuNq7sjJmJe8Pfl+Lg6beqHOBEEI4AWuAWVLKvKozfqSUUghxXV0YKeUSYAmoHsSNtGlX7Dk2R6XSyt2RB3v5seGo0qBCUzlvj+/KI3f5V85MUnmkbw5ZVoYsLa1ctFa0fz9FBw6Q9cWXnOrxHDnrM3HpkMux3SkE9fVi6J86YDAIzh7PRggI7FY9bHhdC8MdSZkJfv03FKRDq35KHEa+DQNn1MnH5ZbksihiEbYGW17s+WKNvAhbT28l40IG03+eTmqh+v2FeKnseUIIpnafytPdntaxhTT1Sp0KhBDCiBKHlVLK7y2704UQPlVcTBmW/clA1SA7fpZ9tU7i+UJ+js4gs6CEr38/S2m5pK1HU06dK6RPoFut/1Omz59Pzjff0uzBP+D28MMk/9fLlKWlYXZ0IceuJWaz5KeFkZSXmQkZHVg57bR191ubT+KO5uAyFW0VIPIbEDYQ8kSdfdzKmJWsOq5yboR4hTCs1TBSC1PxdVIh0cNTw7EVtqQUphAaEMqwVsPo3qJ6rgwtDpr6pi5nMQngcyBGSvnPKofWA48D71ve11XZ/4IQ4mvUIHXulcYfboZH+wfySL8Anlt5iE1Rafx9bGfaeTrx9f6zBHnWTpC1sqwsslesQJaWkbdhIzZubmSv/o7sVV8B4DPvHTKbtsX8QxZBd3mRebaAoL7euLdsWiuf36g5tQP2fw7lJhUf6dByOLFZ5YU2OkLcFmh1FzSpm9hOpeWlrI5dTV/vvhxKP8T2xO0sPLyQkzknmRY8jYeCHiIuO44Xe75IT8+ehHiF6EBzmgZJXfYgBgKPAkeFEBGWfXNRwvCtEOIp4Aww0XJsI2oG00nUNNfryNxy/Qgh+PfkHvzlfBFBXkoUBrf3uMpZV6Y8P5+ytDQuREaS9s48ZHFx5bGW//M/OPbtQ9YXX1BsbkJEcRdO7z+Pja2B4Q93vKlMaJoq7PknbH8TnH1U/KRlY9T6hjZDYdR7kB6lBKIOV0SHp4aTeSGTNwe8Sb4pn/Wn1mMQBoa1GsbiyMV8fvRzBIKhfkPp4N6hztqh0dwsdSYQUsowuGw+vxFWykvg+bpqjzXsbW0qxeFmyP7qKwr3hiOMtiokt9GIY69eeM39b85On05ZegZOQwZj4+pK85mz+fa9A+SFp+HboRl+Hdy1ONQWWQlKHLpMgAlLIPkgfPEADP0rDJmjyrgFqmirPR+ps2YcO38MgSDEK4RuLboRkxVDf5/+fDT8I7ae2Up4Sjj3tr5Xi4OmwaNDbVwjpsRE8jZvAbMZu9atcRkVCsCFqGOkzXsXysoqyxo9PPD997+wdXPDd/58Du9IYePyBO57rjs7vjxOdmohY2cE499ZhzOoVc7sVe9DXgZbOwjoDy/HV8/NYGwC99XMPXElzNLMT/E/ERoQWmOw2RrHzx8nwCWApsamdPPoxrex3zKmzRiEEIwKHMWoQOuJkTSahoYWCMCUlExhWBjNJk2sMTCYs+Z7Mv79LzCVUp6bq3YKgcMvv2Dr7kba229h49YMc04usrQU3wULcL57eGXOaGO3nsSsKqKkKItv3vmd7LQi+o1vo8Whtikvg8S9KtWnR5V0p7WQuGd/2n7+FvY3wpLDmD9kPnmmPNbGrWVc23FWo5vGZMXQw7MHAKEBoeSW5GpR0NyWNGqBKImPpzDsV0riYslZ/R3mCxdwHT+uWhjt/J07KD+XiX1QEAFffQXlZcSPfYAzjzxCWXo60mTC++23KNy9m4Jdu3EaNLBSHNLic9m/4TQlRWU4utiRnVbE4ElBdB/uV18m35lkxMDSUVCcC0Gjaz0cd0VCnk0Jm3CwdSAyI5JTuaf44eQPLL93OS52Fwe7c4pzSC1MZYq7yqXgaHSslnpTo7mdaLQCYS4sJGn6c5jOnKm8oWd88AGZn3xCu192YuOkFseVxBzH5b578f3nxYlYTbp0ofjYMew7dcLo6UmzCRNwGjIE9yeSSEst5cj2ozi62BF7IB1zmaR1cAsGTwoiP0vFJNLcIOVlaqpq0Cho2RN+eR+6/RG+f0aF6wYIuHz+7RvlbL5av9nerT1hyWE42joyLXgaiyMXszZuLWfzz9K+WXtismIqM5t1bt651tuh0dxqGq1AnF++HFNiIgZHR8xFRXi/8QaypJj0994n/b33EAYbFVE1ORm3KZOrndt82rPkb9pMy/ffQ9ipVa5GLy+Eewt+fv03Sk3llJWYEQaYOLcPbt5q6qqz+9X913VC4XmwsYUm17Dob/c/wMkL8tPAI6j6KuMrkX0aHNxrd+qouRzWvQC5Z8Fgo3I+H/oCflsEAQMuTmctyYVJK8DJG1r2qL3Pt5BUkISfkx/fP/B95T4pJd/FfsfCwwspKS+pVj7EK4TeXleNYqDRNHgapUBIKcldtw7Hvn1x6NWTrGXLcRk9CoOrK1krVpK7Rt0I8n/ZCYB9p07VzncZORKXkSOr7cvLvMBv6+IpyC5h3KweuLd0orSkDFePeszslpWg3ldNVGsCJiwBV19wvYyLqzATdr4L0gxIaOoJQfeqAd+qnD8FDm4Xw1Jkxqmgd53Hw8TlV25TRgw4e6vzAVIOK0FysZKuNXYzRK4Cnx5wIRvifwGfYHBsrsShRRBkxoJ/f+h4/3XnasgtyWVu2Fxmh8ymbbOaGdQqSM5Pxs+5+ncmhKCfTz9+iv+Jju4deaP/GyDgy+gvmdVrFjYGPTNNc/vTKAWi+OhRSs8k0mLqVFzHj8dt8mRsminXT7MHH+T8kiV4/OUvZPzjHwA06Xxld0HkjrP8+t1JhICeI/3x61gRz6cOY+jsmg9F58HooJ60Q99WN2op1ZM/wJKhyi9fwdJQ8OoK08Jq3kxTImDfYpDlShjsmkJ2AiwZBi3aq5AUviEqf8KS4Upopu6E75+G+F2qjpj16vMvd6MuyoJF/dQqZt9eauHarwvUOoU/fl6zt7Lvf1Xo7ae3Q9kF5VIKngLeXZX4ubSEXR9A98k3lMjnu9jv2J20G09HTwJdAtlyegvvDHqHNq7Vs6mdzT/LiIAaM7MrBWJc23F0adEFUAl3NJo7hUYpEAW79yCMRpxDQxG2tpV5FwCaT30at4f/hI2zMw7dulJ8/ETloHV+VjGxv6epB2wL5WVmDm0+g39nd4Y93BEnN/u6bfzGl9XTdNwWy81fgI0R+k2HZferG+n0vSorWoU4OHnBiL+rp+6o7yBht/LV29jC6V9V3oOVf1T1Nm8P0/aAwQifDVc5EuJ3QvQPKmGOe1vl0snIVeec3gPt7lGiErkKtr8FJzapdQYDXlCCcfhL2LtQzTACJULp0ZC0H+ycwclTHW87Ar4YB+fjoNtESNilgunZ2IKNM4yad/F7cG+t3ke8Xu3r2RC/gUG+g6plSbNGmbmMb06okOprYtcgUWG9wlPCic2Opb9Pf1ztXckz5ZFdko2fU81e18iAkSTmJzK+3fjrvYoazW1Bo8woJ6Wk9OxZ7K4hGmxWaiGJx84T2L0FGxcdITutqEYZN5+m/GFOr2r5F+qE1Ej43ypZzYRB3cjLS5QgmArAtokShHb3wIHPYfAcaD8S/PtB6QX4ZyclBKBEImm/Cn2NVGEpOt4Prfqo4+ZyQKh6Dy6D8E+gIE31JPz6qB5Hk2YwO0YFwfvI4v+3c1YiMGQOpB5R4uLYXPV4WnRQAlScp1Y59/4zlBXDtr9Dj0cgYgV4d4e0IypPw4wIsL+2aLqnck4xft14Orl3YsHwBWw6vYkH2j5AC4eaMa0WRy7mk4hPmBg0kW9jv2VkwEh+Tf6VQNdAos9H42DrwIyeM/hg/wcAfDj0Q0IDQ2/sumk0DYwGlw+iLqjLlKNSSnLSi9jwyRFyq2RXG/tiML4d3aqVNQhRGYr7pigzgblUuXcu5cQm+Okv6iZfamnPEz+pwds1T0NWvHrq7vWo6mWci1Fl5qaCXZVxkIQ9kPib6gWEL1I37pJ8aN7WuuupWvtKIOZH8O4GzQLg6ynQPlT1XgC++pMaSO7zlHIlmcuUWIQ8DkP+C1Y8qNpXESSvwh2VmwT/6gpIJVBjP4JVD8Fd06H7Q9f89a2JXcMb4W8AYCtsKZNlTOowiVf7vUqBqYCVMSuZ1GES+aX5jF07ltGtR/PuoHdZd3Id9wTcw5+3/JnjWcer1dm9RXdCA0OZ1GHSNS2S02huBxpUPojbkV2rTnBsTwoIuPuxTpSZynHzdqwyvnB1isuKKS4rtrqYyiprn1GDuNPDq8/lLzPBjzPV0/rEL5SryFQArfqq41O+hsJzqkcgBDy2Dj4MUvGI7C4ZJG89WL0AuvwB7F3UE3wTl6v78W3t1bTSCi5NxTll1cXtx39Us6a8ulzcN3V79fIVn+fqBw+vVrOVuj6ozpu6o7JYckEy2cXZdHDvcMUsapHnIjEIA8EewXRp3oWUghTWn1rP8z2e58nNT3Iq9xT2NvZcKL+AWZqZ1WsWBmFgQvsJALRybsXxrOO42Lmw6cFN7E3eyxC/ITga63GigUZTjzRagSgzlXNkZxLnUwq4a2wbSkvKyc24QMKRc3gGuHBsTwqdBvrQdYgvngE3NnXz48MfsytpFz9O+PHqhbPPQPQ6NYNo7bOQl6zm+w+cqVw0BekwbpEShQphqMCjg3pV4OwFMw6rweAr4dvr+o26VgIGXF/59iOt7l5/aj2v//o65bKcl0Je4omuT1y2iohzEQz2HczHIz4GICozih1nd7DkyBJO5Z4C4HTeaQ6mH6S3d2+8m3pXb7JLAABBbkG42LkwuvXo67NBo7nDaLQC8euak0TtSkYYBLH70qsdOx6ehm9QM4ZO6YCN7Y2vyj2efZwzeWcoNZde/sn398/g3Ak1noBQLp+j34KLL/z8OqRFQdQa5btve/e1f7h7m6uXaeAcSDvAq2Gv0tenL+eKzrEneU+lQJjKTfx19195ousTBHsEk1uSS0JuAg+0faDy/I7uHbE12LIneQ8ATkYndp7dSVZxltXVzf7OakyqvVv7ujdOo7kNaJQCkZNRRPSeFLoO8aVdiCdxBzNw83Ik/3wxfh3dSI7Loe/Y1jclDgBJ+UlIJJlFmfg4+dQscCYcNr1M5bSokCfUuoPzcdDzUfiopxKLno/C3a/WCCGx8PBCSspKmNNnzjW153jWcexs7GpM47TGW+Fv4eHgwfQe06+pblA3dD9nvxpP5qDGdGbtnMXIwJHc3+Z+wpLDSMpPYoT/CDwca4ZZLzOX8bewv+Hn7MdHwz/i08hPWRmzki2nt9DPpx9RmVFsS9yGs50zwR7BRJ6LBCDYI7iyDluDLX5OfpzOOw3AYL/BbErYBMAg30E1PrOVs8pXpQVCo1E0SoGI/T0dg62g95hAmrra49uh+qBzYC1kcis1l5JWmAZAelF6dYGoGJzd+qqa5+/THbIS+MjbnzOpP/PhsA9VuT8uVa6mHg9X+us/+P0D8k35zAqZxdKopSDh6W5PX3WcI9+Uz9NbnybAOYCVY1Zete2rY1cDUFhayNi2Y62Gpt6bshdPB0/aubUjIiOCJ7c8yV3ed/GfUf+pUTa9KJ0dZ3dwIvsEwS2CeX7785ilmaOZR5k3aF6N8lGZUaQUpjB/yHwcjY708+nHsmPLmLNrDnf53EWAs3IH7Unew/gfxuNodMRG2NCleZdq9fi7+HM67zTN7JsR7BHMpoRNtHZtbVXEgj2Deb7H8zqwnkZjoVEKRJ8xgQT19aKp6/WtWYjPjedY5jHGth171bJphWmUy3JA3Ryrsf0tNa6QFQ/3zoe+z5BbnM2Xa0ZRXF5MYl4i/i7+0LZ6UpuMogy+Pv415bIcOxs7yswqxPjWM1uZ2GEil2PmjpnsT99PvimfKFMUuSW5V1wnEJ8TX7m9PHo5EeciWHHfimplMi9k8vz25zEajHwy4hPeDH8ToNLXfylHzh0B1IDzS7teQiAY6DuQ7Ynbea3sNQzCgNFgrIym+1vqbwjUamWAXl69aNesHc2bNGdf6j72pe7DzmBH5oVMMi9kAtDJvVONAeUKt5Gfk1/laumKOi/FaDAyLXjaZb8Xjaax0SjzHAohaOZ5fTNTCkwFPLftOeaGzeVQ+qGrlk/KT6rczijKgNNhalppURb89qkSBztntTJYCNaeWk9xucpAtyFhg9U6V8eupkyWIZGsjl3N8FbDaePahq+Of0VpeWmN8iXlJRw9d5QdZ3fgaOtIL89emKWZA2nWpwZLKfn2xLcsO7YMgHXj1zGz10wiz0VWBqyr1hZzGa72rjy//XnO5J2hk3snMi9k8mnkp0Sei6SwtBCzxX0WlRmF0WCko3tHYrJiGOE/gie7PElhaSHTt02n/6r+/PPgxYCIv6X+Rkf3jrg1Ub07B1sH1o5by2ehn/Fyn5cJdAlkdu/ZAHg6qAB5FSG2q+LvYhEIZz86N+9MkFsQY9qMsWq/RqOpTqPsQVRQai4l60IWXk29rlp2ceRiUgtTcbV3ZcGhBSy/98oxh5IKLgpEetQ3cOqIWnuwb7Fa7Tx5FQVN3fkq9huc7JwISw6jo3tHnIxObEnYwmOdH8NUbqq8QZqlmR9O/sDAlgPJLcklqSCJV/u9yrHMY8zYOYNFkYuY2WtmtTbM/mU2u5N208SmCWseWIOjrSMDvx5IeGq41dARHx3+iP8cvegeCnAOYEzrMSw4tICN8Rt5NvhZQPUevor5ioEtBzKpwyRm7JyBd1NvZvaaybRt01gUsYitp7eSXZxNoGsgH9/9MUcyj9DJvRPL7l3G3uS9dG3RlWb2zejv05/E/ETaNmvLsmPLaOHQAld7VyIyIniiyxM12iiE4NHOj/Jo50cBCHQJpL1be+bumcvowJqzjip7EM5+uNi5sOaBNVe8bhqN5iKNWiC+jP6STyM+ZfODm2nuYD2Bz4WyC8Rlx/F93PeMChhF22Zt+Tji48u7aYrzIC+Z6NSDGDHgWWoioyBarSweOAtObYc+T0PHMbwf9irrTq0DwM3ejWGthtHGtQ0fHvyQqVunkluSy/rx67Ex2HAo/RBphWnM7DWTEM8QTGYTno6eePp7cm/gvXx9/GumBU/D3ka5zaSU7E7aDcALPV+obGuIVwgH0g6wNGopDrYOTOmo8haUlpeyMmYl3T26V7qDbAw2+Dj5EOIVwoaEDTzT/RlMZhNz98ylsLSQl3q/RLtm7Xgo6CFCvELo7tG98ms4mXMSgSC3JJeHNz5MYl4iUzpNwWgwMrTV0MpyS0KXqK+trJgXdrzAPw6o+Fddm3flya5XT0s+0FeF97Y27gHQtllbbIQN7Zq1u2pdGo2mOo1aIHad3UVxeTGbT2/m4U4PWy2z4NACVsaoQd0/dfoTRaUq1MaJrBP09elb84QfZ/L9mS1859GcsQWFpLi2JN27FQx8H9wCYKTy1UspCU8JrzwtuySbILcgenv3hoNwNPMoALuTdjPcfzgbEjbgYOvA3a3uruFnH99+PJtOb2Jp1FISchLo1LxT5UDra/1eqzY+EeIVwoLkBXxy+BNKzaWUmcsIDQglMT+RC2UXeKrrU5zMOUmgS2DlOWPajOGt8Lc4mH6QxUcWsy91H28NeKtyts/r/S/GQ5rabSpBbkHM2zePwb6DGd16NLN/mU3n5p15tvuzl70WTWyb8NnIzziedZxcUy49PHrUyspl76be/DDuh8oZShqN5tpplAKRUZTBmrg1lU/KG+M3WhWIUnMpG+LVeMBzPZ4j2COY7BIVxygmK6amQOQmIaPXsSwggG5GZ96a9D1/i/4Pe5L2sLvwDEPcAiqLJhUkkXEhg0c7P8qX0V8CanplkFsQ7k3cySrOwtnOmS9jvmSQ7yC2nt7K8FbDra7qvcv7Llo4tGBRxCIADmYcrJzKGuQWVK1sT8+eAJjMJlztXZm/fz4rolcwrNUwDMJAH+8+3O1ffb1FaEAo7+57l6k/T0VKybxB86qtN6jKjF4zAOjj3QdnO2fsbOzY/OBmXO1cMdpcOVaVEIJOzTtdscyNEOgaWOt1ajSNgUYpEN/HfV95M+3r3Zff034npzinxlTR8OS95JTksLD9IwwLVusB3Ju4493Um+iU30A6gWcXyIiGLhM4ves9vnZ3IUGU8XrvF7Ft0Z7HujxG9PloZu6YyV/7/pXs4mx8nHwwlZsAGNd2HOtOriPPlEd7t/YYhIGRASOJy47jnoB7mL9/Pv848A/yTHmXHVy1Mdjw5oA3OZt/lnxTPp9EfEJYchhADddK1xZdMRqM2NvYs+XBLRxKP8SLO15k1fFVdPfojrNdzRzOrvauvNbvNY6cO0JoQCgDfK++Srqqy85asDyNRtPwaZTB+qSU/OvQv/g1+Vdm9JzBCzte4LV+ryGlZGKHiQghKN7/GVOOfESuAbacScT40HIVYjotihdTthCXdpDPUlPxNBuwN5dibhfK5KIjxNirHBBhk8Mq/f55pjz+uP6PpBamVmuHs50zYZPDeG77c8RmxbJj4o5qbTSZTYxdO5bUwlTc7N3YPnH7FWMRAURkRPDopkexM9jh4ejB5gc31yjz8u6XcW/izit9XwGUG+tA2gHu9r/b6kwgjUZzZ6GjuV4juSW5DPp6EEaDkVJzKYtGLGKw7yCWLO7OQkf4NC2DQU18IC9FRU4tLeLHFr7MdVZxjtyk4PGm7YjIiuaXJkamdn6C3r79GdCy+lN2fE48sdmx3O1/NxEZERzJPELn5p0Z0HIACbkJ5JTkVLp/qpKQm8D2xO0EewTTx7vPVe0pKS+h9wp13ce3G8/bA9++qe9Ho9HceWiBuBJ5KZCTqLadvBi19UlSSs4D0MGlDd/e9SZjN07G28mPz/u9qUJh75ynzsk4DgVpxN/7LgeaebA0ainJBcl4OHjQ26s37w1+r97TTQ7/djiZFzLZPWl35TRZjUajqUCH+74SR1erQHgAwkAnby9SmhgZVlTML8TzP5ufJdFo5Kmuj0GgmkbJAwvVe+xWOLGRNn2m08agxgvO5J0h2CO4chVwfbPyvpVIpBYHjUZzUzROgeg8XiW9kRL2LqRXVgThTZ15J3A0T51dzwp7aGqw554gK6kkg0LVy4JbE7cGdyNu6dSyvpug0WjuABqnQLgFqBdAm2H8qTCT+41GXO3deDN2MD+dO8BDXZ/Axe7G8kBoNBrNnUDjFIiqGGywdfaiIk9clw4P0KWD9Tn+Go1G05holMH6NBqNRnN1tEBoNBqNxipaIDQajUZjFS0QGo1Go7GKFgiNRqPRWEULhEaj0WisogVCo9FoNFbRAqHRaDQaq9zWwfqEEOeAM5Y/XYHc6zj9esv7A4l1WH9DK6/trb36G5OtDbG8trcmAVJKj6vWJKW8I17Akjouf66BtUfbe5vY25hsbaDltb03+LqTXEw/1nH5nDquv6GV1/bWXv2NydaGWF7be4Pc1i6mW4kQ4oC8hvjpdwra3juXxmQraHtvhjupB1HXLKnvBtxitL13Lo3JVtD23jC6B6HRaJq/yh8AAAatSURBVDQaq+gehEaj0Wis0qgFQgixVAiRIYSIqrIvWAgRLoQ4KoT4UQjhYtlvJ4T4P8v+SCHEMCv1ra9aV0OitmwVQkwSQhwRQhwTQnxQD6ZcE0KIVkKInUKIaEtbZ1r2uwshfhZCxFne3Sz7hRDiIyHESYt9vS6pz0UIkSSE+Lg+7LkStWmrEOIDIUSU5TWpvmy6Ejdgb0fL77xECDHHSn02QojDQoifbrUt10Jt2iuEmGm5tseEELOu+uG1NR3qdnwBQ4BeQFSVffuBoZbtPwNvW7afB/7Psu0JHAQMVc77A7Cqal0N6VUbtgLNUfOrPSzHlgMj6tu2y9jrA/SybDsDsUBnYD7wimX/K8AHlu37gE2AAPoB+y6pb4Hl+n5c37bVla3AGOBnVCKxppbfh0t921cL9noCfYB5wBwr9c22XNuf6tu2urQX6ApEAY6Wa7wNaHelz27UPQgp5W4g65LdQcBuy/bPwIOW7c7ADst5GaipZL0BhBBOqB/ZO3Xc5BumlmxtA8RJKc9Zym2rck6DQkqZKqU8ZNnOB2IAX2AcStiwvFckHh8HfCEVvwHNhBA+AEKIEMAL2HoLTbhmatHWzsBuKWWZlLIQOAKMvoWmXBPXa6+UMkNKuR8ovbQuIYQfShj/cwuafkPUor2dUA8DRVLKMmAX6sH2sjRqgbgMx1BfPMBDQCvLdiTwgBDCVgjRGgipcuxt4EOg6FY2tBa4XltPAh2EEIFCCFvUD7IVDRwhRCDQE9gHeEkpUy2H0lA3flD/cGernJYE+AohDKhrW8M10RC5GVtR1320EMJRCNECGE4Dv77XaO+V+DfwMmCui/bVNjdpbxQwWAjRXAjhiOpJXvH6aoGoyZ+B54QQB1HdOZNl/1LUP9IB1I9qL1AuhOgBtJVSrq2Pxt4k12WrlDIbmA58A+wBTgPlt7jN14Wld7cGmCWlzKt6TKp+99Wm8T0HbJRSJtVRE2uNm7VVSrkV2Ii63l8B4TTg63uz9goh7gcypJQH666VtUctXN8Y4ANUT3gzEMFVrq/tzTT4TkRKeRwIBRBCBKG6n1i6ZH+pKCeE2IvyBQ4FegshTqO+T08hxC9SymG3tuXXzw3YipTyRywrO4UQz9CwbyBG1D/USinl95bd6UIIHyllqsWtkmHZn0z1pyk/y77+qKeu5wAnwE4IUSClfOXWWHFt1JKtSCnnoXzXCCFWYbnuDY3rtPdyDET1lO8DmgAuQogVUspH6q7lN0Yt2YuU8nPgc0ud76IeBC+L7kFcghDC0/JuAF4FFlv+dhRCNLVsjwTKpJTRUspPpZQtpZSBwCAg9nYQB7h+Wy85xw31dN0gfbdCCIH6R4iRUv6zyqH1wOOW7ceBdVX2P2aZ4dMPyLX4fh+WUvpbru8clO++oYlDrdhqmc3T3FJnd6A7DXDc5QbstYqU8r+llH6WazsZ2NFAxaFW7LXUVfH/68/FiTWXpy5G3W+XF6obnYoazEkCngJmop6aYoH3ubiYMBA4gRog2oaKhnhpfYE03FlMtWKrpZ5oy2tyfdt1BXsHobrcR1Bd6QiUz7U5sB2Is9jmbikvgE+AU8BRoLeVOp+gYc5iqhVbUU/RFdf2N6BHfdtWS/Z6W37zeagJF0lcMjsLGEbDncVUa/aiXMPRqPGmq85A1CupNRqNRmMV7WLSaDQajVW0QGg0Go3GKlogNBqNRmMVLRAajUajsYoWCI1Go9FYRQuERnONWNYNhAkh7q2y7yEhxOb6bJdGU1foaa4azXUghOgKrEbFw7EFDgOjpZSnbqJOW6lWr2s0DQrdg9BorgMpZRQq1MhfgddRK6tPCSEeF0L8LoSIEEIssqxORwixRAhxwBJ///WKeoTKLfG+EOIwMKFejNForoKOxaTRXD9vAodQwQ17W3oVE4ABUsoyIcQSVOiGVah4/VmW6Lc7hRDfSUvYElSguJ71YYBGcy1ogdBorhMpZaEQ4hugQEpZIoS4B5Wg5YAKm4MDF8NpTxFCPIX6X2uJyrlQIRDf3NqWazTXhxYIjebGMHMxh4AAlkopX6taQAjRHhXvqq+UMkcIsQIV76iCwlvSUo3mBtFjEBrNzbMNmGhJsoMlIYs/4ALkA3mWcMyj6rGNGs11o3sQGs1NIqU8KoR4E9hmGZwuBaahEi5FA8eBM8Cv9ddKjeb60dNcNRqNRmMV7WLSaDQajVW0QGg0Go3GKlogNBqNRmMVLRAajUajsYoWCI1Go9FYRQuERqPRaKyiBUKj0Wg0VtECodFoNBqr/D+AFKYhh2xMMgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_mr.plot(y=['Auckland','Waikato','Manawatu-Wanganui', 'Wellington', 'National Total'])\n",
    "ax.set_ylabel('Mean Rents')\n",
    "ax.set_xlabel('Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Auckland', 'Bay of Plenty', 'Canterbury', 'Gisborne', 'Hawke's Bay',\n",
       "       'Manawatu-Wanganui', 'Marlborough', 'National Total', 'Nelson',\n",
       "       'Northland', 'Otago', 'Southland', 'Taranaki', 'Tasman', 'Waikato',\n",
       "       'Wellington', 'West Coast'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mr.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Year')"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_mr.plot(y=['Auckland','Canterbury','Bay of Plenty', 'Wellington'])\n",
    "ax.set_ylabel('Mean Rents')\n",
    "ax.set_xlabel('Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Year')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_mr.plot(y=['Auckland', 'Wellington', 'Otago'])\n",
    "ax.set_ylabel('Mean Rents')\n",
    "ax.set_xlabel('Year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Year')"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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B6+mnSfrqK7J37sKpa5dqkLD8aJ7Utxj5eiNPzjvAzvBkbKwsCPB0JKiO45Wono19nAj2cS41lo/RJKw9cYnvt53nRGwmHo42+Hk6FFoGqXkH3B1s8HC0xt/TkaA6Tng62mgDvcYtgT4xkfBud+H94ot4PT2uXHVMOh0RAwehWFsT+OcfKNZV71GveVJrFCNfb+Sp+QfYdT6ZCT1uQ18Y7+fUpSzWnYi/kjvA0caSUD932hcmlG/TyA0LRWH5oYvM3h5BVEougV6OfDq8JUPb+mKrRXLT0AAgZ/t2AJx6dC93HQsbG3zeeIOL48eTtmgRHo89VkXSXT+agrhFyNcbGbfgIDvDk/lseCtGtC9qtVNgMHIhJZewS5kcjE5jf1Qa32w6i4iaZMbRxpLMfAOtGrjy/SOh3NO8boWXpzQ0blaytmzFqn49bJs0ua56Tj2649i1K0nTv8Vl4MByLU9VB5qCqOVcTsyekJnPk3cGcnuAR7HlnAKDkWd+Oci2s0l8OrxlMeUAav7exj7ONPZxZkgbX0ANe30oOo0DUWnEpedxX7sGdAry1JaLNG5ZDGlp6C9cwL5162LnTAUF5Ozejdu9Q6/7N6IoCj6T3iRi8BCSvvmGeh98YC6RK4WmIGox6bk6xi44yL7IVFztrdl4ag9tG7nx9F1B3NPMBwsLBZ3BxLMLD7HlTBIf39uS+zuU35TOxc6a7sF16B5cpwqvQkOj9pDw8Sdk/vUXrsOH4fPmJCyd/vXJyd27F8nLw6l79wq1bRsYiMcjj5A6bx7uDz6IXfPmZpK64tzYkaI0SiUqOYd7Z+zmyIV0pj7Qhr2TevHBkBYkZxcwbsFB7vl6G78eiOHZRYfYeCqRD4aG8NDtN56dtYZGbUH0+isB+DL++JPIe+8l99DhK+ezt25FsbfH4faKh5DzGv8MFk5OJM2YYQ6RK42mIGoh+6NSuXfGLtJzdSx86naGtPHFztqSRzv5s+WV7kx9oA3Wlha8/tsxNoQl8P6QFkXCV2toaFw/uQcPYsrKwmfi6/j9sgBEiH7kERKnTkV0OrK2bMWxc2csbCueotbSxQWPUaPI3riJ/NOnr12hitGWmGoZfx6O5fXfjtHA3Z45j3fA/z/hrK0sLRjSxpfBreuz/VwyBXojvVvUrSFpNTRuHrI2b0axtVWVgIMDAX/+QcJHH5My83uy1v2N4dIlnJ8dX+l+PEY9Suq8eSTPmEmDaVOvXUGfB1Z2arYqM6PNIGoBSVkFrDtxiTeWH+PFpUdo28iN38d3LqYcrkZRFO5q4q0pBw0NMyAiZG/ajGOnTlg4OABg6eRE/U8+xnfaVIypqWBhgWO3bpXuy9LVFfdHHyFr/Xryz54tu3BeOnwZDHuqZklKm0FcJwajiYSsAuq72lWZNc/FtFx2hSezPyqNA1GpRKXkAmrGsodub8S7g1qUGppCQ6O6ERGMyckURESii4ygICICDEa8X3wBSxeXmhbPLBScPYc+NhbPcWOLnXPp3RuHtm3Rx8ZiXcc8Bh2ejz1G2rz5JM+cSYOvvy69YPhGyM+AbZ9B20fAztUs/V9GUxDlIFdnYPvZZDaEJbDpdALpuXoe6NCQD4aGYF2Kx3FFOBGbwcxt51l7/BImAXcHa9r7e/DQ7Y1o7+9BSH1XTTFo3DDkh4UR//4HFJw/jykr68pxxd4e0ekoiIyg0axZ1eIZXNVkb9kMUKqFkpW3N1be3mbrz9LNDfdHHiFl9mwKng1XU5aWxJk1YOME+emwZyZ0f8NsMoCmIEpFbzTx5+FY/j6ZwI5zSRQYTLjaW9OzqRp1dMGeaC6m5fHdw6GVSjYvIvxzPoWZ286z41wyzrZWjO0WxH3tfAnydtJ8DjRuWBI++xxdVBSugwZiExCITWAAtoGBWPn4kLFyJZfeeJNL771HvQ8+qPX/x1mbNmPXupXZZgjlwWP046T+8gvJM7/H98svihcw6ODcBmhxr6og/vkOOo4FB/PlNdEURAnojSYmLDrE3ycTqO9qx4MdG9G7uQ8dAjyuzBhaNXBl0h/HuW/mbuY83oGGHg7F2tEZTKw8GseivdEYBTwcrNV4RQ7/5jpYcSSWoxcz8Ha2ZWLfpjx8RyNc7Gr/E5fGzU3+6dPk7tmD9ysv4/XUU8XOuw0dii46mpSZ32Pj51dimdqCPiGR/OPH8X6xenM2WLm74/HQg6T8NAevZ8djGxhYtED0LijIhOD+4O4Pp1bB7ulw92TzyWC2lm4S9EYTzy8+zN8nE3hnYHNGd/Ev8elnRPuGNHB3YNyCA9w7YxezR7WnbSN3AHIKDCzZH8NPOyKIy8iniY8TdV3tSc7WcTZBzXNwOZeyn6cDH9/bkmGhvlouZI1aQ+q8+Sj29riPHFlqGe/nn0cffYGkL7/CpmEjXPr2qUYJzUf21q0AOPUsO79DVeAxejSpCxeR/P33+H72WdGTZ9aClT0EdgcbBwgZDnu/hzvGg5N5lrtuKgVhMgm7zidzKSOfu5p44+NyffmFDUYTLy45wtoT8bw9sDljugaUWb5TkCe/j+/CmLn7eWDWHj4cGsLFtDzm/RNFeq6ejgEefDSsJd2beBdTMvl6Ixl5erycbLWYRhq1CkNSEpmrVuE2YgSWrqVviiqKQr1PPkZ/6RJxEydiXa9uiSEqbnSyN2/GukEDbBs3rva+rTw9cX/gAVLnzcN7/Hhs/P3VEyLq/kNQD1U5AHR/E07+Dru+gT4fmaX/myLcd2x6HssOxLDswEVi0/OunG/T0I3eLXzo3bzuNbOJGYwmXvr1KH8djeN//ZvxVLfAMstfTUp2AWMXHORgdBoA9zT34em7gmjn516xC9PQuIFJmjaN5JnfE7R2zb8DVhkYUlOJuv8BTLm5+C9dik0D36oX0kyYcnI426kz7g8+gM+bb9aIDIbkZMJ73Y1L//7U/+RjjNnZ5G35k7y5b5ArIeRfSMGueXPcRtyHc/4qLM78Cc8fAZd6pbZZ3nDftVpBNG7RWjq/Mpvt55IQgTsbezGyfUNuq+PE5tOJrD8Zz9GLGQAEejnSq1kdOgZ40s7PvUjCe6NJePnXI6w4Escb/dRE99dLvt7Irwdi6BToSWMfZ7Ndo4ZGdSEmE4igWJa+1GnKzye8R0/s27al4Yzvyt12QUQEUQ88iFUdb/yXLMHSqXakf83csIHY556n0dy5ON5R8RAalSXhk09I/WUhtsFNKDh9BkwmUAS74GBsQ1qSu3cf+pgYLJydcK2biNug3tiNnV1qe7eEgrCt11jaPvc9I9s3YET7hiVuFF/KyGNjWALrwxLYG5GKzqhmOwvydqSDvwft/T3YFZ7MH4djea1PMM/2KMWcTEPjJidhyqdkbdqE3y8LsPbxKbFM2q+/Ev/OZBrNm4fj7R2vq/2cPXu5MGYMbsOH3TDRSq9F3JuTyNq0iSa7dtaoua4+MZGYJ57A0ssLh9B2OMQvxM7XHsvxqvmtmEzk7ttH+rLfyPp7LWIwYde0MZ5PP1vi3s8toSCCQ9pI2LHD5V7Dz9cbOR6bwf6oVA5EpXEwOo2MPD0Ar9zThOd6Vf8ao8aNiej16GJisK5fHwu769vLqo2YdDrOdemKKSsL2+bN8F+wAAvHop76IkLEoEEo1jYE/L68QqariV9+ScrsH2k46weczOB1XJWI0ci5rnfi2KULvl98XtPi/EtmHHzVDHpNhjtfLnbaeOEUGZP6kB7rg+uoZ/Ec/XixMrdERjlnO6vr2uC1s7akg78HHfxVO2GTSQhPyianwHDFAklDAyB51iySp38LioJ1/frYBAZiGxiATUAg9q1bYdesWU2LaFZyduzAlJWFx2OjSF3wC7GvvkaDb6cXWW7K2bkLXfh56n86pcJ+DV7PPUf21q1ceuttAv9aWeYmd02Td+QIxrQ0nHv1rGlRinJmrfoe3L/E05aNmuHx8IO4750N/TtXqqtb2i3XwkKhiY+zphw0ipG1bh22zZrhNeFZ7Nu0wZCSTNqvy4h/910i7x1G5vr1NS2iWclcvRpLd3fqvPoqPv+bRPaWLST+x6wyde5crLy9cenXr8L9WNjYUO+TKRhSUkj4+OPKil2lZG3eDNbWOHbtWtOiFOXMWnAPAO/g0st0fRnFygZlX+ViNNXqGYSGRlWgi4qi4Fw4PpMm4THq0SvHxWTCcOkSF19+mUtvvIltQECNmD6aG1NODlmbt+B671AUa2s8Hn4YXXQ0qfPmY+3nh8dDD5F/9iw5u3bh/eILKDY21260DOxDWuA1bhzJM2bg3Ls3zr16melKzEv25i04duiApfNVRic5yeoST71WNSNUQRZEboMOT5UdvdXZBx5aAr7tKtXdLT2D0NAoiaxNmwCKLS0oFhZY+/rSYNo0FAcHYiZMwJiRURMimpWszVuQ/HxcBwy4csxn4kScevQg4cOPyN6+ndT581Hs7HC7/36z9On19DhsmzXj0juTMaSlmaVNc6IGHozE6b/LSyufh596Q14NyXx+Mxh10LTk5aUiBHYH28pZVGoKQkPjP2Rt3IRt82ZY+5Zsr2/t40ODaVPRx10i9rXXEKOxmiU0L5mrV2NVty72oaFXjimWlvh+8Tm2TYOJffElMlf+heuQIVi5m2c5VrGxof6UKRgzM4l//32ztFkhLh5UX/8hq3AJ0bnHVd7TaVGqc5ohD44urSYB/8OZtWDnBg3vqJbuNAWhcQV9QiIZq1dTmy3bKoshKYm8I0dwvvvuMss5hIZS93//I2f7DpKmTqsm6cyPMT2d7F27cOnXD8Wi6HBg4ehIw5kzsXB2RnQ6PB4bZda+7YKb4P3ss2StXUfm2rXFC1w6ClNbQ9hKs/Z7hbx0WHgfLL4fdGpIfdHpSPzqa5KmTsWhfXus69f/t/y+2aBYgGdjOPiz6s1cnRgNcHYdNOkDltWzO6DtQWgA6g/j4vjx5J88iZW3N44dr8/G/WYha8sWEMG5V9kKAsD9gfvJP3mSlFmzsGveDJe+fatBQvOSuX496PW4XLW8dDXWPj74LZhPwblzxYPFmQHPJ58ga9Mm4t97H1NePg7tQrFu1AglNQJ+GQ45SfD3/9RB0ariqTxLZMeXkJeqfj44l4I6fYh77XXyw8JwvW84Pm9c5Tmty4HDC6D5YAjqBSsnQMxeaFQ9T/KA2l9eGgRX3EjgetFmEBoAJE2fTv7Jkyj29qT+NKemxakxsjZtwrphQ2yblG/z2eftt7Bv04a4NyeRf+Ya2b9uQDLXrMXGzw+7Fs1LLWPTqFGVbSQrVlbUn/IJio0NlyZN4nyfvpzr0oWLjw4i9TjkNX0VSbsA+38yb8dpUWpguzYPI35dSZ01lchhw9HHxdHg2+nU//BDLJ2u8gM5tlRNzHP70xAyDGxd4MDP5pXpWpxZA5Y2cNu1H17MhaYgNMjZs5eUH3/CbcQIPJ98guxt2yg4d66mxap2jNnZ5O7+B+devcpt529hY4PvtKlYOjlxccIEjFclzrnR0Scmkrt3Ly4DBtRovgbboCBu27qFwL9WUvet13Gqk0N+opGEfdZEvbuIc6saEvfJN2T9vRpTfr5Z+pS/38WQb0V+gweI2WRPwj8WODSpS8DKFcWXF0Vg7yyo2woa3g42jtBqJJz8A3JTzSLPtQUuDM7nf2elN56vB22J6RbHmJ5O3MSJ2Pj74/PmG5gKCkj58SdS5vxM/U9ubDt1c5OzYwei1+N89/U9LVvXqYPv1KlEP/wwSVOnUfet/1WRhOYla906EMFlYMnLS9WJYmGBrZ8vttuX4N4uDr78Fb1TC3L37yd7zXKyduwi44VXUeztceraFadePXG5555i3t4loU9IJOWHH8gPC8OQlooxJRlTdi7gBsvHodjZ4XOPJ+5+USjuJaRIjdwOSadgyIx/TUvbPQ77f4SjS6DTeLPeixLZMwNSI6DThKrv6yq0GcQtjIioZoapqdT/4nMsHBywcnfHbdgwMlatQp+QUNMiVitZGzdh6eGBfdu2113XIbQt7g8+SNqiReSdPFkF0pmfjNWrsW3WrEr2Fq4box6WPa6usw+bDUE9sPapg+vAAfjOmEOTNzvSsFcOrgN6k3f0KJfeeJNzPXuRNG0ahtSSn+KN2dkkfvMN5/v0IW3YuEW7AAAgAElEQVTZMhR7O+xDWuLa2AKvUBM+b76G71dfErhqFR4vfYiSfUndZ/gve38AB08138Jl6rYE3/ZwcG7VblaLwOaP4O9J0HwItH302nXMiKYgbmEyli8na/166rzwPPYtWlw57jH6cTAaSZ0/v+aEq2ZEpyN72zacevYoM5ppWXi/+AKWHh7Ev/f+DW/6qouJIf/oMVwHlMOevqoRgRUT4NzfMOBLaDG0WBGl92Sc6mRTr5OB27ZuwW/RQhw7diB5xkzCe/Yi/oMP0V2MVZvT6Uhd8Avn7+lNyvc/4Hz33QStXYPfzz/jO6YLdYPP4v3KJDweG4NL//5q+PGAu1TT0Z1fg6Hg347TouDsWnXGYP2fmFztR0PyGbjwT9XcF5MJ1k6E7Z+piuG+n8Gqck6K14umIG5RCiIjif/oYxzuuAOPMWOKnLNp0ACXvn1IX/prrVpTrww5+/Zjys6u1GaspYsLPhNfJ//YMdKX/WZG6cxP5uo1AJUKm2E2wjfCsSVw1xvQ4YmSy3jdBqGj4ODPKOlROISG0mD6dAJXr8Klf3/Sfv2V8316c3Foe873uIOEjz7CNjgY/99+w/eLz7Fp0EAd+DdMhjotoO0jRdtXFLjrdciMhSML/z2+/0dAgfYlyNViGNi6Vs1mtdEAK8bDvh/UZaXB08Gi+jNO3nQKIuXHH4kcNpysjRtvaXv+shCdjrjXXledlT6dUsz+HcBjzBOYsrNJ//XXGpCw+snauAHFwQHHTp0q1Y7LwIE43H47iV99hSElxUzSVZBVL8HaN0pcAslcvRr7tm1LdQa8QkE2rHoZFtyrPtFWBQd+BkdvuPOVssvdNREsrNUll0Jsg4Ko/9GH3Pb543g0ySE7PBsLYxYNe2bR6KGG2AdddX37ZkF6NPT+oOTBNqgnNOgAO74Cg041bT00XzVtdS3hPtk4qJvVYSvMu1mtz4dlj8HRxdDjLej9YYlhNQwmA7+f+50Rf43gk72fkK3LNp8MhdxUCqLg/HkSp06jICKCixOeI/rhR8g9fLimxbqhEBESpnxK/okT1Pvg/VLj/tuHtMDhjjtInb8A0emqWcrqRUwmsjdtxqlr10qH9lYUhbrvvI0pL4/Ez78wk4QVIOU8HJgDe2eqG6lXkX/2LAXnzpXq+3CFmP3ww51w4Cc1xEP8UfPLmRmnOn+1feTayycu9eCOZ+DEb6oTHUBWPCy8D+s97+EzvB3BuzYTsHYjTncPQNk9Daa1gX++g8xLsP1z1UT0tlJmiYqiKqGMGHVGc+xX1bS147jSZWo/GowF6mBuDvT5sGgknF4F/T6Hu14rphxEhG0x27hv5X1M3j2ZAmMBi08vZsifQ1gftd6sD8Y3jYIQEeLfex8LBweC1v9N3ffeQxdzgegHH+Lic89TEBlZ0yLeECTPnEnaokV4jB6NS+/eZZb1fGIMhoQEMgqXI25W8o8fx5CUdN3WS6VhGxSE5+jRZPz5J7n795ulzevm0DxQLKFeG1jzqmoBU0jmypVgYVFiIhlAXd7Y8gnM6aNuHo+YByhwbkMVyLkAxKguH5WHLi+ooSY2vgen/oIZnSBqJ/T/Ah7+DcW1Poq7Hwz7AcZth/pt1Q3eaW3UQHe9Pyy7/dvuhvqhsP0LdXO6bquyneF8WkCDjuosyBwD8+EFajC+Id/B7WOLnT6edJzRf49mwuYJGMTAV92/YsWQFSzsvxAPew9e2fYKEzZPIDY7tvKygDqw1tZXu3bt5DLpK1ZIWHBTSV2y9MoxY06OJH73nZxuGyphzVtI/JRPxWQyya1K6uLFEhbcVGJfnygmo/Ga5U0mk5wfNFjODxx4U9+3hC++lLAWIWJITzdbm8bcXDnXo6eEDxggJp3ObO2WC32ByKeBIosfEkm7IPJxQ5HZvUQMOvV/oGkziXnhxZLrJoeLzOopMtlFZPlYkbzCezKrh3rcnBgNIl82F5k35Prq7ZyqyjfZReT7biKJZ8ouH75JZPbdIhveLV/7p9f+2/6hX65d/tAvatnIHeVrvzSMRpGpbdV7fdXvzWQyyYH4A/LSlpckZG6IdFvSTRafWiw6Y9H/K71RL3NPzJUOv3SQDr90kDnH5xQrcxnggJRjjK3xQb4yr8sKwpCeLmc6d5GIkSNLHPj0SUkS+8abEhbcVDI3bCjxht3sZKxdK2FNm8mFcU9f14CV/uefEhbcVLK2bq1C6WqW8H79JXr0aLO3m7lps4QFN5Xk2bPN3naZHF+uDlhn1xd+/01ksoskTXxQwoKbyoWx48SYl1e0jskkcuBnkQ/rinzSSG3jarZMEZnsKpKdZD45z6xT5Tz55/XV0+WJzB8qsukDVRmaG5NJ5Ps7RT4NUPu6FgU5qhJeNqZy/Z5eo96PY8tERCQpN0l+Ov6TDPx9oITMDZHbF94u3x7+VrJ12WU2E5cVJxM2TZCQuSHy/u73SyxTXgVRq1OOtm/fXg4cOED8+++TtmQpAb8tw655ySEDxGAgYshQMBgI/GtlpWPa1yZydu/mwrinsW/VikY/zsbC3r7cdUWvJ7x3H2waNsRv/rwqlLJmKIiIIKL/AHzefguPhx82e/sxz04gZ/dunHv2xNLdHUt3Nyzd3bFyd8fS3QO7Zk3Nn1Vt3iBIjYIXjoCFJSJC0rg+pGyPwaXHHdSfNqtofuXsJPjredVTN7A7DJ0JLvWLthl7CGb3gHt/gNYPmEfORQ9A7EF4OQwsay7fc4lkxIIuu+ykPFezdqIaDuSxv8Dv+g0d9CY9GfMHk54RTfSQb1gZsZptF7dhFCOhdUIZ1ngY9/jdg4O1Q7nb3HRhE0GuQfi7+hc7d0ukHAXIO36ctMVLcH/kkVKVA6gxX+q89ioXn36GtCVLiySCuZnJO36cmAnPYRsQQMOZM65LOQBqApnHRpE45VNy/vmn0lY+NxL5Z86QNH06AM49qyatZN23/selt94m78RxjGnpmDIzi5WxbdwY+3ahOLRrh0NoKFb166MoivoUl5uLIS0dY1oapqxM7Fq1Lhoj6L+knFc9f3u+pSoHo5H4994nfXsMbi0sqNt4P4ohB6zd1PJn/4YVz0J+JvT5RI01VIJVG/XagGMdtbw5FETGRdXvocuLN55ygJKtlsriromque6Sh+DJjeAZVOS0zqjjQuYFIjMjicxQXzFZMaTlp5FWkEaWLgsUwM0Str2Ch50Ho5qPYmjjoQS6VsyRsVejyu+p1foZxDI/fwyJiQSuXYOlk1OZ5UWEC2PGUBB2iqD1f9/Q+XArg4hgSEgg/9QpLr05CQsnJ/wWLcS6Tp0KtWcqKCBi0GAUCwsCVq7AohbPvozZ2WSuWk368uXkHz+OYm2N+6hH8XnttWrpX/R6jBkZGNPS0Ccmkn/8OLkHD5F3+DCmbNVM0crbGywsMKalFbMgs218Gw1//Alrn1L+luvfVq12XjqJ2HkS98YbZK5Zi+fYsXjf1wXl575qsLlBU9UoqQd/Bp8Q1XvZp/QHLAD+fBZO/wWvRVQ+3PSWT2Dbp+osx92/cm3dKKSchx/vBgcPeGIDOHiwP34/7//zPheyLmCSf82E6zrWxc/ZD097T9xs3XCL3IF7/Cnc+n+Jp0tD2tRpg7VF1SnO8s4gqlxBKIpiCRwAYkVkoKIoAcASwBM4CDwqIjpFUWyB+UA7IAW4X0Siymq7TWCgLLaxpf6XXxTJhlUW+adPE3nvMDwefxyfia9X/MJuIHQxMWSuWqVmwYqIQBcZiSlXjW9v6eWF/8JfsPHzq1Qf2Tt2EvPUU3i/+AJeTz9dZtmC8+eJf/c96kyciH1IizLLVgciQt6hQ6T/tpzMdeuQvDxsmzTB7b77cBk00GxJcColo9FIwblz5B46RP7RY2BpiaW7W+FSlPoy5eQSP3kylh4eNPp5DjYNGxZtxFAAXzWDRp3Q9/iauIkTyd2zhzqvvYrnE4WOXts+gy0fgVNdyE6AzhOg59vlC6UdtgJ+HQWj14Jf54pfrNEAU1uBd1N49PeKt3MjEv0PzB8MDTqSOmIOw9c8gJ2lHQMCBxDgGkCAawD+Lv5Fl4qy4uHrENVktv/n1SJmeRXEtXexwRGwKPzcBBgMWJdng6OwzsvAImBV4fdfgQcKP38PPFP4eTzwfeHnB4Cl12q7hYODRI8efd0WNrFvTpJTIS2l4MKF66p3I2IyGiW8bz8JC24qZ3v0kOgxT8ilDz+S1EWLJPufPWLIzDRbXzEvvCinWrUu874ZMjIkvHcfCQtuKueH3ismvd5s/V8v+uRkSf7xpyv353TbUIl7+x3JPXas1lpl5R47Jmc63i5nu94peWf+Y71zbJnIZBfJ+PkzOdPxdjnVuo2kLf+9aBmjQeTnAar1UMS26+s8L13kPQ+R9e9U7iIub8aeXFG5dm5Uji4V02QXmfBLN2k7v62cTjlddvlNH6gGAMnh1SOfmNGKCfUp3wHwBaKAZcDCcjUODYBNQE9gFeoqWzJgVXi+E/B34ee/gU6Fn60Kyylltd/Czl7yIyKu++bo4hPkVJu2pZv61SKytu+QsOCmkv7ndVqCVABdfLycbhsq0WPHljjAmoxGuTB2nIS1CJH4Tz+TsOCmkjJvfpXLVUQGg0Gytm2TmAnPSViLEAkLbiqRDz4kab8tF2N22dYftYX8s2fl7J3d5HTH2yX36NErxw3f95PYQc0kLLipRAy/T/LPl/LbMOhVRVERfh4g8t0dFat7mV9GiHzeWMRQzea/leR0yml5esPTcu+KeyUmM6bMsktXjpaQuSEyf8XjZTeqyxWZ4i+y6EEzSnptyqsgyuMop4hILjAMmCEiI4Dyrht8A7wOXF588wTSRcRQ+P1ioeKh8D0GoPB8RmH5osIoylhFUQ4oinJA52CPbUBAOUX5F2ufOniOGUPWunW13tM69ZcFWHp54VwNMXWsfXzwev45crZtJ2vjxmLnk6ZPJ3vbNnwmvUmd117F8c47SZo6FX1CYpXLBurDTsz48cSMHUfugQN4PPoogatX4b9oIW7Dh5UrNHRtwLZxY/wWLcTSxYULj48mZ88ecjetIHLWOTLOgdf4Z/BfvAjbwFJ+G5ZWFY/r06QPJIZBekzF6qfHQPgGNfhcDW9Om8TE0xue5p7f7uG7I9+V6lx2KfsS/9v5P0b8NYJjSceIz4nnsbWPcT79fInlI9Ij+DzjOF0sXXn40O9wvIy4XEeXqFntqiNkeAUol4JQFKUT8DCwuvDYNf+7FEUZCCSKSPGM4JVARGaJSHsRae/SqFGF2/F8YgxW3t4kTvn08myn1qGLiiJn23bcR46sto1jj0cewTY4mISPPsaUk3PleOb69aTM/B7X+4bj/uCDasiJt/6H6PUkfjrF/IIc/w0OL1TXswvJ3rKFnG3b8Xr2WRpv24rPxNexDQoqo5Hai02DBvgt/AVrX19inhpL9IQ3QFHwmz0d7+efL2rGak4aF3pfn1tfsfqHF6gex+X1nK5CFp1axK64XXjYefDD0R/ot7wf4zaMY13UOnRGHRkFGXx18CsG/jGQdZHreDzkcdYMW8PcvnMxYeLxdY9zIvlEkTZ1Rh0Td0zE3sqeD4csxaJRZ/hjnBoTK+c/sblMJjXPQ73W4NelGq/8OrjWFAPoBqwEJhZ+DwSmlaPeJ6gzhCggHsgFFmLGJaarPakrQtpvv0lYcFPJWLOmUu3UFJc++kjCWoSILiGhWvvNOXhIwoKbSvxnn4mISN6ZM3KqbahEjBwpxoKijkuJ336rOtrt3Gk+AXS5qkPXZBeRbzuKnF4jpoICCe/TV8L79qt+z+UaxJCWJtFPPiFxg28Tw7xqWKYwmUS+bimycOT11zXoRb4IFlkwrFIiZBVkyVcHvpJvD38ruy7ukqyCrOtuIzI9UtovaC/jN44Xk8kksVmxMuPwDLln2T0SMjdEui7uKp0XdZaWc1vKpB2TJC4rrkj9CxkXpM9vfaTjLx1l36V9V45/vu9zCZkbIlsvFDqW5qaKrHhO5F03kY8biGz/QnWsE1EdGSe7iBxZUuF7UVEwl6OcoigjRGTZtY5do43uwKuiWjEtA5aLyBJFUb4HjonIDEVRngVaisjTiqI8AAwTkZFltXvZUa6iiNFI5LDhGJKSsCvB2sbC0RGvp54q07+ipjBm5xB+11049eiB7xfVY/lwNXFvvUXGnyvwm/szcZP+hykvl4DffisW/M9UUEDE4MEoKKqJrG3J1jK66Gis6tUr30zo7N9qQLMuL8Dp1ZASTmpyCAkbU2kwYwbOPXuY4xJrD8d/g+VPwKN/qBFJq5o1r6kxlCZGgvV1+NVclvP+hdBsYIW6Dk8L56WtL3Eh6wKgLhNZKBYEuwfTtk5b2vq0pZtvtzIdyowmI4+te4zIjEj+HPIn3g7eRc7tubSHP8L/wCQmxrUaR7BHyc5yCTkJjNswjpisGL7s/iU2ljaM2zCO+4Pv56073ipaOPE0bHpPdUZ0rg89JsHxZZB0Bl48Xu15Hsxm5qooyiERCb3WsWu00Z1/FUQgqpmrB3AYeEREChRFsQMWAG2BVFRLp4jS2oTKKwiAvOMnSPh0ClJQPGKpPiYGY2YmHo8+ivfzz91Qa9ipCxeS8MGH+C9ZjH2bNtXevyEtjYh+/dV8ERYW+M2bh0NoyZnYsnfuIubJJ/F6/jm8xxdday2IjCTpq6/J2rAB+3btaPj9TCydr5Fzd+XzcOJ3eP08KBYYd8zi/AvTsXXV0ejZLii9P7h5bOuvhdGgBtXLTYbnDpfs5GZuzm2EhcPh4eXQ+O5rlwc1fPZ3HcHaAZ7eUaE9kLWRa5m8ezIOVg58cdcXNPNsxtGkoxxOPMzhhMMcSz5GniGPANcAvuv1HQ2dG5bYzpwTc/j64NdMuXMKAwIrl241PT+dZzY+w6nUUzjZOOFp58mSgUuwtypFcUbtgg1vqx7kAL3euXaY8yqg0mauQD9gOpAATLvqNRfYV57pSVW/KrvEdC0M6ekS985k1YS0ew/J3LixSvsrL5dNWyPuG1Gj5pppy38vFiCxNGJefFFOtWwlBdHRIqLGx4p7910Ja95CTrUNlbi33pawkJZy/t57RZ+cXHpDRqNqAbN01JVD8Z99JmFNm0nevFdEPqwn8nWISMENbLFkMqkmnvOGiGyYXHHzRpNJ5Penyx9Uzlzo8kQ+8BFZ/Wr56+ydpcp5Zl2xUyaTSXbF7pLI9MgS/591Rp1M2TtFQuaGyKNrHpWEnJKXVHVGnWyL2SadF3WWbku6yeGEw8XKnEs9J23nt5UXN79ott9Oti5bxqwbI6HzQ+VUyqlrVzCZRE78IfL7OJHcNLPIcL1QWTNXoDXwGBBd+H75NQxwL0/jVf2qagVxmZxDh+T8oMFqoLPxz4ouLu7alaqQrB07VdPWFTVvR17mYH4VuvgEOR3aTqLHPCGJ07+VU21DJaxFiFx67z3RJ6kB4LK2b5dTrdtIeJ++oouNLbmhmAPqQHNUVUoFMTFyKqSlxL4+UT0ftUs9v25Spa+tSojarUYWnewi8mUzkXfd1c8/D1CvSZdb/rb+/p9ad8snVSdvaSwcKZlfh8jOmB3XHmjzs0Q+u03kp75FopReZvax2RIyN+RKpNIXNr8gc0/MlWOJxyQuK04eXfOohMwNkSl7p5QanfRqItMjpf/y/hI6P1TWRqy9clxn1MnIv0bKnYvvlOTc8v3flhe9US9JuWYMZFjFVFpBXClwHU5x1f2qLgUhImLS6ST5xx/lVOs2cqptqGRtr2Ro30pwYew4OdO5S7EN4RudlLlzJSy4qYQFN5WY554v0Ycl58ABOd2+g5zt3qNkH5eN76uDak6KiIhcfOklOdW6jeguXfq3zF8vqpuCFw9U1aVcP4lnVFv3yS7qRu3BeeqmbUacunH5TWv13CcNRVa9IpJyvuz2dnytll/9aomDblVj3Dtbxs0IkpC5IfLylpfLjjC69TNV1gt7i53aFrNNWs5tKS9teUmWnVkmk3ZMkr6/9b2iMELmhkiHXzrImojrMyRJzUuVUWtGScjcEJl1dJaYTCaZeWSmhMwNkfVR66/3cm86zKkgugAbgLNABBAJRJSn8ap+VaeCuExBzEU5P2SonGrVWrJ37ar+/qOiJKxpM0mcOq3a+64sJr1ekmfPlpxDh8oslxcWJmc6dZYznTpL3smTRU9+d4f6tC0iuYcPS1hwU0n45pv/NJAu8kVTke861bwzVkFOocJyF/nIV2Tb5/9asVyN0ah6Nv/2pMj73iLveYqseb3k8NoH56sD7rLRar0aYMGBaRIyN0QmLBsgrea1ksF/DJbzaSUotexk9bpLcASLyoiSTgs7yX0r75NcfdGZU2JOovwd+bd8e/hbCU+r2BJcgaFAXt/2uoTMDZHnNz0vbea1kde2vVahtm42zKkgThfuR9RBdVzzBDzL03hVv2pCQYiI6FNT5fygwaqS+Oefau07/uOPa8S0tbrJj4iQs917yOl27SVl/gLJO31aTInn1IFx97diMpkk8v4H5EyXrmLIKuHp9dRqtey2z6pf+MsYjSJLHlbDKKx+rfy5FDIviax8Xp0F/VepnFqlHp8/9Jq5EHZd3CWzjs6SDVEbJDwtXAoM5plxnk45LW3nt5UJP7YW08/9ZU/cHum2pJt0/KWj/B35d9HCa99U5U0oujafrcuWIX8Mka6Lu8rFrItmkaskTCaTfHv4WwmZGyLdl3aX9HzzJYWqzZRXQZTHimmviNx+zd3uGsAcVkwVxZCayoXHHkMXc5GGs37AsWPHCrclIhhTUiiIiEAXEYkuKgpLNzcc2oVi17LllTzJppwczt3VHae77sL3yxrMd1xN6C9dIuaZ8RScPg2Ahb0N9m6ZOAx6Chy9SPr6a+q+/x7uI0uxhv71MdWs8Old4N2kGiUvZP3bsHuaGka7Ip6ySWfU1JpnVoNzPdW5bOc3ULcljFoBtqVHLz6UcIgxf4/BKMYrxywVS3ydfAlwDcDXyRc3Ozfcbd3/fbd1o6FzwzJNRPMN+Tyw6gEydBksd+2Ex57vof/nxDfrzyvbX+VY0jFGNR/Fi+1exDrzEkxvBy1HwtDvrrRhEhMvb32ZrTFb+eGeH7i9XtUPL7vjduNl70UT9xr4P7gBMaeZ6xRUz+nfgYLLx0XkUGWFrCw1qSAADMnJRD/2OPq4OBrNnoVD+6L325STQ/bOXeTs3IEpJ7dYfUk8hSHHkoLYxCJ5AhRbW6Sg8FZbW2PfogX2oaFIfj5pixbVmGlrTSAi6GNjyTt0iNxFH5F3IZuCVDVyi23jxgT8+QeKZSkmk9mJ8G0HqNMcHl9dsgmoLrdIvuYiuNRXQzdXhAM/w6oXocOTar7k/ySevy6i/1FNIy/uB69gGLOuTLlS81MZsXIEdlZ2zOkzh+T85Cs5CC6/EnIT1BwE/8HFxoW3O71NX/++Jbb98d6PWXx6MT/c/QOd3ZvCb2MgYgs07oN+0Nd8fmoei08vpo13Gx7KzqPr2R04P3cQXBtcaeOHoz/w7ZFveb3D6zza/NbIy3KjYU4FsaWEwyIi1eCRUzY1rSAADElJqpKIj6fRj7Ox8fMje8sWsjZuImf3bkSnw8LFBSuP//ygDfmQcRErV1ts7xyBTWAQNoEB2AYEYFW3LsaMDPIOHyHv8CFyDx4i//hxRK/HrmVL/H9dilKZAac2kpcGnwVBlxcwtn+BvGPHsA0Kwtr3GoldDv+iJsQZ8BV0eOLf43FH4NB81VmpoHgSHwBsXWD8P0UGt3IRvgkWjlCd1h5cUvncCcCp5DCWHpxK14A+3N1kWKnlTGJi/Mbx7I/fz8IBC2nq0bTUsnqTnoyCDNLz00krSCM1P5V5J+dxPPk4gwIH8ebtb+Js869PyvaL23l207M82vxRXu9QGCrfZIJ9s2DDO2DrDIOns8rGxBd7p5Ciy8AKhY71O9GzYU+6N+zO6dTTPLf5OQYEDuDjrh/fev/HNwg3TD6IquRGUBAA+sRELox6DH1sLGIwgAjWvr449eqJc6+7cWgXimL1n0Hiz/FwZBEgMGQGtC073aWpoID8k2FY+/qWnizmZubYMvj9SXhiIzTsUP56IjB/iJoy84n1EL0LDs2D+ONgZQfNh0KT3vDf5CyGAlWxtLgXhv1Q/v4SwlTHNdeG6pO+nUv56xYTXdgXv485J+awO243CgqC8Hzb53my5ZMlDq6zjs1i+uHpvH3H24wMLjMQQYnoTXpmH5vNrGOz8HHw4aOuH9G+bnuS85IZvnI4XvZeLBqwCFvL/3jEJ56C359S72voKIwZcRxPOMjmrk+x+dI/RGdGA2BlYUVjt8bM7zcfOyu7Ct0XjcpjzhmED/AxUF9E+imK0hw1ZtJP5hG14twoCgJAn5BIwpRPsA26Dee7e2EbHFz601FuqprYpc1DEHdYzQn83EGw1n4wpbLscdUL9ZUz1+8tnBoBMzqDIU/9Xq+1Gk205Qiwdyu93sZ3YefXMHYr1C/ZS7wI2YkwuxcYdfDUJnBtQHhaOF8c/ILHWzzOHfXuKJe4RpORLTFb+On4T5xIOYGnnSePNH+EobcN5bP9n7E2ci1DbxvKO3e8g/VVEVH3XdrHUxueoq9/X6bcOaVST+dHk47y5o43uZh1kdEhozmTdoYD8QdYOnApQW6lBEA06NRkRLumAqImIur2KiJCZEYkm2M2E5YSxmvtX6OeU70Ky6ZRecyZMGgtMBI4WvjdCjhenh3wqn7VlBVTpdk1TbWwiT8hcn6L+nnX9JqW6sZFX6Ba86yYUPE2ji8XWTNRJLa4d22p5KWLfBogMqf/tX0NCnJEZvVQgwjGqma8F7MuSs+lPSVkboi0mtdKZh+bLUZT2Wape+L2yOA/BkvI3BDpt7yfLD29VPIN+VfOm0wmmX5ouoTMDZEn1j1xxSonKTdJui/tLgN/Hyg5uhLMaCtAji5HJu+afMUfYfGpxeWrGMJCd0EAACAASURBVLlTNdEtyZxX44YAM5q57i98P3zVsSPlabyqX7VSQRiNqlPUT33/PTZviMgUP3VA0ihO+CZViZ6ugai7l0NEnFpVehmjUWTJI6o5a2G55NxkGfD7AOm0qJMcSTwir259VULmhshzm56TzILiWf6Sc5Plje1vXFEMayPWiqGMpD4rwldIm/ltZNAfgyQ6I1qeWPeEtF/QXs6knim1TkXZemGrzD42u9Zm4dMoTnkVRHnm6jmKongCUjg1uQM1mY9GRYjYDGmRRTdM735X3YTdNa30ermpMG8w/D4WTMbSy11GBFa/Cj/eA1kJlZW6ZjmzFqzsIeCu6u+73WjwaqJuwhr1JZfZ9C6cWgm9P4SmA8jWZfPMxmdIyEngu17f0dq7NZ91+4yJHSay4+IOHlj1AGfTzgLqpvLys8sZ/Odg1kWtY2yrsfw++Hf6BvTFsoyAdoODBjPrnlmk5KUwdMVQ9sbvZdLtk6rEjPOuhneVuuehcXNTHgXxMmo+iCBFUXYB84Hnq1Sqm5n9P4GjNzQb/O+x+m2gxTA1eUhWfPE6WfEwdwBE7eT/7d15WJXV2vjx75JBUBEVxVnBCUVQQNDAIaccKjWtzDLTaDwdTTv1ltppeuv42i+rczpmHUtFy9DUsBwyj+KQiWM4MTikqDgAooiMMqzfH8+WJDfz3kzdn+vaV/IMa69nQfvea63nuRdHVhofViXZOQ/2f2FkjVw8HK6dtdw1VCatIXYjdBwE9kXfn281NrZwz7uQfAoOLL5z/8EQY8zdPxgC/0p2XjbTt03nxLUTfDjwQ3xdjbkLpRSPez7OouGLyMjNYOKGiSyLWsaTm57k7Yi36dSoE2tGrWGa77RST94GtAjg63u/pn3D9jzi8QhjO4+14IULQclDTPr3eYfugBfVKDdTjRtiunbWeKp0y//eue/KKWNB+HUvFd5+9YwxJPVeS61/227k3nmrodb7FxX9PqbF6/WaZ7Q+t0/r/2tn5P9JKEWmyerm4mHjWg5W7trWefl5OjMn0/ghP1/rkPuNtYNvz755KtxIobFsrNa5OTo3L1fPCJ+hvUK89A+nfiiy7MT0xII8QX1D++rvTnxX4txEcWToR5QVpRxiKtUN2tpYIzoKQCl1j1LqVa31PVaKWbXXwRDjv72m3LnPpSP4TTZuwQz8q/FzYgwsewDysmHyOmjTy1ia8FqcMXzUqB10+kM+/nN7jVto2wXB6H+DbV148kf4aiwsGQmPr4bWvSx3TenJxkNbJQ0/5OdD3M8QvRZQUM/ltleTwj/f3lM4/qNxfJfhlqtzMXLyclh/ej2Ljy0mPi2e+9zvI9grmA7D/gH/GQA/zzOGkhJjjSe1m3WFh0PIU4r39r7HlnNbeDXgVUZ1HFXkezSr14wvh3/JlrNb6NOyD00cyvkwnokM/QhrKfI2V6XUYOBzoBWwFngfWAIo4B9a6+8qq5JFqU63uZYoNxs+7g5tesOj35g/5kYCfOIDXUZA0FT4+kGwqWusFNb8tlXtsm/A4pFGoHhq8+/7rp6GL4eCgzM8vbXw07ZXTxvBJiPZeHjLvX/FricvFza9Bvu/hIatweNe6HovtO9XeHWs1ItwaLmxAlnKWbB3MvZnXMU0rXUnW8ffA8f1eHDpBE//t2L1LUF6TjqrT6xmWfQyEjMS6dqkK91durPh9Aay8rIY3HYwwVeT6RnzE0zZCGuCycrNZu/9cwi/epTt57dzNesqz3g/w4t+MgIrqrcKPwehlIoEXgIiMJL1fQ3M1FrPt2RFK6JGBYhbyy0+/h10GlL0cVvfNb6l2tWH+k2NnDtN3O887voF+GIw2NgZwcDW3piQzrhiPEzWtNOd56Regq8egKtnYPxS8BhZvmvJSjVSLJz6L/g8DlkpxtPDuZlQ19l48KzdXXDyv8bi9jof3PobPaRu9xvLVObnQdZ1I2CZfV01XpnXjDxGnmPKV1eT9Jx0DiUeMrvv18RfCY0N5cbNG/Ru0Ztgr2CCWgWhlOJq1lVCY0P5JuYbUm+m4p+dwz3p6RxwcGSXU0My87JpYNeA/q37c4/bPQxtN1S+0YtqzxIBotCyokqp41pr84uzVhGzAeLqGeNBpWbVqqqwaDikJ8LUg8U/6JV13UhwVq+p0XNoWMwDRRcjYcm9xrXaN4Bze4yA4ta36HMyrho9k8RomH4YnFqU7Tqux8Py8ZAUC/d/9Ptw2c0MOL3dWCP6xI/Gh3yDFsYT4r6PQ5MOZXsfC8rLz2PixolEJUeZ3a9QDGk3hGCvYLybeZs9JiMngzUn17D01/kk5GXgateQQR1GMrjtYAJaBBR6YE2I6s4SAeI08Mptmz4A/ufWD9VqiCknC2LWQeQyOLPTyKHzyomyLahuTZePwuf9YNg/jKGjkqQng3390j1ZHbsRVjwGaBj7H+g5oeRzrp6Gf/tDn+dhxJySj7/lYiR8MwFyMoweSMci0nHl5xl3/TTpaJE8RBW15sQa3o54m1f8X6Fns5537G9WrxmtG5SQ08kkJ/cmFxKP0K6lH3VUJaz/LIQVWCJALCnmPK21Di5v5SzFv2d3feD/7jNu/cxKgUbtwa2fMeb9yNfQreiJwkq1bgYcDoW/xZQ/O2hxjn1nfGj7Pl76c8Keh6i1MOMINChFbqfYDbDmaaNnM/FbcO1W/vpWotSbqYwKG4VbQzdCRoTI8I8QlD5AFPn1Tmv9pGWrZAVJsXAw0XimwG8SuA0wxrtPbDI+NKs6QGgNR76FwyvA6yHrBAcAr6Kzexap/ytGYN39bxj2bvHHxqyDlZOgtZ8xwV2agFJNfHboM65lXePzoZ9LcBCijKq+/18RjdrCy7/+4YO3jhEwjqw0xsWr4uEqgOTfYP1LcGYHtPaHQbOqph5FadrJCFr7v4S+040JcXPSkmDddCPB3eT1Vdee5XA65TQrYlfwYJcH6eZSM3o8QlQnNXsQtV5T89/KvcYZQy4nf6r8OuVmw47/BwsCjTUH7vvQuBW1rGsKVIYB/wM5mRBRxI1pWhuL3mSnGfMbNSg4aK15f//7ONo6Ms13WlVXR4gaqWYHiKK07wv1XSEqrHLfN24XfNbXSHnc9T6Yus9YUayYnDpVqlkXI5ju+8L0XMIfHF0Fseth8OvgWvTCM9XRtvPb2H1xNy/4vFDhB9GE+LMq1RCTUioIcLv9eK31MivVqeLq2Bj3zUd+bXz7LWbtXov59Sv4YaoxUT5xDXQeWvI51cGA/zHmayI+hSFv/L499RJsfAXa9oHAUtx5dZvL6Zf57PBn1LOth7uze8HLxcGlQvMAWmviUuOITIzkSNIRWtRvwQSPCTRyKLymQ3ZeNh/s/4COzh15pOsj5X4/If7sSgwQSqmvgI7AIeBWGlGNkbSv+uo+1khWd2ITeD9k3feKXA4/TIOOQ4y7p2rQUAyu3Yxguvc/RoqPek2MoaV1LxoLwDzwWZl6QGdTz/Ls5mdJzkpGocjKyyrY52TvhLuzO31a9GFIuyF4ungWGzBy8nKIvhpNZEIkkYnG61r2tYKybty8weJji3mw84NM7j6ZFvWNZzqWRS0jPi2ehfcsxO6PK8UJIUqtND0If8BTF3U/bHXVLtB4UCsqzLoB4vAKY2nKDgNhwjc1c1W4u181ciTt/RwGzTZ6Xic3w4j3jZxQpXT86nGe++9z5Ot8lo5cSrcm3UhIT+DM9TOcST3DmetnOHHtBIuPLeaLo1/gWs+VQW0HMbjdYAKaB5CZl8nhxMMFweDolaNk52UD0M6pHQPaDMDX1Rff5r64N3TnVMopQqJCWBG7ghWxK7i3w72M6jiKL45+weC2gwlsFWitFhPiT6E0S46uAl7UWl+qnCqVXompNn58DQ4sgf85VfTawL+Fw09/NxLi/ZFdPePZAt9J5nsFR1ZB2LPGsxePfVt9Hswrj5WPw+mdEPyj8dR3Kx944gfy0ITGhhJ+PpwRbiMY02nMnesRA4cSD/HC1heoZ1uPhcMW0sG56CenU7JS2HlhJ+Hnwtl9cTeZuZk42jqSlZuFRmOjbOjWpBs+rj74NffD19WXpo5F3GUFXEy7yLLoZXx38jsyczOxr2PP2gfW0taprUWaRojaxpJrUm8DfIB9QMGnqNZ6dJEnVZISA8S5vbB4GIxdCD3NjEXfuAyfBUFdJ/MZTq/FGesp1HMxnjoOePr3u6aOrjYWaW/f1wgONWlYyZxLR+A//Y1kemj4yy9E5afzzu53iLkaQ/N6zUnISChYH3m8x3ga2htBd/eF3czYPoNmjs34YtgXtGrQqtRvm5WbxZ5Le9h1YRcuji74ufrh3dSbenZlb89rWddYdWIVbRq04d4O95b5fCH+LCwZIMwu46W13lHOullMiQEiPx/+6QUtvOGxlXfuW/4gnI2A53Yad/SYczYCfvmnMZdhV9/IPdS0k5Fuu91dMHGVkRajNgh9DI5vIG3kXOar64TGhtLEoQkze89kWPth7L+8n8XHFvPLxV+ob1ef8V3G4+bsxrt73qWjc0c+v+fzYr/pCyGqhwo/SX1LdQgE5VanjjFZvfc/kJkCjrfd7bL3M2N46f6Piw4OAO0DjVdCtLFy2N7PQedB27tMPYdaEhwAfe88trbowP+dW01SRhLjPcYz3W86TvZOAPRu2ZveLXsTkxzDkmNLWBq9lHydj08zHz4d+mlBj0IIUTuUpgdxF/BvoBtgD9gA6VrrKv80KFW67/gD8OUQGLPAyCwKRvK8LwZDp3tgwvKSF7u5Xco5OPGTkRSvrlP5K19N5Ot8jiQdIfx8ONvObSMuNY4ujbvwVuBb9GjWo9hzz6eeZ9fFXYzpOKZcQ0JCiKphySGmA8AEYBXGHU1PAF201lWeO6JUAUJr+FcPaOphrKaWkwkLBxo9ir/shvoulVLXqpCdl82FGxfM7otPiyf8XDjbz28nOSsZW2VLQIsAhrkNY0ynMXJ7qBC1mMWGmAC01qeUUjZa6zxgiWkxoSoPEKWilDHMFPGp8bTwtn8YSf4mhdXa4JCXn8f3v33Pp5GfkpiZWORx9e3q0691Pwa3HUy/Nv1kiEgIUUhpAkSGUsoeOKSU+n/AJWpaio7uY435g/UvGff7B04tei2DGkxrzc8Xfubjgx9zKuUUPZr2YHqv6djXsb/jWOe6zvRq3gt7mzv3CSEElC5ATMIICFMxliBtCzxozUpZXEsfaOxuBIfm3jDkTYsWn5ufy6a4Taw/vZ7nejyHr6uvRcsvjaNJR/no4EccSDhAO6d2fHj3h9zT/h5JcS2EKLfS3MV0VinlCLTUWr9TCXWyPKWMSeVf/gUPfgm2dz7o9UdZuVnsu7wP94butHFqY/aDNjM3k7CTYSyNWsrF9IvY1rHlSOIRloxYgkcTyy95GpUcxZGkI6RkpXAt+xop2SmkZKVwNesqx68dp4lDE2b3mc1DXR6SOQQhRIWVZpJ6FDAPsNdauyulfID/rREPyt0uL9dY77kU8w5XMq8wPXw6R64cAaCpY1MjxYOrL36ufrSo34JVJ1bxTcw3XMu+hq+rL095PUWnxp144scnyNf5fDXyK9o4FZ3iW2vNnkt7aF6vOR0aFb9e8/Xs63x88GPWnFxTsM3J3onGdRvTyKERjes2xqupF5M8J1HfrvbcdiuEsA5L3sV0EBgMbNda+5q2HdVam1/d/ffzHICdQF2MnspqrfVbSil3YAXgAhwEJmmtbyql6mIkAOwFJAOPaK3jinuPjl4d9X93/Rd3Z3eLDaX8lvIbf936V5Izk5ndZzY5+TkFuYEupBW+I+juNncT7BWMX3O/gm2nrp1i8qbJONd1ZtnIZWYfHEvOTOat3W+xI954xGRg24E85fUUPq4+hY7TWrPhzAY+2P8B17OvM8lzEpM8J9HYobH0EIQQ5WbJALFHa32XUirytgBxRGtd7E3yyvjErq+1TlNK2QG7gOnA34DvtNYrlFKfA4e11p8ppV4Aemitn1dKTQDGaq2LzdXs6O6oO73diUZ1G+Hj6lPwDd/TxbNck68RFyP42/a/4WDrwPzB8+netHuh/QnpCUQmRXIm5QxD2g+hS2PzD9gdTjrMM5ufoX3D9iwevrjgQTOAHed38ObuN0m7mcY032lk5GbwTew3XM++jp+rH095P0X/1v05d+Mc7+15jz2X9tCjaQ/eDHzTKsNWQog/H0sGiEXAVmAmxuT0i4Cd1vr5MlSmHkaA+AuwAWihtc5VSgUCb2uthyulfjL9O0IpZQtcBpoVl0W2h28P/c637xR8w49LjQPA0daRfq37MajtIAa0GYBzXecS67jmxBre2/Me7o3c+XTwp7Rs0LK0l2fWrgu7mLZ1Gj6uPnx+z+fk5ecx78A8Vp1YRZfGXZjbfy6dG3cGICMng+9OfsfS6KVcTr+Mu7M7F25cwN7Gnul+03m4y8PYVNdFh4QQNY4lA0Q94HVgGKCAn4B3tdZZxZ5onGuDMYzUCfgU+ADYo7XuZNrfFvhRa+2llDoGjNBax5v2/Qb00VpfKar8P85BJGcmE5kYScTFCLad30ZSZhK2ypZeLXoxuO1g/Fv4mx2aCTsVxpJjS+jbqi/z7p5HA3vLLDC04fQGZv48k6BWQVxIu8C51HNM6T6Fqb5TzfZwcvJz+PHMj6yMXUkbpza84v8Kzeo1s0hdhBDiFosFCAtVphEQBrwBhFQkQCilngWeBWjXrl2vs2fPmn3PfJ3PsSvH2HZ+G+Hnwjl9/XSxdRzfZTyz+szCtk6pnh0steUxy5m7by4t6rdgTr85BLQIsGj5QghRVhUOEEqpH4o7sax3MSml3gQygdew0BBTWe5iirseR8zVGMwV18SxCX1a9LHaMwOHEg/RsVHHQnMRQghRVSyRaiMQOA+EAnsxhpfKUoFmQI7WOsX0HMU9wPvANuAhjDuZJgPfm075wfRzhGl/uCVXsXNzdsPN2c1SxZXJH+9OEkKImqC4ANEC40P9UeAxjMnlUK11VCnLbgksNc1D1AG+1VqvV0pFAyuUUu8BkcAi0/GLgK+UUqeAqxgJAoUQQlSRIgOEKTHfJmCT6RmFR4HtSql3tNbzSypYa30EuCPnhNb6NNDbzPYs4OEy1F0IIYQVFTsjawoM92EEBzfgE4zJZiGEELVckQFCKbUM8AI2Au9orY9VWq2EEEJUueJ6EI8D6RhPP7942x0+CtDVYUU5IYQQ1lPcHETNWvNBCCGERUkQEEIIYZYECCGEEGZJgBBCCGGWBAghhBBmSYAQQghhlgQIIYQQZkmAEEIIYZYECCGEEGZJgBBCCGGWBAghhBBmWXZ9zWogJyeH+Ph4srJKXDJbVBIHBwfatGmDnd2d64ELIaqvWhcg4uPjcXJyws3NzWpLiIrS01qTnJxMfHw87u7uVV0dIUQZ1LohpqysLFxcXCQ4VBNKKVxcXKRHJ0QNVOsCBCDBoZqR34cQNVOtDBDVwdq1a1FKERsbW67zQ0JCmDp16h3b3377bebNm1fR6gEwZcoUVq9ebZGyhBC1jwQIKwkNDaVfv36EhoZWdVWEEKJcJEBYQVpaGrt27WLRokWsWLECgO3bt3P//fcXHDN16lRCQkIA2L9/P0FBQfTs2ZPevXtz48aNQuVt2LCBwMBArly5Umj7F198QUBAAD179uTBBx8kIyMDMHoGL774IkFBQXTo0KGgl6C1ZurUqXh4eDB06FASExOt1QRCiFqg1t3FdLt31kURfTHVomV6tmrIW6O6F3vM999/z4gRI+jSpQsuLi4cPHiwyGNv3rzJI488wsqVKwkICCA1NRVHR8eC/WFhYXz00Uds3LiRxo0bFzp33LhxPPPMMwD8/e9/Z9GiRUybNg2AS5cusWvXLmJjYxk9ejQPPfQQYWFhHD9+nOjoaBISEvD09CQ4OLi8TSGEqOWkB2EFoaGhTJgwAYAJEyYUO8x0/PhxWrZsSUBAAAANGzbE1taI2+Hh4bz//vts2LDhjuAAcOzYMfr374+3tzfLly8nKiqqYN8DDzxAnTp18PT0JCEhAYCdO3fy6KOPYmNjQ6tWrRg8eLDFrlkIUfvU6h5ESd/0reHq1auEh4dz9OhRlFLk5eWhlGLMmDHk5+cXHFea2z47duzI6dOnOXHiBP7+/nfsnzJlCmvXrqVnz56EhISwffv2gn1169Yt+LfWumIXJYT4U5IehIWtXr2aSZMmcfbsWeLi4jh//jzu7u7k5+cTHR1NdnY2KSkpbN26FQAPDw8uXbrE/v37Abhx4wa5ubkAtG/fnjVr1vDEE08U6h3ccuPGDVq2bElOTg7Lly8vsW4DBgxg5cqV5OXlcenSJbZt22bBKxdC1Da1ugdRFUJDQ3nttdcKbXvwwQdZsWIF48ePx8vLC3d3d3x9fQGwt7dn5cqVTJs2jczMTBwdHdmyZUvBuV27dmX58uU8/PDDrFu3rlC57777Ln369KFZs2b06dPnjsntPxo7dizh4eF4enrSrl07AgMDLXTVQojaSNXk4Qd/f3994MCBQttiYmLo1q1bFdVIFEV+L0JUH0qpg1rrO8et/0CGmIQQQpglAUIIIYRZEiCEEEKYJQFCCCGEWRIghBBCmCUBQgghhFkSIKwkPj6eMWPG0LlzZzp27Mj06dO5efMmhw4dYuPGjVVdPSGEKJEECCvQWjNu3DgeeOABTp48yYkTJ0hLS+P111+XACGEqDHkSWorCA8Px8HBgSeffBIAGxsbPv74Y9q3b4+dnR1aa3bt2sWsWbNwd3dn+vTpZGVl4ejoyJIlS/Dw8CAjI4MpU6Zw7NgxPDw8uHjxIp9++in+/v6EhoYyZ84ctNbcd999vP/++1V8xUKI2qh2B4gfZ8Llo5Yts4U3jJxb7CFRUVH06tWr0LaGDRvi5ubGk08+yYkTJ5g/fz4Aqamp/Pzzz9ja2rJlyxZmz57NmjVrWLBgAY0bNyY6Oppjx47h4+MDwMWLF3nttdc4ePAgjRs3ZtiwYaxdu5YHHnjAstcphPjTq90Boga4fv06kydP5uTJkyilyMnJAWDXrl1Mnz4dAC8vL3r06AEYiwsNHDiQZs2aATBx4kR27twpAUIIYXFWCxBKqbbAMqA5oIGFWut/KaWaACsBNyAOGK+1vqaMle3/BdwLZABTtNa/VqgSJXzTtxZPT8871npOTU3l3LlzBWs93PLGG28waNAgwsLCiIuLY+DAgZVYUyGEKJo1J6lzgZe11p7AXcBflVKewExgq9a6M7DV9DPASKCz6fUs8JkV62ZVQ4YMISMjg2XLlgGQl5fHyy+/zJQpU2jevHmhrKvXr1+ndevWAAVLkAL07duXb7/9FoDo6GiOHjWGynr37s2OHTu4cuUKeXl5hIaGcvfdd1fSlQkh/kysFiC01pdu9QC01jeAGKA1MAZYajpsKXBrbGQMsEwb9gCNlFItrVU/a1JKERYWxqpVq+jcuTNdunTBwcGBOXPmMGjQIKKjo/Hx8WHlypW8+uqrzJo1C19f34J1IABeeOEFkpKS8PT05O9//zvdu3fH2dmZli1bMnfuXAYNGkTPnj3p1asXY8aMqcKrFULUVpWS7lsp5QbsBLyAc1rrRqbtCrimtW6klFoPzNVa7zLt2wq8prU+YL7U2p3uOy8vj5ycHBwcHPjtt98YOnQox48fx97evqqrVi615fciRG1Q2nTfVp+kVko1ANYAM7TWqUZMMGittVKqTBFKKfUsxhAU7dq1s2RVq5WMjAwGDRpETk4OWmsWLFhQY4ODEKJmsmqAUErZYQSH5Vrr70ybE5RSLbXWl0xDSImm7ReAtred3sa0rRCt9UJgIRg9CKtVvoo5OTnxx96REEJUJqvNQZiGjxYBMVrrj27b9QMw2fTvycD3t21/QhnuAq5rrS9Zq35CCCGKZ80eRF9gEnBUKXXItG02MBf4Vin1FHAWGG/atxHjFtdTGLe5PmnFugkhhCiB1QKEabJZFbF7iJnjNfBXa9VHCCFE2UiyPiGEEGZJgLACGxsbfHx86NmzJ35+fuzevduq7/fJJ5/QrVs3Jk6cWGj79u3bcXZ2xsfHh27duvHOO+8UbL///vvL/X5z5sypUH2FEDWD5GKyAkdHRw4dMqZdfvrpJ2bNmsWOHTus9n4LFixgy5YttGnT5o59/fv3Z/369aSnp+Pj48OoUaMq/H5z5sxh9uzZFS5HCFG9SQ/CylJTU2ncuDEAaWlpDBkyBD8/P7y9vfn+e+MGrjfffJN//vOfBee8/vrr/Otf/7qjrI8++ggvLy+8vLwKjn/++ec5ffo0I0eO5OOPPy6yHvXr16dXr16cOnWq0Pb09HSCg4Pp3bs3vr6+BXUKCQlh3LhxjBgxgs6dO/Pqq68CMHPmTDIzM/Hx8WHixImlrrsQouap1T2I9/e9T+zVWIuW2bVJV17r/Vqxx9z6AM3KyuLSpUuEh4cD4ODgQFhYGA0bNuTKlSvcddddjB49muDgYMaNG8eMGTPIz89nxYoV7Nu3r1CZBw8eZMmSJezduxetNX369OHuu+/m888/Z9OmTWzbto2mTZsWWafk5GT27NnDG2+8QVJSUsH2f/zjHwwePJjFixeTkpJC7969GTp0KACHDh0iMjKSunXr4uHhwbRp05g7dy7z588v6CHFxcWVWHchRM1UqwNEVbl9iCkiIoInnniCY8eOobVm9uzZ7Ny5kzp16nDhwgUSEhJwc3PDxcWFyMhIEhIS8PX1xcXFpVCZu3btYuzYsdSvXx+AcePG8fPPP+Pr61tsXW4dU6dOHWbOnEn37t3Zvn17wf7Nmzfzww8/MG/ePACysrI4d+4cYCQddHZ2BowMtWfPnqVt27aFyi9N3YUQNVOtDhAlfdOvDIGBgVy5coWkpCQ2btxIUlISBw8exM7ODjc3N7KysgB4+umnCQkJ4fLlywQHB1vs/W/NQRRFa82aNWvw8PAotH3v3r3UrVu34GcbjfJcngAACzpJREFUG5tCyQRvZ626CyGqlsxBWFlsbCx5eXm4uLhw/fp1XF1dsbOzY9u2bZw9e7bguLFjx7Jp0yb279/P8OHD7yinf//+rF27loyMDNLT0wkLC6N///4Vrt/w4cP597//za2kjZGRkSWeY2dnV7CwUWnqLoSomWp1D6Kq3JqDAOMb+tKlS7GxsWHixImMGjUKb29v/P396dq1a8E59vb2DBo0iEaNGmFjY3NHmX5+fkyZMoXevXsDxrf2koaXSuONN95gxowZ9OjRg/z8fNzd3YvtcQA8++yz9OjRAz8/P5YvX15i3YUQNVOlpPu2ltqU7js/Px8/P7+CNSRqktLUvab+XoSojUqb7luGmKqB6OhoOnXqxJAhQ2pccKjJdRdCFE+GmKoBT09PTp8+XdXVKJeaXHchRPGkByGEEMIsCRBCCCHMkgAhhBDCLAkQQgghzJIAYWEvvfRSoeR1w4cP5+mnny74+eWXX+ajjz4ydyoADRo0AIwcR15eXgAcOHCAF198sdx1CgkJ4eLFi+U+Xwjx5yQBwsL69u1bsP5Dfn4+V65cISoqqmD/7t27CQoKKlOZ/v7+fPLJJ+WukwQIIUR5SICwsKCgICIiIgCIiorCy8sLJycnrl27RnZ2NjExMfj5+fHBBx8QEBBAjx49eOutt4ot8/YFft5++22Cg4MZOHAgHTp0KBQ43n33XTw8POjXrx+PPvoo8+bNY/Xq1Rw4cICJEyfi4+NDZmYmW7duxdfXF29vb4KDg8nOzgaMxHtvvfVWQTry2FjLZsIVQtQstfo5iMtz5pAdY9kPubrdutKimMVyWrVqha2tLefOnWP37t0EBgZy4cIFIiIicHZ2xtvbm+3bt3Py5En27duH1prRo0ezc+dOBgwYUKo6xMbGsm3bNm7cuIGHhwd/+ctfOHToEGvWrOHw4cPk5OTg5+dHr169eOihh5g/fz7z5s3D39+frKwspkyZwtatW+nSpQtPPPEEn332GTNmzACgadOm/PrrryxYsIB58+bx5ZdfWqTdhBA1j/QgrCAoKIjdu3cXBIjAwMCCn/v27cvmzZvZvHkzvr6++Pn5ERsby8mTJ0td/n333UfdunVp2rQprq6uJCQk8MsvvzBmzBgcHBxwcnIqcuW448eP4+7uTpcuXQCYPHkyO3fuLNg/btw4AHr16kVcXFz5G0EIUePV6h5Ecd/0renWPMTRo0fx8vKibdu2fPjhhzRs2JAnn3ySHTt2MGvWLJ577rlylV/aNNwVKdvS5Qohah7pQVhBUFAQ69evp0mTJtjY2NCkSRNSUlKIiIggKCiI4cOHs3jxYtLS0gC4cOECiYmJFXrPvn37sm7dOrKyskhLSyuUkdXJyYkbN24A4OHhQVxcXMHSo1999RV33313hd5bCFE71eoeRFXx9vbmypUrPPbYY4W2paWl0bRpU4YNG0ZMTAyBgYGAcWvr119/jaura7nfMyAggNGjR9OjRw+aN2+Ot7d3wWpwU6ZM4fnnn8fR0ZGIiAiWLFnCww8/TG5uLgEBATz//PMVu2AhRK0k6b5rkbS0NBo0aEBGRgYDBgxg4cKF+Pn5VXW1gD/370WI6qa06b6lB1GLPPvss0RHR5OVlcXkyZOrTXAQQtRMEiBqkW+++aaqqyCEqEVkkloIIYRZtTJA1OR5ldpIfh9C1Ey1LkA4ODiQnJwsH0rVhNaa5ORkHBwcqroqQogyqnVzEG3atCE+Pp6kpKSqroowcXBwoE2bNlVdDSFEGdW6AGFnZ4e7u3tVV0MIIWq8WjfEJIQQwjIkQAghhDBLAoQQQgizanSqDaVUJhBV4oElcwauW6AcS5ZlqXLaAecsUI60UcmkjUombVQ61r629lrrZiWerbWusS8gyULlLLRgnSxSlgXLkTaSNpI2qkFtVJ2uraYPMaVYqJx1FirHkmVZqhxpo5JJG5VM2qhklmojqCbXVtOHmA7oUmQk/DOTNiqZtFHJpI1KVhvbqKb3IBZWdQVqAGmjkkkblUzaqGS1ro1qdA9CCCGE9dT0HoQQQggrqVYBQinVVim1TSkVrZSKUkpNN21vopT6r1LqpOm/jU3buyqlIpRS2UqpV8yUZ6OUilRKrf/jvprKkm2klIpTSh1VSh1SSh0w9341kYXbqJFSarVSKlYpFaOUCqyKa7I0S7WRUsrD9Pdz65WqlJpRVddlSRb+O3rJVMYxpVSoUqpGZK+sVkNMSqmWQEut9a9KKSfgIPAAMAW4qrWeq5SaCTTWWr+mlHIF2puOuaa1nveH8v4G+AMNtdb3V+a1WIsl20gpFQf4a62vVPZ1WJOF22gp8LPW+kullD1QT2ttybtVqoSl/18zlWkDXAD6aK3PVta1WIul2kgp1RrYBXhqrTOVUt8CG7XWIZV/VWVTrXoQWutLWutfTf++AcQArYExwFLTYUsxfgForRO11vuBnD+WpZRqA9wHfFkJVa80lmyj2spSbaSUcgYGAItMx92sDcEBrPZ3NAT4rTYEB7B4G9kCjkopW6AecNHK1beIahUgbqeUcgN8gb1Ac631JdOuy0DzUhTxT+BVIN8a9asOLNBGGtislDqolHrWKpWsYhVsI3cgCVhiGqr8UilV31p1rSoW+Du6ZQIQatHKVRMVaSOt9QVgHsZT1peA61rrzVarrAVVywChlGoArAFmaK1Tb9+njTGxYsfFlFL3A4la64PWq2XVqmgbmfTTWvsBI4G/KqUGWL6mVccCbWQL+AGfaa19gXRgpjXqWlUs9HeEafhtNLDK4pWsYhb4PGqM0etwB1oB9ZVSj1upuhZV7QKEUsoO45exXGv9nWlzgmk88Na4YGIJxfQFRpvG2FcAg5VSX1upypXOQm1065sNWutEIAzobZ0aVz4LtVE8EK+13mv6eTVGwKgVLPV3ZDIS+FVrnWD5mlYdC7XRUOCM1jpJa50DfAcEWavOllStAoRSSmGM98ZorT+6bdcPwGTTvycD3xdXjtZ6lta6jdbaDaPbG661rhERuySWaiOlVH3TxBumYZNhwDHL17jyWfDv6DJwXinlYdo0BIi2cHWrhKXa6DaPUsuGlyzYRueAu5RS9UxlDsGYz6j+KpLIydIvoB9Gd+0IcMj0uhdwAbYCJ4EtQBPT8S0wvuWlYuRBice4Y+n2MgcC66v62qpbGwEdgMOmVxTwelVfW3VrI9M+H+CAqay1GHesVPk1VrM2qg8kA85VfV3VuI3eAWIxvoR9BdSt6usrzata3eYqhBCi+qhWQ0xCCCGqDwkQQgghzJIAIYQQwiwJEEIIIcySACGEEMIsCRBClJIy7FJKjbxt28NKqU1VWS8hrEVucxWiDJRSXhjpJHwxUnFEAiO01r9VoExbrXWuhaoohMVID0KIMtBaH8NYCP414E1gmdb6N6XUZKXUPtOaCAuUUnUAlFILlVIHTGsBvHmrHKVUvFJqrlIqEhhbJRcjRAlsq7oCQtRA7wC/AjcBf1OvYiwQpLXOVUotxEjx8g0wU2t91ZTmeZtSarXW+la6jkRtJAEUolqSACFEGWmt05VSK4E0rXW2UmooEAAcMFLt4AicNx3+qFLqKYz/11oBnvyez2ll5dZciLKRACFE+eTz+1ojClistX7j9gOUUp2B6UBvrXWKKaPw7UtNpldKTYUoJ5mDEKLitgDjlVJNAZRSLkqpdhhJEW8Aqaa00MOrsI5ClJn0IISoIK31UaXUO8AW0+R0DvA8RhbYaIwsnmeBX6qulkKUndzmKoQQwiwZYhJCCGGWBAghhBBmSYAQQghhlgQIIYQQZkmAEEIIYZYECCGEEGZJgBBCCGGWBAghhBBm/X88DTmAeHk+cwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_mr.plot(y=['Auckland','Otago','Bay of Plenty', 'Wellington'],xlim=(datetime(2014,1,1),datetime.now()))\n",
    "ax.set_ylabel('Mean Rents')\n",
    "ax.set_xlabel('Year')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Examining bonds lodged less bonds closed shows whether the demand for rentals is increasing or easing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfl=pd.read_csv('Stats/region-lodged-bonds.csv')\n",
    "dfl['Month']=pd.to_datetime(dfl['Month'].values, format='%Y-%m-%d')\n",
    "dfl.set_index('Month', inplace=True)\n",
    "\n",
    "dfc=pd.read_csv('Stats/region-closed-bonds.csv')\n",
    "dfc['Month']=pd.to_datetime(dfc['Month'].values, format='%Y-%m-%d')\n",
    "dfc.set_index('Month', inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfdiff=(dfl-dfc).rolling(12).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfmin=(dfl-dfc).rolling(12).min()\n",
    "dfmax=(dfl-dfc).rolling(12).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in dfl.columns:\n",
    "    dfdiff['min '+col] = dfmin[col]\n",
    "    dfdiff['max '+col] = dfmax[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6e26bcb4a8>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=dfdiff.plot(y=['Auckland','Wellington', 'Canterbury','Otago'])\n",
    "ax.set_ylabel('Extra Rentals')\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_title('12 Month Moving Average of Rental Changes')\n",
    "ax.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f6e285702b0>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=dfdiff.plot(y=['Taranaki', 'Manawatu-Wanganui'])\n",
    "ax.set_ylabel('Extra Rentals')\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_title('12 Month Moving Average of Rental Changes')\n",
    "ax.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "12 Month Moving Average of Rental Changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1296 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=3, ncols=2)\n",
    "plt.subplots_adjust(hspace=0.4, wspace=0.4)\n",
    "regions=['Auckland','Wellington','Canterbury','Waikato', 'Manawatu-Wanganui','Otago']\n",
    "\n",
    "for region, ax in zip(regions, fig.axes):\n",
    "    dfdiff.plot(y=[region], ax=ax)\n",
    "    ax.set_title(region)\n",
    "    ax.set_xlabel('Year')\n",
    "    ax.set_ylabel('Net Bonds')\n",
    "    ax.legend(loc='lower left')\n",
    "    ax.grid()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1296 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=3, ncols=2,facecolor='white')\n",
    "plt.subplots_adjust(hspace=0.4, wspace=0.4)\n",
    "regions=['Auckland','Wellington','Canterbury','Waikato', 'Manawatu-Wanganui','Otago']\n",
    "#plt.suptitle('Net New Bonds', fontsize=16)\n",
    "\n",
    "axx=[axes[0,0],axes[0,1],axes[1,0],axes[1,1], axes[2,0],axes[2,1]]\n",
    "for idx, region in enumerate(regions):\n",
    "    dfdiff.plot(y=[region, 'min '+region, 'max '+region], ax=axx[idx])\n",
    "    axx[idx].set_title(region)\n",
    "    axx[idx].set_xlabel('Year')\n",
    "    axx[idx].set_ylabel('Mean Net Bonds per Month')\n",
    "    axx[idx].legend(loc='lower left')\n",
    "    axx[idx].grid()\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "detailed-active-bonds.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/glenn/venvs/scipy/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2785: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "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>SAU</th>\n",
       "      <th>Property_Type</th>\n",
       "      <th>Bedrooms</th>\n",
       "      <th>1993-03-01</th>\n",
       "      <th>1993-06-01</th>\n",
       "      <th>1993-09-01</th>\n",
       "      <th>1993-12-01</th>\n",
       "      <th>1994-03-01</th>\n",
       "      <th>1994-06-01</th>\n",
       "      <th>1994-09-01</th>\n",
       "      <th>...</th>\n",
       "      <th>2016-03-01</th>\n",
       "      <th>2016-06-01</th>\n",
       "      <th>2016-09-01</th>\n",
       "      <th>2016-12-01</th>\n",
       "      <th>2017-03-01</th>\n",
       "      <th>2017-06-01</th>\n",
       "      <th>2017-09-01</th>\n",
       "      <th>2017-12-01</th>\n",
       "      <th>2018-03-01</th>\n",
       "      <th>2018-06-01</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Flat or Apartment</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>Flat or Apartment</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>Flat or Apartment</td>\n",
       "      <td>Bedrooms Total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>House</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>House</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 105 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  SAU      Property_Type        Bedrooms  1993-03-01  1993-06-01  1993-09-01  \\\n",
       "0   0  Flat or Apartment               2         NaN         NaN         NaN   \n",
       "1   0  Flat or Apartment               3         NaN         NaN         NaN   \n",
       "2   0  Flat or Apartment  Bedrooms Total         NaN         NaN         NaN   \n",
       "3   0              House               3         NaN         NaN         NaN   \n",
       "4   0              House               4         NaN         NaN         NaN   \n",
       "\n",
       "   1993-12-01  1994-03-01  1994-06-01  1994-09-01     ...      2016-03-01  \\\n",
       "0         NaN         NaN         NaN         NaN     ...             NaN   \n",
       "1         NaN         NaN         NaN         NaN     ...             NaN   \n",
       "2         NaN         NaN         NaN         NaN     ...             NaN   \n",
       "3         NaN         NaN         NaN         NaN     ...             NaN   \n",
       "4         NaN         NaN         NaN         NaN     ...             NaN   \n",
       "\n",
       "   2016-06-01  2016-09-01  2016-12-01  2017-03-01  2017-06-01  2017-09-01  \\\n",
       "0         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "1         NaN         NaN         NaN         NaN         5.0         5.0   \n",
       "2         NaN         NaN         NaN         NaN        12.0        17.0   \n",
       "3         NaN         NaN         NaN         NaN        20.0        24.0   \n",
       "4         NaN         NaN         NaN         NaN        16.0        21.0   \n",
       "\n",
       "   2017-12-01  2018-03-01  2018-06-01  \n",
       "0         NaN         5.0         7.0  \n",
       "1         5.0         5.0         5.0  \n",
       "2        18.0        20.0        22.0  \n",
       "3        23.0        21.0        31.0  \n",
       "4        22.0        23.0        25.0  \n",
       "\n",
       "[5 rows x 105 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0 = pd.read_csv('Stats/detailed-active-bonds.csv')\n",
    "df0.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SAU</th>\n",
       "      <th>Property_Type</th>\n",
       "      <th>Bedrooms</th>\n",
       "      <th>1993-03-01</th>\n",
       "      <th>1993-06-01</th>\n",
       "      <th>1993-09-01</th>\n",
       "      <th>1993-12-01</th>\n",
       "      <th>1994-03-01</th>\n",
       "      <th>1994-06-01</th>\n",
       "      <th>1994-09-01</th>\n",
       "      <th>...</th>\n",
       "      <th>2016-03-01</th>\n",
       "      <th>2016-06-01</th>\n",
       "      <th>2016-09-01</th>\n",
       "      <th>2016-12-01</th>\n",
       "      <th>2017-03-01</th>\n",
       "      <th>2017-06-01</th>\n",
       "      <th>2017-09-01</th>\n",
       "      <th>2017-12-01</th>\n",
       "      <th>2018-03-01</th>\n",
       "      <th>2018-06-01</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21329</th>\n",
       "      <td>National Total</td>\n",
       "      <td>Room or Boarding House</td>\n",
       "      <td>2</td>\n",
       "      <td>39.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>...</td>\n",
       "      <td>81.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21330</th>\n",
       "      <td>National Total</td>\n",
       "      <td>Room or Boarding House</td>\n",
       "      <td>3</td>\n",
       "      <td>41.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>83.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>79.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21331</th>\n",
       "      <td>National Total</td>\n",
       "      <td>Room or Boarding House</td>\n",
       "      <td>4</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>29.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21332</th>\n",
       "      <td>National Total</td>\n",
       "      <td>Room or Boarding House</td>\n",
       "      <td>5+</td>\n",
       "      <td>34.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>37.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21333</th>\n",
       "      <td>National Total</td>\n",
       "      <td>Room or Boarding House</td>\n",
       "      <td>Bedrooms Total</td>\n",
       "      <td>175.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11103.0</td>\n",
       "      <td>11898.0</td>\n",
       "      <td>12762.0</td>\n",
       "      <td>12320.0</td>\n",
       "      <td>12785.0</td>\n",
       "      <td>13213.0</td>\n",
       "      <td>13406.0</td>\n",
       "      <td>12846.0</td>\n",
       "      <td>13268.0</td>\n",
       "      <td>13658.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 105 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  SAU           Property_Type        Bedrooms  1993-03-01  \\\n",
       "21329  National Total  Room or Boarding House               2        39.0   \n",
       "21330  National Total  Room or Boarding House               3        41.0   \n",
       "21331  National Total  Room or Boarding House               4        13.0   \n",
       "21332  National Total  Room or Boarding House              5+        34.0   \n",
       "21333  National Total  Room or Boarding House  Bedrooms Total       175.0   \n",
       "\n",
       "       1993-06-01  1993-09-01  1993-12-01  1994-03-01  1994-06-01  1994-09-01  \\\n",
       "21329        43.0        43.0        40.0        45.0        48.0        53.0   \n",
       "21330        39.0        38.0        38.0        40.0        47.0        49.0   \n",
       "21331        17.0        15.0        16.0        18.0        18.0        18.0   \n",
       "21332        35.0        41.0        40.0        41.0        44.0        50.0   \n",
       "21333       199.0       205.0       196.0       211.0       242.0       253.0   \n",
       "\n",
       "          ...      2016-03-01  2016-06-01  2016-09-01  2016-12-01  2017-03-01  \\\n",
       "21329     ...            81.0        82.0        85.0        93.0       103.0   \n",
       "21330     ...            83.0        81.0        87.0        91.0        93.0   \n",
       "21331     ...            29.0        32.0        35.0        37.0        38.0   \n",
       "21332     ...            37.0        44.0        48.0        56.0        56.0   \n",
       "21333     ...         11103.0     11898.0     12762.0     12320.0     12785.0   \n",
       "\n",
       "       2017-06-01  2017-09-01  2017-12-01  2018-03-01  2018-06-01  \n",
       "21329       109.0       110.0        99.0        88.0        79.0  \n",
       "21330        97.0        94.0        93.0        85.0        79.0  \n",
       "21331        35.0        33.0        30.0        30.0        28.0  \n",
       "21332        60.0        57.0        50.0        52.0        49.0  \n",
       "21333     13213.0     13406.0     12846.0     13268.0     13658.0  \n",
       "\n",
       "[5 rows x 105 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>SAU</th>\n",
       "      <th>Property_Type</th>\n",
       "      <th>Bedrooms</th>\n",
       "      <th>1993-03-01</th>\n",
       "      <th>1993-06-01</th>\n",
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       "      <th>1993-12-01</th>\n",
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       "      <th>2016-09-01</th>\n",
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       "      <th>1000</th>\n",
       "      <td>505600</td>\n",
       "      <td>Property Type Total</td>\n",
       "      <td>Bedrooms Total</td>\n",
       "      <td>100.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>...</td>\n",
       "      <td>490.0</td>\n",
       "      <td>508.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>542.0</td>\n",
       "      <td>555.0</td>\n",
       "      <td>582.0</td>\n",
       "      <td>596.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>626.0</td>\n",
       "      <td>642.0</td>\n",
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       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>505700</td>\n",
       "      <td>Flat or Apartment</td>\n",
       "      <td>Bedrooms Total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>505700</td>\n",
       "      <td>House</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>505700</td>\n",
       "      <td>House</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>505700</td>\n",
       "      <td>House</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>505700</td>\n",
       "      <td>House</td>\n",
       "      <td>Bedrooms Total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>41.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>505700</td>\n",
       "      <td>Property Type Total</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>505700</td>\n",
       "      <td>Property Type Total</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>505700</td>\n",
       "      <td>Property Type Total</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>505700</td>\n",
       "      <td>Property Type Total</td>\n",
       "      <td>Bedrooms Total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>47.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 105 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         SAU        Property_Type        Bedrooms  1993-03-01  1993-06-01  \\\n",
       "1000  505600  Property Type Total  Bedrooms Total       100.0        99.0   \n",
       "1001  505700    Flat or Apartment  Bedrooms Total         NaN         NaN   \n",
       "1002  505700                House               2         NaN         NaN   \n",
       "1003  505700                House               3         NaN         NaN   \n",
       "1004  505700                House               4         NaN         NaN   \n",
       "1005  505700                House  Bedrooms Total         NaN         NaN   \n",
       "1006  505700  Property Type Total               2         NaN         NaN   \n",
       "1007  505700  Property Type Total               3         NaN         NaN   \n",
       "1008  505700  Property Type Total               4         NaN         NaN   \n",
       "1009  505700  Property Type Total  Bedrooms Total         NaN         NaN   \n",
       "\n",
       "      1993-09-01  1993-12-01  1994-03-01  1994-06-01  1994-09-01     ...      \\\n",
       "1000       105.0       106.0       111.0       108.0       112.0     ...       \n",
       "1001         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "1002         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "1003         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "1004         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "1005         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "1006         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "1007         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "1008         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "1009         NaN         NaN         NaN         NaN         NaN     ...       \n",
       "\n",
       "      2016-03-01  2016-06-01  2016-09-01  2016-12-01  2017-03-01  2017-06-01  \\\n",
       "1000       490.0       508.0       530.0       542.0       555.0       582.0   \n",
       "1001         NaN         NaN         NaN         NaN         NaN         NaN   \n",
       "1002        18.0        17.0        18.0        17.0        17.0        16.0   \n",
       "1003        10.0        10.0        10.0         8.0         8.0         6.0   \n",
       "1004         6.0         6.0         7.0         8.0         8.0         9.0   \n",
       "1005        41.0        41.0        43.0        41.0        42.0        40.0   \n",
       "1006        21.0        20.0        21.0        19.0        19.0        18.0   \n",
       "1007        10.0        10.0        10.0         8.0         8.0         6.0   \n",
       "1008         6.0         6.0         7.0         8.0         8.0         9.0   \n",
       "1009        47.0        46.0        48.0        45.0        48.0        47.0   \n",
       "\n",
       "      2017-09-01  2017-12-01  2018-03-01  2018-06-01  \n",
       "1000       596.0       624.0       626.0       642.0  \n",
       "1001         NaN         NaN         NaN         NaN  \n",
       "1002        19.0        19.0        21.0        17.0  \n",
       "1003         7.0         6.0         7.0         6.0  \n",
       "1004         9.0        10.0        10.0         8.0  \n",
       "1005        44.0        44.0        46.0        37.0  \n",
       "1006        21.0        22.0        25.0        21.0  \n",
       "1007         7.0         6.0         7.0         6.0  \n",
       "1008         9.0        10.0        10.0         8.0  \n",
       "1009        51.0        53.0        55.0        49.0  \n",
       "\n",
       "[10 rows x 105 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0[1000:1010]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Geographical Table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SAU</th>\n",
       "      <th>SAU.Desc</th>\n",
       "      <th>TA</th>\n",
       "      <th>Region</th>\n",
       "      <th>Water</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>500100</td>\n",
       "      <td>Awanui</td>\n",
       "      <td>Far North District</td>\n",
       "      <td>Northland</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>500202</td>\n",
       "      <td>Mangonui East</td>\n",
       "      <td>Far North District</td>\n",
       "      <td>Northland</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>500203</td>\n",
       "      <td>Taipa Bay-Mangonui</td>\n",
       "      <td>Far North District</td>\n",
       "      <td>Northland</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>500204</td>\n",
       "      <td>Mangonui West</td>\n",
       "      <td>Far North District</td>\n",
       "      <td>Northland</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>500205</td>\n",
       "      <td>Ahipara</td>\n",
       "      <td>Far North District</td>\n",
       "      <td>Northland</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      SAU            SAU.Desc                  TA     Region  Water\n",
       "0  500100              Awanui  Far North District  Northland      0\n",
       "1  500202       Mangonui East  Far North District  Northland      0\n",
       "2  500203  Taipa Bay-Mangonui  Far North District  Northland      0\n",
       "3  500204       Mangonui West  Far North District  Northland      0\n",
       "4  500205             Ahipara  Far North District  Northland      0"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0=pd.read_csv('Stats/Geographical Table.csv')\n",
    "df0.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>SAU</th>\n",
       "      <th>SAU.Desc</th>\n",
       "      <th>TA</th>\n",
       "      <th>Region</th>\n",
       "      <th>Water</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>626700</td>\n",
       "      <td>Centre Island</td>\n",
       "      <td>Southland District</td>\n",
       "      <td>Southland</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1838</th>\n",
       "      <td>626801</td>\n",
       "      <td>Inlet-Bluff Harbour</td>\n",
       "      <td>Invercargill City</td>\n",
       "      <td>Southland</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1839</th>\n",
       "      <td>626802</td>\n",
       "      <td>Inlet-New River Estuary</td>\n",
       "      <td>Invercargill City</td>\n",
       "      <td>Southland</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>627000</td>\n",
       "      <td>Inlet-Jacobs River Estuary</td>\n",
       "      <td>Southland District</td>\n",
       "      <td>Southland</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1841</th>\n",
       "      <td>627201</td>\n",
       "      <td>Oceanic-Southland Region</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         SAU                    SAU.Desc                  TA     Region  Water\n",
       "1837  626700               Centre Island  Southland District  Southland      1\n",
       "1838  626801         Inlet-Bluff Harbour   Invercargill City  Southland      1\n",
       "1839  626802     Inlet-New River Estuary   Invercargill City  Southland      1\n",
       "1840  627000  Inlet-Jacobs River Estuary  Southland District  Southland      1\n",
       "1841  627201    Oceanic-Southland Region                 NaN        NaN      1"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df0.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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