0305 - Simple Statistics with Pandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "eu_loans = pd.read_csv('data/eu_revolving_loans.csv', header=[1,2,3], index_col=0, skiprows=1, na_values=['-'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Austria</th>\n",
       "      <th>Belgium</th>\n",
       "      <th>Cyprus</th>\n",
       "      <th>Germany</th>\n",
       "      <th>Estonia</th>\n",
       "      <th>Spain</th>\n",
       "      <th>Finland</th>\n",
       "      <th>France</th>\n",
       "      <th>Greece (GR)</th>\n",
       "      <th>Ireland</th>\n",
       "      <th>Italy</th>\n",
       "      <th>Lithuania</th>\n",
       "      <th>Luxembourg</th>\n",
       "      <th>Latvia</th>\n",
       "      <th>Malta</th>\n",
       "      <th>Netherlands</th>\n",
       "      <th>Portugal</th>\n",
       "      <th>Slovenia</th>\n",
       "      <th>Slovakia</th>\n",
       "      <th>Euro area (changing composition)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Collection:</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>Average of observations through period (A)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Period\\Unit:</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>194.000000</td>\n",
       "      <td>142.000000</td>\n",
       "      <td>159.000000</td>\n",
       "      <td>194.00000</td>\n",
       "      <td>156.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>132.000000</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>146.000000</td>\n",
       "      <td>104.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>194.000000</td>\n",
       "      <td>125.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>194.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.660000</td>\n",
       "      <td>10.143028</td>\n",
       "      <td>7.226038</td>\n",
       "      <td>10.46799</td>\n",
       "      <td>11.182051</td>\n",
       "      <td>11.848763</td>\n",
       "      <td>8.899742</td>\n",
       "      <td>9.957835</td>\n",
       "      <td>13.086443</td>\n",
       "      <td>11.723763</td>\n",
       "      <td>8.090722</td>\n",
       "      <td>6.043636</td>\n",
       "      <td>5.992025</td>\n",
       "      <td>10.660274</td>\n",
       "      <td>6.826538</td>\n",
       "      <td>6.991856</td>\n",
       "      <td>11.905464</td>\n",
       "      <td>7.878720</td>\n",
       "      <td>13.237449</td>\n",
       "      <td>9.497526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.555478</td>\n",
       "      <td>1.316609</td>\n",
       "      <td>0.493942</td>\n",
       "      <td>0.78234</td>\n",
       "      <td>4.477234</td>\n",
       "      <td>1.453811</td>\n",
       "      <td>1.853112</td>\n",
       "      <td>1.749429</td>\n",
       "      <td>2.871678</td>\n",
       "      <td>2.178378</td>\n",
       "      <td>1.094160</td>\n",
       "      <td>1.865785</td>\n",
       "      <td>1.120911</td>\n",
       "      <td>5.262896</td>\n",
       "      <td>0.383246</td>\n",
       "      <td>1.227009</td>\n",
       "      <td>2.331037</td>\n",
       "      <td>1.876324</td>\n",
       "      <td>2.099137</td>\n",
       "      <td>1.118740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3.990000</td>\n",
       "      <td>7.670000</td>\n",
       "      <td>6.130000</td>\n",
       "      <td>8.69000</td>\n",
       "      <td>5.940000</td>\n",
       "      <td>8.070000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>5.860000</td>\n",
       "      <td>8.180000</td>\n",
       "      <td>7.340000</td>\n",
       "      <td>5.910000</td>\n",
       "      <td>3.480000</td>\n",
       "      <td>3.100000</td>\n",
       "      <td>4.450000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.620000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.180000</td>\n",
       "      <td>5.830000</td>\n",
       "      <td>7.230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.317500</td>\n",
       "      <td>9.150000</td>\n",
       "      <td>6.840000</td>\n",
       "      <td>10.12750</td>\n",
       "      <td>7.182500</td>\n",
       "      <td>10.730000</td>\n",
       "      <td>6.880000</td>\n",
       "      <td>8.745000</td>\n",
       "      <td>10.982500</td>\n",
       "      <td>9.992500</td>\n",
       "      <td>7.150000</td>\n",
       "      <td>4.137500</td>\n",
       "      <td>5.320000</td>\n",
       "      <td>7.697500</td>\n",
       "      <td>6.707500</td>\n",
       "      <td>6.282500</td>\n",
       "      <td>10.127500</td>\n",
       "      <td>6.950000</td>\n",
       "      <td>13.667500</td>\n",
       "      <td>8.622500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>6.855000</td>\n",
       "      <td>10.160000</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>10.40000</td>\n",
       "      <td>8.370000</td>\n",
       "      <td>12.425000</td>\n",
       "      <td>9.150000</td>\n",
       "      <td>10.650000</td>\n",
       "      <td>13.795000</td>\n",
       "      <td>12.840000</td>\n",
       "      <td>8.395000</td>\n",
       "      <td>6.410000</td>\n",
       "      <td>5.815000</td>\n",
       "      <td>8.740000</td>\n",
       "      <td>6.790000</td>\n",
       "      <td>6.615000</td>\n",
       "      <td>11.430000</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>13.860000</td>\n",
       "      <td>9.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.920000</td>\n",
       "      <td>11.220000</td>\n",
       "      <td>7.685000</td>\n",
       "      <td>10.96000</td>\n",
       "      <td>16.372500</td>\n",
       "      <td>13.020000</td>\n",
       "      <td>10.332500</td>\n",
       "      <td>11.227500</td>\n",
       "      <td>14.507500</td>\n",
       "      <td>13.217500</td>\n",
       "      <td>8.902500</td>\n",
       "      <td>7.207500</td>\n",
       "      <td>7.015000</td>\n",
       "      <td>10.070000</td>\n",
       "      <td>6.852500</td>\n",
       "      <td>7.327500</td>\n",
       "      <td>13.272500</td>\n",
       "      <td>8.740000</td>\n",
       "      <td>14.170000</td>\n",
       "      <td>10.447500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.120000</td>\n",
       "      <td>12.630000</td>\n",
       "      <td>8.020000</td>\n",
       "      <td>12.01000</td>\n",
       "      <td>16.900000</td>\n",
       "      <td>14.090000</td>\n",
       "      <td>12.460000</td>\n",
       "      <td>12.290000</td>\n",
       "      <td>21.620000</td>\n",
       "      <td>14.410000</td>\n",
       "      <td>10.230000</td>\n",
       "      <td>9.640000</td>\n",
       "      <td>8.680000</td>\n",
       "      <td>21.920000</td>\n",
       "      <td>8.010000</td>\n",
       "      <td>10.920000</td>\n",
       "      <td>16.040000</td>\n",
       "      <td>11.130000</td>\n",
       "      <td>14.700000</td>\n",
       "      <td>11.390000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Austria              Belgium               Cyprus  \\\n",
       "Collection:     End of period (E)    End of period (E)    End of period (E)   \n",
       "Period\\Unit: [Percent per annum ] [Percent per annum ] [Percent per annum ]   \n",
       "count                  194.000000           142.000000           159.000000   \n",
       "mean                     6.660000            10.143028             7.226038   \n",
       "std                      1.555478             1.316609             0.493942   \n",
       "min                      3.990000             7.670000             6.130000   \n",
       "25%                      5.317500             9.150000             6.840000   \n",
       "50%                      6.855000            10.160000             7.250000   \n",
       "75%                      7.920000            11.220000             7.685000   \n",
       "max                      9.120000            12.630000             8.020000   \n",
       "\n",
       "                          Germany              Estonia                Spain  \\\n",
       "Collection:     End of period (E)    End of period (E)    End of period (E)   \n",
       "Period\\Unit: [Percent per annum ] [Percent per annum ] [Percent per annum ]   \n",
       "count                   194.00000           156.000000           194.000000   \n",
       "mean                     10.46799            11.182051            11.848763   \n",
       "std                       0.78234             4.477234             1.453811   \n",
       "min                       8.69000             5.940000             8.070000   \n",
       "25%                      10.12750             7.182500            10.730000   \n",
       "50%                      10.40000             8.370000            12.425000   \n",
       "75%                      10.96000            16.372500            13.020000   \n",
       "max                      12.01000            16.900000            14.090000   \n",
       "\n",
       "                          Finland               France          Greece (GR)  \\\n",
       "Collection:     End of period (E)    End of period (E)    End of period (E)   \n",
       "Period\\Unit: [Percent per annum ] [Percent per annum ] [Percent per annum ]   \n",
       "count                  194.000000           194.000000           194.000000   \n",
       "mean                     8.899742             9.957835            13.086443   \n",
       "std                      1.853112             1.749429             2.871678   \n",
       "min                      6.400000             5.860000             8.180000   \n",
       "25%                      6.880000             8.745000            10.982500   \n",
       "50%                      9.150000            10.650000            13.795000   \n",
       "75%                     10.332500            11.227500            14.507500   \n",
       "max                     12.460000            12.290000            21.620000   \n",
       "\n",
       "                          Ireland                Italy            Lithuania  \\\n",
       "Collection:     End of period (E)    End of period (E)    End of period (E)   \n",
       "Period\\Unit: [Percent per annum ] [Percent per annum ] [Percent per annum ]   \n",
       "count                  194.000000           194.000000           132.000000   \n",
       "mean                    11.723763             8.090722             6.043636   \n",
       "std                      2.178378             1.094160             1.865785   \n",
       "min                      7.340000             5.910000             3.480000   \n",
       "25%                      9.992500             7.150000             4.137500   \n",
       "50%                     12.840000             8.395000             6.410000   \n",
       "75%                     13.217500             8.902500             7.207500   \n",
       "max                     14.410000            10.230000             9.640000   \n",
       "\n",
       "                       Luxembourg               Latvia                Malta  \\\n",
       "Collection:     End of period (E)    End of period (E)    End of period (E)   \n",
       "Period\\Unit: [Percent per annum ] [Percent per annum ] [Percent per annum ]   \n",
       "count                  158.000000           146.000000           104.000000   \n",
       "mean                     5.992025            10.660274             6.826538   \n",
       "std                      1.120911             5.262896             0.383246   \n",
       "min                      3.100000             4.450000             6.000000   \n",
       "25%                      5.320000             7.697500             6.707500   \n",
       "50%                      5.815000             8.740000             6.790000   \n",
       "75%                      7.015000            10.070000             6.852500   \n",
       "max                      8.680000            21.920000             8.010000   \n",
       "\n",
       "                      Netherlands             Portugal             Slovenia  \\\n",
       "Collection:     End of period (E)    End of period (E)    End of period (E)   \n",
       "Period\\Unit: [Percent per annum ] [Percent per annum ] [Percent per annum ]   \n",
       "count                  194.000000           194.000000           125.000000   \n",
       "mean                     6.991856            11.905464             7.878720   \n",
       "std                      1.227009             2.331037             1.876324   \n",
       "min                      5.620000             7.900000             4.180000   \n",
       "25%                      6.282500            10.127500             6.950000   \n",
       "50%                      6.615000            11.430000             7.500000   \n",
       "75%                      7.327500            13.272500             8.740000   \n",
       "max                     10.920000            16.040000            11.130000   \n",
       "\n",
       "                         Slovakia           Euro area (changing composition)  \n",
       "Collection:     End of period (E) Average of observations through period (A)  \n",
       "Period\\Unit: [Percent per annum ]                       [Percent per annum ]  \n",
       "count                   98.000000                                 194.000000  \n",
       "mean                    13.237449                                   9.497526  \n",
       "std                      2.099137                                   1.118740  \n",
       "min                      5.830000                                   7.230000  \n",
       "25%                     13.667500                                   8.622500  \n",
       "50%                     13.860000                                   9.750000  \n",
       "75%                     14.170000                                  10.447500  \n",
       "max                     14.700000                                  11.390000  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loans.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Austria</th>\n",
       "      <th>Belgium</th>\n",
       "      <th>Cyprus</th>\n",
       "      <th>Germany</th>\n",
       "      <th>Estonia</th>\n",
       "      <th>Spain</th>\n",
       "      <th>Finland</th>\n",
       "      <th>France</th>\n",
       "      <th>Greece (GR)</th>\n",
       "      <th>Ireland</th>\n",
       "      <th>Italy</th>\n",
       "      <th>Lithuania</th>\n",
       "      <th>Luxembourg</th>\n",
       "      <th>Latvia</th>\n",
       "      <th>Malta</th>\n",
       "      <th>Netherlands</th>\n",
       "      <th>Portugal</th>\n",
       "      <th>Slovenia</th>\n",
       "      <th>Slovakia</th>\n",
       "      <th>Euro area (changing composition)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Collection:</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>Average of observations through period (A)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Period\\Unit:</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Collection:</th>\n",
       "      <th>Period\\Unit:</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.933296</td>\n",
       "      <td>-0.158893</td>\n",
       "      <td>0.767335</td>\n",
       "      <td>-0.779483</td>\n",
       "      <td>0.812410</td>\n",
       "      <td>0.903886</td>\n",
       "      <td>0.935643</td>\n",
       "      <td>0.936635</td>\n",
       "      <td>0.878040</td>\n",
       "      <td>0.928940</td>\n",
       "      <td>0.346137</td>\n",
       "      <td>-0.643426</td>\n",
       "      <td>-0.589684</td>\n",
       "      <td>0.349041</td>\n",
       "      <td>0.728811</td>\n",
       "      <td>-0.851445</td>\n",
       "      <td>0.506641</td>\n",
       "      <td>-0.699131</td>\n",
       "      <td>0.971953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.933296</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.091032</td>\n",
       "      <td>0.840900</td>\n",
       "      <td>-0.816134</td>\n",
       "      <td>0.767005</td>\n",
       "      <td>0.878510</td>\n",
       "      <td>0.934225</td>\n",
       "      <td>0.863154</td>\n",
       "      <td>0.885750</td>\n",
       "      <td>0.904793</td>\n",
       "      <td>0.196706</td>\n",
       "      <td>-0.724829</td>\n",
       "      <td>-0.668038</td>\n",
       "      <td>0.275887</td>\n",
       "      <td>0.839943</td>\n",
       "      <td>-0.798902</td>\n",
       "      <td>0.797719</td>\n",
       "      <td>-0.593504</td>\n",
       "      <td>0.963826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyprus</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.158893</td>\n",
       "      <td>0.091032</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.026293</td>\n",
       "      <td>0.210236</td>\n",
       "      <td>-0.460870</td>\n",
       "      <td>-0.285169</td>\n",
       "      <td>-0.022965</td>\n",
       "      <td>-0.057134</td>\n",
       "      <td>-0.222016</td>\n",
       "      <td>-0.042734</td>\n",
       "      <td>-0.741061</td>\n",
       "      <td>0.084047</td>\n",
       "      <td>-0.364128</td>\n",
       "      <td>-0.104222</td>\n",
       "      <td>0.069418</td>\n",
       "      <td>0.094653</td>\n",
       "      <td>0.108693</td>\n",
       "      <td>0.193465</td>\n",
       "      <td>-0.099245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.767335</td>\n",
       "      <td>0.840900</td>\n",
       "      <td>-0.026293</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.713350</td>\n",
       "      <td>0.662287</td>\n",
       "      <td>0.878585</td>\n",
       "      <td>0.848756</td>\n",
       "      <td>0.693189</td>\n",
       "      <td>0.808686</td>\n",
       "      <td>0.737979</td>\n",
       "      <td>0.211564</td>\n",
       "      <td>-0.629488</td>\n",
       "      <td>-0.574756</td>\n",
       "      <td>0.370332</td>\n",
       "      <td>0.514504</td>\n",
       "      <td>-0.612874</td>\n",
       "      <td>0.603209</td>\n",
       "      <td>-0.677940</td>\n",
       "      <td>0.871138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Estonia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.779483</td>\n",
       "      <td>-0.816134</td>\n",
       "      <td>0.210236</td>\n",
       "      <td>-0.713350</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.675819</td>\n",
       "      <td>-0.762952</td>\n",
       "      <td>-0.855953</td>\n",
       "      <td>-0.857996</td>\n",
       "      <td>-0.864777</td>\n",
       "      <td>-0.617540</td>\n",
       "      <td>-0.414964</td>\n",
       "      <td>0.782377</td>\n",
       "      <td>0.547214</td>\n",
       "      <td>-0.066872</td>\n",
       "      <td>-0.381090</td>\n",
       "      <td>0.831245</td>\n",
       "      <td>-0.286466</td>\n",
       "      <td>0.396512</td>\n",
       "      <td>-0.800245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.812410</td>\n",
       "      <td>0.767005</td>\n",
       "      <td>-0.460870</td>\n",
       "      <td>0.662287</td>\n",
       "      <td>-0.675819</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.874300</td>\n",
       "      <td>0.735147</td>\n",
       "      <td>0.731535</td>\n",
       "      <td>0.762828</td>\n",
       "      <td>0.747915</td>\n",
       "      <td>0.577643</td>\n",
       "      <td>-0.635261</td>\n",
       "      <td>-0.196498</td>\n",
       "      <td>0.290660</td>\n",
       "      <td>0.484302</td>\n",
       "      <td>-0.615433</td>\n",
       "      <td>0.438563</td>\n",
       "      <td>-0.682231</td>\n",
       "      <td>0.807865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finland</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.903886</td>\n",
       "      <td>0.878510</td>\n",
       "      <td>-0.285169</td>\n",
       "      <td>0.878585</td>\n",
       "      <td>-0.762952</td>\n",
       "      <td>0.874300</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.858658</td>\n",
       "      <td>0.831995</td>\n",
       "      <td>0.868378</td>\n",
       "      <td>0.881585</td>\n",
       "      <td>0.443685</td>\n",
       "      <td>-0.599308</td>\n",
       "      <td>-0.383452</td>\n",
       "      <td>0.479796</td>\n",
       "      <td>0.667566</td>\n",
       "      <td>-0.686999</td>\n",
       "      <td>0.530942</td>\n",
       "      <td>-0.850394</td>\n",
       "      <td>0.940608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.935643</td>\n",
       "      <td>0.934225</td>\n",
       "      <td>-0.022965</td>\n",
       "      <td>0.848756</td>\n",
       "      <td>-0.855953</td>\n",
       "      <td>0.735147</td>\n",
       "      <td>0.858658</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.890779</td>\n",
       "      <td>0.916316</td>\n",
       "      <td>0.842324</td>\n",
       "      <td>0.212757</td>\n",
       "      <td>-0.737581</td>\n",
       "      <td>-0.713534</td>\n",
       "      <td>0.156894</td>\n",
       "      <td>0.597432</td>\n",
       "      <td>-0.892937</td>\n",
       "      <td>0.434010</td>\n",
       "      <td>-0.460562</td>\n",
       "      <td>0.959292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greece (GR)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.936635</td>\n",
       "      <td>0.863154</td>\n",
       "      <td>-0.057134</td>\n",
       "      <td>0.693189</td>\n",
       "      <td>-0.857996</td>\n",
       "      <td>0.731535</td>\n",
       "      <td>0.831995</td>\n",
       "      <td>0.890779</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.854965</td>\n",
       "      <td>0.816312</td>\n",
       "      <td>0.307985</td>\n",
       "      <td>-0.817328</td>\n",
       "      <td>-0.688367</td>\n",
       "      <td>0.162721</td>\n",
       "      <td>0.689301</td>\n",
       "      <td>-0.832680</td>\n",
       "      <td>0.500846</td>\n",
       "      <td>-0.490263</td>\n",
       "      <td>0.893096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ireland</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.878040</td>\n",
       "      <td>0.885750</td>\n",
       "      <td>-0.222016</td>\n",
       "      <td>0.808686</td>\n",
       "      <td>-0.864777</td>\n",
       "      <td>0.762828</td>\n",
       "      <td>0.868378</td>\n",
       "      <td>0.916316</td>\n",
       "      <td>0.854965</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.764243</td>\n",
       "      <td>0.499445</td>\n",
       "      <td>-0.760592</td>\n",
       "      <td>-0.605204</td>\n",
       "      <td>0.206695</td>\n",
       "      <td>0.548385</td>\n",
       "      <td>-0.868070</td>\n",
       "      <td>0.387349</td>\n",
       "      <td>-0.489360</td>\n",
       "      <td>0.898830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.928940</td>\n",
       "      <td>0.904793</td>\n",
       "      <td>-0.042734</td>\n",
       "      <td>0.737979</td>\n",
       "      <td>-0.617540</td>\n",
       "      <td>0.747915</td>\n",
       "      <td>0.881585</td>\n",
       "      <td>0.842324</td>\n",
       "      <td>0.816312</td>\n",
       "      <td>0.764243</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.126948</td>\n",
       "      <td>-0.406044</td>\n",
       "      <td>-0.532614</td>\n",
       "      <td>0.569316</td>\n",
       "      <td>0.808319</td>\n",
       "      <td>-0.712177</td>\n",
       "      <td>0.370174</td>\n",
       "      <td>-0.803785</td>\n",
       "      <td>0.941492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lithuania</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.346137</td>\n",
       "      <td>0.196706</td>\n",
       "      <td>-0.741061</td>\n",
       "      <td>0.211564</td>\n",
       "      <td>-0.414964</td>\n",
       "      <td>0.577643</td>\n",
       "      <td>0.443685</td>\n",
       "      <td>0.212757</td>\n",
       "      <td>0.307985</td>\n",
       "      <td>0.499445</td>\n",
       "      <td>0.126948</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.305057</td>\n",
       "      <td>0.207314</td>\n",
       "      <td>0.121146</td>\n",
       "      <td>0.102826</td>\n",
       "      <td>-0.301238</td>\n",
       "      <td>0.159917</td>\n",
       "      <td>-0.263597</td>\n",
       "      <td>0.283624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Luxembourg</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.643426</td>\n",
       "      <td>-0.724829</td>\n",
       "      <td>0.084047</td>\n",
       "      <td>-0.629488</td>\n",
       "      <td>0.782377</td>\n",
       "      <td>-0.635261</td>\n",
       "      <td>-0.599308</td>\n",
       "      <td>-0.737581</td>\n",
       "      <td>-0.817328</td>\n",
       "      <td>-0.760592</td>\n",
       "      <td>-0.406044</td>\n",
       "      <td>-0.305057</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.591442</td>\n",
       "      <td>0.140274</td>\n",
       "      <td>-0.203444</td>\n",
       "      <td>0.646547</td>\n",
       "      <td>-0.416776</td>\n",
       "      <td>0.206214</td>\n",
       "      <td>-0.663332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Latvia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.589684</td>\n",
       "      <td>-0.668038</td>\n",
       "      <td>-0.364128</td>\n",
       "      <td>-0.574756</td>\n",
       "      <td>0.547214</td>\n",
       "      <td>-0.196498</td>\n",
       "      <td>-0.383452</td>\n",
       "      <td>-0.713534</td>\n",
       "      <td>-0.688367</td>\n",
       "      <td>-0.605204</td>\n",
       "      <td>-0.532614</td>\n",
       "      <td>0.207314</td>\n",
       "      <td>0.591442</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.014712</td>\n",
       "      <td>-0.336862</td>\n",
       "      <td>0.689702</td>\n",
       "      <td>-0.127818</td>\n",
       "      <td>0.062097</td>\n",
       "      <td>-0.613611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malta</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.349041</td>\n",
       "      <td>0.275887</td>\n",
       "      <td>-0.104222</td>\n",
       "      <td>0.370332</td>\n",
       "      <td>-0.066872</td>\n",
       "      <td>0.290660</td>\n",
       "      <td>0.479796</td>\n",
       "      <td>0.156894</td>\n",
       "      <td>0.162721</td>\n",
       "      <td>0.206695</td>\n",
       "      <td>0.569316</td>\n",
       "      <td>0.121146</td>\n",
       "      <td>0.140274</td>\n",
       "      <td>-0.014712</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.598059</td>\n",
       "      <td>-0.003573</td>\n",
       "      <td>0.348854</td>\n",
       "      <td>-0.829734</td>\n",
       "      <td>0.365031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netherlands</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.728811</td>\n",
       "      <td>0.839943</td>\n",
       "      <td>0.069418</td>\n",
       "      <td>0.514504</td>\n",
       "      <td>-0.381090</td>\n",
       "      <td>0.484302</td>\n",
       "      <td>0.667566</td>\n",
       "      <td>0.597432</td>\n",
       "      <td>0.689301</td>\n",
       "      <td>0.548385</td>\n",
       "      <td>0.808319</td>\n",
       "      <td>0.102826</td>\n",
       "      <td>-0.203444</td>\n",
       "      <td>-0.336862</td>\n",
       "      <td>0.598059</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.447009</td>\n",
       "      <td>0.578807</td>\n",
       "      <td>-0.773962</td>\n",
       "      <td>0.740492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.851445</td>\n",
       "      <td>-0.798902</td>\n",
       "      <td>0.094653</td>\n",
       "      <td>-0.612874</td>\n",
       "      <td>0.831245</td>\n",
       "      <td>-0.615433</td>\n",
       "      <td>-0.686999</td>\n",
       "      <td>-0.892937</td>\n",
       "      <td>-0.832680</td>\n",
       "      <td>-0.868070</td>\n",
       "      <td>-0.712177</td>\n",
       "      <td>-0.301238</td>\n",
       "      <td>0.646547</td>\n",
       "      <td>0.689702</td>\n",
       "      <td>-0.003573</td>\n",
       "      <td>-0.447009</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.158221</td>\n",
       "      <td>0.219427</td>\n",
       "      <td>-0.811654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slovenia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.506641</td>\n",
       "      <td>0.797719</td>\n",
       "      <td>0.108693</td>\n",
       "      <td>0.603209</td>\n",
       "      <td>-0.286466</td>\n",
       "      <td>0.438563</td>\n",
       "      <td>0.530942</td>\n",
       "      <td>0.434010</td>\n",
       "      <td>0.500846</td>\n",
       "      <td>0.387349</td>\n",
       "      <td>0.370174</td>\n",
       "      <td>0.159917</td>\n",
       "      <td>-0.416776</td>\n",
       "      <td>-0.127818</td>\n",
       "      <td>0.348854</td>\n",
       "      <td>0.578807</td>\n",
       "      <td>-0.158221</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.737147</td>\n",
       "      <td>0.507534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slovakia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.699131</td>\n",
       "      <td>-0.593504</td>\n",
       "      <td>0.193465</td>\n",
       "      <td>-0.677940</td>\n",
       "      <td>0.396512</td>\n",
       "      <td>-0.682231</td>\n",
       "      <td>-0.850394</td>\n",
       "      <td>-0.460562</td>\n",
       "      <td>-0.490263</td>\n",
       "      <td>-0.489360</td>\n",
       "      <td>-0.803785</td>\n",
       "      <td>-0.263597</td>\n",
       "      <td>0.206214</td>\n",
       "      <td>0.062097</td>\n",
       "      <td>-0.829734</td>\n",
       "      <td>-0.773962</td>\n",
       "      <td>0.219427</td>\n",
       "      <td>-0.737147</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.694345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Euro area (changing composition)</th>\n",
       "      <th>Average of observations through period (A)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.971953</td>\n",
       "      <td>0.963826</td>\n",
       "      <td>-0.099245</td>\n",
       "      <td>0.871138</td>\n",
       "      <td>-0.800245</td>\n",
       "      <td>0.807865</td>\n",
       "      <td>0.940608</td>\n",
       "      <td>0.959292</td>\n",
       "      <td>0.893096</td>\n",
       "      <td>0.898830</td>\n",
       "      <td>0.941492</td>\n",
       "      <td>0.283624</td>\n",
       "      <td>-0.663332</td>\n",
       "      <td>-0.613611</td>\n",
       "      <td>0.365031</td>\n",
       "      <td>0.740492</td>\n",
       "      <td>-0.811654</td>\n",
       "      <td>0.507534</td>\n",
       "      <td>-0.694345</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                              Austria  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.933296   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.158893   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.767335   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.779483   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.812410   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.903886   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.935643   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.936635   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.878040   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.928940   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.346137   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.643426   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.589684   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.349041   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.728811   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.851445   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.506641   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.699131   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.971953   \n",
       "\n",
       "                                                                                                              Belgium  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.933296   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.091032   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.840900   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.816134   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.767005   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.878510   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.934225   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.863154   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.885750   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.904793   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.196706   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.724829   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.668038   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.275887   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.839943   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.798902   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.797719   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.593504   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.963826   \n",
       "\n",
       "                                                                                                               Cyprus  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.158893   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.091032   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.026293   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.210236   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.460870   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.285169   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.022965   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.057134   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.222016   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.042734   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -0.741061   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.084047   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.364128   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.104222   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.069418   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.094653   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.108693   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.193465   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.099245   \n",
       "\n",
       "                                                                                                              Germany  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.767335   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.840900   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.026293   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.713350   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.662287   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.878585   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.848756   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.693189   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.808686   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.737979   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.211564   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.629488   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.574756   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.370332   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.514504   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.612874   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.603209   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.677940   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.871138   \n",
       "\n",
       "                                                                                                              Estonia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.779483   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.816134   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.210236   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.713350   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.675819   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.762952   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.855953   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.857996   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.864777   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.617540   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -0.414964   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.782377   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.547214   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.066872   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.381090   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.831245   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -0.286466   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.396512   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.800245   \n",
       "\n",
       "                                                                                                                Spain  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.812410   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.767005   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.460870   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.662287   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.675819   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.874300   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.735147   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.731535   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.762828   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.747915   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.577643   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.635261   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.196498   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.290660   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.484302   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.615433   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.438563   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.682231   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.807865   \n",
       "\n",
       "                                                                                                              Finland  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.903886   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.878510   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.285169   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.878585   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.762952   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.874300   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             1.000000   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.858658   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.831995   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.868378   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.881585   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.443685   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.599308   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.383452   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.479796   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.667566   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.686999   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.530942   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.850394   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.940608   \n",
       "\n",
       "                                                                                                               France  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.935643   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.934225   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.022965   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.848756   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.855953   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.735147   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.858658   \n",
       "France                           End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.890779   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.916316   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.842324   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.212757   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.737581   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.713534   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.156894   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.597432   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.892937   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.434010   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.460562   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.959292   \n",
       "\n",
       "                                                                                                          Greece (GR)  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.936635   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.863154   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.057134   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.693189   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.857996   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.731535   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.831995   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.890779   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.854965   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.816312   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.307985   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.817328   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.688367   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.162721   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.689301   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.832680   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.500846   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.490263   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.893096   \n",
       "\n",
       "                                                                                                              Ireland  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.878040   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.885750   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.222016   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.808686   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.864777   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.762828   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.868378   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.916316   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.854965   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.764243   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.499445   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.760592   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.605204   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.206695   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.548385   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.868070   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.387349   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.489360   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.898830   \n",
       "\n",
       "                                                                                                                Italy  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.928940   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.904793   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.042734   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.737979   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.617540   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.747915   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.881585   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.842324   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.816312   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.764243   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.126948   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.406044   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.532614   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.569316   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.808319   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.712177   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.370174   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.803785   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.941492   \n",
       "\n",
       "                                                                                                            Lithuania  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.346137   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.196706   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.741061   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.211564   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.414964   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.577643   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.443685   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.212757   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.307985   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.499445   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.126948   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.305057   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.207314   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.121146   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.102826   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.301238   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.159917   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.263597   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.283624   \n",
       "\n",
       "                                                                                                           Luxembourg  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.643426   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.724829   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.084047   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.629488   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.782377   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.635261   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.599308   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.737581   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.817328   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.760592   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.406044   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -0.305057   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.591442   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.140274   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.203444   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.646547   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -0.416776   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.206214   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.663332   \n",
       "\n",
       "                                                                                                               Latvia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.589684   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.668038   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.364128   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.574756   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.547214   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.196498   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.383452   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.713534   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.688367   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.605204   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.532614   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.207314   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.591442   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.014712   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.336862   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.689702   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -0.127818   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.062097   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.613611   \n",
       "\n",
       "                                                                                                                Malta  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.349041   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.275887   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.104222   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.370332   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.066872   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.290660   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.479796   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.156894   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.162721   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.206695   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.569316   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.121146   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.140274   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.014712   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.598059   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.003573   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.348854   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.829734   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.365031   \n",
       "\n",
       "                                                                                                          Netherlands  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.728811   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.839943   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.069418   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.514504   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.381090   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.484302   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.667566   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.597432   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.689301   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.548385   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.808319   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.102826   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.203444   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.336862   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.598059   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.447009   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.578807   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.773962   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.740492   \n",
       "\n",
       "                                                                                                             Portugal  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.851445   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.798902   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.094653   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.612874   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.831245   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.615433   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.686999   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.892937   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.832680   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.868070   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.712177   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -0.301238   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.646547   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.689702   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.003573   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.447009   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -0.158221   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.219427   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.811654   \n",
       "\n",
       "                                                                                                             Slovenia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.506641   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.797719   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.108693   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.603209   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.286466   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.438563   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.530942   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.434010   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.500846   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.387349   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.370174   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.159917   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.416776   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.127818   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.348854   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.578807   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.158221   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.737147   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.507534   \n",
       "\n",
       "                                                                                                             Slovakia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.699131   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.593504   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.193465   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.677940   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.396512   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.682231   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.850394   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.460562   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.490263   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.489360   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.803785   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -0.263597   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.206214   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.062097   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.829734   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.773962   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.219427   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -0.737147   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             1.000000   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.694345   \n",
       "\n",
       "                                                                                                           Euro area (changing composition)  \n",
       "Collection:                                                                                      Average of observations through period (A)  \n",
       "Period\\Unit:                                                                                                           [Percent per annum ]  \n",
       "                                 Collection:                                Period\\Unit:                                                     \n",
       "Austria                          End of period (E)                          [Percent per annum ]                                   0.971953  \n",
       "Belgium                          End of period (E)                          [Percent per annum ]                                   0.963826  \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]                                  -0.099245  \n",
       "Germany                          End of period (E)                          [Percent per annum ]                                   0.871138  \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                                  -0.800245  \n",
       "Spain                            End of period (E)                          [Percent per annum ]                                   0.807865  \n",
       "Finland                          End of period (E)                          [Percent per annum ]                                   0.940608  \n",
       "France                           End of period (E)                          [Percent per annum ]                                   0.959292  \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]                                   0.893096  \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                                   0.898830  \n",
       "Italy                            End of period (E)                          [Percent per annum ]                                   0.941492  \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]                                   0.283624  \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                                  -0.663332  \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                                  -0.613611  \n",
       "Malta                            End of period (E)                          [Percent per annum ]                                   0.365031  \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                                   0.740492  \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                                  -0.811654  \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                                   0.507534  \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                                  -0.694345  \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]                                   1.000000  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loans.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "eu_loan_corr = eu_loans.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Collection:</th>\n",
       "      <th>Period\\Unit:</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.933296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.767335</td>\n",
       "      <td>-0.779483</td>\n",
       "      <td>0.812410</td>\n",
       "      <td>0.903886</td>\n",
       "      <td>0.935643</td>\n",
       "      <td>0.936635</td>\n",
       "      <td>0.878040</td>\n",
       "      <td>0.928940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.643426</td>\n",
       "      <td>-0.589684</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.728811</td>\n",
       "      <td>-0.851445</td>\n",
       "      <td>0.506641</td>\n",
       "      <td>-0.699131</td>\n",
       "      <td>0.971953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.933296</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.840900</td>\n",
       "      <td>-0.816134</td>\n",
       "      <td>0.767005</td>\n",
       "      <td>0.878510</td>\n",
       "      <td>0.934225</td>\n",
       "      <td>0.863154</td>\n",
       "      <td>0.885750</td>\n",
       "      <td>0.904793</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.724829</td>\n",
       "      <td>-0.668038</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.839943</td>\n",
       "      <td>-0.798902</td>\n",
       "      <td>0.797719</td>\n",
       "      <td>-0.593504</td>\n",
       "      <td>0.963826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.767335</td>\n",
       "      <td>0.840900</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.713350</td>\n",
       "      <td>0.662287</td>\n",
       "      <td>0.878585</td>\n",
       "      <td>0.848756</td>\n",
       "      <td>0.693189</td>\n",
       "      <td>0.808686</td>\n",
       "      <td>0.737979</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.629488</td>\n",
       "      <td>-0.574756</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.514504</td>\n",
       "      <td>-0.612874</td>\n",
       "      <td>0.603209</td>\n",
       "      <td>-0.677940</td>\n",
       "      <td>0.871138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Estonia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.779483</td>\n",
       "      <td>-0.816134</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.713350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.675819</td>\n",
       "      <td>-0.762952</td>\n",
       "      <td>-0.855953</td>\n",
       "      <td>-0.857996</td>\n",
       "      <td>-0.864777</td>\n",
       "      <td>-0.617540</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.782377</td>\n",
       "      <td>0.547214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.831245</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.800245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.812410</td>\n",
       "      <td>0.767005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.662287</td>\n",
       "      <td>-0.675819</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.874300</td>\n",
       "      <td>0.735147</td>\n",
       "      <td>0.731535</td>\n",
       "      <td>0.762828</td>\n",
       "      <td>0.747915</td>\n",
       "      <td>0.577643</td>\n",
       "      <td>-0.635261</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.615433</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.682231</td>\n",
       "      <td>0.807865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finland</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.903886</td>\n",
       "      <td>0.878510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.878585</td>\n",
       "      <td>-0.762952</td>\n",
       "      <td>0.874300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.858658</td>\n",
       "      <td>0.831995</td>\n",
       "      <td>0.868378</td>\n",
       "      <td>0.881585</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.599308</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.667566</td>\n",
       "      <td>-0.686999</td>\n",
       "      <td>0.530942</td>\n",
       "      <td>-0.850394</td>\n",
       "      <td>0.940608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.935643</td>\n",
       "      <td>0.934225</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.848756</td>\n",
       "      <td>-0.855953</td>\n",
       "      <td>0.735147</td>\n",
       "      <td>0.858658</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.890779</td>\n",
       "      <td>0.916316</td>\n",
       "      <td>0.842324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.737581</td>\n",
       "      <td>-0.713534</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.597432</td>\n",
       "      <td>-0.892937</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.959292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greece (GR)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.936635</td>\n",
       "      <td>0.863154</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.693189</td>\n",
       "      <td>-0.857996</td>\n",
       "      <td>0.731535</td>\n",
       "      <td>0.831995</td>\n",
       "      <td>0.890779</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.854965</td>\n",
       "      <td>0.816312</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.817328</td>\n",
       "      <td>-0.688367</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.689301</td>\n",
       "      <td>-0.832680</td>\n",
       "      <td>0.500846</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.893096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ireland</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.878040</td>\n",
       "      <td>0.885750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.808686</td>\n",
       "      <td>-0.864777</td>\n",
       "      <td>0.762828</td>\n",
       "      <td>0.868378</td>\n",
       "      <td>0.916316</td>\n",
       "      <td>0.854965</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.764243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.760592</td>\n",
       "      <td>-0.605204</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.548385</td>\n",
       "      <td>-0.868070</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.898830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.928940</td>\n",
       "      <td>0.904793</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.737979</td>\n",
       "      <td>-0.617540</td>\n",
       "      <td>0.747915</td>\n",
       "      <td>0.881585</td>\n",
       "      <td>0.842324</td>\n",
       "      <td>0.816312</td>\n",
       "      <td>0.764243</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.532614</td>\n",
       "      <td>0.569316</td>\n",
       "      <td>0.808319</td>\n",
       "      <td>-0.712177</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.803785</td>\n",
       "      <td>0.941492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Luxembourg</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.643426</td>\n",
       "      <td>-0.724829</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.629488</td>\n",
       "      <td>0.782377</td>\n",
       "      <td>-0.635261</td>\n",
       "      <td>-0.599308</td>\n",
       "      <td>-0.737581</td>\n",
       "      <td>-0.817328</td>\n",
       "      <td>-0.760592</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.591442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.646547</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.663332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Latvia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.589684</td>\n",
       "      <td>-0.668038</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.574756</td>\n",
       "      <td>0.547214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.713534</td>\n",
       "      <td>-0.688367</td>\n",
       "      <td>-0.605204</td>\n",
       "      <td>-0.532614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.591442</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.689702</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.613611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malta</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\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",
       "      <td>0.569316</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.598059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.829734</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netherlands</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.728811</td>\n",
       "      <td>0.839943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.514504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.667566</td>\n",
       "      <td>0.597432</td>\n",
       "      <td>0.689301</td>\n",
       "      <td>0.548385</td>\n",
       "      <td>0.808319</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.598059</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.578807</td>\n",
       "      <td>-0.773962</td>\n",
       "      <td>0.740492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.851445</td>\n",
       "      <td>-0.798902</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.612874</td>\n",
       "      <td>0.831245</td>\n",
       "      <td>-0.615433</td>\n",
       "      <td>-0.686999</td>\n",
       "      <td>-0.892937</td>\n",
       "      <td>-0.832680</td>\n",
       "      <td>-0.868070</td>\n",
       "      <td>-0.712177</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.646547</td>\n",
       "      <td>0.689702</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.811654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slovenia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.506641</td>\n",
       "      <td>0.797719</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.603209</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.530942</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.500846</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>0.578807</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.737147</td>\n",
       "      <td>0.507534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slovakia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.699131</td>\n",
       "      <td>-0.593504</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.677940</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.682231</td>\n",
       "      <td>-0.850394</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.803785</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.829734</td>\n",
       "      <td>-0.773962</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.737147</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.694345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Euro area (changing composition)</th>\n",
       "      <th>Average of observations through period (A)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.971953</td>\n",
       "      <td>0.963826</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.871138</td>\n",
       "      <td>-0.800245</td>\n",
       "      <td>0.807865</td>\n",
       "      <td>0.940608</td>\n",
       "      <td>0.959292</td>\n",
       "      <td>0.893096</td>\n",
       "      <td>0.898830</td>\n",
       "      <td>0.941492</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.663332</td>\n",
       "      <td>-0.613611</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.740492</td>\n",
       "      <td>-0.811654</td>\n",
       "      <td>0.507534</td>\n",
       "      <td>-0.694345</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                              Austria  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.933296   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.767335   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.779483   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.812410   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.903886   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.935643   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.936635   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.878040   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.928940   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.643426   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.589684   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.728811   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.851445   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.506641   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.699131   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.971953   \n",
       "\n",
       "                                                                                                              Belgium  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.933296   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.840900   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.816134   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.767005   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.878510   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.934225   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.863154   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.885750   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.904793   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.724829   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.668038   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.839943   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.798902   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.797719   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.593504   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.963826   \n",
       "\n",
       "                                                                                                               Cyprus  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Germany                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Spain                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Finland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "France                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Italy                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]                  NaN   \n",
       "\n",
       "                                                                                                              Germany  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.767335   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.840900   \n",
       "Germany                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.713350   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.662287   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.878585   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.848756   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.693189   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.808686   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.737979   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.629488   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.574756   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.514504   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.612874   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.603209   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.677940   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.871138   \n",
       "\n",
       "                                                                                                              Estonia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.779483   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.816134   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.713350   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.675819   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.762952   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.855953   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.857996   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.864777   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.617540   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.782377   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.547214   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.831245   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.800245   \n",
       "\n",
       "                                                                                                                Spain  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.812410   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.767005   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.662287   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.675819   \n",
       "Spain                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.874300   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.735147   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.731535   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.762828   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.747915   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.635261   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.615433   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.682231   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.807865   \n",
       "\n",
       "                                                                                                              Finland  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.903886   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.878510   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.878585   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.762952   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.874300   \n",
       "Finland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.858658   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.831995   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.868378   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.881585   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.599308   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.667566   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.686999   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.530942   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.850394   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.940608   \n",
       "\n",
       "                                                                                                               France  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.935643   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.934225   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.848756   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.855953   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.735147   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.858658   \n",
       "France                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.890779   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.916316   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.842324   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.737581   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.713534   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.597432   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.892937   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.959292   \n",
       "\n",
       "                                                                                                          Greece (GR)  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.936635   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.863154   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.693189   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.857996   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.731535   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.831995   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.890779   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.854965   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.816312   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.817328   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.688367   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.689301   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.832680   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.500846   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.893096   \n",
       "\n",
       "                                                                                                              Ireland  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.878040   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.885750   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.808686   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.864777   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.762828   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.868378   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.916316   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.854965   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.764243   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.760592   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.605204   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.548385   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.868070   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.898830   \n",
       "\n",
       "                                                                                                                Italy  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.928940   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.904793   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.737979   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.617540   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.747915   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.881585   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.842324   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.816312   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.764243   \n",
       "Italy                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.532614   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.569316   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.808319   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.712177   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.803785   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.941492   \n",
       "\n",
       "                                                                                                            Lithuania  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Germany                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.577643   \n",
       "Finland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "France                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Italy                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]                  NaN   \n",
       "\n",
       "                                                                                                           Luxembourg  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.643426   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.724829   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.629488   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.782377   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.635261   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.599308   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.737581   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.817328   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.760592   \n",
       "Italy                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.591442   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.646547   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.663332   \n",
       "\n",
       "                                                                                                               Latvia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.589684   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.668038   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.574756   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.547214   \n",
       "Spain                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Finland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.713534   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.688367   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.605204   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.532614   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.591442   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.689702   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.613611   \n",
       "\n",
       "                                                                                                                Malta  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Germany                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Spain                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Finland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "France                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.569316   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.598059   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.829734   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]                  NaN   \n",
       "\n",
       "                                                                                                          Netherlands  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.728811   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.839943   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.514504   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Spain                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.667566   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.597432   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.689301   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.548385   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.808319   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.598059   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.578807   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.773962   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.740492   \n",
       "\n",
       "                                                                                                             Portugal  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.851445   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.798902   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.612874   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.831245   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.615433   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.686999   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.892937   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.832680   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.868070   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.712177   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.646547   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.689702   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.811654   \n",
       "\n",
       "                                                                                                             Slovenia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.506641   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.797719   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.603209   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Spain                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.530942   \n",
       "France                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.500846   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Italy                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.578807   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.737147   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.507534   \n",
       "\n",
       "                                                                                                             Slovakia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.699131   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.593504   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.677940   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.682231   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.850394   \n",
       "France                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.803785   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.829734   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.773962   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -0.737147   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                  NaN   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.694345   \n",
       "\n",
       "                                                                                                           Euro area (changing composition)  \n",
       "Collection:                                                                                      Average of observations through period (A)  \n",
       "Period\\Unit:                                                                                                           [Percent per annum ]  \n",
       "                                 Collection:                                Period\\Unit:                                                     \n",
       "Austria                          End of period (E)                          [Percent per annum ]                                   0.971953  \n",
       "Belgium                          End of period (E)                          [Percent per annum ]                                   0.963826  \n",
       "Germany                          End of period (E)                          [Percent per annum ]                                   0.871138  \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                                  -0.800245  \n",
       "Spain                            End of period (E)                          [Percent per annum ]                                   0.807865  \n",
       "Finland                          End of period (E)                          [Percent per annum ]                                   0.940608  \n",
       "France                           End of period (E)                          [Percent per annum ]                                   0.959292  \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]                                   0.893096  \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                                   0.898830  \n",
       "Italy                            End of period (E)                          [Percent per annum ]                                   0.941492  \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                                  -0.663332  \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                                  -0.613611  \n",
       "Malta                            End of period (E)                          [Percent per annum ]                                        NaN  \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                                   0.740492  \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                                  -0.811654  \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                                   0.507534  \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                                  -0.694345  \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]                                        NaN  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loan_corr[(eu_loan_corr.abs() > .5) & (eu_loan_corr < 1)].dropna(thresh=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Austria</th>\n",
       "      <th>Belgium</th>\n",
       "      <th>Cyprus</th>\n",
       "      <th>Germany</th>\n",
       "      <th>Estonia</th>\n",
       "      <th>Spain</th>\n",
       "      <th>Finland</th>\n",
       "      <th>France</th>\n",
       "      <th>Greece (GR)</th>\n",
       "      <th>Ireland</th>\n",
       "      <th>Italy</th>\n",
       "      <th>Lithuania</th>\n",
       "      <th>Luxembourg</th>\n",
       "      <th>Latvia</th>\n",
       "      <th>Malta</th>\n",
       "      <th>Netherlands</th>\n",
       "      <th>Portugal</th>\n",
       "      <th>Slovenia</th>\n",
       "      <th>Slovakia</th>\n",
       "      <th>Euro area (changing composition)</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Collection:</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>Average of observations through period (A)</th>\n",
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       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Period\\Unit:</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>Collection:</th>\n",
       "      <th>Period\\Unit:</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>2.419511</td>\n",
       "      <td>2.117914</td>\n",
       "      <td>-0.103836</td>\n",
       "      <td>0.933779</td>\n",
       "      <td>-4.537638</td>\n",
       "      <td>1.837161</td>\n",
       "      <td>2.605430</td>\n",
       "      <td>2.546069</td>\n",
       "      <td>4.183789</td>\n",
       "      <td>2.975167</td>\n",
       "      <td>1.581002</td>\n",
       "      <td>0.792435</td>\n",
       "      <td>-0.948666</td>\n",
       "      <td>-3.854001</td>\n",
       "      <td>0.163653</td>\n",
       "      <td>1.390998</td>\n",
       "      <td>-3.087235</td>\n",
       "      <td>1.181801</td>\n",
       "      <td>-1.689152</td>\n",
       "      <td>1.691368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>2.117914</td>\n",
       "      <td>1.733458</td>\n",
       "      <td>0.049440</td>\n",
       "      <td>1.002935</td>\n",
       "      <td>-3.956379</td>\n",
       "      <td>1.473269</td>\n",
       "      <td>2.424479</td>\n",
       "      <td>2.411744</td>\n",
       "      <td>3.744800</td>\n",
       "      <td>2.797553</td>\n",
       "      <td>1.460503</td>\n",
       "      <td>0.416091</td>\n",
       "      <td>-0.995070</td>\n",
       "      <td>-4.010365</td>\n",
       "      <td>0.115879</td>\n",
       "      <td>1.547613</td>\n",
       "      <td>-2.601993</td>\n",
       "      <td>1.373334</td>\n",
       "      <td>-1.336453</td>\n",
       "      <td>1.610461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyprus</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.103836</td>\n",
       "      <td>0.049440</td>\n",
       "      <td>0.243979</td>\n",
       "      <td>-0.010626</td>\n",
       "      <td>0.469122</td>\n",
       "      <td>-0.334862</td>\n",
       "      <td>-0.253941</td>\n",
       "      <td>-0.019056</td>\n",
       "      <td>-0.063483</td>\n",
       "      <td>-0.240351</td>\n",
       "      <td>-0.019208</td>\n",
       "      <td>-0.700008</td>\n",
       "      <td>0.046658</td>\n",
       "      <td>-0.971472</td>\n",
       "      <td>-0.020438</td>\n",
       "      <td>0.015821</td>\n",
       "      <td>0.102699</td>\n",
       "      <td>0.104461</td>\n",
       "      <td>0.206691</td>\n",
       "      <td>-0.048723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.933779</td>\n",
       "      <td>1.002935</td>\n",
       "      <td>-0.010626</td>\n",
       "      <td>0.612056</td>\n",
       "      <td>-2.631286</td>\n",
       "      <td>0.753268</td>\n",
       "      <td>1.273740</td>\n",
       "      <td>1.161649</td>\n",
       "      <td>1.557338</td>\n",
       "      <td>1.378188</td>\n",
       "      <td>0.631714</td>\n",
       "      <td>0.352959</td>\n",
       "      <td>-0.578313</td>\n",
       "      <td>-2.571430</td>\n",
       "      <td>0.132814</td>\n",
       "      <td>0.493892</td>\n",
       "      <td>-1.117675</td>\n",
       "      <td>1.040043</td>\n",
       "      <td>-1.251074</td>\n",
       "      <td>0.762450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Estonia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-4.537638</td>\n",
       "      <td>-3.956379</td>\n",
       "      <td>0.469122</td>\n",
       "      <td>-2.631286</td>\n",
       "      <td>20.045624</td>\n",
       "      <td>-4.452756</td>\n",
       "      <td>-6.187331</td>\n",
       "      <td>-6.400211</td>\n",
       "      <td>-8.625996</td>\n",
       "      <td>-8.536770</td>\n",
       "      <td>-2.488495</td>\n",
       "      <td>-3.633100</td>\n",
       "      <td>3.950162</td>\n",
       "      <td>13.288814</td>\n",
       "      <td>-0.114851</td>\n",
       "      <td>-0.789547</td>\n",
       "      <td>8.094346</td>\n",
       "      <td>-2.534875</td>\n",
       "      <td>3.665488</td>\n",
       "      <td>-3.540396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>1.837161</td>\n",
       "      <td>1.473269</td>\n",
       "      <td>-0.334862</td>\n",
       "      <td>0.753268</td>\n",
       "      <td>-4.452756</td>\n",
       "      <td>2.113566</td>\n",
       "      <td>2.355431</td>\n",
       "      <td>1.869728</td>\n",
       "      <td>3.054069</td>\n",
       "      <td>2.415838</td>\n",
       "      <td>1.189709</td>\n",
       "      <td>1.640827</td>\n",
       "      <td>-1.047819</td>\n",
       "      <td>-1.521189</td>\n",
       "      <td>0.171538</td>\n",
       "      <td>0.863916</td>\n",
       "      <td>-2.085632</td>\n",
       "      <td>1.265243</td>\n",
       "      <td>-2.108673</td>\n",
       "      <td>1.313941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finland</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>2.605430</td>\n",
       "      <td>2.424479</td>\n",
       "      <td>-0.253941</td>\n",
       "      <td>1.273740</td>\n",
       "      <td>-6.187331</td>\n",
       "      <td>2.355431</td>\n",
       "      <td>3.434025</td>\n",
       "      <td>2.783674</td>\n",
       "      <td>4.427495</td>\n",
       "      <td>3.505449</td>\n",
       "      <td>1.787502</td>\n",
       "      <td>1.602446</td>\n",
       "      <td>-1.212779</td>\n",
       "      <td>-3.745060</td>\n",
       "      <td>0.356414</td>\n",
       "      <td>1.517902</td>\n",
       "      <td>-2.967614</td>\n",
       "      <td>1.972751</td>\n",
       "      <td>-3.155825</td>\n",
       "      <td>1.950022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>2.546069</td>\n",
       "      <td>2.411744</td>\n",
       "      <td>-0.019056</td>\n",
       "      <td>1.161649</td>\n",
       "      <td>-6.400211</td>\n",
       "      <td>1.869728</td>\n",
       "      <td>2.783674</td>\n",
       "      <td>3.060503</td>\n",
       "      <td>4.475095</td>\n",
       "      <td>3.492007</td>\n",
       "      <td>1.612340</td>\n",
       "      <td>0.672821</td>\n",
       "      <td>-1.386407</td>\n",
       "      <td>-6.245393</td>\n",
       "      <td>0.102598</td>\n",
       "      <td>1.282427</td>\n",
       "      <td>-3.641384</td>\n",
       "      <td>1.402943</td>\n",
       "      <td>-1.614758</td>\n",
       "      <td>1.877485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greece (GR)</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>4.183789</td>\n",
       "      <td>3.744800</td>\n",
       "      <td>-0.063483</td>\n",
       "      <td>1.557338</td>\n",
       "      <td>-8.625996</td>\n",
       "      <td>3.054069</td>\n",
       "      <td>4.427495</td>\n",
       "      <td>4.475095</td>\n",
       "      <td>8.246534</td>\n",
       "      <td>5.348316</td>\n",
       "      <td>2.564915</td>\n",
       "      <td>1.311169</td>\n",
       "      <td>-2.060430</td>\n",
       "      <td>-8.129378</td>\n",
       "      <td>0.147866</td>\n",
       "      <td>2.428802</td>\n",
       "      <td>-5.573948</td>\n",
       "      <td>2.176516</td>\n",
       "      <td>-2.401811</td>\n",
       "      <td>2.869212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ireland</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>2.975167</td>\n",
       "      <td>2.797553</td>\n",
       "      <td>-0.240351</td>\n",
       "      <td>1.378188</td>\n",
       "      <td>-8.536770</td>\n",
       "      <td>2.415838</td>\n",
       "      <td>3.505449</td>\n",
       "      <td>3.492007</td>\n",
       "      <td>5.348316</td>\n",
       "      <td>4.745330</td>\n",
       "      <td>1.821568</td>\n",
       "      <td>2.116274</td>\n",
       "      <td>-1.871640</td>\n",
       "      <td>-7.158215</td>\n",
       "      <td>0.175517</td>\n",
       "      <td>1.465772</td>\n",
       "      <td>-4.407956</td>\n",
       "      <td>1.656375</td>\n",
       "      <td>-2.200670</td>\n",
       "      <td>2.190482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>1.581002</td>\n",
       "      <td>1.460503</td>\n",
       "      <td>-0.019208</td>\n",
       "      <td>0.631714</td>\n",
       "      <td>-2.488495</td>\n",
       "      <td>1.189709</td>\n",
       "      <td>1.787502</td>\n",
       "      <td>1.612340</td>\n",
       "      <td>2.564915</td>\n",
       "      <td>1.821568</td>\n",
       "      <td>1.197186</td>\n",
       "      <td>0.209933</td>\n",
       "      <td>-0.412498</td>\n",
       "      <td>-2.498610</td>\n",
       "      <td>0.185392</td>\n",
       "      <td>1.085204</td>\n",
       "      <td>-1.816427</td>\n",
       "      <td>0.618364</td>\n",
       "      <td>-1.334718</td>\n",
       "      <td>1.152461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lithuania</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.792435</td>\n",
       "      <td>0.416091</td>\n",
       "      <td>-0.700008</td>\n",
       "      <td>0.352959</td>\n",
       "      <td>-3.633100</td>\n",
       "      <td>1.640827</td>\n",
       "      <td>1.602446</td>\n",
       "      <td>0.672821</td>\n",
       "      <td>1.311169</td>\n",
       "      <td>2.116274</td>\n",
       "      <td>0.209933</td>\n",
       "      <td>3.481155</td>\n",
       "      <td>-0.689817</td>\n",
       "      <td>2.104141</td>\n",
       "      <td>0.093534</td>\n",
       "      <td>0.094881</td>\n",
       "      <td>-1.172571</td>\n",
       "      <td>0.568251</td>\n",
       "      <td>-1.134336</td>\n",
       "      <td>0.535213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Luxembourg</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-0.948666</td>\n",
       "      <td>-0.995070</td>\n",
       "      <td>0.046658</td>\n",
       "      <td>-0.578313</td>\n",
       "      <td>3.950162</td>\n",
       "      <td>-1.047819</td>\n",
       "      <td>-1.212779</td>\n",
       "      <td>-1.386407</td>\n",
       "      <td>-2.060430</td>\n",
       "      <td>-1.871640</td>\n",
       "      <td>-0.412498</td>\n",
       "      <td>-0.689817</td>\n",
       "      <td>1.256440</td>\n",
       "      <td>3.624038</td>\n",
       "      <td>0.070076</td>\n",
       "      <td>-0.105255</td>\n",
       "      <td>1.577011</td>\n",
       "      <td>-0.966070</td>\n",
       "      <td>0.571645</td>\n",
       "      <td>-0.737019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Latvia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-3.854001</td>\n",
       "      <td>-4.010365</td>\n",
       "      <td>-0.971472</td>\n",
       "      <td>-2.571430</td>\n",
       "      <td>13.288814</td>\n",
       "      <td>-1.521189</td>\n",
       "      <td>-3.745060</td>\n",
       "      <td>-6.245393</td>\n",
       "      <td>-8.129378</td>\n",
       "      <td>-7.158215</td>\n",
       "      <td>-2.498610</td>\n",
       "      <td>2.104141</td>\n",
       "      <td>3.624038</td>\n",
       "      <td>27.698076</td>\n",
       "      <td>-0.032079</td>\n",
       "      <td>-0.843912</td>\n",
       "      <td>7.800204</td>\n",
       "      <td>-1.316909</td>\n",
       "      <td>0.760400</td>\n",
       "      <td>-3.192018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malta</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>0.163653</td>\n",
       "      <td>0.115879</td>\n",
       "      <td>-0.020438</td>\n",
       "      <td>0.132814</td>\n",
       "      <td>-0.114851</td>\n",
       "      <td>0.171538</td>\n",
       "      <td>0.356414</td>\n",
       "      <td>0.102598</td>\n",
       "      <td>0.147866</td>\n",
       "      <td>0.175517</td>\n",
       "      <td>0.185392</td>\n",
       "      <td>0.093534</td>\n",
       "      <td>0.070076</td>\n",
       "      <td>-0.032079</td>\n",
       "      <td>0.146877</td>\n",
       "      <td>0.122156</td>\n",
       "      <td>-0.002563</td>\n",
       "      <td>0.194226</td>\n",
       "      <td>-0.632835</td>\n",
       "      <td>0.141194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netherlands</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>1.390998</td>\n",
       "      <td>1.547613</td>\n",
       "      <td>0.015821</td>\n",
       "      <td>0.493892</td>\n",
       "      <td>-0.789547</td>\n",
       "      <td>0.863916</td>\n",
       "      <td>1.517902</td>\n",
       "      <td>1.282427</td>\n",
       "      <td>2.428802</td>\n",
       "      <td>1.465772</td>\n",
       "      <td>1.085204</td>\n",
       "      <td>0.094881</td>\n",
       "      <td>-0.105255</td>\n",
       "      <td>-0.843912</td>\n",
       "      <td>0.122156</td>\n",
       "      <td>1.505550</td>\n",
       "      <td>-1.278538</td>\n",
       "      <td>0.551202</td>\n",
       "      <td>-0.821616</td>\n",
       "      <td>1.016476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-3.087235</td>\n",
       "      <td>-2.601993</td>\n",
       "      <td>0.102699</td>\n",
       "      <td>-1.117675</td>\n",
       "      <td>8.094346</td>\n",
       "      <td>-2.085632</td>\n",
       "      <td>-2.967614</td>\n",
       "      <td>-3.641384</td>\n",
       "      <td>-5.573948</td>\n",
       "      <td>-4.407956</td>\n",
       "      <td>-1.816427</td>\n",
       "      <td>-1.172571</td>\n",
       "      <td>1.577011</td>\n",
       "      <td>7.800204</td>\n",
       "      <td>-0.002563</td>\n",
       "      <td>-1.278538</td>\n",
       "      <td>5.433735</td>\n",
       "      <td>-0.597043</td>\n",
       "      <td>0.859804</td>\n",
       "      <td>-2.116652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slovenia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>1.181801</td>\n",
       "      <td>1.373334</td>\n",
       "      <td>0.104461</td>\n",
       "      <td>1.040043</td>\n",
       "      <td>-2.534875</td>\n",
       "      <td>1.265243</td>\n",
       "      <td>1.972751</td>\n",
       "      <td>1.402943</td>\n",
       "      <td>2.176516</td>\n",
       "      <td>1.656375</td>\n",
       "      <td>0.618364</td>\n",
       "      <td>0.568251</td>\n",
       "      <td>-0.966070</td>\n",
       "      <td>-1.316909</td>\n",
       "      <td>0.194226</td>\n",
       "      <td>0.551202</td>\n",
       "      <td>-0.597043</td>\n",
       "      <td>3.520594</td>\n",
       "      <td>-2.073396</td>\n",
       "      <td>0.980974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Slovakia</th>\n",
       "      <th>End of period (E)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>-1.689152</td>\n",
       "      <td>-1.336453</td>\n",
       "      <td>0.206691</td>\n",
       "      <td>-1.251074</td>\n",
       "      <td>3.665488</td>\n",
       "      <td>-2.108673</td>\n",
       "      <td>-3.155825</td>\n",
       "      <td>-1.614758</td>\n",
       "      <td>-2.401811</td>\n",
       "      <td>-2.200670</td>\n",
       "      <td>-1.334718</td>\n",
       "      <td>-1.134336</td>\n",
       "      <td>0.571645</td>\n",
       "      <td>0.760400</td>\n",
       "      <td>-0.632835</td>\n",
       "      <td>-0.821616</td>\n",
       "      <td>0.859804</td>\n",
       "      <td>-2.073396</td>\n",
       "      <td>4.406376</td>\n",
       "      <td>-1.382989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Euro area (changing composition)</th>\n",
       "      <th>Average of observations through period (A)</th>\n",
       "      <th>[Percent per annum ]</th>\n",
       "      <td>1.691368</td>\n",
       "      <td>1.610461</td>\n",
       "      <td>-0.048723</td>\n",
       "      <td>0.762450</td>\n",
       "      <td>-3.540396</td>\n",
       "      <td>1.313941</td>\n",
       "      <td>1.950022</td>\n",
       "      <td>1.877485</td>\n",
       "      <td>2.869212</td>\n",
       "      <td>2.190482</td>\n",
       "      <td>1.152461</td>\n",
       "      <td>0.535213</td>\n",
       "      <td>-0.737019</td>\n",
       "      <td>-3.192018</td>\n",
       "      <td>0.141194</td>\n",
       "      <td>1.016476</td>\n",
       "      <td>-2.116652</td>\n",
       "      <td>0.980974</td>\n",
       "      <td>-1.382989</td>\n",
       "      <td>1.251578</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                              Austria  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             2.419511   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             2.117914   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.103836   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.933779   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -4.537638   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             1.837161   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             2.605430   \n",
       "France                           End of period (E)                          [Percent per annum ]             2.546069   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             4.183789   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             2.975167   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.581002   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.792435   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.948666   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -3.854001   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.163653   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             1.390998   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -3.087235   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             1.181801   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -1.689152   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             1.691368   \n",
       "\n",
       "                                                                                                              Belgium  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             2.117914   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             1.733458   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.049440   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             1.002935   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -3.956379   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             1.473269   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             2.424479   \n",
       "France                           End of period (E)                          [Percent per annum ]             2.411744   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             3.744800   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             2.797553   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.460503   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.416091   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.995070   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -4.010365   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.115879   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             1.547613   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -2.601993   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             1.373334   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -1.336453   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             1.610461   \n",
       "\n",
       "                                                                                                               Cyprus  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.103836   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.049440   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.243979   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.010626   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             0.469122   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -0.334862   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -0.253941   \n",
       "France                           End of period (E)                          [Percent per annum ]            -0.019056   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -0.063483   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -0.240351   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.019208   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -0.700008   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.046658   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.971472   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.020438   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.015821   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.102699   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.104461   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.206691   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.048723   \n",
       "\n",
       "                                                                                                              Germany  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.933779   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             1.002935   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.010626   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.612056   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -2.631286   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.753268   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             1.273740   \n",
       "France                           End of period (E)                          [Percent per annum ]             1.161649   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             1.557338   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             1.378188   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.631714   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.352959   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.578313   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -2.571430   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.132814   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.493892   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -1.117675   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             1.040043   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -1.251074   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.762450   \n",
       "\n",
       "                                                                                                              Estonia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -4.537638   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -3.956379   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.469122   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -2.631286   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            20.045624   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -4.452756   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -6.187331   \n",
       "France                           End of period (E)                          [Percent per annum ]            -6.400211   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -8.625996   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -8.536770   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -2.488495   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -3.633100   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             3.950162   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            13.288814   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.114851   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.789547   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             8.094346   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -2.534875   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             3.665488   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -3.540396   \n",
       "\n",
       "                                                                                                                Spain  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             1.837161   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             1.473269   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.334862   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.753268   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -4.452756   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             2.113566   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             2.355431   \n",
       "France                           End of period (E)                          [Percent per annum ]             1.869728   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             3.054069   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             2.415838   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.189709   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             1.640827   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -1.047819   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -1.521189   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.171538   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.863916   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -2.085632   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             1.265243   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -2.108673   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             1.313941   \n",
       "\n",
       "                                                                                                              Finland  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             2.605430   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             2.424479   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.253941   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             1.273740   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -6.187331   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             2.355431   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             3.434025   \n",
       "France                           End of period (E)                          [Percent per annum ]             2.783674   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             4.427495   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             3.505449   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.787502   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             1.602446   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -1.212779   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -3.745060   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.356414   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             1.517902   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -2.967614   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             1.972751   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -3.155825   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             1.950022   \n",
       "\n",
       "                                                                                                               France  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             2.546069   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             2.411744   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.019056   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             1.161649   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -6.400211   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             1.869728   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             2.783674   \n",
       "France                           End of period (E)                          [Percent per annum ]             3.060503   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             4.475095   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             3.492007   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.612340   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.672821   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -1.386407   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -6.245393   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.102598   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             1.282427   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -3.641384   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             1.402943   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -1.614758   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             1.877485   \n",
       "\n",
       "                                                                                                          Greece (GR)  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             4.183789   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             3.744800   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.063483   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             1.557338   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -8.625996   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             3.054069   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             4.427495   \n",
       "France                           End of period (E)                          [Percent per annum ]             4.475095   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             8.246534   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             5.348316   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             2.564915   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             1.311169   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -2.060430   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -8.129378   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.147866   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             2.428802   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -5.573948   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             2.176516   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -2.401811   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             2.869212   \n",
       "\n",
       "                                                                                                              Ireland  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             2.975167   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             2.797553   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.240351   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             1.378188   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -8.536770   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             2.415838   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             3.505449   \n",
       "France                           End of period (E)                          [Percent per annum ]             3.492007   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             5.348316   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             4.745330   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.821568   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             2.116274   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -1.871640   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -7.158215   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.175517   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             1.465772   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -4.407956   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             1.656375   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -2.200670   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             2.190482   \n",
       "\n",
       "                                                                                                                Italy  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             1.581002   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             1.460503   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.019208   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.631714   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -2.488495   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             1.189709   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             1.787502   \n",
       "France                           End of period (E)                          [Percent per annum ]             1.612340   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             2.564915   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             1.821568   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.197186   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.209933   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.412498   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -2.498610   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.185392   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             1.085204   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -1.816427   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.618364   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -1.334718   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             1.152461   \n",
       "\n",
       "                                                                                                            Lithuania  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.792435   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.416091   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.700008   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.352959   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -3.633100   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             1.640827   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             1.602446   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.672821   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             1.311169   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             2.116274   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.209933   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             3.481155   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.689817   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             2.104141   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.093534   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.094881   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -1.172571   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.568251   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -1.134336   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.535213   \n",
       "\n",
       "                                                                                                           Luxembourg  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -0.948666   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -0.995070   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.046658   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -0.578313   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             3.950162   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -1.047819   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -1.212779   \n",
       "France                           End of period (E)                          [Percent per annum ]            -1.386407   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -2.060430   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -1.871640   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -0.412498   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -0.689817   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             1.256440   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             3.624038   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.070076   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.105255   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             1.577011   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -0.966070   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.571645   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -0.737019   \n",
       "\n",
       "                                                                                                               Latvia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -3.854001   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -4.010365   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.971472   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -2.571430   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            13.288814   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -1.521189   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -3.745060   \n",
       "France                           End of period (E)                          [Percent per annum ]            -6.245393   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -8.129378   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -7.158215   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -2.498610   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             2.104141   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             3.624038   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            27.698076   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.032079   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.843912   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             7.800204   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -1.316909   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.760400   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -3.192018   \n",
       "\n",
       "                                                                                                                Malta  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             0.163653   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             0.115879   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]            -0.020438   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.132814   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.114851   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.171538   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             0.356414   \n",
       "France                           End of period (E)                          [Percent per annum ]             0.102598   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             0.147866   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             0.175517   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.185392   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.093534   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.070076   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.032079   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.146877   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.122156   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.002563   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.194226   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.632835   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.141194   \n",
       "\n",
       "                                                                                                          Netherlands  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             1.390998   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             1.547613   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.015821   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             0.493892   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -0.789547   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             0.863916   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             1.517902   \n",
       "France                           End of period (E)                          [Percent per annum ]             1.282427   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             2.428802   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             1.465772   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             1.085204   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.094881   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.105255   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -0.843912   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.122156   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             1.505550   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -1.278538   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             0.551202   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -0.821616   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             1.016476   \n",
       "\n",
       "                                                                                                             Portugal  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -3.087235   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -2.601993   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.102699   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -1.117675   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             8.094346   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -2.085632   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -2.967614   \n",
       "France                           End of period (E)                          [Percent per annum ]            -3.641384   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -5.573948   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -4.407956   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -1.816427   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -1.172571   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             1.577011   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             7.800204   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.002563   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -1.278538   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             5.433735   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -0.597043   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             0.859804   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -2.116652   \n",
       "\n",
       "                                                                                                             Slovenia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]             1.181801   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]             1.373334   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.104461   \n",
       "Germany                          End of period (E)                          [Percent per annum ]             1.040043   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]            -2.534875   \n",
       "Spain                            End of period (E)                          [Percent per annum ]             1.265243   \n",
       "Finland                          End of period (E)                          [Percent per annum ]             1.972751   \n",
       "France                           End of period (E)                          [Percent per annum ]             1.402943   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]             2.176516   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]             1.656375   \n",
       "Italy                            End of period (E)                          [Percent per annum ]             0.618364   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]             0.568251   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]            -0.966070   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]            -1.316909   \n",
       "Malta                            End of period (E)                          [Percent per annum ]             0.194226   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]             0.551202   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]            -0.597043   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]             3.520594   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]            -2.073396   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]             0.980974   \n",
       "\n",
       "                                                                                                             Slovakia  \\\n",
       "Collection:                                                                                         End of period (E)   \n",
       "Period\\Unit:                                                                                     [Percent per annum ]   \n",
       "                                 Collection:                                Period\\Unit:                                \n",
       "Austria                          End of period (E)                          [Percent per annum ]            -1.689152   \n",
       "Belgium                          End of period (E)                          [Percent per annum ]            -1.336453   \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]             0.206691   \n",
       "Germany                          End of period (E)                          [Percent per annum ]            -1.251074   \n",
       "Estonia                          End of period (E)                          [Percent per annum ]             3.665488   \n",
       "Spain                            End of period (E)                          [Percent per annum ]            -2.108673   \n",
       "Finland                          End of period (E)                          [Percent per annum ]            -3.155825   \n",
       "France                           End of period (E)                          [Percent per annum ]            -1.614758   \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]            -2.401811   \n",
       "Ireland                          End of period (E)                          [Percent per annum ]            -2.200670   \n",
       "Italy                            End of period (E)                          [Percent per annum ]            -1.334718   \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]            -1.134336   \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]             0.571645   \n",
       "Latvia                           End of period (E)                          [Percent per annum ]             0.760400   \n",
       "Malta                            End of period (E)                          [Percent per annum ]            -0.632835   \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]            -0.821616   \n",
       "Portugal                         End of period (E)                          [Percent per annum ]             0.859804   \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]            -2.073396   \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]             4.406376   \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]            -1.382989   \n",
       "\n",
       "                                                                                                           Euro area (changing composition)  \n",
       "Collection:                                                                                      Average of observations through period (A)  \n",
       "Period\\Unit:                                                                                                           [Percent per annum ]  \n",
       "                                 Collection:                                Period\\Unit:                                                     \n",
       "Austria                          End of period (E)                          [Percent per annum ]                                   1.691368  \n",
       "Belgium                          End of period (E)                          [Percent per annum ]                                   1.610461  \n",
       "Cyprus                           End of period (E)                          [Percent per annum ]                                  -0.048723  \n",
       "Germany                          End of period (E)                          [Percent per annum ]                                   0.762450  \n",
       "Estonia                          End of period (E)                          [Percent per annum ]                                  -3.540396  \n",
       "Spain                            End of period (E)                          [Percent per annum ]                                   1.313941  \n",
       "Finland                          End of period (E)                          [Percent per annum ]                                   1.950022  \n",
       "France                           End of period (E)                          [Percent per annum ]                                   1.877485  \n",
       "Greece (GR)                      End of period (E)                          [Percent per annum ]                                   2.869212  \n",
       "Ireland                          End of period (E)                          [Percent per annum ]                                   2.190482  \n",
       "Italy                            End of period (E)                          [Percent per annum ]                                   1.152461  \n",
       "Lithuania                        End of period (E)                          [Percent per annum ]                                   0.535213  \n",
       "Luxembourg                       End of period (E)                          [Percent per annum ]                                  -0.737019  \n",
       "Latvia                           End of period (E)                          [Percent per annum ]                                  -3.192018  \n",
       "Malta                            End of period (E)                          [Percent per annum ]                                   0.141194  \n",
       "Netherlands                      End of period (E)                          [Percent per annum ]                                   1.016476  \n",
       "Portugal                         End of period (E)                          [Percent per annum ]                                  -2.116652  \n",
       "Slovenia                         End of period (E)                          [Percent per annum ]                                   0.980974  \n",
       "Slovakia                         End of period (E)                          [Percent per annum ]                                  -1.382989  \n",
       "Euro area (changing composition) Average of observations through period (A) [Percent per annum ]                                   1.251578  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loans.cov()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                                  Collection:                                 Period\\Unit:        \n",
       "Austria                           End of period (E)                           [Percent per annum ]   -4.537638\n",
       "Belgium                           End of period (E)                           [Percent per annum ]   -4.010365\n",
       "Cyprus                            End of period (E)                           [Percent per annum ]   -0.971472\n",
       "Germany                           End of period (E)                           [Percent per annum ]   -2.631286\n",
       "Estonia                           End of period (E)                           [Percent per annum ]   -8.625996\n",
       "Spain                             End of period (E)                           [Percent per annum ]   -4.452756\n",
       "Finland                           End of period (E)                           [Percent per annum ]   -6.187331\n",
       "France                            End of period (E)                           [Percent per annum ]   -6.400211\n",
       "Greece (GR)                       End of period (E)                           [Percent per annum ]   -8.625996\n",
       "Ireland                           End of period (E)                           [Percent per annum ]   -8.536770\n",
       "Italy                             End of period (E)                           [Percent per annum ]   -2.498610\n",
       "Lithuania                         End of period (E)                           [Percent per annum ]   -3.633100\n",
       "Luxembourg                        End of period (E)                           [Percent per annum ]   -2.060430\n",
       "Latvia                            End of period (E)                           [Percent per annum ]   -8.129378\n",
       "Malta                             End of period (E)                           [Percent per annum ]   -0.632835\n",
       "Netherlands                       End of period (E)                           [Percent per annum ]   -1.278538\n",
       "Portugal                          End of period (E)                           [Percent per annum ]   -5.573948\n",
       "Slovenia                          End of period (E)                           [Percent per annum ]   -2.534875\n",
       "Slovakia                          End of period (E)                           [Percent per annum ]   -3.155825\n",
       "Euro area (changing composition)  Average of observations through period (A)  [Percent per annum ]   -3.540396\n",
       "dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loans.cov().min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                                  Collection:                                 Period\\Unit:        \n",
       "Austria                           End of period (E)                           [Percent per annum ]     4.183789\n",
       "Belgium                           End of period (E)                           [Percent per annum ]     3.744800\n",
       "Cyprus                            End of period (E)                           [Percent per annum ]     0.469122\n",
       "Germany                           End of period (E)                           [Percent per annum ]     1.557338\n",
       "Estonia                           End of period (E)                           [Percent per annum ]    20.045624\n",
       "Spain                             End of period (E)                           [Percent per annum ]     3.054069\n",
       "Finland                           End of period (E)                           [Percent per annum ]     4.427495\n",
       "France                            End of period (E)                           [Percent per annum ]     4.475095\n",
       "Greece (GR)                       End of period (E)                           [Percent per annum ]     8.246534\n",
       "Ireland                           End of period (E)                           [Percent per annum ]     5.348316\n",
       "Italy                             End of period (E)                           [Percent per annum ]     2.564915\n",
       "Lithuania                         End of period (E)                           [Percent per annum ]     3.481155\n",
       "Luxembourg                        End of period (E)                           [Percent per annum ]     3.950162\n",
       "Latvia                            End of period (E)                           [Percent per annum ]    27.698076\n",
       "Malta                             End of period (E)                           [Percent per annum ]     0.356414\n",
       "Netherlands                       End of period (E)                           [Percent per annum ]     2.428802\n",
       "Portugal                          End of period (E)                           [Percent per annum ]     8.094346\n",
       "Slovenia                          End of period (E)                           [Percent per annum ]     3.520594\n",
       "Slovakia                          End of period (E)                           [Percent per annum ]     4.406376\n",
       "Euro area (changing composition)  Average of observations through period (A)  [Percent per annum ]     2.869212\n",
       "dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loans.cov().max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "eu_loans.columns = eu_loans.columns.droplevel(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "eu_loans.columns = eu_loans.columns.droplevel(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Austria</th>\n",
       "      <th>Belgium</th>\n",
       "      <th>Cyprus</th>\n",
       "      <th>Germany</th>\n",
       "      <th>Estonia</th>\n",
       "      <th>Spain</th>\n",
       "      <th>Finland</th>\n",
       "      <th>France</th>\n",
       "      <th>Greece (GR)</th>\n",
       "      <th>Ireland</th>\n",
       "      <th>Italy</th>\n",
       "      <th>Lithuania</th>\n",
       "      <th>Luxembourg</th>\n",
       "      <th>Latvia</th>\n",
       "      <th>Malta</th>\n",
       "      <th>Netherlands</th>\n",
       "      <th>Portugal</th>\n",
       "      <th>Slovenia</th>\n",
       "      <th>Slovakia</th>\n",
       "      <th>Euro area (changing composition)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016Feb</th>\n",
       "      <td>4.20</td>\n",
       "      <td>8.09</td>\n",
       "      <td>6.13</td>\n",
       "      <td>8.85</td>\n",
       "      <td>16.38</td>\n",
       "      <td>11.03</td>\n",
       "      <td>6.41</td>\n",
       "      <td>6.00</td>\n",
       "      <td>8.18</td>\n",
       "      <td>10.40</td>\n",
       "      <td>6.07</td>\n",
       "      <td>9.60</td>\n",
       "      <td>7.24</td>\n",
       "      <td>21.58</td>\n",
       "      <td>6.79</td>\n",
       "      <td>5.83</td>\n",
       "      <td>15.28</td>\n",
       "      <td>6.80</td>\n",
       "      <td>13.86</td>\n",
       "      <td>7.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016Jan</th>\n",
       "      <td>4.17</td>\n",
       "      <td>8.05</td>\n",
       "      <td>6.13</td>\n",
       "      <td>8.83</td>\n",
       "      <td>16.41</td>\n",
       "      <td>10.85</td>\n",
       "      <td>6.44</td>\n",
       "      <td>6.10</td>\n",
       "      <td>8.19</td>\n",
       "      <td>9.91</td>\n",
       "      <td>6.07</td>\n",
       "      <td>9.58</td>\n",
       "      <td>7.10</td>\n",
       "      <td>21.51</td>\n",
       "      <td>6.82</td>\n",
       "      <td>5.81</td>\n",
       "      <td>15.41</td>\n",
       "      <td>6.79</td>\n",
       "      <td>13.97</td>\n",
       "      <td>7.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Dec</th>\n",
       "      <td>3.99</td>\n",
       "      <td>8.21</td>\n",
       "      <td>6.16</td>\n",
       "      <td>8.69</td>\n",
       "      <td>16.32</td>\n",
       "      <td>10.49</td>\n",
       "      <td>6.40</td>\n",
       "      <td>5.86</td>\n",
       "      <td>8.22</td>\n",
       "      <td>10.37</td>\n",
       "      <td>5.91</td>\n",
       "      <td>9.45</td>\n",
       "      <td>6.96</td>\n",
       "      <td>21.59</td>\n",
       "      <td>6.84</td>\n",
       "      <td>5.88</td>\n",
       "      <td>15.16</td>\n",
       "      <td>6.65</td>\n",
       "      <td>13.72</td>\n",
       "      <td>7.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Nov</th>\n",
       "      <td>4.09</td>\n",
       "      <td>8.20</td>\n",
       "      <td>6.15</td>\n",
       "      <td>8.82</td>\n",
       "      <td>16.37</td>\n",
       "      <td>10.73</td>\n",
       "      <td>6.49</td>\n",
       "      <td>6.18</td>\n",
       "      <td>8.30</td>\n",
       "      <td>9.11</td>\n",
       "      <td>6.12</td>\n",
       "      <td>9.53</td>\n",
       "      <td>6.88</td>\n",
       "      <td>21.67</td>\n",
       "      <td>6.78</td>\n",
       "      <td>5.97</td>\n",
       "      <td>15.32</td>\n",
       "      <td>6.79</td>\n",
       "      <td>14.10</td>\n",
       "      <td>7.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Oct</th>\n",
       "      <td>4.10</td>\n",
       "      <td>8.40</td>\n",
       "      <td>6.16</td>\n",
       "      <td>8.89</td>\n",
       "      <td>16.42</td>\n",
       "      <td>10.86</td>\n",
       "      <td>6.52</td>\n",
       "      <td>6.15</td>\n",
       "      <td>8.34</td>\n",
       "      <td>9.29</td>\n",
       "      <td>6.11</td>\n",
       "      <td>9.40</td>\n",
       "      <td>7.08</td>\n",
       "      <td>21.74</td>\n",
       "      <td>6.78</td>\n",
       "      <td>5.93</td>\n",
       "      <td>15.55</td>\n",
       "      <td>6.74</td>\n",
       "      <td>14.12</td>\n",
       "      <td>7.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Sep</th>\n",
       "      <td>4.32</td>\n",
       "      <td>8.58</td>\n",
       "      <td>6.17</td>\n",
       "      <td>8.95</td>\n",
       "      <td>16.44</td>\n",
       "      <td>10.87</td>\n",
       "      <td>6.52</td>\n",
       "      <td>6.41</td>\n",
       "      <td>8.53</td>\n",
       "      <td>9.38</td>\n",
       "      <td>6.14</td>\n",
       "      <td>9.33</td>\n",
       "      <td>7.07</td>\n",
       "      <td>21.75</td>\n",
       "      <td>6.79</td>\n",
       "      <td>5.97</td>\n",
       "      <td>15.51</td>\n",
       "      <td>6.81</td>\n",
       "      <td>14.21</td>\n",
       "      <td>7.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Aug</th>\n",
       "      <td>4.28</td>\n",
       "      <td>8.27</td>\n",
       "      <td>6.36</td>\n",
       "      <td>8.91</td>\n",
       "      <td>16.40</td>\n",
       "      <td>10.81</td>\n",
       "      <td>6.47</td>\n",
       "      <td>6.39</td>\n",
       "      <td>8.59</td>\n",
       "      <td>8.91</td>\n",
       "      <td>6.12</td>\n",
       "      <td>9.39</td>\n",
       "      <td>7.13</td>\n",
       "      <td>21.80</td>\n",
       "      <td>6.60</td>\n",
       "      <td>6.05</td>\n",
       "      <td>15.21</td>\n",
       "      <td>6.79</td>\n",
       "      <td>14.26</td>\n",
       "      <td>7.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Jul</th>\n",
       "      <td>4.07</td>\n",
       "      <td>8.23</td>\n",
       "      <td>6.38</td>\n",
       "      <td>8.90</td>\n",
       "      <td>16.37</td>\n",
       "      <td>10.74</td>\n",
       "      <td>6.44</td>\n",
       "      <td>6.25</td>\n",
       "      <td>8.45</td>\n",
       "      <td>8.83</td>\n",
       "      <td>6.19</td>\n",
       "      <td>9.43</td>\n",
       "      <td>7.26</td>\n",
       "      <td>21.82</td>\n",
       "      <td>6.78</td>\n",
       "      <td>5.92</td>\n",
       "      <td>15.42</td>\n",
       "      <td>6.71</td>\n",
       "      <td>14.21</td>\n",
       "      <td>7.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Jun</th>\n",
       "      <td>4.29</td>\n",
       "      <td>8.17</td>\n",
       "      <td>6.42</td>\n",
       "      <td>9.01</td>\n",
       "      <td>16.36</td>\n",
       "      <td>10.83</td>\n",
       "      <td>6.47</td>\n",
       "      <td>6.57</td>\n",
       "      <td>8.65</td>\n",
       "      <td>8.54</td>\n",
       "      <td>6.27</td>\n",
       "      <td>9.50</td>\n",
       "      <td>7.33</td>\n",
       "      <td>21.92</td>\n",
       "      <td>6.78</td>\n",
       "      <td>5.87</td>\n",
       "      <td>15.47</td>\n",
       "      <td>6.76</td>\n",
       "      <td>14.15</td>\n",
       "      <td>7.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015May</th>\n",
       "      <td>4.32</td>\n",
       "      <td>8.12</td>\n",
       "      <td>6.46</td>\n",
       "      <td>8.99</td>\n",
       "      <td>16.33</td>\n",
       "      <td>11.07</td>\n",
       "      <td>6.49</td>\n",
       "      <td>6.72</td>\n",
       "      <td>8.57</td>\n",
       "      <td>8.39</td>\n",
       "      <td>6.28</td>\n",
       "      <td>9.61</td>\n",
       "      <td>7.32</td>\n",
       "      <td>21.81</td>\n",
       "      <td>6.76</td>\n",
       "      <td>5.90</td>\n",
       "      <td>15.81</td>\n",
       "      <td>6.80</td>\n",
       "      <td>14.14</td>\n",
       "      <td>7.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Apr</th>\n",
       "      <td>4.21</td>\n",
       "      <td>8.24</td>\n",
       "      <td>6.40</td>\n",
       "      <td>9.10</td>\n",
       "      <td>16.31</td>\n",
       "      <td>11.09</td>\n",
       "      <td>6.67</td>\n",
       "      <td>6.58</td>\n",
       "      <td>8.57</td>\n",
       "      <td>8.32</td>\n",
       "      <td>6.36</td>\n",
       "      <td>9.64</td>\n",
       "      <td>7.33</td>\n",
       "      <td>21.86</td>\n",
       "      <td>6.78</td>\n",
       "      <td>5.99</td>\n",
       "      <td>15.73</td>\n",
       "      <td>6.82</td>\n",
       "      <td>13.97</td>\n",
       "      <td>7.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Mar</th>\n",
       "      <td>4.43</td>\n",
       "      <td>8.31</td>\n",
       "      <td>6.23</td>\n",
       "      <td>9.21</td>\n",
       "      <td>16.32</td>\n",
       "      <td>11.21</td>\n",
       "      <td>6.57</td>\n",
       "      <td>6.89</td>\n",
       "      <td>8.57</td>\n",
       "      <td>8.41</td>\n",
       "      <td>6.37</td>\n",
       "      <td>9.32</td>\n",
       "      <td>7.59</td>\n",
       "      <td>21.56</td>\n",
       "      <td>6.77</td>\n",
       "      <td>6.05</td>\n",
       "      <td>15.66</td>\n",
       "      <td>6.86</td>\n",
       "      <td>13.89</td>\n",
       "      <td>7.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Feb</th>\n",
       "      <td>4.26</td>\n",
       "      <td>8.09</td>\n",
       "      <td>7.14</td>\n",
       "      <td>9.22</td>\n",
       "      <td>16.32</td>\n",
       "      <td>11.44</td>\n",
       "      <td>6.69</td>\n",
       "      <td>6.89</td>\n",
       "      <td>8.62</td>\n",
       "      <td>8.35</td>\n",
       "      <td>6.57</td>\n",
       "      <td>9.31</td>\n",
       "      <td>8.45</td>\n",
       "      <td>21.55</td>\n",
       "      <td>6.75</td>\n",
       "      <td>5.97</td>\n",
       "      <td>15.80</td>\n",
       "      <td>6.90</td>\n",
       "      <td>13.96</td>\n",
       "      <td>7.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015Jan</th>\n",
       "      <td>4.24</td>\n",
       "      <td>8.31</td>\n",
       "      <td>7.18</td>\n",
       "      <td>9.22</td>\n",
       "      <td>16.32</td>\n",
       "      <td>11.13</td>\n",
       "      <td>6.67</td>\n",
       "      <td>6.87</td>\n",
       "      <td>8.58</td>\n",
       "      <td>7.50</td>\n",
       "      <td>6.57</td>\n",
       "      <td>9.27</td>\n",
       "      <td>8.22</td>\n",
       "      <td>21.61</td>\n",
       "      <td>6.76</td>\n",
       "      <td>6.04</td>\n",
       "      <td>15.83</td>\n",
       "      <td>6.90</td>\n",
       "      <td>14.00</td>\n",
       "      <td>7.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Dec</th>\n",
       "      <td>4.20</td>\n",
       "      <td>8.37</td>\n",
       "      <td>7.20</td>\n",
       "      <td>9.20</td>\n",
       "      <td>16.26</td>\n",
       "      <td>10.92</td>\n",
       "      <td>6.63</td>\n",
       "      <td>6.65</td>\n",
       "      <td>8.58</td>\n",
       "      <td>7.71</td>\n",
       "      <td>6.40</td>\n",
       "      <td>3.92</td>\n",
       "      <td>8.68</td>\n",
       "      <td>21.45</td>\n",
       "      <td>6.77</td>\n",
       "      <td>6.01</td>\n",
       "      <td>15.51</td>\n",
       "      <td>6.87</td>\n",
       "      <td>13.75</td>\n",
       "      <td>7.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Nov</th>\n",
       "      <td>4.30</td>\n",
       "      <td>8.32</td>\n",
       "      <td>7.19</td>\n",
       "      <td>9.20</td>\n",
       "      <td>16.35</td>\n",
       "      <td>11.01</td>\n",
       "      <td>6.62</td>\n",
       "      <td>7.10</td>\n",
       "      <td>8.66</td>\n",
       "      <td>7.59</td>\n",
       "      <td>6.65</td>\n",
       "      <td>3.86</td>\n",
       "      <td>7.39</td>\n",
       "      <td>21.11</td>\n",
       "      <td>6.73</td>\n",
       "      <td>6.08</td>\n",
       "      <td>15.90</td>\n",
       "      <td>7.01</td>\n",
       "      <td>13.40</td>\n",
       "      <td>7.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Oct</th>\n",
       "      <td>4.30</td>\n",
       "      <td>8.40</td>\n",
       "      <td>7.20</td>\n",
       "      <td>9.27</td>\n",
       "      <td>16.36</td>\n",
       "      <td>10.63</td>\n",
       "      <td>6.60</td>\n",
       "      <td>6.96</td>\n",
       "      <td>9.04</td>\n",
       "      <td>7.34</td>\n",
       "      <td>6.70</td>\n",
       "      <td>3.85</td>\n",
       "      <td>7.34</td>\n",
       "      <td>21.12</td>\n",
       "      <td>6.71</td>\n",
       "      <td>6.07</td>\n",
       "      <td>15.98</td>\n",
       "      <td>6.95</td>\n",
       "      <td>13.57</td>\n",
       "      <td>7.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Sep</th>\n",
       "      <td>4.59</td>\n",
       "      <td>7.72</td>\n",
       "      <td>7.20</td>\n",
       "      <td>9.40</td>\n",
       "      <td>16.39</td>\n",
       "      <td>10.79</td>\n",
       "      <td>6.68</td>\n",
       "      <td>7.22</td>\n",
       "      <td>9.01</td>\n",
       "      <td>7.49</td>\n",
       "      <td>6.83</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.06</td>\n",
       "      <td>21.37</td>\n",
       "      <td>6.69</td>\n",
       "      <td>6.06</td>\n",
       "      <td>15.78</td>\n",
       "      <td>6.97</td>\n",
       "      <td>13.59</td>\n",
       "      <td>7.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Aug</th>\n",
       "      <td>4.50</td>\n",
       "      <td>7.68</td>\n",
       "      <td>7.24</td>\n",
       "      <td>9.27</td>\n",
       "      <td>16.30</td>\n",
       "      <td>10.80</td>\n",
       "      <td>6.70</td>\n",
       "      <td>7.16</td>\n",
       "      <td>8.60</td>\n",
       "      <td>7.50</td>\n",
       "      <td>6.80</td>\n",
       "      <td>3.95</td>\n",
       "      <td>7.10</td>\n",
       "      <td>21.36</td>\n",
       "      <td>6.72</td>\n",
       "      <td>5.96</td>\n",
       "      <td>15.53</td>\n",
       "      <td>6.96</td>\n",
       "      <td>13.58</td>\n",
       "      <td>7.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Jul</th>\n",
       "      <td>4.52</td>\n",
       "      <td>7.67</td>\n",
       "      <td>7.28</td>\n",
       "      <td>9.37</td>\n",
       "      <td>16.30</td>\n",
       "      <td>10.58</td>\n",
       "      <td>6.67</td>\n",
       "      <td>6.90</td>\n",
       "      <td>8.73</td>\n",
       "      <td>7.49</td>\n",
       "      <td>6.86</td>\n",
       "      <td>4.01</td>\n",
       "      <td>7.04</td>\n",
       "      <td>21.38</td>\n",
       "      <td>6.62</td>\n",
       "      <td>6.00</td>\n",
       "      <td>15.66</td>\n",
       "      <td>6.88</td>\n",
       "      <td>13.45</td>\n",
       "      <td>7.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Jun</th>\n",
       "      <td>4.62</td>\n",
       "      <td>8.04</td>\n",
       "      <td>7.32</td>\n",
       "      <td>9.46</td>\n",
       "      <td>16.36</td>\n",
       "      <td>10.75</td>\n",
       "      <td>6.73</td>\n",
       "      <td>7.16</td>\n",
       "      <td>8.86</td>\n",
       "      <td>7.49</td>\n",
       "      <td>7.03</td>\n",
       "      <td>3.71</td>\n",
       "      <td>7.13</td>\n",
       "      <td>21.39</td>\n",
       "      <td>6.69</td>\n",
       "      <td>5.99</td>\n",
       "      <td>15.74</td>\n",
       "      <td>7.03</td>\n",
       "      <td>13.55</td>\n",
       "      <td>7.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014May</th>\n",
       "      <td>4.54</td>\n",
       "      <td>8.06</td>\n",
       "      <td>7.29</td>\n",
       "      <td>9.35</td>\n",
       "      <td>16.29</td>\n",
       "      <td>10.76</td>\n",
       "      <td>6.83</td>\n",
       "      <td>7.22</td>\n",
       "      <td>8.97</td>\n",
       "      <td>7.43</td>\n",
       "      <td>7.01</td>\n",
       "      <td>3.64</td>\n",
       "      <td>7.02</td>\n",
       "      <td>21.43</td>\n",
       "      <td>6.72</td>\n",
       "      <td>6.06</td>\n",
       "      <td>15.90</td>\n",
       "      <td>7.00</td>\n",
       "      <td>13.61</td>\n",
       "      <td>7.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Apr</th>\n",
       "      <td>4.59</td>\n",
       "      <td>8.70</td>\n",
       "      <td>7.31</td>\n",
       "      <td>9.25</td>\n",
       "      <td>16.38</td>\n",
       "      <td>10.76</td>\n",
       "      <td>6.83</td>\n",
       "      <td>7.36</td>\n",
       "      <td>9.03</td>\n",
       "      <td>7.48</td>\n",
       "      <td>7.06</td>\n",
       "      <td>3.70</td>\n",
       "      <td>7.25</td>\n",
       "      <td>21.35</td>\n",
       "      <td>6.72</td>\n",
       "      <td>6.12</td>\n",
       "      <td>15.72</td>\n",
       "      <td>7.06</td>\n",
       "      <td>13.69</td>\n",
       "      <td>7.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Mar</th>\n",
       "      <td>4.79</td>\n",
       "      <td>8.74</td>\n",
       "      <td>7.31</td>\n",
       "      <td>9.46</td>\n",
       "      <td>16.39</td>\n",
       "      <td>10.73</td>\n",
       "      <td>6.85</td>\n",
       "      <td>7.51</td>\n",
       "      <td>9.00</td>\n",
       "      <td>7.47</td>\n",
       "      <td>7.12</td>\n",
       "      <td>3.67</td>\n",
       "      <td>7.20</td>\n",
       "      <td>21.30</td>\n",
       "      <td>6.79</td>\n",
       "      <td>6.10</td>\n",
       "      <td>15.89</td>\n",
       "      <td>7.07</td>\n",
       "      <td>13.66</td>\n",
       "      <td>8.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Feb</th>\n",
       "      <td>4.58</td>\n",
       "      <td>8.84</td>\n",
       "      <td>7.31</td>\n",
       "      <td>9.41</td>\n",
       "      <td>16.51</td>\n",
       "      <td>10.83</td>\n",
       "      <td>6.83</td>\n",
       "      <td>7.68</td>\n",
       "      <td>9.06</td>\n",
       "      <td>7.53</td>\n",
       "      <td>7.20</td>\n",
       "      <td>3.66</td>\n",
       "      <td>7.47</td>\n",
       "      <td>21.38</td>\n",
       "      <td>6.80</td>\n",
       "      <td>6.07</td>\n",
       "      <td>16.04</td>\n",
       "      <td>7.16</td>\n",
       "      <td>13.64</td>\n",
       "      <td>8.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014Jan</th>\n",
       "      <td>4.57</td>\n",
       "      <td>8.95</td>\n",
       "      <td>7.33</td>\n",
       "      <td>9.45</td>\n",
       "      <td>16.52</td>\n",
       "      <td>10.50</td>\n",
       "      <td>6.79</td>\n",
       "      <td>7.48</td>\n",
       "      <td>9.09</td>\n",
       "      <td>7.57</td>\n",
       "      <td>7.18</td>\n",
       "      <td>3.66</td>\n",
       "      <td>7.12</td>\n",
       "      <td>21.66</td>\n",
       "      <td>6.82</td>\n",
       "      <td>6.11</td>\n",
       "      <td>15.96</td>\n",
       "      <td>7.12</td>\n",
       "      <td>13.72</td>\n",
       "      <td>8.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013Dec</th>\n",
       "      <td>4.50</td>\n",
       "      <td>8.97</td>\n",
       "      <td>7.23</td>\n",
       "      <td>9.42</td>\n",
       "      <td>16.47</td>\n",
       "      <td>10.04</td>\n",
       "      <td>6.76</td>\n",
       "      <td>7.33</td>\n",
       "      <td>9.12</td>\n",
       "      <td>7.61</td>\n",
       "      <td>6.97</td>\n",
       "      <td>3.69</td>\n",
       "      <td>7.56</td>\n",
       "      <td>8.56</td>\n",
       "      <td>6.86</td>\n",
       "      <td>6.08</td>\n",
       "      <td>15.54</td>\n",
       "      <td>7.20</td>\n",
       "      <td>13.65</td>\n",
       "      <td>7.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013Nov</th>\n",
       "      <td>4.44</td>\n",
       "      <td>8.94</td>\n",
       "      <td>7.32</td>\n",
       "      <td>9.44</td>\n",
       "      <td>16.53</td>\n",
       "      <td>10.61</td>\n",
       "      <td>6.76</td>\n",
       "      <td>7.57</td>\n",
       "      <td>9.07</td>\n",
       "      <td>7.56</td>\n",
       "      <td>7.08</td>\n",
       "      <td>3.64</td>\n",
       "      <td>7.10</td>\n",
       "      <td>8.62</td>\n",
       "      <td>6.83</td>\n",
       "      <td>6.17</td>\n",
       "      <td>15.79</td>\n",
       "      <td>7.30</td>\n",
       "      <td>13.72</td>\n",
       "      <td>8.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013Oct</th>\n",
       "      <td>4.62</td>\n",
       "      <td>9.01</td>\n",
       "      <td>7.80</td>\n",
       "      <td>9.53</td>\n",
       "      <td>16.53</td>\n",
       "      <td>10.62</td>\n",
       "      <td>6.73</td>\n",
       "      <td>7.41</td>\n",
       "      <td>9.31</td>\n",
       "      <td>7.46</td>\n",
       "      <td>7.19</td>\n",
       "      <td>3.55</td>\n",
       "      <td>7.21</td>\n",
       "      <td>8.78</td>\n",
       "      <td>6.88</td>\n",
       "      <td>6.23</td>\n",
       "      <td>16.03</td>\n",
       "      <td>7.25</td>\n",
       "      <td>13.81</td>\n",
       "      <td>8.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013Sep</th>\n",
       "      <td>4.85</td>\n",
       "      <td>8.98</td>\n",
       "      <td>7.81</td>\n",
       "      <td>9.61</td>\n",
       "      <td>16.54</td>\n",
       "      <td>10.32</td>\n",
       "      <td>6.76</td>\n",
       "      <td>7.64</td>\n",
       "      <td>9.26</td>\n",
       "      <td>7.58</td>\n",
       "      <td>7.19</td>\n",
       "      <td>3.57</td>\n",
       "      <td>7.00</td>\n",
       "      <td>9.45</td>\n",
       "      <td>6.87</td>\n",
       "      <td>6.17</td>\n",
       "      <td>16.01</td>\n",
       "      <td>7.28</td>\n",
       "      <td>13.88</td>\n",
       "      <td>8.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002Jun</th>\n",
       "      <td>8.50</td>\n",
       "      <td>11.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.16</td>\n",
       "      <td>10.09</td>\n",
       "      <td>12.05</td>\n",
       "      <td>15.91</td>\n",
       "      <td>13.06</td>\n",
       "      <td>9.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>8.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002May</th>\n",
       "      <td>8.50</td>\n",
       "      <td>11.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.15</td>\n",
       "      <td>10.13</td>\n",
       "      <td>12.03</td>\n",
       "      <td>15.94</td>\n",
       "      <td>13.06</td>\n",
       "      <td>9.19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>8.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002Apr</th>\n",
       "      <td>8.50</td>\n",
       "      <td>11.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.17</td>\n",
       "      <td>10.15</td>\n",
       "      <td>12.03</td>\n",
       "      <td>15.93</td>\n",
       "      <td>13.06</td>\n",
       "      <td>9.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>7.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002Mar</th>\n",
       "      <td>8.53</td>\n",
       "      <td>11.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.82</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.10</td>\n",
       "      <td>10.00</td>\n",
       "      <td>11.85</td>\n",
       "      <td>15.88</td>\n",
       "      <td>13.06</td>\n",
       "      <td>9.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>8.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002Feb</th>\n",
       "      <td>8.54</td>\n",
       "      <td>11.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.15</td>\n",
       "      <td>9.98</td>\n",
       "      <td>11.85</td>\n",
       "      <td>15.90</td>\n",
       "      <td>13.06</td>\n",
       "      <td>9.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>8.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002Jan</th>\n",
       "      <td>8.50</td>\n",
       "      <td>11.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.05</td>\n",
       "      <td>10.11</td>\n",
       "      <td>11.85</td>\n",
       "      <td>15.88</td>\n",
       "      <td>13.06</td>\n",
       "      <td>9.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>8.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Dec</th>\n",
       "      <td>8.56</td>\n",
       "      <td>11.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.27</td>\n",
       "      <td>10.15</td>\n",
       "      <td>11.78</td>\n",
       "      <td>15.39</td>\n",
       "      <td>13.06</td>\n",
       "      <td>9.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>9.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Nov</th>\n",
       "      <td>8.61</td>\n",
       "      <td>11.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.20</td>\n",
       "      <td>10.25</td>\n",
       "      <td>11.77</td>\n",
       "      <td>15.46</td>\n",
       "      <td>13.06</td>\n",
       "      <td>9.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>10.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Oct</th>\n",
       "      <td>8.65</td>\n",
       "      <td>11.58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.25</td>\n",
       "      <td>10.48</td>\n",
       "      <td>11.77</td>\n",
       "      <td>15.57</td>\n",
       "      <td>13.51</td>\n",
       "      <td>9.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.93</td>\n",
       "      <td>10.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Sep</th>\n",
       "      <td>8.69</td>\n",
       "      <td>11.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.22</td>\n",
       "      <td>10.61</td>\n",
       "      <td>12.03</td>\n",
       "      <td>15.83</td>\n",
       "      <td>13.91</td>\n",
       "      <td>9.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.93</td>\n",
       "      <td>9.90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Aug</th>\n",
       "      <td>8.81</td>\n",
       "      <td>12.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.24</td>\n",
       "      <td>11.05</td>\n",
       "      <td>12.03</td>\n",
       "      <td>15.75</td>\n",
       "      <td>14.24</td>\n",
       "      <td>9.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.42</td>\n",
       "      <td>10.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Jul</th>\n",
       "      <td>8.79</td>\n",
       "      <td>12.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.19</td>\n",
       "      <td>11.12</td>\n",
       "      <td>12.03</td>\n",
       "      <td>15.73</td>\n",
       "      <td>14.24</td>\n",
       "      <td>9.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.42</td>\n",
       "      <td>10.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Jun</th>\n",
       "      <td>8.74</td>\n",
       "      <td>12.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.15</td>\n",
       "      <td>11.15</td>\n",
       "      <td>12.28</td>\n",
       "      <td>15.76</td>\n",
       "      <td>14.24</td>\n",
       "      <td>9.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.42</td>\n",
       "      <td>10.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001May</th>\n",
       "      <td>8.83</td>\n",
       "      <td>12.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.17</td>\n",
       "      <td>11.28</td>\n",
       "      <td>12.29</td>\n",
       "      <td>16.08</td>\n",
       "      <td>14.24</td>\n",
       "      <td>10.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.42</td>\n",
       "      <td>10.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Apr</th>\n",
       "      <td>8.83</td>\n",
       "      <td>12.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.15</td>\n",
       "      <td>11.35</td>\n",
       "      <td>12.29</td>\n",
       "      <td>16.44</td>\n",
       "      <td>14.41</td>\n",
       "      <td>10.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Mar</th>\n",
       "      <td>8.84</td>\n",
       "      <td>12.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.13</td>\n",
       "      <td>11.43</td>\n",
       "      <td>12.09</td>\n",
       "      <td>16.52</td>\n",
       "      <td>14.41</td>\n",
       "      <td>10.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Feb</th>\n",
       "      <td>8.84</td>\n",
       "      <td>12.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.13</td>\n",
       "      <td>11.40</td>\n",
       "      <td>12.09</td>\n",
       "      <td>17.09</td>\n",
       "      <td>14.41</td>\n",
       "      <td>10.09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>11.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001Jan</th>\n",
       "      <td>8.87</td>\n",
       "      <td>12.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.18</td>\n",
       "      <td>11.49</td>\n",
       "      <td>12.09</td>\n",
       "      <td>17.19</td>\n",
       "      <td>14.41</td>\n",
       "      <td>10.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Dec</th>\n",
       "      <td>8.83</td>\n",
       "      <td>12.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.93</td>\n",
       "      <td>11.39</td>\n",
       "      <td>11.81</td>\n",
       "      <td>17.80</td>\n",
       "      <td>14.41</td>\n",
       "      <td>10.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Nov</th>\n",
       "      <td>9.05</td>\n",
       "      <td>12.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.93</td>\n",
       "      <td>11.48</td>\n",
       "      <td>11.81</td>\n",
       "      <td>18.00</td>\n",
       "      <td>14.38</td>\n",
       "      <td>10.23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Oct</th>\n",
       "      <td>9.12</td>\n",
       "      <td>12.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.87</td>\n",
       "      <td>11.49</td>\n",
       "      <td>11.81</td>\n",
       "      <td>18.21</td>\n",
       "      <td>14.34</td>\n",
       "      <td>10.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>10.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Sep</th>\n",
       "      <td>9.07</td>\n",
       "      <td>12.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.89</td>\n",
       "      <td>11.35</td>\n",
       "      <td>11.69</td>\n",
       "      <td>18.39</td>\n",
       "      <td>14.00</td>\n",
       "      <td>9.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.42</td>\n",
       "      <td>9.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Aug</th>\n",
       "      <td>9.06</td>\n",
       "      <td>12.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.01</td>\n",
       "      <td>11.32</td>\n",
       "      <td>11.70</td>\n",
       "      <td>18.59</td>\n",
       "      <td>13.93</td>\n",
       "      <td>9.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.92</td>\n",
       "      <td>9.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Jul</th>\n",
       "      <td>9.00</td>\n",
       "      <td>11.57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.01</td>\n",
       "      <td>11.09</td>\n",
       "      <td>11.70</td>\n",
       "      <td>18.66</td>\n",
       "      <td>13.93</td>\n",
       "      <td>9.78</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.92</td>\n",
       "      <td>10.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Jun</th>\n",
       "      <td>9.12</td>\n",
       "      <td>11.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.95</td>\n",
       "      <td>11.03</td>\n",
       "      <td>11.04</td>\n",
       "      <td>19.25</td>\n",
       "      <td>13.57</td>\n",
       "      <td>9.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.92</td>\n",
       "      <td>9.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000May</th>\n",
       "      <td>9.06</td>\n",
       "      <td>11.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.02</td>\n",
       "      <td>10.83</td>\n",
       "      <td>11.03</td>\n",
       "      <td>19.35</td>\n",
       "      <td>13.08</td>\n",
       "      <td>9.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.93</td>\n",
       "      <td>9.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Apr</th>\n",
       "      <td>8.99</td>\n",
       "      <td>10.82</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.01</td>\n",
       "      <td>10.54</td>\n",
       "      <td>11.03</td>\n",
       "      <td>20.46</td>\n",
       "      <td>13.08</td>\n",
       "      <td>9.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.44</td>\n",
       "      <td>9.20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Mar</th>\n",
       "      <td>8.90</td>\n",
       "      <td>10.48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.96</td>\n",
       "      <td>10.49</td>\n",
       "      <td>10.92</td>\n",
       "      <td>20.87</td>\n",
       "      <td>12.84</td>\n",
       "      <td>9.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.44</td>\n",
       "      <td>9.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Feb</th>\n",
       "      <td>8.93</td>\n",
       "      <td>10.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.95</td>\n",
       "      <td>10.35</td>\n",
       "      <td>10.91</td>\n",
       "      <td>21.22</td>\n",
       "      <td>12.53</td>\n",
       "      <td>8.97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94</td>\n",
       "      <td>9.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000Jan</th>\n",
       "      <td>8.83</td>\n",
       "      <td>10.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.81</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.96</td>\n",
       "      <td>10.28</td>\n",
       "      <td>10.91</td>\n",
       "      <td>21.62</td>\n",
       "      <td>12.53</td>\n",
       "      <td>8.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.44</td>\n",
       "      <td>9.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.98</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>194 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Austria  Belgium  Cyprus  Germany  Estonia  Spain  Finland  France  \\\n",
       "2016Feb     4.20     8.09    6.13     8.85    16.38  11.03     6.41    6.00   \n",
       "2016Jan     4.17     8.05    6.13     8.83    16.41  10.85     6.44    6.10   \n",
       "2015Dec     3.99     8.21    6.16     8.69    16.32  10.49     6.40    5.86   \n",
       "2015Nov     4.09     8.20    6.15     8.82    16.37  10.73     6.49    6.18   \n",
       "2015Oct     4.10     8.40    6.16     8.89    16.42  10.86     6.52    6.15   \n",
       "2015Sep     4.32     8.58    6.17     8.95    16.44  10.87     6.52    6.41   \n",
       "2015Aug     4.28     8.27    6.36     8.91    16.40  10.81     6.47    6.39   \n",
       "2015Jul     4.07     8.23    6.38     8.90    16.37  10.74     6.44    6.25   \n",
       "2015Jun     4.29     8.17    6.42     9.01    16.36  10.83     6.47    6.57   \n",
       "2015May     4.32     8.12    6.46     8.99    16.33  11.07     6.49    6.72   \n",
       "2015Apr     4.21     8.24    6.40     9.10    16.31  11.09     6.67    6.58   \n",
       "2015Mar     4.43     8.31    6.23     9.21    16.32  11.21     6.57    6.89   \n",
       "2015Feb     4.26     8.09    7.14     9.22    16.32  11.44     6.69    6.89   \n",
       "2015Jan     4.24     8.31    7.18     9.22    16.32  11.13     6.67    6.87   \n",
       "2014Dec     4.20     8.37    7.20     9.20    16.26  10.92     6.63    6.65   \n",
       "2014Nov     4.30     8.32    7.19     9.20    16.35  11.01     6.62    7.10   \n",
       "2014Oct     4.30     8.40    7.20     9.27    16.36  10.63     6.60    6.96   \n",
       "2014Sep     4.59     7.72    7.20     9.40    16.39  10.79     6.68    7.22   \n",
       "2014Aug     4.50     7.68    7.24     9.27    16.30  10.80     6.70    7.16   \n",
       "2014Jul     4.52     7.67    7.28     9.37    16.30  10.58     6.67    6.90   \n",
       "2014Jun     4.62     8.04    7.32     9.46    16.36  10.75     6.73    7.16   \n",
       "2014May     4.54     8.06    7.29     9.35    16.29  10.76     6.83    7.22   \n",
       "2014Apr     4.59     8.70    7.31     9.25    16.38  10.76     6.83    7.36   \n",
       "2014Mar     4.79     8.74    7.31     9.46    16.39  10.73     6.85    7.51   \n",
       "2014Feb     4.58     8.84    7.31     9.41    16.51  10.83     6.83    7.68   \n",
       "2014Jan     4.57     8.95    7.33     9.45    16.52  10.50     6.79    7.48   \n",
       "2013Dec     4.50     8.97    7.23     9.42    16.47  10.04     6.76    7.33   \n",
       "2013Nov     4.44     8.94    7.32     9.44    16.53  10.61     6.76    7.57   \n",
       "2013Oct     4.62     9.01    7.80     9.53    16.53  10.62     6.73    7.41   \n",
       "2013Sep     4.85     8.98    7.81     9.61    16.54  10.32     6.76    7.64   \n",
       "...          ...      ...     ...      ...      ...    ...      ...     ...   \n",
       "2002Jun     8.50    11.22     NaN    10.96      NaN  13.16    10.09   12.05   \n",
       "2002May     8.50    11.22     NaN    10.92      NaN  13.15    10.13   12.03   \n",
       "2002Apr     8.50    11.22     NaN    10.92      NaN  13.17    10.15   12.03   \n",
       "2002Mar     8.53    11.22     NaN    10.82      NaN  13.10    10.00   11.85   \n",
       "2002Feb     8.54    11.22     NaN    10.87      NaN  13.15     9.98   11.85   \n",
       "2002Jan     8.50    11.22     NaN    10.89      NaN  13.05    10.11   11.85   \n",
       "2001Dec     8.56    11.22     NaN    10.90      NaN  13.27    10.15   11.78   \n",
       "2001Nov     8.61    11.26     NaN    10.96      NaN  13.20    10.25   11.77   \n",
       "2001Oct     8.65    11.58     NaN    11.04      NaN  13.25    10.48   11.77   \n",
       "2001Sep     8.69    11.77     NaN    11.07      NaN  13.22    10.61   12.03   \n",
       "2001Aug     8.81    12.47     NaN    11.19      NaN  13.24    11.05   12.03   \n",
       "2001Jul     8.79    12.62     NaN    11.17      NaN  13.19    11.12   12.03   \n",
       "2001Jun     8.74    12.62     NaN    11.24      NaN  13.15    11.15   12.28   \n",
       "2001May     8.83    12.62     NaN    11.12      NaN  13.17    11.28   12.29   \n",
       "2001Apr     8.83    12.62     NaN    11.24      NaN  13.15    11.35   12.29   \n",
       "2001Mar     8.84    12.60     NaN    11.22      NaN  13.13    11.43   12.09   \n",
       "2001Feb     8.84    12.62     NaN    11.25      NaN  13.13    11.40   12.09   \n",
       "2001Jan     8.87    12.62     NaN    11.33      NaN  13.18    11.49   12.09   \n",
       "2000Dec     8.83    12.63     NaN    11.21      NaN  12.93    11.39   11.81   \n",
       "2000Nov     9.05    12.63     NaN    11.27      NaN  12.93    11.48   11.81   \n",
       "2000Oct     9.12    12.27     NaN    11.17      NaN  12.87    11.49   11.81   \n",
       "2000Sep     9.07    12.27     NaN    10.92      NaN  12.89    11.35   11.69   \n",
       "2000Aug     9.06    12.27     NaN    10.88      NaN  13.01    11.32   11.70   \n",
       "2000Jul     9.00    11.57     NaN    10.86      NaN  13.01    11.09   11.70   \n",
       "2000Jun     9.12    11.55     NaN    10.50      NaN  12.95    11.03   11.04   \n",
       "2000May     9.06    11.55     NaN    10.25      NaN  13.02    10.83   11.03   \n",
       "2000Apr     8.99    10.82     NaN    10.21      NaN  13.01    10.54   11.03   \n",
       "2000Mar     8.90    10.48     NaN    10.02      NaN  12.96    10.49   10.92   \n",
       "2000Feb     8.93    10.14     NaN     9.96      NaN  12.95    10.35   10.91   \n",
       "2000Jan     8.83    10.01     NaN     9.81      NaN  12.96    10.28   10.91   \n",
       "\n",
       "         Greece (GR)  Ireland  Italy  Lithuania  Luxembourg  Latvia  Malta  \\\n",
       "2016Feb         8.18    10.40   6.07       9.60        7.24   21.58   6.79   \n",
       "2016Jan         8.19     9.91   6.07       9.58        7.10   21.51   6.82   \n",
       "2015Dec         8.22    10.37   5.91       9.45        6.96   21.59   6.84   \n",
       "2015Nov         8.30     9.11   6.12       9.53        6.88   21.67   6.78   \n",
       "2015Oct         8.34     9.29   6.11       9.40        7.08   21.74   6.78   \n",
       "2015Sep         8.53     9.38   6.14       9.33        7.07   21.75   6.79   \n",
       "2015Aug         8.59     8.91   6.12       9.39        7.13   21.80   6.60   \n",
       "2015Jul         8.45     8.83   6.19       9.43        7.26   21.82   6.78   \n",
       "2015Jun         8.65     8.54   6.27       9.50        7.33   21.92   6.78   \n",
       "2015May         8.57     8.39   6.28       9.61        7.32   21.81   6.76   \n",
       "2015Apr         8.57     8.32   6.36       9.64        7.33   21.86   6.78   \n",
       "2015Mar         8.57     8.41   6.37       9.32        7.59   21.56   6.77   \n",
       "2015Feb         8.62     8.35   6.57       9.31        8.45   21.55   6.75   \n",
       "2015Jan         8.58     7.50   6.57       9.27        8.22   21.61   6.76   \n",
       "2014Dec         8.58     7.71   6.40       3.92        8.68   21.45   6.77   \n",
       "2014Nov         8.66     7.59   6.65       3.86        7.39   21.11   6.73   \n",
       "2014Oct         9.04     7.34   6.70       3.85        7.34   21.12   6.71   \n",
       "2014Sep         9.01     7.49   6.83       3.95        7.06   21.37   6.69   \n",
       "2014Aug         8.60     7.50   6.80       3.95        7.10   21.36   6.72   \n",
       "2014Jul         8.73     7.49   6.86       4.01        7.04   21.38   6.62   \n",
       "2014Jun         8.86     7.49   7.03       3.71        7.13   21.39   6.69   \n",
       "2014May         8.97     7.43   7.01       3.64        7.02   21.43   6.72   \n",
       "2014Apr         9.03     7.48   7.06       3.70        7.25   21.35   6.72   \n",
       "2014Mar         9.00     7.47   7.12       3.67        7.20   21.30   6.79   \n",
       "2014Feb         9.06     7.53   7.20       3.66        7.47   21.38   6.80   \n",
       "2014Jan         9.09     7.57   7.18       3.66        7.12   21.66   6.82   \n",
       "2013Dec         9.12     7.61   6.97       3.69        7.56    8.56   6.86   \n",
       "2013Nov         9.07     7.56   7.08       3.64        7.10    8.62   6.83   \n",
       "2013Oct         9.31     7.46   7.19       3.55        7.21    8.78   6.88   \n",
       "2013Sep         9.26     7.58   7.19       3.57        7.00    9.45   6.87   \n",
       "...              ...      ...    ...        ...         ...     ...    ...   \n",
       "2002Jun        15.91    13.06   9.24        NaN         NaN     NaN    NaN   \n",
       "2002May        15.94    13.06   9.19        NaN         NaN     NaN    NaN   \n",
       "2002Apr        15.93    13.06   9.20        NaN         NaN     NaN    NaN   \n",
       "2002Mar        15.88    13.06   9.21        NaN         NaN     NaN    NaN   \n",
       "2002Feb        15.90    13.06   9.24        NaN         NaN     NaN    NaN   \n",
       "2002Jan        15.88    13.06   9.24        NaN         NaN     NaN    NaN   \n",
       "2001Dec        15.39    13.06   9.28        NaN         NaN     NaN    NaN   \n",
       "2001Nov        15.46    13.06   9.51        NaN         NaN     NaN    NaN   \n",
       "2001Oct        15.57    13.51   9.72        NaN         NaN     NaN    NaN   \n",
       "2001Sep        15.83    13.91   9.85        NaN         NaN     NaN    NaN   \n",
       "2001Aug        15.75    14.24   9.89        NaN         NaN     NaN    NaN   \n",
       "2001Jul        15.73    14.24   9.93        NaN         NaN     NaN    NaN   \n",
       "2001Jun        15.76    14.24   9.96        NaN         NaN     NaN    NaN   \n",
       "2001May        16.08    14.24  10.03        NaN         NaN     NaN    NaN   \n",
       "2001Apr        16.44    14.41  10.05        NaN         NaN     NaN    NaN   \n",
       "2001Mar        16.52    14.41  10.06        NaN         NaN     NaN    NaN   \n",
       "2001Feb        17.09    14.41  10.09        NaN         NaN     NaN    NaN   \n",
       "2001Jan        17.19    14.41  10.13        NaN         NaN     NaN    NaN   \n",
       "2000Dec        17.80    14.41  10.16        NaN         NaN     NaN    NaN   \n",
       "2000Nov        18.00    14.38  10.23        NaN         NaN     NaN    NaN   \n",
       "2000Oct        18.21    14.34  10.20        NaN         NaN     NaN    NaN   \n",
       "2000Sep        18.39    14.00   9.98        NaN         NaN     NaN    NaN   \n",
       "2000Aug        18.59    13.93   9.76        NaN         NaN     NaN    NaN   \n",
       "2000Jul        18.66    13.93   9.78        NaN         NaN     NaN    NaN   \n",
       "2000Jun        19.25    13.57   9.60        NaN         NaN     NaN    NaN   \n",
       "2000May        19.35    13.08   9.36        NaN         NaN     NaN    NaN   \n",
       "2000Apr        20.46    13.08   9.18        NaN         NaN     NaN    NaN   \n",
       "2000Mar        20.87    12.84   9.05        NaN         NaN     NaN    NaN   \n",
       "2000Feb        21.22    12.53   8.97        NaN         NaN     NaN    NaN   \n",
       "2000Jan        21.62    12.53   8.88        NaN         NaN     NaN    NaN   \n",
       "\n",
       "         Netherlands  Portugal  Slovenia  Slovakia  \\\n",
       "2016Feb         5.83     15.28      6.80     13.86   \n",
       "2016Jan         5.81     15.41      6.79     13.97   \n",
       "2015Dec         5.88     15.16      6.65     13.72   \n",
       "2015Nov         5.97     15.32      6.79     14.10   \n",
       "2015Oct         5.93     15.55      6.74     14.12   \n",
       "2015Sep         5.97     15.51      6.81     14.21   \n",
       "2015Aug         6.05     15.21      6.79     14.26   \n",
       "2015Jul         5.92     15.42      6.71     14.21   \n",
       "2015Jun         5.87     15.47      6.76     14.15   \n",
       "2015May         5.90     15.81      6.80     14.14   \n",
       "2015Apr         5.99     15.73      6.82     13.97   \n",
       "2015Mar         6.05     15.66      6.86     13.89   \n",
       "2015Feb         5.97     15.80      6.90     13.96   \n",
       "2015Jan         6.04     15.83      6.90     14.00   \n",
       "2014Dec         6.01     15.51      6.87     13.75   \n",
       "2014Nov         6.08     15.90      7.01     13.40   \n",
       "2014Oct         6.07     15.98      6.95     13.57   \n",
       "2014Sep         6.06     15.78      6.97     13.59   \n",
       "2014Aug         5.96     15.53      6.96     13.58   \n",
       "2014Jul         6.00     15.66      6.88     13.45   \n",
       "2014Jun         5.99     15.74      7.03     13.55   \n",
       "2014May         6.06     15.90      7.00     13.61   \n",
       "2014Apr         6.12     15.72      7.06     13.69   \n",
       "2014Mar         6.10     15.89      7.07     13.66   \n",
       "2014Feb         6.07     16.04      7.16     13.64   \n",
       "2014Jan         6.11     15.96      7.12     13.72   \n",
       "2013Dec         6.08     15.54      7.20     13.65   \n",
       "2013Nov         6.17     15.79      7.30     13.72   \n",
       "2013Oct         6.23     16.03      7.25     13.81   \n",
       "2013Sep         6.17     16.01      7.28     13.88   \n",
       "...              ...       ...       ...       ...   \n",
       "2002Jun         7.94      8.40       NaN       NaN   \n",
       "2002May         7.94      8.40       NaN       NaN   \n",
       "2002Apr         7.94      7.90       NaN       NaN   \n",
       "2002Mar         7.94      8.10       NaN       NaN   \n",
       "2002Feb         7.94      8.50       NaN       NaN   \n",
       "2002Jan         7.94      8.60       NaN       NaN   \n",
       "2001Dec         7.94      9.20       NaN       NaN   \n",
       "2001Nov         7.94     10.00       NaN       NaN   \n",
       "2001Oct         8.93     10.40       NaN       NaN   \n",
       "2001Sep         8.93      9.90       NaN       NaN   \n",
       "2001Aug        10.42     10.20       NaN       NaN   \n",
       "2001Jul        10.42     10.60       NaN       NaN   \n",
       "2001Jun        10.42     10.10       NaN       NaN   \n",
       "2001May        10.42     10.80       NaN       NaN   \n",
       "2001Apr        10.92     10.70       NaN       NaN   \n",
       "2001Mar        10.92     10.80       NaN       NaN   \n",
       "2001Feb        10.92     11.00       NaN       NaN   \n",
       "2001Jan        10.92     10.70       NaN       NaN   \n",
       "2000Dec        10.92     10.80       NaN       NaN   \n",
       "2000Nov        10.92     10.10       NaN       NaN   \n",
       "2000Oct        10.92     10.10       NaN       NaN   \n",
       "2000Sep        10.42      9.60       NaN       NaN   \n",
       "2000Aug         9.92      9.80       NaN       NaN   \n",
       "2000Jul         9.92     10.30       NaN       NaN   \n",
       "2000Jun         9.92      9.50       NaN       NaN   \n",
       "2000May         8.93      9.40       NaN       NaN   \n",
       "2000Apr         8.44      9.20       NaN       NaN   \n",
       "2000Mar         8.44      9.10       NaN       NaN   \n",
       "2000Feb         7.94      9.10       NaN       NaN   \n",
       "2000Jan         7.44      9.00       NaN       NaN   \n",
       "\n",
       "         Euro area (changing composition)  \n",
       "2016Feb                              7.36  \n",
       "2016Jan                              7.35  \n",
       "2015Dec                              7.23  \n",
       "2015Nov                              7.37  \n",
       "2015Oct                              7.41  \n",
       "2015Sep                              7.53  \n",
       "2015Aug                              7.49  \n",
       "2015Jul                              7.44  \n",
       "2015Jun                              7.58  \n",
       "2015May                              7.62  \n",
       "2015Apr                              7.64  \n",
       "2015Mar                              7.75  \n",
       "2015Feb                              7.80  \n",
       "2015Jan                              7.76  \n",
       "2014Dec                              7.64  \n",
       "2014Nov                              7.80  \n",
       "2014Oct                              7.77  \n",
       "2014Sep                              7.90  \n",
       "2014Aug                              7.81  \n",
       "2014Jul                              7.77  \n",
       "2014Jun                              7.92  \n",
       "2014May                              7.92  \n",
       "2014Apr                              7.96  \n",
       "2014Mar                              8.06  \n",
       "2014Feb                              8.11  \n",
       "2014Jan                              8.04  \n",
       "2013Dec                              7.92  \n",
       "2013Nov                              8.02  \n",
       "2013Oct                              8.08  \n",
       "2013Sep                              8.13  \n",
       "...                                   ...  \n",
       "2002Jun                             10.80  \n",
       "2002May                             10.76  \n",
       "2002Apr                             10.74  \n",
       "2002Mar                             10.66  \n",
       "2002Feb                             10.69  \n",
       "2002Jan                             10.69  \n",
       "2001Dec                             10.73  \n",
       "2001Nov                             10.81  \n",
       "2001Oct                             10.97  \n",
       "2001Sep                             11.04  \n",
       "2001Aug                             11.23  \n",
       "2001Jul                             11.25  \n",
       "2001Jun                             11.30  \n",
       "2001May                             11.29  \n",
       "2001Apr                             11.37  \n",
       "2001Mar                             11.33  \n",
       "2001Feb                             11.36  \n",
       "2001Jan                             11.39  \n",
       "2000Dec                             11.31  \n",
       "2000Nov                             11.32  \n",
       "2000Oct                             11.25  \n",
       "2000Sep                             11.04  \n",
       "2000Aug                             10.97  \n",
       "2000Jul                             10.95  \n",
       "2000Jun                             10.68  \n",
       "2000May                             10.44  \n",
       "2000Apr                             10.33  \n",
       "2000Mar                             10.16  \n",
       "2000Feb                             10.09  \n",
       "2000Jan                              9.98  \n",
       "\n",
       "[194 rows x 20 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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+ZWEjZ9q0aSxYsKDc82+88QaPO2ChzrFjx+jbt2+1+2koyAlQG9R3MW/evDlX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\n/w+0e23SHktXLAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff84a888b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt = eu_loans[['Latvia', 'Estonia', 'Greece (GR)', 'Ireland', 'Euro area (changing composition)']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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A9XFxXF9bT8QVTj5ZZXT88osS0blz1SzY9khxzM1V4n377SqnH9QN5ckn1bT4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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff84a947b90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eu_loans[['Latvia', 'Estonia', 'Greece (GR)', 'Ireland', 'Euro area (changing composition)']].plot(legend=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'2016Feb', u'2016Jan', u'2015Dec', u'2015Nov', u'2015Oct', u'2015Sep',\n",
       "       u'2015Aug', u'2015Jul', u'2015Jun', u'2015May',\n",
       "       ...\n",
       "       u'2000Oct', u'2000Sep', u'2000Aug', u'2000Jul', u'2000Jun', u'2000May',\n",
       "       u'2000Apr', u'2000Mar', u'2000Feb', u'2000Jan'],\n",
       "      dtype='object', length=194)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loans.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "eu_loans.index = eu_loans.index.map(lambda x: datetime.datetime.strptime(x, '%Y%b').date())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff84a922c50>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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14sHBsGSJ8tjnzFGJr7bI5CQlwWOPqS+X7Gx45ZUWVUdUWK3ctW8fSYWFpFdV\n0dfVlX5ubvR3d2eijw9n+vriZTTybmYmDx88SJCTE3P37sXPZCI5IYFerq7cvncv9+3fz7uDBpFn\nNuNlNLKqqIiZO3fS19WVD7KyyDWbWT9qFMYGXv5EHx/eOnLEwX8UO/H01OERO+kqiUh76dB38OfC\nQsZ6eeFtah8zpvj7c93u3WRVVRHamkZAnYRaD/uknnZ96ouNyaRqwx98kKyRI/l0zBgODhnC9aGh\njI6LgwkT1H7Ozip+OmGCqkxxVC14RoZaczE+Hr7/XsWwp0xpdNcKqxUnITAZDJhtNr7JzcXVYGCU\nlxcRLi7csW8fuWYzX8fF0dvVlUOVlaSUl7OnooLXjxzhyh07qJKSQe7urIqPp5+bGysLCxnt5YVn\nzf/c09HRxK1fT+y6dRypqqLaZsPNaGTJkCGc5u3Nq0eOcKavL8GNlPmN8/Zmzu7d2KTE0N7tBloZ\nHumpoq09bQfxXV4e01s4geZUcDYYmOrvz7d5ecxtaa+QTkSFWSUS62LazVBts/FbjVj5OTnBvHmQ\nn88DsbEU9O5NvLMz52/fzs8jRhBX/0A3NzWb8J13HCfad92lEqT9+sGkSU0KtpSS6cnJFFgsvNG/\nP48cPEi5zUaAycSa4mLGeXtzsLKSdSNH4lUjwMM9PRnu6QnA35roH5Lo53fc794mE0kjRpBrNjPa\nywublFTZbHWifk+vXk1eSoizM34mE3vKy9t/4lZrwiO6YVS3oMNEW0rJsrw8/nqSD0VbcElgIO9l\nZnZp0a60qG6HzYVHcqqr+cfhw7ybmYm/kxNRrq78MGwYxsBACl94gSVr15IydixBzs70d3dn2rZt\nJCckHH/nc9llSrgPHFBLaoHy8FxdVdKzOfLzVRc9UBUsmzZBcnLdFG2rlKwsLOTLnBy2lpZSbbPx\nVVwc28vKyKqu5s7ISM7ZupW54eG8EBODUQhyq6t5OyODl2Ji6gT7VIhxcyOmxh6jEC2a1DXe25s/\nios7RrS1p20XOqbtILaVleFqMDCgtr9COzHV358b9+yhyGLBp53CMo6mwqI87drwiKzp7VK/pcCK\n/Hyu3LmTmcHBrBs1it4uLpy9dStPp6bySJ8+LDp6lHP9/etm910TEsJP+fn8PTWVF2Jijg3m5qaq\nU157Da69VvUKf+01VXHyzTcnfhr+/W9VelhZifXnn8koLyfczw+jzQZHjsCiRUhXVwSqguOS7dsp\nt1q5OiR/cfpdAAAgAElEQVSEq4KDWV9Swtlbt2ISgpf69WN6QACzQkJwqzdOoLMzDzfsUd1B1Ip2\neyTTj0PHtO1Ge9qnSJnVym+FhXybm8u0gIBGW622JZ4mE2f4+vJNTg6Xn8KU4MZwNxja5XpqPe0S\ncxXzU1L4NjcXd4OBtwYM4Ew/PzaXlHDVrl18M2QIk+rN3Pts8GDGbNxIidXKD/n5vFRfnIFno6MZ\nsn49N4SGEuvhwc6yMr7Pz+fKm28mctIkVTJ42mmqO92tt6qywGnT4OhRLFFRVH75JZ6rVsF117Gp\nVy/mXnIJB41GSq1WTvPx4aawMH4qKODzVatI8PIirbKSOaGhPNanT93fbZKvLzYpWVNczDR/f4Dj\nBLuzMd7Hh7cbW3aurWmFp222mntsyZ9ORJ4Ct6eksKW0lAhnZ57o27e9hwfgxtBQrt21i9tSUhx2\nTouU3NOrF8/UhhDakFrRXl3pwj5ZyvJhw9hbUcGs3bspt1qptNn4cNCg4wQbINzFhU2jR3NHSgpV\nNhuTG8R3Q11cWNCnD6M3bsTFYMDNYGCSry//KCzkH8nJ5JrNWKTk8qAgCj79lO8WLuSSL74gzNWV\n841GtsyYwS133UWqzcaqwkKejo5mTmgoVTVJxPezsjjN25v9Y8eyrbQUoxCcUyPM9bnXgS0M2pph\nHh4cNZu5dPt2rgoOdrgj0CSenqo7YAt6rmtPu3vQru/gH0VF/Jifz64xY9qtYqQxLg4KorQFLV/t\nIae6miHr13NFUBDxtR36TsLmkhLMUjKmFX2+axORv1R78Vb/3sR6eBDr4cFUf3+KLRacDYYm/77B\nzs58EReHxWZrtOLh9shIrg4JwSYl/k5OGITgx/x8nkxNJdbdHauU/D01FQ+jkXOvvJKJeXl4Go1M\n8/fnk969eS09nQkuLnw4aBAeNZ8UN6ORq0NCuDokpG6c8C5cvVMfJ4OB7QkJLM/P56GDB9lXUcGD\njlhEoQmKLBaW5OYy0tOTOFdXDOXlqkugHWjR7h602ztolZLbU1J4PiamQwW7rQhydubZ6Ghu2buX\ntSNHnlDT25B79+/nqNnM1tGjTwipbC0txSolI7282FBczN9TU7klPJxp/v4IIZSn7RVLmc3AefU8\nVWeDgUA7O9CZTnK/6N8gwTjF358p9cZ5u0bwDULwTHU1a4uLOb8m1PVid2tWZQfBzs5cFxrKWX5+\nTN6yBU+jkfmRkQ47f2plJb4mEz4mE0+mpvJjfj5HzWYevOwy7igpaZFo98Tqke6WiGy3SM/S3FyM\nQnB1e90+dgBzQkMRwP9q+300QWplJZtrhHn+2o85UHCg7rU95eVM2bqVqdu2ce3OnUxNTmastzf/\nt38/l2zfTpnVSoW5EiJmMMaQ1f71wSjBrx03yNmZCwID2z030RkJd3Hhv0OH8kRqKkW1vVxOkSqb\njbO3buXyHTs4XFnJ+5mZfD9sGLeGh5MTGNiisj+zrWfOiOxuMe12u5RXjxzh7sjIbv3hFkIwPyKi\n2cTUJ1lZXBkczAO9e/NRfhXzfnqI/+Tk8PaRI0zfto2no6PZkZBAlKsr3w0dykNRUWwbPRpfk4mz\nt27lyXwTeMYw3NZBs/E0TTLA3Z3z/P15LT3d7mMyqqq4d/9+njx0iKMNeuO8dPgwg9zdKbVaOWPL\nFm4KCyPcxQUvo5FSb+8WJSN1eKR70C6inVxayp7y8hYtHdZVuSwoiA0lJRyoqGBTSQnf1PSmKLda\nGbJuHa+kp/NRdjZzQkOZGRxMhZM/y/2v47n9yWwuLeVvUVHcGBZGoLMzT0VH18W8nQwGPhg0iCl+\nfgSJKth4CwZrOzYr0tjNw1FRvHLkSKM9TRryTkYGQ9avxyolqVVVDFy3jtm7drE8P5/FOTn84/Bh\nXu3Xj0WxsYQ6O9f1mfc0Ginx8GixaDsyPLKjrIwDDTtGdkK6m2i3y9fuXfv2cWt4OM7d6R6lCdyM\nRmaFhHBbSgobSkowCcGFgYEsyc3Fy2Ti65wcXIQgwcsLIQQ+2+/lidPvZ+HGt3jnL1tPem4hBI/3\n7cu/8lfwP2m2fxq7pl0Z6O7O9aGhnJ+czI/DhtXNrqyPrEnofpyVxfpRo+om9zwbHc17mZk8nZqK\nl9HIP/r1o2/Na2tGjqw73stopLSFou3ohlELMzIIcnLqNDXzTdHdRLtdVHSijw+3d/EmTS3hL+Hh\nJJeWsjgujkgXF34pKOCT7GzmR0Tw24gR/DFyZF2YqKw8k+tHzGJv3l7Kqu3znO2dEanpOJ6NjibW\n3Z3ztm1jcU4OJfVi3KUWC1ft3Mm3ubmsjo+vE2yAACcn7uvdm9/i4/nfsGHMDg1t9PyeRiMl7u4t\nimk7OjxSbLVSYrU67HxtRXdLRLaLp/14B9VjdxT93d05PH48QgiuDQnhxcOHWVdSwuK4OAxC1E29\nNlvNWGwW3ExuhHiEkF2WTbRz83XelZZKPJ097e49oml/DEKwcOBA3snIYGFGBjft2cOVQUF4GI18\nnZPDFH9/fo+Px7WVauJpNFLq6tqhMe1iiwW3LnD33OMSkUKI94QQ2UKIbfW2PS+E2CWE2CKEWCyE\naHmxcTen1pOeGRzMzwUFXBwYiHuDD2hJdQmezp4IIQjxDFEr0dhBhaUCX1dfHR7p5BiFYF5EBMuH\nD2dnQgIRLi74mEx8M2QI/xo4sNWCDeBlMlHq4tKy8IjNsTMiS7qIp90TwyMfAOc22PYjECelHAGk\nAA862rDuQoizM/MiIpjXSIOqkqoSvFzURJxaT9seKi2V+Lj4aNHuQoS5uPBInz482qcPI+2YfNUc\nnkYjJc7OHRsesVgodlBpY1vS3US72XdQSrlaCBHVYNuKer+uBWY42rDuxKv9+ze6vaS6BC9n9QEO\n9gi229OutFQqT1vHtHssnkYjpSZTx4ZHrFbcu4Cn3d1i2o6I9NwAfO+A8/Q4GnraR8vsW3i4wlyB\nj6uPjmn3YLyMRkqNxhZXjziy5K8rhUd6VEz7ZAgh/gaYpZSfOcieHkV9TzvEswXhEWsl3i7eOjzS\ng/EwGikzGJAdnIgs0eGRdqfV76AQYg4wDZjc3L4LFiyoe56YmEhiYmJrh+1WlFaXHudpr0pbZddx\nFeYK/Fz9OFKsZ0T2VIxC4AqUV1Zi7/ILjhRtKSUlViseXcTT7gqinZSURFJSUrP72fsOipqH+kWI\n84B7gUlSymbdvfqirTlGSVUDT7sFMW0fV52I7Eha0BG1zfAESqur7RZtR1aPlNWIdVcJj3QF0W7o\n0D7++OON7mdPyd9nwBpggBAiTQhxPfAa6n/mJyHEJiHEm44wuqfRMBFpb0y7tnpEx7Q7hrfegrlz\nO9oK8DQYKLFjqnwtjvS0i61WgpycKLdasdWsnNRZ6W6JSHuqR65uZPMHbWBLj6O1JX8VFpWI1NUj\nHcPKlWoh+ddeg45sC+5VsyqQvThStEusVnxNJsptNkqt1k7dblknIjUOo76n7efmR1l1mV1CrOu0\nO5Y//wQfH1i+vGPt8GyFaDuqeqTYYsHLaMTLaOz0IZKuEh6xFy3aHUh9T9sgDAR5BNkVIqkwV+g6\n7Q4iJ0ctMH/vvWoN447E09mZkhaEJlrVTzs9HT7+GF5/HbKP3QkW13jX3kZjp68g0aLdwZRsLKFk\nYwk2s61um63ahrR17rhaY9T3tMH+EIlORHYc69dDQgJcfjl89x10ZGdSL2dnSkFlRe2gxeGRPXtg\n/Hh1oStXwplnwlHlVJRYLHgbjXiZTBR3ck+7x8W0O5qK/RXkLs3F6Gkkf1k+JRtKMHobqUqtwnOk\nJ0YPI4UrC3Ht40rMizG4RrkirRKPOI9Ov+BCSfUxTxvsT0ZWWlSdtk5Etj9//gljxkBICIweDV9+\nCbNnd4wtnk5OlHh5QWUl1OsU2BQtEu3kZDjvPHjqKZgzR2177DGYOBFuuYXic87By9kZry4wwaa7\nedqdVrSlTbL31r3kLM4haEYQ0izxHudN7KJYjG5GLEUWitcVYy22ErsolsKkQg7cd0B53VUSYRIE\nnB+AW383gq4IwjnQvrUT25P6JX9gf9lfXcMoHR5pd9atg7/8RT1/6im46CKYNg06Yn0PL6ORUh8f\nNSvSDtE2W+0o+auogKQk9U306qswc+ax1xYsgLFjYelSirduxXvcOEoSErpEeMTOpVO7BJ1WtI+8\nfoSyHWWM3TcWJ98T/9FMPib8zzm22GzQJUEEXaI+OVJKSjaUUPhrIQU/FZD9WTYjkkZgMHWuaFBt\nl79aWhQeqSn5k1J2+juK7oKUSrTff1/9PnYsXHcdzJ8PX3zR/vZ41op2Zib89BPMmAGurk3ub7FZ\ncD9aABmrVTnFyJGq/OWnn+CTT1RmtagIIiPh669h0qTjTyCE+oaaNo2SvXvxXr2a4qQkioODO+Zb\ny060p90OVByo4NAThxi5ZmSjgt0cQgi8E7zxTvBG2iTbpm3j0COHiH6m+V7V7Un9RCQo0U4vbn5t\nwUpLJe5O7hgNRsw2M87GbuRGdGLS0pTGhYUd2/bEE9Crl8rXOXABdrvwNBop8faGc8+FwEB49lnl\nIX/4IVRVweTJkJICmzfDhAk8kZFMwqGbYPAQFVJJTVXGV1XB7bfDk09C7952zRoqNpnwmjwZr+XL\nKfn4Y3jkkY6fbdQE3U20O5XraSm2kPFuBlsmbyHqoSjcB7if8jmFQRD7SSzZn2Wza/YuKvZ3njXt\nSqtLTwiPHC0/eUzbYrNgkzZMBhPORmcd124jliyBe+45fltGhtK0+ri5qdj2li3tZ1stXkYjpdHR\n8PjjKgb9f/8HW7eqAvKvvoJBg+Cvf4Xt22H2bFYO82HL2iXw+++wcSNs2KCEPjkZ5s2DqCi7hbfY\nYlHVI2eeSUllpYp/HzjQxlfcOnQisg0o3VbKtqnbsBRa8J3kS+ynsfhO9HXY+Z2DnEnYlkD6K+ls\nGreJYT8Mw2vUqfc0PlUaJiJDPUPJLMk86TGVlkrcTG4IIXAxulBlqTouxKJxDDt2KAe1PtnZKgHZ\nkBEjlGiff3772FaLp9FI6WmnKXEG5WXXz4qOGHHs+RVX8E3hc0z1qrdeSZ8+6tEKSqxWvEwmvFxc\nKLnhBvD1VfGiDz+E6dNbdc62Qk+uaQMOPnKQXvf04vTS0xn2/TCHCnYtJh8TfR7tw4B/DSD5guQW\ne9yyDabqNkxEDg0eyuaszdikrcljKswVuJpU3NLF5KLL/tqI9HQ4fPj4bVlZEOlrJn95Pnnf5WEp\nVQm44cM7xtP2bGGNtL3VI/vKy7E28/9eXFvyZzRSLCXcdx8sXQo33ggvvNCilrFtTXcLj3S4p128\nvpiSjSUM/vfgdkmoBV0chDnbzKZxm4h6JIqwW8Iwup74jpZuLaV4XTFlyWUU/FRAZVolXqO9cIlw\nAQMETAsg6LIgDM6t+96rrfxwMR2bBx3iGUKgeyA7c3YyJHjIcfsnZyfzXcp3XDP0mmOiXeNpaxzP\nkSNKtG02MGdWseeWPfRdWUq/aitph71Aws6ZO4n9LJYRIwJ55JH2t7Gl09gbVo/YpCS1shIfkwlf\nkwmDELyens69Bw4Q7erKBQEBrCwqYrSXF//s1w9Dvc9n3eSa+u1Zx42D336Dhx6CZ56Bf/wDrr/e\nYdfbWrRoO5hDjx4i6qGoRoWzrQifG47PRB/237ufgw8fxHu8NyY/E0Y3I14JXhT+VkjR70X4n+OP\ne6w7sZ/G4trXlZKNJZhzzFjLrWS+n0nK/BQ8Bnvge6YvvR/ojdHd/mtoGBqp5bRep/F72u8niPaS\n3Uv4cueXzIidgZuTKu9yMbnomLYdSCnZuFFgMh0fMTgZR46AuVpy6JtCsu/aTfhfwvnQfyAxY5w5\ne74Sr5zFOaQ9l8bw3wLJzITiYvBux9VSWzON3WQwYbbZeCk9nTePHMEiJWVWK55GI2f6+fFbYSE7\nExLYXV7OqqIiHo2K4pm0NG7YvZv3Bg3CWCPcJVarmsZuMh1fpz1wICxeDLt3wznnqG0dLNxatB1I\n3rI8KvZVEHZjWPM7OxiPOA+GLRuGucBM0aoirOVWrMVWitcW4znMk0EfDDpBhOuXGIbfFE5VZhXl\nu8vJ/Fcm64esp+/TfQmaEYTBqXnvu2FopJYJvSawOm01c0cf30Zu9eHV7M/fT7m5vM7TdjY66/BI\nI0irBANYS62k3JZC8dpiXu8zHLc+rixcePJjzXlm8n/M5+Kd+TxqyCf9XidiX+1H0CVBHLoUTqu3\n1GfARQGk3JlCxfZShgzxZNs2NfekvThBME/CysJC0nvP46O8cn48tJkgJyeWDBlCfM16lTvKyliS\nm8sjUVH0dXOjr5sbUwMCADjd15fELVv48uhRrqoJ6h8XHmnMhkGD4Oef4eyz1WzKefPgxx9ViU07\nz0ay2bpXTLvDRNtWZWPfnfvo92o/DC4d9xd18nMi8MLAut/DbzlxAd6mcAlzwSXMBb8z/cj/MZ/U\np1I5cN8Bhq8Y3mzly8k87ed/f/64bVablbXpazEZTOwv2I+bqcbT1uGR46hMq+TwPw6T9VEW2EA4\nC1W/PyeM6Q9v4ZNBQ1AdhY9hq7aR9WEWhSsLKdlRTvWBCrwn+bKp2p9diX257DZXgi5R+zZMRBpM\nBsLnhnPkzSOMGDGQLVvaV7Rb4mk/n5aGseooh6qs3BQWxi1hYceFI+M8PIjzaLwzt4fRyG3h4Xyd\nk3NMtGsTkSdbvWbAAFWZ8swzat7/eefBP/8J8fEwbFjLLvYU0J62A5BScmjBIdwHuxMwNaAjTHA4\n/lP88Z/iT/or6eyevZv41fGUbi2lbEcZIdeEIAzHx+ub8rRjg2LJr8gnuzSbEE/1AUk+mky4VziB\n7oFsP7pdJyIbIX95Prtm7SJ0TigJ2xIwehkx55lx7+fOL7/Ar2Embty1jfWjnHGLOjYBpXRzKe6D\n3AmeGcw9SRE8/4sXPoEGNkyEiwcfn4zMyjqxeiTs5jDWx65n5MPRrN/iuPUX7cGzmQ57NikxCEFq\nZSVri4vxSF/Ei1PnE+bV8jvbCwMDuXPfPkotFjxNprreI97Nefs+Pqqs8Nln1e9jxihP+88/222a\nYlcU7cKT9Elvd9G2VlrZO3cvpZtLGbpsaHsP3+ZEzI8g99tctl+yneI/inGJciHroywi74zEe6w3\nzsHqH7UpT9sgDIzvNZ7fD//OpbGXArA6bTUTe03EIi0kH00+LhHZk2La1Uer6/5+oLzkojVFZLyd\nQdHKIuK+isN30rHKIyc/JaI//AChN4Xz+OJQ/nVLESFBxzzD3g/0xnuMNxYLrLgRtu6EmBiIiFDz\nTtLSjo2fnQ2hocfb5BLqQsCFAQxOyeDtjVFtc+FNUJuItElJUmEhk/386l4rNJsZvmEDV4eEIIBr\nQ0JYZC1vdT9tfycnxnt7831+PpcGBVFhs+FxsvBIU1x/Pfz3v2r25scfQz2b24quINoHKipYlpfH\n7TUztKZs29bkvvasXPOeECJbCLGt3jY/IcSPQog9QojlQggfewyTNsmua3ZhLbEy8o+RuEY2PeW2\nqyIMgkEfDAIB8avjGbl2JIEXBHLk9SOsG7iO/fftx1phbdLTBkgIT2BT5qa631enrea03qfR378/\nydnJdYlIZ6NzjwmPZH2SxZrQNRx++bCq65++jdV+q9l/9358JvgwZteY4wS7Pt9/D1OnwohRBrYZ\n/Qi6NKju4T1GZQ4zMtSHOzlZJSEjItREmlpPu7RUxUY9GymJ7/V/vTB8e4T0A9b63UvbHDeDgSqb\njaTCQs7aupUD9VoO3rN/P4m+vvxeVMSzaWnMDQ8/5UUQLgsK4uucHEqtVjyMRgxCqH7aLek9IoTq\nshUdrWYlrVzZanvspStMrvm9qIhHDh3CbLORXV3N3vLyJve1J5j8AXBug20PACuklAOBX4AH7THs\n4KMHqc6uZvDngzF6dPK/4ingGuXK0G+H4j7QHYPJQOSdkQxfPpwxe8ZQmVbJ70G/43uuL2O/H9vo\n8f38+7G/YD+gQkmr0lYxsfdE+vn3IyU/pceFR0o2l7D/nv0MXTqUrPez2Hr2Vvyn+jMhawKjN48m\n8o5ITD6Ni9Hhw6o1R0ICjBqlJgI2Rmqq0pPkZFWjXetp14p2rZfdWFWq51BPvEZ6Mi8mm+VLLCoR\n2g4IIfAwGnk3MxMfo5HPar4xfszP55eCAl7v35+fhg/nf0OHEuvhYV/DqJNwcWAgPxYUsKOsDO8a\nFaz19ls0j8HZGV55RZUEXnUV3Hqr6nnSRnSFyTXpVVUUWiysLCrih/x8zj7JHUizlyKlXA0UNNh8\nEfBRzfOPgItPdo7S7aUkX5hMzpc5DPlmSIcmHjsS52Bn4r6IY3z6eA4+e5Ch3w6l8LfCE/br59+P\nffn7AMgszaTKUkWMXwz9/ftjk7ZuX6ctbRJrpbrlLt1ayvYLt9P/9f4ETA9g1MZRjDs0jsjbIzF5\nndxrtNlUM6dZs5SnNXIkbNqk2nFcdtnxbahTU1W4dft25WlHRh4fHmlqNmQtvR/sTWJyChHzfmfb\n9G1tMhmrMbyMRv6Tk8MbAwaw6OhRKq1W5u3dy1sDBuBlMuFiMDCtpgrEYrNQVGCirKx1YwU6O3Nv\nr17M2b0br5rlxUwGA84GA+W2pieENcnFF6upp1YrDBmibonagK4QHkmvqiLSxYUlubl8l5fH9ICm\nc32tvVcKllJmA0gps4QQwSfbeeuZW+n9t94M/nJwu9Zjd1acfJ3Y5LuJinsr8LnOh9739wYjFP1W\nhDnXTMjtIezLU6K9M2cnccFxCCHo598P4Fj1SDep067OrWb3nN3YKmyY/EwUrSzCVmHDb4ofRauK\n6P96f4KvUP9iBmcD2Jm/evxxyM1Vd+OgarS3b1dFDGlpygMPrykWSk2FM86AN99UOhIfr17LyQGz\nufEkZH18J/oy8MDpDB0KP2RvIvvTbEKvC236AAfhaTTSy8WFq4ODeeTgQWbv3s0QD4+6cr36mK0W\nhsaZGNhfNfZrLNTTHPf16sW3ubnHbasNkVilxMVgwKUlbq2vLyxcqNrBXnst3Hwz/O1v4MA1J7uK\naM8NC+OdzExKrVZe6devyX0d9Zc5qVuxbOYynAqd4NkTl4nviSzatojl+5fz9zv+jjVS1YbbKmz4\nne2HcBGkPZDG6zmvk5yaTEFJAdcWXUuGOQOjl5FHv3sU/6P+yOkSZ4MzVRWd29O2VdtOOmu04lAF\nyVOTCbgwAL+z/DDnmIl5MQajp5Hcb3KJ+lsUXiNb3icmNRXeeEMJcG2Rgqcn9OunHLxff1XzP+qL\ndnw8xMUp/bj/fqUbISHK824sCdmQ8F4G+sRA+dwB7L83Gf+p/m3ex93LaGRmcDBCCK4ODubFw4fZ\nNWbMcftYrXD3PRKbv5Vl/zPy7rsqxu/lBbt2wR13qEVpUlPVfBj3k1SrmgwGFsXGsqa4uG6bt8nE\na0eO8M/0dMxScn1oKO8MHNiyC0lMVMsCXXutmgY/YoR6c2Ji1Npu/v7NnqIpuopon5eWRtk33+Bq\nMPDOihVN7tta0c4WQoRIKbOFEKHASVvTPfXaU60cpnuxcONCVqWtYvm+5fwy+xeCPILgOk7wyEKu\nDuHJR5+kD33IqMggKCaIotVFWAotlMeUM+qHUey8YidTk6fif9Cf9BfTibg9otE2AJXplZizzR3S\nICv782z237uf+JXxuEWruwNpkxSvK6Y6o5qCnws4+vlR+izoQ+QdJ/Y1Db/Z/pr5hrz3HlxzzYne\n8R9/KFHKzFSraU2erLanpSkxHzpUVaNFRKjttcnI5sIjtUyfDu+t9uaRmSHs/7/9xH4Y2+prsIdH\n+vRhko+qA7gjMpLx3j5Up7lRFKqq7axWFQoqKrVgmmRi3DhBQgI895wK//TvDy++CO++q+5K/vUv\nuPDCk4/Zz92dfvWU3cto5NPsbDaPHk2VzcZlO3a07mLCwtSEnMJC1czl6FH17RoXp1rHTp2qvllb\n2O6iKyQi06uquPjss8mNi8PdaOSvvXrx+OOPN7qvvaItah61/BeYAzwHzAa+PQV7ewSl1aXc+cOd\nvDX9LR6Z9AgDAgY0ua8wCNxGuJE6MJVvNn7Dw5MeJjZaffhzv81l66ytDF0zlP2D95Mdm43PP3w4\n8sYRPAZ7qIScETyGeCCrJGkvpGF0N+Ie645rH1fMuWb6vdKvTSp3pFVy8JGD+J7hi98UP9JfSsf3\ndF+2nr2VmJdiMB81c+T1I0irxH2AO+5x7ozZPea4Mj5HYLEo0W5stfRarRk0SHnataSmqs6kQ2uq\nUGtFOzZWdTLNylKNoZrj7rtV+OWl2D7M+nU9Bb8U4De57craLgo8NjEsY6cz101WYZHzz1cVdf/9\nr0qsrkiyEPpP9XE3GlV7kFq+/lr9vPVWtW9LebpvX4Z6ehLh4oLFZiO9qqqudWur8PVVnjfAFVfA\nTTepRRquuAI8PFRzqmuusft0nT0RWWWzUWCxEOzszMNRzZeNNvtXFUJ8BiQCAUKINOAx4FngKyHE\nDUAqcMUpWd0D2Ju3l/7+/ZkzYo5d+/fzU8nInTk7GRw0uG777OGzcTW50ndqXwpWFCBdJfF/xFO2\nrYyK/RVYS63IaknptlIs+RZGrhmJax9Xjn5+FGuZlYqUCnZesZMRv42wa7r9ybCZbeQtzaPwt0J8\nTvfh6BdHqUqrIvO9TPq/2h9zgZmRi0aS8VYGme9k4hToRPQz0fhP82/T5mDLlikBHjKk6X0GDlSz\nqkElJNPSjh3j53dM3O++W3njw4bBlCnNj+3nBytWwKhRJq65vT97btxD3DdxeI1o+zudVauUrj3z\njIoqHD4ML72kNE6YzDgZTl45Ehl5YmdDezivXvzcZDAw1MODLaWlTPJ1ULfOUaPU4+WXVTB+3jy1\niMONN9p1eGcPj2RUVRHm7FzX16U5mhVtKeXVTbx0dksM6+nszdvLwED743z9/Pvx9a6vqbJWEeZ5\nbMejDtoAACAASURBVAZbYp/Euue11SMGkwGvkV4njf2GzlYhGGmTJF+YzI7Ld+A51JOqI1WUbCzB\nM96TsBvCqMqooiy5jLLkMoyeRrzHehN6Q2hdpYY5z0x5Sjm53+SS9VEW7gPc8ZviR9Z7WTiHOTN4\n1WDSX0tn51U7iXkpBmEQRNwWQcRtES38i7Wed99V+ayTUd/Tzs1Vq3R5eqqW0E88cWy/uDjVPuOz\nz9QSifbg5QUTJsBuv0DOX2Bh25RthN0YRu+Hejdb8XIqpKSoLyM/PzWH5frrled8ySVQbG6+Rjsy\nUn3hnCqjvLzYWFLiONGuRQj1zfndd2optD594Kyzmj2ss4t2beWIvXR4l7+ewt68vQzwbzok0pB+\n/v34+cDPxIfFN+mVOhudKTO3rH6rdiWfjHcykGaJ1xgvwueGU7CigH137cO1ryuewzwJnR2KpcRC\n/vf5HHn9CL0f6k3WB1mUbi3FrZ8bvmf6MiJpBB6DTuxX0euvvRAGQdgN7d8ILC9PdQddtOjk+/Xp\no+LU5eUqNFK7Io2Hhwqf1ufRR9UakM0lIutT+6Vw04uh+E3x48ADB1g3YB2xn8fil9g24ZKUlGON\n9e66S81feeEFlVC1VNkn2q0JjzRklJcXvxQ0rBJ2IAMHwuefw9VXK/F+8cUTlxSqhxZtTavYk7eH\nc2MazlFqmhj/GKqsVcQGNp3IcjG5kF+R32JbnPyciHrg+NiZ91hvov52YjwtbE4YR788SsZbGYTd\nEkbwzOBmF0gWQtDrnl4ttssRLF6slkz0aiYaYTSqEEJKyrF4dlMMHAhr1igRtJfYWOo6CrqEuRD7\nUSy5S3PZc8MeEnYkYHRzvIqkpKjEIqgk49Klx9bmNVvN7SbaIz09ebE1cZaWMHky7NunvpUmTVIJ\nzJiY4/4GtXT2Ln8tFe1OfCndi715e0+afGxImGcYbia34+LZDWnYe6SkRCXhHE3wFcGM+HUEodeG\ndroV7Rvy+edqkp09DByovOHmRBtU2KQlYfjY2OMTnQCBFwTiNcqLtOfSGj/oFDCbVTy6/hfLeecd\ni81bbJZmZ0PWivapzguK8/AgtbKS0nr/jFYpSS4t5VCFA9do9fRUxfgPPABnnsnhX1IYMkStU1yf\nzuZpH6qoYHO9lX3Sq6ropT3tzoWUkj25e1ok2rWTaZrztOtPY58/XwnRg3Y1Fej6WCyqFjsqSjlb\nlZVqXdupU+07vjaEkZKiZks6kuho1c+kokIt/ltLzEsxbIjfgKyWBF4SiEuEC07BTqf8ZXjwoKp4\naapxnj19Rzw8lK15eWpx99biZDAQ5+HBq0eOsLu8nB1lZeytqCDM2ZkCi4X5ERE80Ls3zo5yf//y\nFzCZCLz8TAZXL+XIi7uJHuFdt1ZlZxPtx1NTWZSdze0RETwTHU16VRWn+9jVvgnQnna7kF2WjYvJ\nBX+3lk0Q+HzG50yJabpkoeEiCJmZakZfW3jbnZHnnlOVYG+/rWLUo0fDRReppKI9DBqkOobu2qXa\nPTsSk0kJd0rK8dtde7kSvzIeaZHsuWEPG+I3sG7AOor+OLXeG/v2nRgWqI+9zaIcFSI5z9+f7/Ly\nGOftzZsDBpA6bhx7x45l06hR/FxQwPNpDr7buOkmfpj4JH8wHqdPP1DtXzPVItmdSbStUvJdXh5r\n4uPZXV7OvL17OazDI52PloZGaokLjjvpLW3D3iN5eSqxtnRpq8zsUmzapHoOLVmiWq/m5cF//qPK\n3ezl3HNVSHTtWhUDdjSDBqkvhIZ4DPYg5vkYEpITOC37NGJeimH7xdvZf/9+LMX2feOWlak7i1oa\ni+XWx2xrvuQPHCfaT/Tty+8jRzIvIoKx3t74O6mxe7m68uaAAbyRkUFVa/qVnISPxBwuOLOMx8b/\nqMqH7rsPgOCKVExmB4ZlToE/i4sJdXZmtLc3Xw4ezNriYjaWlGjR7mzsyd3DwIAWTuu1g4a9R3Jz\nVV3xG284fKhOx733Ki+5pv0wTk5qXdmWVHgEB6tKEac2Wrugsbh2YwRdHMToLaMxHzXz/+2deVxU\n5frAvy/DDgICw+KCIi6goOJCmpJU3ltZmjfLNJfU22qmt+12W6+VWd1rm+WvNMsyNW+ZaZllmuKS\nmiIgIoKouAKyqSyyDMz7++MFGRBkm1GQ8/185gOcec85DzNznnnOs+7psYfUxalVOgUaS42XNaCa\nO7fqF1RdSru+lrZpZ8O6KCxUvvSG0svJiT5OTnxTSx/bsyUlvH78OJ+npbEuK4uZycnsOH95Y7Xq\nxMbCtId1REWh+pdERkKvXnydOIC+wz2UD+yxx1S0uqIHeHUHeE1Iqb7JzOCP/zEri5Hlee3O1tas\nCQ7mBhcXfBowEEJT2leBxlradWGnq+rTzs5Wn8l9+1QF3/XK+fOqTUV9A47XiqCgmi3tmrDztSNw\nSSAh60I4+9VZovpGkbo4lfSv0tndeTcpL6VUWZ+bqzJaKjCX0q7L0s7MrPx95kylGxvD0x078u7p\n01WClQCLUlPptWcPZ4qLiTx/nvdOnyYmP5+NdaQQnj+vjJbRo5WrqEA4w9q1sGABEYFnObgtR/kO\ng4JUS9iuXcHfXwUz775b3W7VRGys+ibr2hVeeaVx/6wJP2VnM8okYNDN0ZGd/fph3QD/vqa0rwKH\ncyyjtE2HIBQXq4eHh6rqq6+yaIls2KACj6YBvuZI9VL5+tCmfxv6butLwLwAstdmk7Ykje6fdCft\n8zTyoiszDoqKYM8elc4GSmlfoTFcvXtp16a0C48X8tXfM3nU5wwnthUgpapx+d//Gpdt8pe2benm\n4ID3zp1ExMRwuqiIjTk5vHb8ODv79WNhjx58HRTE5r59Ge/lRWYdJv3+/aoFgYODKoiKjUVZ1hER\nlBqtsHK0V7dis2apvgTff68+SOfOqcj13/6mbl2qu2wWLlSulrg4WLascbcW5WzKySHbYGBgXfmo\ndaBlj1wFXhz6IgHuAWY/rmn2SHa2UthCVCqLm282+ymrsD55PbcF3IbO6upGedatU701mjuBgXDs\nmLICG1IcKITA/TZ33G+rDFyX/qeUxAcTCXgvALcIN4wXyijI1ZGYaEVAgOpE6O9f+zGvZGmX5pci\nSyQ27jZVlLaUkvzofE69d4rUtefINrowzMeGpFEnOOFuzYRCT0oMOnb8JZ92/exxu9kN16Gu9ar6\nFEKwOjiYYqORD0+fZlB0NGXAN0FBdK/WZtDLxoaMkhJiY9X/aJpoUVysMmb276/sDTNwoLoTGzJE\n/X1ZIFKIqulCjz2mPlBjx0JMjIpu29kpBb1qlfp29PdXkeUNGxr84SuTkomHDrHzwgU+69EDqya2\ncNCU9lXghg41T6hpKqZ52hVKGxpn4TWGKWumsGPaDovcRdRGWZnqlT937lU7ZaNxclJG3PLl8MQT\nTTuW92RvyvLLSHkxhbx9eYzV6RiFFUee0JM8zo/Bg+2v6JuvTWkXnS4i7rY4ynLLCPk5hA7ejjgm\nXeDo8zlkrcmirESyy92XFR26s+oXaxITYfZrkgkD8+i6MxN7awP7bD3o6FTEyXdOkndfHp6jPOnx\neY96FRDZWVnxTz8/ejo6kmUwEFHDxBa9jS1RRw0M/7uKP8yapQKxUVGq+jUsTCnyilTPIUNg/nyl\ni+3t61lc06EDbN6sfG6jRqmo9rZtlW4UgClT4MsvG6y0V2VmklJYSGJYGA5mSGPR3CMtGDvryuyR\nrKzK3NqrobSllOQU5pBbnFv3YjOye3flVJmWwMMPq3anTS1YEUL1cOm/tz/DDMNYcEc4X9/Yj1O5\nNtjOjGKm5wmy12dz5tMz7O2zl+ih0eRszLkUwDTNHilILODo80dJfCiRmCEx+EzxIWBeALG3xJIZ\n/gcjU4+x+icrnskKYnj6DcQFd2JrlDX+/qoPS/JRwfzfXGj/WgB9F3XlgwQfOr3amdDIUIZkKPM2\n7rY4ChIKMBbXL0PkLk9PpvhWbXtQUKC6ET4xwYazxSXExanMqJQUZTk/9JC6w4iIUNv79lX7jR+v\nUkAnTVIKu94pf/b28N13KuF9+HDlGjENnIwdqxpWHT5cr/8JQP7xB2+lpPBK585mUdigWdotGtNA\n5NW2tPNK8iiTZVwostxsv+pIqbrW3XvvVTtlk7nlFhU03LdP5ZGbA6ETFBXBwNsdmPeFP462Xqy0\nP8WZjy6gc9HR9b2ulGSUkPxEMo5BjnSb343SrFICYwLZv3Q/+Qfy8Z3mi8sgF7zHe9P2VmXdtglr\ng85Jx68f2NKtGyy/RX05mlqpNjbq9f/iC6UsnZyUrluzRrmFdY46gpYFkfJyCvF3x1N0vAhplNi1\nt6Pv1r44+Nc/EPHSS8pX//oztjxka6BdOzUXofrrOHu2UtAV1aBWVvDVVzBiBAwerK6NeutLa2vV\n1/e551RXwU8+qXzOzU0VB9x4I9x/v2qwfuqUahfp7q4GOOj1aq2UsHIlvxQWIp98khFhYeqiXLlS\n9Uzp3oS7UymlRR/qFBqW4Ej2Een/gb+UUspPP5Xy4YfV9tJSKe3tpczPt9y5U86lSGYjVyesttxJ\nqvH551L27i1lYeFVO6VZePNNKR991LzHDA+XcsMGKW1tpZw0qeY1ZUVlMmV2itzqsFVudt0sl3Vf\nJtOXpcuyorImnTs6WsoZMyr/3rVLSk9PKffsuXytscwojaVGeWr+Kfln0J+yJKdESillQXKBPPXR\nKVl4ouY3c9cuKX18pMzKkrLMaJTWkZGypKxhcpeWSvnDD1KOG9eIa8FolPLYsZqfO31ayjfekPKV\nV6T88EMpExKk3LRJvcmTJl16ZC1YIAN37pTfjhsn5Zw5Uvr6Svngg1Lq9VK++GKdIpTrzst1ak0b\nzfnQlLblOJt/Vrq97SbLjGVyzhwpX3ih8rngYHVxWYqoM1GS2cglMUssdxIT4uKUYoiPvyqnMytH\nj0rp7a2UiLnoH1Ysd+4qk/fcI+WOHVdeazQa5aqDq+TfVv7NfAJUY+1apZPOnq19TfIzyTLSOlLu\n8Nwhd3jtkPH3x8vt7tvlsVeOydL8yhenrEx9fleurNzX548/ZGpRkcXkbyoFpaXy56wsWVj+Jp83\nGGT/vXvl80eOSOPu3cqKWrFCLc7KkrJjRynXr7/iMWtT2pp7pAXj5eRFuzbt2HtmL9nZN1yatgKV\nhR2hoZY5d0V3wavh087IULGhDz9U6VwtjS5dVCHPn3+qO2tzcLz7s7ybVMz33y+sc60QgrySvHql\n/DWWUaNU3O6pp2pvi9t1Xle6vNkFwzkDNp6q30rRySLVtjZwD/5v+eP9gDe//Qo9ii4w6OgFkh4p\nwr6LPUGBOjIMBnwbUDl4tfg5O5tpiYl429pSbDQywdubhamp3O/lxVtduiACAlRqYUV/BQ8PlaEy\nbhx8/LHqCd6A9KImBSKFEC8IIQ4KIeKEEMuFEJadYqpxGSO7j+Snwz9VCURC7SXU5uJqKW0p1Wd7\n4kTlCmyp3H23qvUwF7neP/PL6RUczKh7HmNmQSavbnmVSb0nmU+AGnjtNVXwc6X/08rOCjsfu0sN\nsuz97Om5oic9/9eTMx+eIfqGaArv28PDRckYcgw493Wm5EwJTz9cROafdVdFXgu+TE/nTX9/4gYO\n5O0uXUgpKmJdSAjvde1a2Qu/ekOcYcOUFbJ4sYqavvgi5OfX63yNVtpCiE7Aw0ColLI3Kqg5rrHH\n02gcFUrbNBAJlg9GVihtSwcid+1So8DqOzWmuWJOpX005yhGXSFPh77Gv37/V63rjNJIbHos474f\nx4SQCdzV3bLJ7U5OsGSJmgYWEaH6w9QX1xtd6fdnP+ym+jHPOpChiQPoOq8r7ae3p9tH3dj5bxfE\n2BTix8ST9FgS0TdGkzA+AWlsYlqOGThYUECYiwsAf9PrWRIYSGh9CmjGjlX5qwcPqoCmj4/KV5wy\nBZ55ptbdmmJp5wIlgJMQwhpwBFKbcDyNRjCowyDO5J4hteBEFaUdHKz6wj/1lMpcMDc5hTm4O7hb\n3NJ+7z01haW5dGlrLP37K0PKHF+kG49txObUcB7q8wQJmQnM3T4Xo1SpdUZpZGX8SkavHI3nfzwZ\nt2ocfb378sYtbzT9xPUgIgKOH1fZHCNGNOxuT1gJvj6hZ9BDrjg5VS1AuXibM4lr2+M11gunXk74\nv+lP0akiTs07hZSSc5vPkTgtkT8D/+To80e5mHzxsuMbi42c+fQMR587Sn5c/azauigxGjlWWEiP\nagVBDaJ9e+UuSU2FOXOUFe5b+9SnRvu0pZTnhBDvAieBi8BvUkozTJjTqA85OSrLSGelY0S3Efzi\n+DOentMvPd+7t7Lsfv9d+RsPHmxYVV5dZBdm4+/mz4Viy1nax46pnj9ffmmxU1w1hFCpcu++q/K2\nm8LGYxvh2GhcneyIfDCSCasnsDZpLX28+xCbHotE8tSgp/jkzk/wbXP1R77Z2KiZuzY2qpPiV1+p\n6lyV+FB7oUtensq227Pn8ue8bG053a4Mr6Fel7Y5LHdg38B9pH2ehpWdFT5TffB9xJes77OIGRqD\nU08nOr/WGbeb3Di//TyHJhzCKdgJ577OxI2Io+2tben2UTesXRof2jt88SKd7O2xM0dvcBeXqmXM\nzz1X47JGSyuE6AI8BXQCLgCrhBAPSClXVF872+TeNiIigoiIiMaeVgOV99uli7KgAwJgRLcRfOO5\nAg+P6VXWDR2qHmlpajCCacppU8kpzMG/rb9FLe1PPoFp01RPn+uB119XOcbLlikffWMoM5axJWUL\nxuSPsbcHN/uObHlwC+sOryM9P53bu97O6MDRWIlrXzc3ebIa+zZtmjIwUlJU5eLbbyvPQPVq7s8+\nUzUtNY1187Kx4Vi1Lnv2newJ/jEYaZC4DnW95D92HeSK/5v+ZK7KJGFcAm63uHHut3MELg3E43Z1\nO+r3oh9HnznK3l578RrvhcsNLghrgcsgF2y9q4bmZJlE6GouPT948SK9nC6fk9oYIiMjiYyMrHth\nTSkl9XkAY4HPTP6eBHxcw7omp9NoVGX+fGWz/Pab+vvUuTTJ826yxFBzTtm5cyoda98+88kwcsVI\n+eyGZ+WQz4eY76DV6N1b5euaC0OZQU5aPUluP7HdfAdtIBWpi0lJjds/MiVShvxfiBRCpRK3BAoL\nVRpzerqUW7ZI2a+flEFBUi5YIGVxsVpTUqKy4KKiaj7G2sxMOTIursHnLkorkknTk2T+wZoTtXOj\ncuWxfx+TcXfHydi/xspdAbtkUZpKLSw8WSjjRsXJnX47ZcHhghr3f+XYMflybfncTYRaUv6a8nWc\nBAwSQtgL9RV3K3Ad95a7tqSmwooVqiz3o4/UWLGK4R+2JT7oirw5mHWgxn3d3JTV8+OP5pOnwtK2\nlHskJ0dZZv37N+04RaVF7EtVTv3Xt77OgYwDjPl2DAmZCWaQsuGEhMDLL6vy9sbMAJi7Yy6Phs7A\n1rZhMyuvJfb2KqvN21v5vKOiVJfUH39U7+9XXynLu3v32t/viqZRDcXOx47uC7rj1LNma7hN/zb4\nz/YnZE0IfTb0wWeyD3F/iePAqANE9Y6iTf82+L3gR2xELIenHyb25ljOb1dZLIbzBqwXZjH0oSwS\nJiZwLtKCE+hNaIpPe78QYimwDygDYoBF5hJMoyoXLsB//qMezs6qZ02F0s7OBufsYUQej6SvT98a\n9w8PV0G9+lCf3svZhdl0dutsMffI9u2qBLmpAwpWH1rNxNUTCWsfxskLJ4l+NJqNRzdy54o7SXwi\nETvrq5/3O2OGqmZetEg1NaovO07u4HD2Ye67YwovNr905XojhFLew4ap12HpUjXO8UopnV62tmQ0\noS1qfen0Sids29mic9YRuCQQGw/1AbTvbM/FgxdxDnUmbkw82+e6MnzeRRw6luAxtRMuOVYk/T2J\ntsPb0vXDrujsLRg5r8n8NucDzT1iNkpKpHz/fSk3bpRy8WIpp0xR27dvl7L7mBVy9MrRte6bkyOl\ns7M6xpV4d+e7MvTTUFlSeuWFXv/1kgkZCdL1LdeG/hv14qmnVPl3k4/z61NyztY5cnnccrnz5M5L\n24cvHS6X7V/W9BM0kpgYKdu1q/96Q5lBRnwZIT+P/lympUnp5WU52ZojeQaDdNq6tc51RdVK3U8X\nFclFZ87IbefONbgMvia2nzsnxz2/TW7SbZEL3oiVdpGRl85puGCQ8ffGy12dd8kDYw7I428el7n7\ncqWxkX4sLOAe0bjK2Nio9Lfhw8HPr9LSzsqCzgxj24ltl1K/qtO2reowGRNTuW1LyhYm/TCJ+X/O\n52z+WZKzk5m7fS721va8v/v9WuWQ5R3+Orl1Iq8k71InOXOydauyxJpKVGoUgzoM4oGQBxjccfCl\n7U8MfIIFe6vOZfvh0A8UlRZVP4RFCA5WlZ71cZHEnY0j7LMwbHW2TOo9ieLi+g8vvl5w0ukoAy6W\njwlLLy4m8tw5Vmdmsi8vj8KyMp4+coS2O3bwXUYG2QYD4xMSCNm7l9/PnWPWkSN47dzJmPh4Vpw9\ni6GOF76wrIyMkhKKKsaSATkGA2MOHuTB53rS/fRAXo7Iw9/B4VLmiLWLNT2/7Umv1b3Q36unJKOE\n+HviSX4yubLbYraBsyvPkrun8XeoWhl7C8VUaWdkQAfXdqQ4eBCfEU9v79417hMertwOYWHq76/j\nvgYgJj2GOdvmoHfS8/JNLzOqxyjCPgvj7h5308Pz8tmW+SX52OnscLRxxMHagQJDAc625kvxuHBB\ndb8cOFD9Xd+pK9UpM5YRkx5DP99+lz13V/e7mPnLTGLSYgj1DeW9Xe/xzG/PsPCuhTzS/5Gm/gt1\nYm2tMrxycqpWslbHUGZgzLdjeGbwMzza/1GEUB3+WpvSFkLgZWPDa8eP821mJhdKS+nl5ISHtTVJ\nhYUcLSxklIcH60JCeDAxkWKjkUne3pwePBjH8iT/syUlbMjJYXFaGv86dgxfW1uKjEZGeHjQ0c6O\nRampJFy8iAR0gLNOR15ZGcFOTmzq04fXjx9njF7P7eUFEYusuhNdrYpRCEGb0Da0CW2D9zhv/F/z\nZ/9f95MwLgFDloG8qDzcbnIj989cAt4LwGdiA4aalqMp7RZKxQBWoxEOHFA9Oaw6Kb/2lZT2ypWV\nxVZ/nPqDb+/9lj4+fThw9gAr41fyZNiT6Kx0/Pcv/2XIF0N4Kfwl/jHoH5XluFQW1gC42rtyoeiC\nWZV2RWN7W1uleAMXBLJ45GJu9m/YKJ6k7CR8nH1o63B5Y31rK2seH/A4j//8OP19+/Pj4R9ZcvcS\n5u2cx8P9Hq7y/1ZwNOcoqw+txtnWGSdbJwSCGzveSIB7AFJKisuKsbeuvzbV69UX7pWU9qJ9iwho\nG8BjAyqd361RaQP0dHLiSGEh3/fqRaizc5X3KNtgwN3aGiEEf/brx8miIgaZjrgBvG1tmezjw2Qf\nHw7k51NQbkWvzspi6/nz/DcggJvc3BCAbbn1LKXkmaNHuXX/fk4VF5NQYUkA93p5ca+XF1fC2tWa\n3ht6c3LuSbzu98J9hDs6ex0FBws4cNcBznx4Bo9RHvg974eVrRWGbKXYDTm1++81pd1CcXRUObAZ\nGSpf+957wbttBKsTVzPzhpk17jN0qAqCGY2QU5RFen46wV7BAIR4hxDiHXJp7dTQqQzxG8Kob0YR\n6BnIHd3uuPRcdmH2JaXtYudCbnEu7WmPuVi5EsaMUb//nvI7p3NPM2/XvAYr7ajUKAa0q72J9axB\ns/Bw9CCzIJONkzbSw6MH83bOY3PKZm7tciulxlLiM+LZc2YPm1M2s+nYJsb2GotRGikwFFBqLOXp\n356ml74XSdlJFJcW8/vk3wn1rV+XLi+vqoNyQQ38rph9mVucyxvb3mDDxA1V1hQVqWlYrY1fetds\njAB4mESs29nZ0a6OFyjEJPm/unI3RQjBvIAAnkxO5jFnZ/QNmJpegY2bDQH/qTpu0KmXE2FJYeTu\nyuXk2ydJGJ+A3/N+HLz3IA7dHLDR135nqSntFkynTiotLi5OTe0IEMOY9essjNJYY3FFhw6qP8m+\nfZDmspNBHQZdNt+xrAwuXlRfCN09ujMjbAYr4ldUUdqmlraLnYtZ0/7y8tTA2Pnz1d9L9y/ljZvf\n4N1d73Io8xBB+qAa98svyWdN4hqSs5PRWemY2neqUtq+tSttRxvHy1whM2+YycxfZ+Lu4E5MWgx+\nrn6EtQ8jonMEC+9aiKt91Qu8oKSAjcc2EuIVQmx6LCNWjOD3yb/TU9+zzv9Vr79caYeGwvr10N6v\nmImrJzKy+0j6+PSpsqa1WtrXCishWNCUoQW1HdfWCrdhbrgMciH+nnhib44laGkQ+jHlgxT+V/N+\nmtJuwfj5qaEZ7dqpSjNXOuBm78bBjINVrGZTxo5VE7R1t/2BvnAIixbBI4+o8uJvvlFVeydPqmBn\nQACk5Y7lhw4vMyizgKlTBeeLzpNTmIOHo/Lrudq5mjXtb80aNWnd0xPyivNYd3gd79/2PhcNF/lg\n9wcsHKlakR4/fxwfZx/sre35JfkXxn8/nqF+QxnQbgBpeWkMXTIUO50dn41sWM34pN6TKDQUEuwV\nzIB2Ay5T0tVxsnVidOBoAALcAygqLWLYl8N4+9a3GR+iRlUtj1uOzkrHtNBpVfatcI9UUFoKR45A\nyskSntx9D/bW9iy4s2qwFGiVgcjrGSs7K4J/CKYkvQR7v7rfWE1pt2D8/JSSMx0sPazTMLae2Fqr\n0h4/XvWD6Bj0BylLXuOng2og6p498OqraizewIHquJmZ0MvVi5i0wTy/bCUrbb4kNS+VGQNn4G5v\nYmmbsdPf8uWqyRmoHOvwTuHonfRMHzidkE9CuMX/FlzsXLjvu/sY0G4A79/2Pg+ueZB1D6xjqN/Q\nS8dZun8pM9bPqLerogIHGwdmDZrVaPkn9J5AH58+PLbuMWb8MgMrYcUt/rdwKPMQpcbSKpZ9hCfB\nugAADXZJREFUdffI6dPqTmfBwdeQbpKVY1bWGIDVLO3rDytbq3opbNCUdovGzw9iY6sWJUR0jmBt\n0lpmhM2ocZ+ePcHVo5i9J2MY2uYGwmep6dZ79yqFedNNat3kyZX7WMc8wNTSqfi7TsDH2Ye3/3ib\naX2V1WhOSzszUw3uXb1aFfjM2zWPubeoseteTl5snLSRO5bfQamxlA0TN7Asbhn9F/Xnozs+qqKw\nASb3mcz44PEWbfxfG8FeweyYtoMyYxn5Jfm42rtyJOcINy25iY4uHS+5mvR6SEqq3O/4caDDLjZl\nf07yg/trlV1T2q0bTWm3YPz81M8qlnbnYTz929Msj1uOt7M3w7sMv2y/0Hs3cPBEMHNnOxMSokri\n//KXSoVdnft63cP05zJ4Z/ospGMGQQuCLgtEmoP161W5s6MjfLL3M/SO+io9oHt792b333djMBro\n0rYLN3a8kYm9J3Jjx5rHwVwLhW2Kzkp3yb3S1b0r3973Lfd+ey/Rj0bTrk079HqVglnBkRQDjJ7C\nHfL/8Hb2rvW4rTUQqaHQlHYLplMn9dNUafu5+jEmaAw/J//MhqMb2PPQHgLcKyPXpcZS9rR5gQc6\nvs3g8lqTyEjVf702nGyd6HjqGc7nQJB3O7677zv8XNU3hjkDkT/9BCNHwrnCc8zeOpuNkzZelnrX\n0bXjpd+FEAzxG2KWc18NhvoNZfrA6UxcPZGNkzai1+uquEdWn1iIdb4/nsZ7rngczdJu3WgVkS2Y\n7t1Vi8+21dKQP73rU1aMWcGTYU/yxraqze+XxCzB11XPslcqLdhu3VS2yJXQ61XlJcBfA/5KoGcg\noPK0zWFpl5TApk2qcf7apLWE+4XXmm/eknkp/CVsdDZMXjMZd89SjhPJp1Gfcjb/LFvK5jDw/DtV\ngpM1oQUiWzeapd2CcXVVAy9q46lBT9H1o65sOraJvWf2svXEVnaf3s2myZtqLB65Ep6el6engfkC\nkVu3Kn+7lxfERscyqMOgJh+zOaKz0rHm/jWM/t9o7tkcyMl+ZaxPDuEfv/4Dt8xx3Brch23brnwM\nzdJu3WiW9nWMq70rzw5+lrHfjeXkhZM8PuBxEmckXrHgpDZMLe133oEF5ZlojjpXDp+stLTfeqtx\nsxB/+kl1LgSITY+ttVvh9YCDjQNrx63ljZvnwMeHWHP/j0Q/Go3t5g8IC6NOS1tT2q0bzdK+zvnn\nkH/y7I3PXlZE01BMLe0dO9QYszvugK8Xu7DjfC5JSVDmkM4rR8djExtAXN/3Kc5rQ1RUZQpfdaRU\nvZXffRe2bIE//lBlw7HpsfTx7lPzTtcJ9tb2TOw7jlnOqv9I97Y9ST+u+knXdEdjSlFRZdWkRutD\ns7Svc4QQTVbYoJR2haV96pQKGN5yCxyKdcHX/wIvzI/mxiVh9HIOJyhQELIglIi70nnhBVi1SlmP\nd98Nv/6qjrFhg8paGT9eKaqjR6FrVzhx4QTOts7onfRNlrklUFFgc/q0GhLg46MaZpWW1r6PZmm3\nbjRLW6Ne6PUqJxyU0l6/Xs2dHPuEK+N/P8Qa59tw/e1Tlnw0huBg6PvPZ/F/8UVe7/8Ft9+uAp3D\nh6v872nTYMkSNStx+PCqE1iud9dIdSpK2aWEzp3V0Ft3d/UFWVtGjxaIbN00SWkLIVyBxUAwYASm\nSSn/NIdgGs2LCvfIxYtQUAC+vmpM1PmidvQ52Jt26R+TatXnUvrh7ndepcfHPZC+USxaNIDCQlUE\n9NBDqmnVhg2qX0p1WpvSrqiKzM9XSrtiW0ZG7Upbs7RbN021tD8E1ksp7xNCWAOOZpBJoxlSEYg8\ndUo1nqqwjt3s3dg+dTuFharZUwUudi7MuXkOs36dxY6pOyg1ljLkiwheHPoie/bcWet5YtNjmdi7\nkaPKWyAV7pGMjMuVdm1oxTWtm0b7tIUQLkC4lHIJgJSyVEppmYGBGtecCkv71CnVy7s6Dg5K2Zgy\npe8UikqLWBm/ksXRi8m+mM0j6x4h+2J2redpbZa2Xg9paarxV6BKfa+xZaspmqXdummKpe0PZAkh\nlgB9gChglpSy0CySaTQrKgKRtSntmtBZ6fjw9g8Z//14DGUGfpnwC0v3L+X+Vffj5+qHTuh4Zdgr\n+Dj7sDllM98nfE9+ST5d2nax7D/TjNDr4aWXVK/zceMqt9VlaWtKu/XSFKVtDfQDnpBSRgkhPgD+\nBfy7+sLZs2df+j0iIoKIiIgmnFbjWuDsrDrQHT5cf6UNqnT7pk43YWNlQ6hvKIGegby+9XX8XP1I\nzUsldGEoUkqC9EHcE3gP+x7ZV2Mv8OuVzp2hfXvVFrd8Klad7hEtEHl9EhkZSWRkZJ3rRGOHsgoh\nvIFdUsou5X8PBZ6XUo6stk5aYvCrxtWnQwcICVGpe489Vvf6CkqNKn/N2upyG+Fs/lmM0ohvG19z\nidmikFKl95kMXmHRItV18bNaWoGHh8PcueqnxvWLEAIp5WWly402aaSUZ4FTQoiKkQ63AgmNPZ5G\n80evh+johlnaoJR1TQobwNvZu9UqbFABXZtqzQi1QKTGlWhq9shMYLkQwgY4BkxtukgazRVPT5Wr\n3VClrdEwahpDZorm027dNElpSyn3AwPrXKhxXVAxNVxT2palXTs18q02NKXdumk9ER+NJqPXg5MT\nuLlda0mubzp3BoMBTpyo+XktENm60ZS2Rr3x9FRWdgO7umo0ECFUkNF0qo0pmqXdutGUtka90es1\n18jVoi6lrQUiWy9awyiNehMeDi4u11qK1kF4OCxcWPNzmqXduml0nna9T6DlaWtoNJiyMvDwgORk\ndYdTgdGoinCMRs1Ndb1j9jxtDQ0Ny6HTweDBauCEKRVBSE1ht140pa2h0Uy56abL/dqaa0RDU9oa\nGs2UmoKRWhBSQ1PaGhrNlIED4dChqn3KNUtbQ1PaGhrNFDs7NT9z167KbVphjYamtDU0mjEVLhKj\nUc3VPH9eU9qtHU1pa2g0Y8LDYds2+OEHmD4d7rtPU9qtHS1PW0OjGZOXp4Yo+/vDm2/Cvn2QkgJL\nl15ryTQsTW152prS1tBo5gwYoIYlREVp+dmtidqUtlbGrqHRzHn6aejUSVPYGoomW9pCCCvUUN/T\nUspRNTyvWdoaGhoaDcSSZeyzuMpjxuoz/PJa0xJkBE1Oc9ISZARNTnNyLWRsktIWQnQARgCLzSNO\n/dDeTPOhyWk+WoKMoMlpTlqc0gbeB54DNP+HhoaGxlWg0UpbCHEncFZKGQuI8oeGhoaGhgVpdCBS\nCDEXmAiUAg5AG2C1lHJytXWaFa6hoaHRCCyWpy2EGAY8U1P2iIaGhoaG+dDK2DU0NDRaEBaviNTQ\n0NDQMB/NwtIWQnQQQmwWQhwUQhwQQsws395WCPGbECJJCLFBCOFqss8LQohkIcQhIcRfTbbPEUKc\nFELkNmMZfxFCxAgh4oUQi4UQZqtMNbOcW4QQieWyRgshPJubnEIIZxP5YoQQmUKI95qTjOXb7xdC\n7C8/zlvmkK+xcgoh3MvX5wkh5lc7lkWuHwvIaZFryMwyWub6kVJe8wfgA/Qt/90ZSAICgXeAf5Zv\nfx54u/z3nkAMqgy/M3CEyruGMMAbyG3GMjqbHHcVMKGZyrkFCG3u73m140YBQ5qTjIA7cAJwL1+3\nBLj5Gr6WjsCNwCPA/GrHssj1YwE5LXINmVlGi1w/Zr8YzfTCrQGGA4mAt8mLmVj++7+A503W/wLc\nUO0YZv/QWUBGG+BH4PbmKGf5h65/C3rPuwMnmpuMwABgo8n2icDH10pOk3UPVlc0Js9Z9Poxo5wW\nvYaaIqOlrp9m4R4xRQjRGegL7Ea9SGcBpJTpgFf5svbAKZPdzpRvazEyCiF+BdKBQinlr81VTuDL\n8lu7ly0hoxnlBLgf+F8zlPEI0EMI4Vd+Gz8a6HgN5bzmmENOS19DZnotzX79NCulLYRwRt3qzJJS\n5nN5peU1j5qaS0Yp5e2AL2AnhJhc1/qGYiY5H5BShgDhQLgQYqKZxTT3ez4O+MZcslXQVBmllOeB\nx4Fvga1AClDW3OS8WrSEa6g5Xz/NRmmXWyCrgK+llGvLN58VQniXP+8DZJRvP0NVS6VD+bYWJaOU\nsgT4HhjYHOWUUqaV/ywAVqD8nc1OzvK1vQGdlDKmOcoopfxZSjlISjkEOFz+uFZyXjPMLaclriFz\nyWip66fZKG3gCyBBSvmhybYfgSnlvz8IrDXZPk4IYSuE8Ae6AnuqHc8SZfVNllEI4VT+pld8OO4E\nYpuhnDohhEe5nDbAXUB8c5PTZL/xWMDKNpeMQgh9+c+2wHTM32StIXKaUtt1Yqm2FE2W8ypcQ+aQ\n0XLXjyWc941w9g9B3S7GoqLv0cDtqKj7JlQE9zfAzWSfF1C+wkPAX022v4PyK5YCJ4FXm5OMKF/Y\nnvLj7Af+Sw1ZEM1ATkdUJkYscADVHKzZyWny3BGgezP+XK4ADqIu3PuagZwpQBaQW36dBFry+jGn\nnJa8hswoo8WuH624RkNDQ6MF0ZzcIxoaGhoadaApbQ0NDY0WhKa0NTQ0NFoQmtLW0NDQaEFoSltD\nQ0OjBaEpbQ0NDY0WhKa0NTQ0NFoQmtLW0NDQaEH8P7EljcE5AW38AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff84a922910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eu_loans[['Latvia', 'Estonia', 'Greece (GR)', 'Ireland', 'Euro area (changing composition)']].plot(legend=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff84a968810>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QoKvuq0jp1wa2pD+rDvn5+SxdupSDBw/arU9F3VObf3MA48eP56OPPrrmlbZy\njzQyKoozffnll5kwYYL1PC4uDo1Gg9lsBmDQoEHMnTuXAQMG4OLiwpkzZzh//jx33nknPj4+tGnT\nhs8++6zCcdeuXUv37t3x8PAgLCysxLaRRWN98cUXhIWFcfPNNwOwc+dO+vfvj5eXF926dWPz5s3W\nNl999RXt27fH3d2dVq1a8cknn1Q49q5du/Dy8iI4ONhalpqayoMPPkhISAg+Pj7cfffdJb6jd955\nh4CAAEJCQvjqq6+qdR9ff/01YWFh+Pv789prr1mv5+bmMnHiRLy9venQoQOLFi0q4Ypp3rw5mzZt\nsv5/jBkzhokTJ+Lu7k6nTp3Yt2+fte6+ffusctx7772MHTuWF198scLv4NNPP7V+Xx07duTAgQMA\nHDt2jEGDBuHl5UWnTp1YvXq1tc3kyZN59NFHGT58OG5ubgwcOJDk5GRmzZqFl5cX7du3L/EibN68\nOQsXLqRDhw74+Pjw0EMPkZ+fX0KG1q1b4+vry8iRIzl//rz12hNPPEFAQAAeHh506dLFutvk5MmT\nefHFF8nOzmb48OEkJSXh5uaGu7s7ycnJZf5u//e//9GxY0e8vb0ZPHgwx44dKyHf22+/TZcuXfDy\n8mLcuHEl5IuMjGTjxo0UFBRU+D1eE5SXzsaeB40zxU+DpCjdWHnMmzdPTpgwwXp+9uxZqdFopMlk\nyWMXGRkpw8LC5NGjR6XJZJIFBQVy4MCBcsaMGTI/P18eOHBA+vn5yT/++KPc/m1JUTZx4kSZnZ0t\nc3NzZWJiovTx8ZHr1q2TUkr5+++/Sx8fH3n58mUppZRr166VZ86ckVJKuWXLFqnX6+X+/fvLHXvJ\nkiXyH//4R4my4cOHy7Fjx8r09HRpNBrlli1bpJRSRkVFSZ1OJ+fNmyeNRqNcu3at1Ov1Mi0tzeb7\nqCzVWmRkpExPT5eJiYmyc+fOJVKtFf//mTdvnnR2dpbr1q2TZrNZzp49W/bp00dKKWV+fr4MCwuT\n7733njQajfK///2vdHR0tOb6LM3y5ctl06ZN5d69e6WUUsbGxsr4+HhZUFAgW7VqJRcuXCgLCgrk\npk2bpJubmzxx4oSUUspJkyZJPz8/uX//fpmXlycHDx4sw8LC5LfffivNZrOcO3euHDRoUAn5O3Xq\nJBMTE2Vqaqrs37+/VaaNGzdKX19feeDAAZmfny9nzpwpBw4cKKWUcv369fKGG26QGRkZUkopjx07\nJpOTk60mlAETAAAgAElEQVQyFPURFRVVJjVd8b/b48ePSxcXF7lx40ZpNBrlm2++KVu1aiULCgqs\n8vXu3VsmJyfL1NRUGRERIT/++OMS/bm7u8uYmJhyv8eG/GyXB1eTI/Jqjkb6RVXIH/xhl6MmhIeH\nSzc3N+nl5SU9PT2ll5eX/Oyzz6SUtintl156yXo9ISFB6nQ6mZWVZS2bPXu2nDx5sk2yzJo1Sz75\n5JMlxjp79qz1+htvvCEfeOCBEm1uu+02+fXXX5fb38iRI+XixYvLvbZgwQI5btw46/n58+elVquV\n6enpZepGRUVJvV5vvW8ppfT395e7du2y+T6SkpKs13v16iV//PFHKaWULVq0kL/99pv12meffVap\n0r711lut144cOSL1er2U0vLiaNq0aQk5BgwYUKHSvu2228r9brZu3SqDgoJKlI0bN06+/PLLUkqL\nwpwyZYr12nvvvSfbt29vPY+JiZFeXl4l5P/kk0+s52vXrpWtWrWSUkr50EMPyWeffdZ6zWAwSEdH\nRxkXFyc3bdok27ZtK3fu3CnNZnMJeaqjtOfPny/HjBljvWY2m2VISIjcvHmzVb5ly5ZZrz/zzDNy\n2rRpJfoLCQmRW7duLfNdSXntKO0G7dOWUnIkO5uotDSi0tKIz82tsO6jISE8EBhY6zJFyshaH6My\nVq1aVWOfdvGf8klJSXh7e6PX661lYWFh7N27t9y2u3fv5rnnnqs0RVnxNGRxcXEsX77c+nNdSonR\naGTw4MEA/Prrr7zyyiucOHECs9lMTk4OnTt3LndsLy8vMovtg56QkIC3tzfu7u7l1vfx8UFTbLVr\n8XRp9ky1VlWUSmCxv0e9Xk9ubi5ms5nz588TEhJSom5lfSUkJNCyZcsy5UlJSWXahYWFkZiYWO69\nODs7lzkvurciSqeSS0pKso7Vo0cP6zUXFxe8vb1JTExk0KBBzJgxg0cffZT4+Hjuvvtu3nrrLVxd\nXSu8p/JISkoqkb5OCEGzZs0qvB+9Xl/CRQOQmZmJp6dntcZtbNiSBOFzIcQFIUR0OdeeKkw15m1v\nwfLMZiJ27+aOmBj2ZWZyh48P/2nVisWtW5c55jdvztOxsWxNS7O3GA0OWYFP28XFhezsbOt56T9m\nKBlVERwcTEpKCllZWday+Pj4MsqkiPHjxzNy5EgSExNJS0tj6tSpZWQp3n+zZs144IEHSElJISUl\nhdTUVDIzM3nmmWfIz8/nnnvu4ZlnnuHSpUukpqYybNiwCu+tc+fOnDhxokTfKSkpZGRklFu/Mu67\n774q76MigoKCOHfunPU8Pj6+2uMX9VNcEQElIipK06xZM2JjY8uUBwcHl2lX2f+hLRTvLy4uzjqP\nEBwcXCK1XFZWFleuXLGONWPGDP766y+OHDnC8ePHWbRoUZm+q5qELD1GkTzFXySVkZSUREFBAW3b\ntrWpfmPFlonIL4HbShcKIZoCtwK1kiTwv5cu0dTJidg+ffi8XTsmBAbSx8OD3u7uZY4h3t58HRHB\nPYcPM+rQoRLHPYcO8VcNHu7GRteuXdmyZQsJCQmkp6ezcOHCSus3bdqUfv36MXv2bPLy8oiOjubz\nzz8vMSlUnOqmKLv//vtZvXo1GzZswGw2k5uby+bNm0lKSrJauL6+vmg0Gn799Vc2bNhQoay9evUi\nLS3N+iIKDAxk2LBhTJ8+nbS0NIxGI1u3brXla7JbqrXExESWLFli05il++7bty9arZYlS5ZgMplY\ntWoVu3fvrrDdww8/zFtvvWWdyIyNjSUhIYHevXuj1+t58803MRqNREVF8X//93825QktLVMRS5Ys\nITExkZSUFF577TXGjh0LwLhx4/jyyy+Jjo4mLy+POXPm0LdvX0JDQ/nrr7/YvXs3RqMRZ2dnmjRp\nUuKXThEBAQFcuXKlwpftvffey5o1a/jjjz8wGo289dZbNGnShL59+9p0L5s3b2bw4ME4ODjYfP+N\nkSqVtpRyG5BazqV/A0/bXaJCPkpKYlo1LIbbvL35X6dOjA8IKHG01ut5/syZ2hKzzhkxYgTu7u7W\nY9SoUQDccsstjBkzhs6dO9OzZ09GFE9sTPlWzvfff8+ZM2cIDg5m1KhRzJ8/v0LXS3VTlDVt2pRV\nq1bx2muv4efnR1hYGG+99RZmsxlXV1cWL17M6NGj8fb25ocffuDOO++s8J4dHByYNGkS33zzjbXs\nm2++QafT0a5dOwICAvjPf/5TYXt7pVp78cUXCQkJoXnz5gwZMoTRo0eXiBuvypIsuu7g4MB///tf\nPvvsM7y8vFi2bBkjRoyoMAb9nnvu4fnnn2f8+PG4u7tz1113kZKSgoODA6tXr2bt2rX4+voyY8YM\nvvnmG1q3bm2TPOXVGT9+PEOGDKFVq1a0bt2a559/HoCbb76Z+fPnc/fddxMSEsKZM2f4/vvvAcjI\nyOCRRx7B29ub5s2b4+vry9NPl1UNbdu2Zdy4cbRo0QJvb2+Sk5NLXG/Tpg3ffvstM2bMwM/PjzVr\n1rB69Wp0Op1N9/Pdd9/xz3/+s8p7bvSU5+gufQBhQHSx8zuAdwo/nwG8K2lbbQf8YYNBBm3fLvOL\nTSbVlFyTSQZs2yaPGAw21a+JvIra59KlSzIiIkLm5ubWtyhWPvzwQxkZGWmXvnr37i2/+uoru/RV\nUyqLTmroREdHy379+lVap7E921QwEVntOG0hhDMwB3ipePFVvDdKEJ+by79iY3kwMBAHO2yd6qTR\nMDU4mPdK+RAVjQtfX1+OHDli04rI2iI5OZkdO3YgpeT48eO8/fbbJeLDq8OWLVu4cOECJpOJpUuX\nEhMTw9ChQ+0s8fVDp06d2L59e32LUSfUJHqkJRAOHBSW3ytNgb1CiF5SyovlNZg3b571c2RkJJGF\nSXSLOJ2Tw+jDh8kxm7mQn88jQUE8GxpaA9HK55/BwbTfs4fXmjfH8xr3dylqj/z8fKZOncrZs2fx\n9PRk3LhxTJs2rUZ9HT9+nHvvvZfs7GxatGjBTz/9VCIyoj6or+X/CgtRUVFERUVVWc+mzDVCiHBg\ntZSyUznXzgDdpZTl+b1tylzzbGwsGSYTM0JCCHF0rBXFOurQIW738eHBoKBK6zW27BYKhcI2Gtuz\nXeMckUKIZcAOoI0QIl4IMblUFclVuEcKzGa+vnCBx0NC6ODiUmuW8Fh/f76/WO4PAYVCoWg0VOke\nkVKOr+J6i6sRYF1KCi2aNKGdi8vVdFMlt/v48Mjx41zIzyfA0bFWx1IoFIraot43jPoiOblKl4U9\n0Gu1/MPHh5WXLtX6WAqFQlFb1OsydoPRyO+pqSxt165Oxhvr78/C+HgerST+OywsTE3IKBTXIMWX\nyDdm6tXS3piWRm83N9x1dfPuGOLtzeHsbJIryX5y9uzZWt9E62qPnIIcmAcbT2+sWR8vv4wcNozz\nzz/PohkzmH7sGHvS0pDbt5esl52N7NoV+fPP9pM/MRHZowfy4YeRISHI9esrrJttNFJgMiGlJN9k\n4scLF1h16RLncnORUvLwsWOMjIkhOjOTtIICDmRmsuLCBV49e5ZbDhzAKSoK/viDdrt2cTwrC5PZ\nzB8pKWQWFFjHSC8ooOmOHbTbtQu3LVtwiorCc+tWolJTKTCZeDs+nn0ZGeXKl5yXh+fWrZjM5rr/\nO9i4ERkZWa02606uY8g3Q+r977euj+3bJX36SM6ePVsneqa2qVdLe82VK9zu41Nn4zlqNAzz9mbV\nlStMLbY3c2MjpyAHgHxTfhU1LeSbzWxOS+MGNze8HBxg+nRISeG5iAhSQ0Pp5ujIPw4dYmPXrnQo\n3tDZGZ58Ej7+GEaOtI/ws2ZBnz7QqhUMHAhDhpRbTUrJ7TExpBqNLGndmhfOnCHbbMZHp2NHRgZ9\n3N05k5vL7u7dcSt86XdxdaVL4SZFz1dgVUV6eZU4d9fpiOralcsFBdzg5oZZSvLMZlwL+3yyko2c\nAhwd8dLpOJ6dTUQtz8mUwc0NSm32VBUF5gIcNNdfyKvJBHbMyVHv1JvSllKy9soVnqrjfH53+fry\n+fnzjVpp5xotux3mGSvPl3gpP5+3ExL47Px5vB0cCGvShHWdO6P19SVt0SJ+2bmTk7174+foSGu9\nnuHR0cT07Fnyl88991gU9+nT0KJwzjkzE5o0AVsifVJS4NQpy+f4eNi3D2JiLC8EwCQlW9LSWH7p\nEgcNBvLNZlZ06MChrCyS8/N5vGlTbj14kKnBwSxq2RKtEFzOz+ejpCTeadnSqrCvhpbOzrQslEcr\nRLUWdfV1d+fPjIz6UdrFdj60BaPZiE7ToDf2rBXMZqW07UJ0VhZNNBraFD4sdcUwb28eOn6cdKMR\njzpyy9ibHKPF0s4zWZS2lJbY0+K++N9TUhhz5Ahj/f3Z3aMHoU5O3HLwIK/FxfFCeDjfXbzIbd7e\n+BVG0twXEMBvKSnMj4tjUfFtQJ2d4YEH4L334P774eefLZ9vusnyufTT8OOPsH8/5OZi2riRpOxs\ngr280JrNkJgI332HbNIEAVzIz+euQ4fINpkYHxDAOH9/9mRmcsvBg+iE4J1Wrbjdx4cHAgJwLjaO\nr6Mjc8PD7f/F1oAipV0Xk+klcHVVSttGlKV9lWSZTGxOS2PV5csM9/Gp80k/V52Omzw9+fnSJUb7\n+9u1b71GUyf3U2RpZxbkMfPkSVZdvoxeo+HDNm0Y5OXF/sxMxh09ys8dOzKw2N7Cy9q3p9fevWSa\nTKxLSeGdUns0L2zRgo579vBgYCARLi4cycri15QUxjzyCE0HDoQ//oD+/WHPHpg2DWbOhOHD4eJF\njGFh5C5fjuvWrTBhAvuaNWPqXXdxRqvFYDLR38ODh4OC+C01le+3bqWnmxvxublMCgzkpfBw6/c2\n0NMTs5TsyMhguLdlx1/nBvzE9fXw4KPCPafrlBpY2gWmAhy016d7xA47YjQY6lxpzzh5kgMGAyGO\njrzSvHldDw/AQ4GB3H/0KI+ePGm3Po1S8mSzZrze4qrC1m2iSGlvy3XilDSwvnNnTuTk8MCxY2Sb\nTOSazXzVrl0JhQ0Q7OTEvhtu4LGTJ8kzmxlcyr8b6OTEvPBwbti7FyeNBmeNhoGenrydlsbbMTFc\nLijAKCWj/fxI/fZb1nzyCXf98ANBTZrwD62WA6NGMWXWLOLMZrampfFaixZMCgwkz2zm58uX+SI5\nmf7u7sT27k20wYBWCG71LrsV+9N23MKgtuns4sLFggLuPnSIcf7+djcEKsTVFbKyQEqw0VBQlva1\nQZ3+D/6Zns6GlBSO9upVZxEj5THSzw+Dn59d+7yUn0/HPXu418+Pbm5uVdbfn5lJgZT0qiD7SmUU\nTURuynfjw9ahRLi4EOHiwjBvbzKMRhw1mgq/X39HR37o0AGj2YymnId9RtOmjA8IwCwl3g4OaIRg\nQ0oKr8bFEaHXY5KS+XFxuGi13DZmDAOuXMFVq2W4tzffhIby3rlz9HNy4qt27XApfFKctVrrVrlF\nBNfjxk/2xEGj4VDPnqxPSWHOmTOcyslhdi2GlqUbjfxy+TLdXV3p0KQJmuxssNGfrpT2tUGd/Q+a\npGTGyZO82bJlvSrs2sLP0ZGFLVow5cQJdnbvjrYK6+fp2FguFhRw8IYbyrhUDhoMmKSku5sbf2Vk\nMD8ujinBwQz39kYIYbG03SLIMmsYWsxSddRo8LVxtaeukt+L3qUmGId4ezOk2DgfFSp8jRC8np/P\nzowM/lHo6nqrVSubxr+W8Hd0ZEJgIDd7eTH4wAFctVpm2phtxRbicnPx1Onw0Ol4NS6ODSkpXCwo\nYPY99/BYZma1lPb1GD1yrU1E1pmnZ/Xly2iFYHxd/XysByYFBiKA/7typdJ6cbm57C9UzDN3fs3p\n1NPWa8ezsxly8CDDoqO5/8gRhsXE0NvdnX/FxnLXoUNkmUzkFORCyCh6aZLLtZZrG51GYx3Xz9GR\nEb6+akESll8P/+vUiVfi4kg3Gu3SZ57ZzC0HDzL68GEScnP54vx5fu3cmWnBwVzy9a1W2F+BueC6\ntbSvJZ92nd3K4sREnmja9Jp+uIUQzAwJqXJi6pvkZMb4+/NcaChLU/KY/tsc/nvpEh8lJnJ7dDSv\ntWjB4Z49CWvShDWdOjEnLIzoG27AU6fjloMHeTVFB64t6WJWe4Q3NNro9Qz19ua9YrkkqyIpL4+n\nY2N59exZLuaXjL1/JyGBdno9BpOJmw4c4OGgIIKdnHDTajG4u1drMlK5R64N6kRpxxgMHM/OZpSd\n/cgNkXv8/PgrM5PTOTnsy8zk58K9TrJNJjru3s1/zp1j6YULTAoMZKy/PzkO3qz3nsAbsTHsNxh4\nPiyMh4KC8HV0ZEGLFlaft4NGw5ft2jHEyws/kQd7p6AxZVUmiqKemBsWxn8SE0kpKKiy7sdJSXTc\nsweTlMTl5dF2924mHj3K+pQUfrp0ibcTEljcqhXfRUQQ6Oho3WfeVasl08Wl2krbnu6Rw1lZnM7J\nsVt/tcW1prTr5LU769QppgUH43gt/UapAGetlgcCAnj05En+ysxEJwR3+Pryy+XLuOl0rLx0CSch\n6OnmhhACj0NP88qNz/LJ3g/5+J8HK+1bCMHLzZvzacrv/J8ssMZpKxoWbfV6JgcG8o+YGDZ07mxd\nXVkcWTih+3VyMnt69LAu7lnYogWfnz/Pa3FxuGm1vN2qFc0Lr+3o3t3a3k2rxVBNpV1gsq975JOk\nJPwcHBpMzHxFXGtKu0606AAPD2ZUI0lvY+efwcHEGAz81KEDTZ2c2JSayjcXLjAzJITNXbvyZ/fu\nVjdRVvZ5Jnd9gBNXTpCVb5vlbOuKSEX9sbBFCyL0eoZGR/PTpUtkFvNxG4xGxh05wqrLl9nWrZtV\nYQP4ODjwTGgom7t14/86d2ZiYGC5/btqtWTq9dXyadvbPZJhMpFpMtmtv9riWpuIrBNL++V6iseu\nL1rr9ST07YsQgvsDAngrIYHdmZn81KEDGiGsS68LTAUYzUacdc4EuARwIesCLRyrjvPONebi6uhq\n894jirpHIwSftG3Lx0lJfJKUxMPHjzPGzw8XrZaVly4xxNub7d260aSG2sRVq8XQpEm9+rQzjEac\nG8Gv5+tuIlII8bkQ4oIQIrpY2ZtCiKNCiANCiJ+EENUPNr7GKbKkx/r7szE1lZG+vuhLPaCZ+Zm4\nOroihCDANYALhgs29Z1jzMGziadyjzRwtEIwPSSE9V26cKRnT0KcnPDQ6fi5Y0c+bdu2xgobwE2n\nw+DkVD33iNm+KyIzG4mlfT26R74EbitVtgHoIKXsCpwEZttbsGuFAEdHpoeEML2cDaoy8zJxc7Is\nxCmytG0h15iLh5OHUtqNiCAnJ14ID+fF8HC627D4qipctVoyHR3r1z1iNJJhp9DG2uRaU9q2pBvb\nJoQIK1X2e7HTncAoewt2LbG4detyyzPzM3FztDzA/i7+NlvaucZci6WtfNrXLa5aLQadrn7dIyYT\n+kZgaV9rPm17eHoeBH61Qz/XHaUt7YtZtiUezinIwaOJh/JpX8e4abUYtNpqR4/YM+SvMblHriuf\ndmUIIZ4HCqSUy+wkz3VFcUs7wLUa7hFTLu5O7so9ch3jotWSpdEg63kiMlO5R+qcGv8PCiEmAcOB\nwVXVnTdvnvVzZGQkkZGRNR32msKQbyhhaW+N32pTu5yCHLyaeJGYoVZEXq9ohaAJkJ2bi63pF+yp\ntKWUZJpMuDQSS7sxKO2oqCiioqKqrGfr/6AoPCwnQgwFngYGSimrNPeKK23F32TmlbK0q+HT9mii\nJiLrk2rsiFpruAKG/HyblbY9o0eyCpV1Y3GPNAalXdqgffnll8utZ0vI3zJgB9BGCBEvhJgMvIfl\nb+Y3IcQ+IcQH9hD6eqP0RKStPu2i6BHl064fPvwQpk6tbynAVaMh04al8kXY09LOMJnwc3Ag22TC\nXJg5qaFyrU1E2hI9Mr6c4i9rQZbrjpqG/OUYLRORKnqkftiyBX791ZJ1rT63BXcrzApkK/ZU2pkm\nE546HdlmMwaTqUFvt6wmIhV2o7il7eXsRVZ+lk2KWMVp1y+7doGHB6xfX79yuNZAadsreiTDaMRN\nq8VNq23wLpLG4h6xFaW065HilrZGaPBz8bPJRZJTkKPitOuJS5csCeafftqSw7g+cXV0JLMaroka\n7ad97hx8/TW8/z5c+PuXYEahde2u1Tb4CBKltOuZzL2ZZO7NxFxgtpaZ881Ic8P2q5VHcUsbbHeR\nqInI+mPPHujZE0aPhjVroD53JnVzdMQAlllRG6i2e+T4cejb13KjW7bAoEFw0WJUZBqNuGu1uOl0\nZDRwS/u682nXNzmxOVxefRmtq5aUtSlk/pWJ1l1LXlwert1d0bpoSduSRpPwJrR8qyVNwpogTRKX\nDi4NPuFCZv7fljbYPhmZa7TEaauJyLpn1y7o1QsCAuCGG2D5cpg4sX5kcXVwINPNDXJzodhOgRVR\nLaUdEwNDh8KCBTBpkqXspZdgwACYMoWMW2/FzdERt0awwOZas7QbrNKWZsmJaSe49NMl/Eb5IQsk\n7n3cifguAq2zFmO6kYzdGZgyTER8F0FaVBqnnzltsbrzJEIn8PmHD86tnfG71w9HX9tyJ9YlxUP+\nwPawP+uGUco9Uufs3g3//Kfl84IFcOedMHw41Ed+DzetFoOHh2VVpA1Ku8BkQ8hfTg5ERVneRIsX\nw9ixf1+bNw9694bVq8k4eBD3Pn3I7NmzUbhHbEyd2ihosEo78f1Esg5n0ftUbxw8y/6h6Tx0eN/6\nd7JZv7v88LvL8uRIKcn8K5O0P9JI/S2VC8su0DWqKxpdw/IGFe3yV0S13COFIX9Sygb/i+JaQUqL\n0v7iC8t5794wYQLMnAk//FD38rgWKe3z5+G332DUKGjSpML6RrMR/cVUSNpmCafo3t0S/vLbb/DN\nN5aZ1fR0aNoUVq6EgQNLdiCE5Q01fDiZJ07gvm0bGVFRZPj7189by0aUpV0H5JzO4ewrZ+m+o3u5\nCrsqhBC493THvac70iyJHh7N2RfO0uL1qveqrkuKT0SCRWmfy6g6t2CuMRe9gx6tRkuBuQBH7TVk\nRjRg4uMtOi4o6O+yV16BZs0s83V2TMBuE65aLZnu7nDbbeDrCwsXWizkr76CvDwYPBhOnoT9+6Ff\nP15JiqHn2YehfUeLSyUuziJ8Xh7MmAGvvgqhoTatGsrQ6XAbPBi39evJ/PpreOGF+l9tVAHXmtJu\nUKanMcNI0mdJHBh8gLA5Yejb6K+6T6ERRHwTwYVlFzg68Sg5sQ0np50h31DGPXIxu3KfttFsxCzN\n6DQ6HLWOyq9dS/zyCzz5ZMmypCSLTiuOs7PFt33gQN3JVoSbVouhRQt4+WWLD/pf/4KDBy0B5CtW\nQLt28NRTcOgQTJzIls4eHNj5C2zfDnv3wl9/WRR9TAxMnw5hYTYr3gyj0RI9MmgQmbm5Fv/36dO1\nfMc1Q01E1gKGaAPRw6IxphnxHOhJxLcReA7wtFv/jn6O9Izuybn/nGNfn310XtcZtx5Xv6fx1VJ6\nIjLQNZDzmecrbZNrzMVZ54wQAietE3nGvBIuFoV9OHzYYqAW58IFywRkabp2tSjtf/yjbmQrwlWr\nxdC/v0U5g8XKLj4r2rXr35/vvZef095gmFuxfCXh4ZajBmSaTLjpdLg5OZH54IPg6WnxF331Fdx+\ne436rC3U4ppa4MwLZ2j2ZDNuNNxI518721VhF6Hz0BH+YjhtPm1DzIiYalvcshaW6paeiOzk34n9\nyfsxS3OFbXIKcmiis/gtnXROKuyvljh3DhISSpYlJ0NTzwJS1qdwZc0VjAbLBFyXLvVjabtWM0ba\n1uiRU9nZmKr4e88oCvnTasmQEp55BlavhocegkWLqrVlbG1zrblH6t3SztiTQebeTNr/2L5OJtT8\nRvpRcKGAfX32EfZCGEFTgtA2Kfs/ajhoIGN3BlkxWaT+lkpufC5uN7jhFOIEGvAZ7oPfPX5oHGv2\n3iuK/HDS/b0OOsA1AF+9L0cuHaGjf8cS9WMuxLDm5Bru63Tf30q70NJW2J/ERIvSNpuh4Hwex6cc\np/kWA63yTcQnuIGEI2OPELEsgq5dfXnhhbqXsbrL2EtHj5ilJC43Fw+dDk+dDo0QvH/uHE+fPk2L\nJk0Y4ePDlvR0bnBz491WrdAUez6ti2uKb8/apw9s3gxz5sDrr8Pbb8PkyXa735qilLadOfviWcLm\nhJWrOGuL4KnBeAzwIPbpWM7MPYN7X3d0Xjq0zlrcerqRtjmN9O3peN/qjT5CT8S3ETRp3oTMvZkU\nXCrAlG3i/BfnOTnzJC7tXfAc5Enoc6Fo9bbfQ2nXSBH9m/Vne/z2Mkr7l2O/sPzIckZFjMLZwRLe\n5aRzUj5tG5BSsnevQKcr6TGojMREKMiXnP05jQuzjhH8z2C+8m5Ly16O3DLTorwu/XSJ+Dfi6bLZ\nl/PnISMD3OswW2pNlrHrNDoKzGbeOXeODxITMUpJlsmEq1bLIC8vNqelcaRnT45lZ7M1PZ0Xw8J4\nPT6eB48d4/N27dAWKu5Mk8myjF2nKxmn3bYt/PQTHDsGt95qKatnxa2Uth25svYKOadyCHooqOrK\ndsalgwud13amILWA9K3pmLJNmDJMZOzMwLWzK+2+bFdGCRcPMQx+OJi883lkH8vm/Kfn2dNxD81f\na47fKD80DlVb36VdI0X0a9aPbfHbmHpDyW3ktiVsIzYlluyCbKul7ah1VO6RcpAmCRowGUycfPQk\nGTszeD+8C87hTfjkk8rbFlwpIGVDCiOPpPCiJoVzTzsQsbgVfnf5cfZu6F8s1afPnT6cfPwkOYcM\ndOzoSnS0Ze1JXVFGYVbClrQ0zoVOZ+mVbDac3Y+fgwO/dOxIt8J8lYezsvjl8mVeCAujubMzzZ2d\nGebjA8CNnp5EHjjA8osXGVfo1C/hHilPhnbtYONGuOUWy2rK6dNhwwZLiE0dr0Yym68tn3a9KW1z\nnr7bFn0AACAASURBVJlTj5+i1eJWaJzq7xt18HLA9w5f63nwlLIJeCvCKcgJpyAnvAZ5kbIhhbgF\ncZx+5jRdfu9SZeRLZZb2m9vfLFFmMpvYeW4nOo2O2NRYnHWFlrZyj5QgNz6XhLcTSF6aDGYQjsIS\nvz8piNvnHuCbdh2x7Cj8N+Z8M8lfJZO2JY3Mw9nkn87BfaAn+/K9ORrZnHsebYLfXZa6pSciNToN\nwVODSfwgka5d23LgQN0q7epY2m/Gx6PNu8jZPBMPBwUxJSiohDuyg4sLHVzK35nbRavl0eBgVl66\n9LfSLpqIrCx7TZs2lsiU11+3rPsfOhTefRe6dYPOnat3s1eBsrTtgJSSs/POom+vx2eYT32IYHe8\nh3jjPcSbc/85x7GJx+i2rRuGgwayDmcRcF8AQlPSX1+RpR3hF0FKTgoXDBcIcLU8IDEXYwh2C8ZX\n78uhi4fURGQ5pKxP4egDRwmcFEjP6J5o3bQUXClA30rPpk3wR5COh45Gs6eHI85hfy9AMew3oG+n\nx3+sP09GhfDmJjc8fDX8NQBGti85GZmcXDZ6JOiRIPZE7KH73BbsOWC//Iu24FrFDntmKdEIQVxu\nLjszMnA59x1vDZtJkFv1f9ne4evL46dOYTAacdXprHuPuFdl7Xt4WMIKFy60nPfqZbG0d+2qs2WK\njVFpp1WyT3qdK21TrokTU09g2G+g09pOdT18rRMyM4TLqy5z6K5DZPyZgVOYE8lLk2n6eFPce7vj\n6G/5Q63I0tYIDX2b9WV7wnbujrgbgG3x2xjQbABGaSTmYkyJicjryaedfzHf+v2BxUpO35FO0kdJ\npG9Jp8OKDngO/DvyyMHLokTXrYPAh4N5+adAPp2SToDf35Zh6HOhuPdyx2iE3x+Cg0egZUsICbGs\nO4mP/3v8CxcgMLCkTE6BTvjc4UP7k0l8tDesdm68AoomIs1SEpWWxmAvL+u1tIICuvz1F+MDAhDA\n/QEBfGfKrvF+2t4ODvR1d+fXlBTu9vMjx2zGpTL3SEVMngz/+59l9ebXX0MxmWuLxqC0T+fksPbK\nFWYUrtAaEh1dYV1bMtd8LoS4IISILlbmJYTYIIQ4LoRYL4TwsEUwaZYcve8opkwT3f/sTpOmFS+5\nbawIjaDdl+1AQLdt3ei+szu+I3xJfD+R3W13E/tMLKYcU4WWNkDP4J7sO7/Per4tfhv9Q/vT2rs1\nMRdirBORjlrH68Y9kvxNMjsCd5Dw7wRLXP/t0Wzz2kbsE7F49POg19FeJRR2cX79FYYNg649NERr\nvfC72896uPeyzBwmJVke7pgYyyRkSIhlIU2RpW0wWHyjruWExDf7VzM0qxI5d9pUfPfSWsdZoyHP\nbCbq/9s787iqyvSBf18u+w6yuiAIIgiouKW5kTmVLeZkmeaa02qmU03Tar/2ZcZsdUqzsZo0pzHT\nFss097RcERVBRASRfZFNlru8vz9ekEWQ7aIg5/v53A9w7nvOee7lnuc+51nPneP6w4c5VaPl4OOJ\niUS5uvJbQQFvpqTwYNeurR6CcKenJ2uysyk2GnHQ6bAQQvXTbk7vESFUl61evVRV0o4dLZanqXSE\n4prfCgpYePo0epOJzIoKTpw/3+DapjiTVwA31tn2NLBZStkH2AI80xTBkl5IoiKzgr5f9UXn0M7f\nxVZg29OWiPUR2Pexx8LSgu4LutN/Y3+Gxg+lLKWM3zx/w/VGV6756Zp69w9yDyIxPxFQrqSdKTsZ\n6TeSIPcgEvISOp17pOhQEYmPJxLxfQQZ/87g8LjDuI9359qMaxl8aDDd53fH0qV+ZXTmjGrNMWQI\nDBqkCgHrIzlZ6ZMjR1SOdpWlXaW0q6zs+rJSHSMccRroyNzATDauM6hA6GVACIGDTsfy9HRcdDpW\nVX5j/JKXx5b8fD7s3ZtN/fvzQ0QEoQ4OTWsYdQkmenjwS34+x0pKcK7UglXWfrPqGKyt4b33VErg\n1Knw8MOq50kb0RGKa1LLyzlnMLCjoICf8/IYd4k7kEZfipRyF5BfZ/PtwOeVv38OTLzUMYqPFnNk\nwhGyv84m/NvwKxp4vJJYe1kTtjqM4anDSXoziYj1EZzbfu6idUHuQZzMOwlAenE65YZyAt0C6e3e\nG5M0XfV52tIkMZapW+7iw8UcnXCU3h/2psstXRh0YBDDTg+j+7zuWDpd2mo0mVQzp5kzlaU1cCAc\nPKjacdx5Z+021MnJyt169KiytLt3r+0eaagasgq/Z/yIOpJAt7m/EXNLTJsUY9WHk07H2uxslgQH\nszIrizKjkbknTvBRcDBOlpbYWFhwc2UWiMFkoCDfkpKSlp3Lw9qaJ3v0YHZcHE6V48UsLSywtrDg\nvKnhgrAGmThRlZ4ajRAerm6J2oCO4B5JLS+nu40N63Jy+DE3l1u6NBzra+m9kpeUMhNASpkhhPC6\n1OLD1x3G7zk/+n7d97LmY7dXrFytOOh6kNInS3GZ4YLfU36gg4LtBehz9HjP8+ZkrlLasdmxhHmF\nIYQgyD0IoDp75CrJ067IqSBudhymUhOWbpYU7CjAVGrC7QY3CnYW0PvD3nhNVh8xC2sLaGL86qWX\nICdH3Y2DytE+elQlMaSkKAu8a2WyUHIyjBkD//qX0iORkeq57GzQ6+sPQtbEdaQrfU6NIiICfs48\nSOaXmfjM8Gl4BzPhqNPRw8aGe7y8WJiUxKy4OMIdHC6k69VEbzQQEWZJn96qsV99rp7G+HuPHqzP\nyam1rcpFYpQSGwsLbJpj1rq6wrJlqh3s9Olw//3w3HNgxpmTHUVpP+jry9L0dIqNRt4LCmpwrbne\nmUuaFRumbMDqnBW8efGY+M7IypiVbEzcyCvzX8HYXeWGm0pNuI1zQ9gIUp5O4cPsDzmSfIT8onym\nF0wnTZ+GzknHCz++gHuWO/IWibWFNeWl7dvSNlWYLlk1Wnq6lCPjj9BlQhfcrndDn60ncFEgOkcd\nOd/m0PO5njgNbH6fmORkWLJEKeCqJAVHRwgKUgbe1q2q/qOm0o6MhLAwpT+eekrpDW9vZXnXF4Ss\nS9ceFvgHwvkHg0l88gju493bvI+7k07HFC8vhBDc4+XFojNnOD50aK01RiM89rjE5G5kww86li9X\nPn4nJzh+HObPV0NpkpNVPYz9JbJVLS0sWBkayu7CwgvbnC0t+eDsWd5NTUUvJff6+LC0T5/mvZCo\nKDUWaPp0VQY/YID65wQGqtlu7u6NHqIhOorSviklhZJvv8XWwoKlmzc3uLalSjtTCOEtpcwUQvgA\nl2xN99oHr7XwNFcXyw4sY2fKTjae3MiWWVvwdPCEGVxkkXnf482rL7yKP/6klabhGehJwa4CDOcM\nnA88z6CfBxE7OZbxR8bjnuRO6qJUus3rVm8bgLLUMvSZ+ivSICvzq0wSn0wkckckdr3U3YE0SQr3\nFlKRVkH+r/lkfZWF/4v+dJ9/cV/Trvc3PWe+Lp9+CtOmXWwd79mjlFJ6upqmNXas2p6SopR5RITK\nRuvWTW2vCkY25h6p4pZb4NNdziyc4k3i3xIJ/Sy0xa+hKSz092e0i8oDmN+9O8OdXahIsaPAR2Xb\nGY3KFVRQbMBytCXDhgmGDIG33lLun969YdEiWL5c3ZV88glMmHDpcwbZ2xNUQ7M76XR8mZnJocGD\nKTeZuPPYsZa9GF9fVZBz7pxq5pKVpb5dw8JU69jx49U3azPbXXSEQGRqeTkTx40jJywMe52OJ3r0\n4KWXXqp3bVOVtqh8VPEdMBt4C5gFrG+FvJ2C4opiFvy8gI9u+YiFoxcS3CW4wbXCQmA3wI7kPsl8\ne+Bbnh/9PKG91MWfsz6HwzMPE7E7gsS+iWSGZuLytgtnl5zFoa+DCsjpwCHcAVkuSflnCjp7Hfah\n9tj626LP0RP0XlCbZO5IoyRpYRKuY1xxu8GN1MWpuI5y5fC4wwQuDkSfpefsh2eRRol9sD32YfYM\njRtaK43PHBgMSmnXNy29SteEhChLu4rkZNWZNKIyC7VKaYeGqk6mGRmqMVRjPPaYcr8sDvVn5tZ9\n5G/Jx21s26W13e5RXRiWFmvNjLHKLXLrrSqj7rvvVGB18zYDPu+qy12nU+1BqlizRv18+GG1trm8\nHhBAhKMj3WxsMJhMpJaXX2jd2iJcXZXlDTB5Mtx3nxrSMHkyODio5lTTpjX5cO09EFluMpFvMOBl\nbc3zPRtPG230XRVCrAKigC5CiBTg/4A3gf8JIeYAycDkVkndCTiRe4Le7r2ZPWB2k9YHualgZGx2\nLH09+17YPqv/LGwtbQkYH0D+5nykrSRyTyQlMSWUJpZiLDYiKyTFMcUY8gwM3D0QW39bsr7Kwlhi\npDShlNjJsQzYPqBJ5faXwqQ3kft9Lue2n8NllAtZq7MoTykn/dN0er/fG32+noErB5L2URrpS9Ox\n8rCi1xu9cL/ZvU2bg23YoBRweHjDa/r0UVXVoAKSKSnV+7i5VSv3xx5T1ni/fnDDDY2f280NNm+G\nQYMsmTavN/F/iSfs2zCcBrT9nc7OnUqvvfGG8iqcOQOLFysdJyz1WFlcOnOke/eLOxs2hZtq+M8t\nLSyIcHAguriY0a5m6tY5aJB6vPOOcsbPnauGOPzlL03avb27R9LKy/G1tr7Q16UxGlXaUsp7Gnhq\nXHME6+ycyD1BH4+m+/mC3INYc3wN5cZyfB2rK9ii/KMu/F6VPWJhaYHTQKdL+n59ZikXjDRJjkw4\nwrG7juEY4Uj52XKKDhThGOmI7xxfytPKKTlSQsmREnSOOpyvccZnjs+FTA19rp7zCefJ+TaHjM8z\nsA+2x+0GNzI+zcDa15q+O/uS+kEqsVNjCVwciLAQdHukG90e6dbMd6zlLF+u4lmXoqalnZOjpnQ5\nOqqW0C+/XL0uLEy1z1i1So1IbApOTnDttRDn5sGtLxqIuSEG37/44vesX6MZL60hIUF9Gbm5qRqW\ne+9VlvOf/wyF+sZztLt3V184rWWQkxMHiorMp7SrEEJ9c/74oxqF5u8P11/f6G7tXWlXZY40lSve\n5a+zcCL3BMHuDbtE6hLkHsSvp34l0jeyQavUWmdNib55+VtVk3zSlqYh9RKnoU50fbAr+ZvzOfnX\nk9gG2OLYzxGfWT4Yigzk/ZTH2Q/P4vesHxkrMig+XIxdkB2u17kyYNsAHEIu7lfR44keCAuB75zL\n3wgsN1d1B1258tLr/P2Vn/r8eeUaqZpI4+Cg3Kc1eeEFNQOysUBkTaq+FO5b5IPbDW6cevoUe4P3\nEvpVKG5RbeMuSUiobqz317+q+pV//lMFVA3lTVPaLXGP1GWQkxNb8utmCZuRPn3gq6/gnnuU8l60\n6OKRQjXQlLZGi4jPjefGwLo1Sg0T6B5IubGcUI+GA1k2ljbkleY1WxYrNyt6Pl3bd+Z8jTM9n7vY\nn+Y725esr7NI+ygN3wd88Zri1eiAZCEEPR7v0Wy5zME336iRiU6NeCN0OuVCSEio9mc3RJ8+sHu3\nUoJNJTSUCx0FbXxtCP08lJzvc4ifE8+QY0PQ2ZlfiyQkqMAiqCDj999Xz+bVG/WXTWkPdHRkUUv8\nLM1h7Fg4eVJ9K40erQKYgYG13oMq2nuXv+Yq7Xb8Uq4uTuSeuGTwsS6+jr7YWdrV8mfXpW7vkaIi\nFYQzN16TvRiwdQA+033a3UT7unz1lSqyawp9+ihruDGlDcpt0hw3fGho7UAngMdtHjgNciLlrZT6\nd2oFer3yR9f8YrnppmrfvMFkaLQaskppt7YuKMzBgeSyMoprfBiNUnKkuJjTpWac0eroqJLxn34a\nrruOM1sSCA9Xc4pr0t4s7dOlpRyqMdkntbycHpql3b6QUhKfE98spV1VTNOYpV2zjP3RR5UieqZJ\nTQU6PgaDysXu2VMZW2Vlaq7t+PFN27/KhZGQoKolzUmvXqqfSWmpGv5bReDiQPZH7kdWSDz+7IFN\nNxusvKxa/WWYlKQyXhpqnNeUviMODkrW3Fw13L2lWFlYEObgwPtnzxJ3/jzHSko4UVqKr7U1+QYD\nj3brxtN+fliby/x96CGwtMTjruvoW/E9ZxfF0WuA84VZle1Nab+UnMzKzEzmdevGG716kVpeziiX\nJrVvAjRL+7KQWZKJjaUN7nbNKxD4atJX3BDYcMpC3SEI6emqoq8trO32yFtvqUywjz9WPurBg+H2\n21VQsSmEhKiOocePq3bP5sTSUinuhITa22172BK5IxJpkMTPiWd/5H72Bu+lYE/rem+cPHmxW6Am\nTW0WZS4XyU3u7vyYm8swZ2f+FRxM8rBhnLjmGg4OGsSv+fn8I8XMdxv33cfPI19lD8Ox+nKFav+a\nroZktyelbZSSH3Nz2R0ZSdz588w9cYIzmnuk/dFc10gVYV5hl7ylrdt7JDdXBda+/75FYnYoDh5U\nPYfWrVOtV3NzYe1ale7WVG68UblEf/9d+YDNTUiI+kKoi0NfBwL/EciQI0MYkTmCwMWBHJ14lMSn\nEjEUNu0bt6RE3VlUUZ8vtyZ6U+Mpf2A+pf1yQAC/DRzI3G7duMbZGXcrde4etrb8KziYJWlplLek\nX8kl+FzM5rbrSvi/4b+o9KG//x0Ar9JkLPVmdMu0gj8KC/GxtmawszNf9+3L74WFHCgq0pR2eyM+\nJ54+XZpZ1tsE6vYeyclRecVLlpj9VO2OJ59UVnJl+2GsrNRc2eZkeHh5qUwRqzaaXVCfX7s+PCd6\nMjh6MPosPXv77CVteVqtToEmg+miBlSvv177C6oxpd1US7tmZ8PGKC1VvvTmEubgQH8HB75qoI9t\nZkUFL58+zafp6fyQk8P8hAR2nbu4sVpdoqNhzv069u9H9S/Ztg3CwvhP3GAGjOuifGAPPaSi1VU9\nwOs6wOtDSvVNZgZ//Hc5OdxWmdfuaGnJuvBwrnF2xqcZAyE0pX0ZaKml3Rg2uto+7dxc9Zk8cEBV\n8F2tnDun2lQ0NeB4pQgNrd/Srg8bXxtCVoQQ8UMEmZ9nsn/AftKWp5HxeQa/+/9O0nNJtdYXFqqM\nlirMpbQbs7Szs6t/nz9f6caW8HiPHrydmlorWAmwLC2NsL17OVtezrZz51icmsqh4mI2NZJCeO6c\nMlomTlSuohLhCOvXw5IlRIVkcmxHnvIdhoaqlrBBQRAQoIKZt9+ubrfqIzpafZMFBcHChS17sTX4\nPjeXCTUCBr3t7dk9cCCWzfDva0r7MnAir22Uds0hCOXl6tGli6rqa6qy6Ihs3KgCjzUDfO2RuqXy\nTcFpkBMDdgwgcFEguetzSV+RTvBHwaR/mk7RweqMg7Iy2LtXpbOBUtqXaAzX5F7aDSnt0tOlfP6X\nbB70OUvyjhKkVDUu//1vy7JN/uTmRm87O7x37ybq0CFSy8rYlJfHS6dPs3vgQJb26cN/QkPZMmAA\nU728yG7EpD98WLUgsLNTBVHR0SjLOioKg8kCC3tbdSu2YIHqS/DNN+qDlJ+vItd//rO6danrslm6\nVLlaYmLgyy9bdmtRyea8PHL1eoY0lo/aCFr2yGXg2ZHPEugeaPbj1sweyc1VCluIamVx3XVmP2Ut\nNiRs4MbAG9FZXN4ozw8/qN4a7Z2QEDh1SlmBzSkOFELgfqM77jdWB64N/zAQNyuOwMWBuEa5Yiow\nUlKoIy7OgsBA1YkwIKDhY17K0jYUG5AVEit3q1pKW0pJ8cFiziw+Q9r6fHJNzozxsSJ+QjLJ7pZM\nK/WgQq9j15+K6TrQFtfrXHEZ6dKkqk8hBGvDwyk3mXgvNZVhBw9iBL4KDSW4TptBLysrsioqiI5W\nr7FmokV5ucqYOXy4ujfMkCHqTmzECPX3RYFIIWqnCz30kPpATZ4Mhw6p6LaNjVLQa9aob8eAABVZ\n3rix2R8+o5RMP36c3QUFfNKnDxatbOGgKe3LwDXd659Q01pq5mlXKW1omYXXEmavm82uObva5C6i\nIYxG1Sv/9dcv2ylbjIODMuJWroRHHmndsbxnemMsNpL0bBJFB4qYrNMxAQtOPuJJwhQ/hg+3vaRv\nviGlXZZaRsyNMRgLjUT8GEF3b3vs4wtIfCqPnHU5GCske9x9WdU9mDU/WRIXBy++JJk2pIig3dnY\nWuo5YN2FHg5lpLyVQtFdRXhM8KDPp32aVEBkY2HB3/386GtvT45eT1Q9E1s8razZn6hn3F9U/GHB\nAhWI3b9fVb8OHaoUeVWq54gR8P77Shfb2jaxuKZ7d9iyRfncJkxQUe0dO6rdKACzZ8NnnzVbaa/J\nziaptJS4oUOxM0Mai+Ye6cDYWFZnj+TkVOfWXg6lLaUkrzSPwvLCxhebkd9/r54q0xG4/37V7rS1\nBStCqB4ug/YNYox+DEvGj+I/1w7kTKEV1vP3M98jmdwNuZz9+Cz7+u/j4MiD5G3KuxDArJk9UhJX\nQuJTicTdF8ehEYfwme1D4KJAosdGkz3qN25LO8Xa7y14IieUcRnXEBPek+37LQkIUH1YEhIF7//i\nTLeXAhmwLIh3Y33o+YI/kdsiGZGlzNuYG2MoiS3BVN60DJFbPTyY7Vu77UFJiepG+Mg0KzLLK4iJ\nUZlRSUnKcr7vPnWHERWltg8YoPabOlWlgM6YoRR2k1P+bG3hf/9TCe/jxinXSM3AyeTJqmHViRNN\nek0A8rffeCMpiYX+/mZR2KBZ2h2amoHIy21pF1UUYZRGCsrabrZfXaRUXevuvPOynbLVjB2rgoYH\nDqg8cnMgdIKyMhhykx2L/h2AvbUXq23PcPaDAnTOOoIWB1GRVUHCIwnYh9rT+/3eGHIMhBwK4fAX\nhyk+UozvHF+chznjPdUbt+uVdes01Amdg46f37Wmd29YOVZ9Oda0Uq2s1Pv/738rZengoHTdunXK\nLayz1xH6ZShJzydx9PajlJ0uQ5okNt1sGLB9AHYBTQ9EPPec8tW//IQ191nr6dpVzUWo+z6++KJS\n0FXVoBYW8PnncPPNMHy4ujaarC8tLVVf3yefVF0FP/qo+jlXV1UccO21cPfdqsH6mTOqXaS7uxrg\n4Omp1koJq1fzU2kp8tFHuXnoUHVRrl6teqYEt+LuVErZpg91Co224GTuSRnwboCUUsqPP5by/vvV\ndoNBSltbKYuL2+7cSflJkheRa2PXtt1J6vDpp1L26ydlaellO6VZeO01KR980LzHHDVKyo0bpbS2\nlnLGjPrXGMuMMunFJLndbrvc4rJFfhn8pcz4MkMay4ytOvfBg1LOm1f99549Unp4SLl378VrTUaT\nNBlM8sz7Z+QfoX/IirwKKaWUJQkl8swHZ2Rpcv3/zD17pPTxkTInR0qjySQtt22TFcbmyW0wSPnt\nt1JOmdKCa8FkkvLUqfqfS02V8pVXpFy4UMr33pMyNlbKzZvVP3nGjAuPnCVLZMju3fLrKVOkfPVV\nKX19pZw1S0pPTymffbZRESp158U6tb6N5nxoSrvtyCzOlK5vukqjyShffVXKZ56pfi48XF1cbcX+\ns/slLyJXHFrRdiepQUyMUgxHj16W05mVxEQpvb2VEjEXg4aWy917jPKOO6TctevSa00mk1xzbI38\n8+o/m0+AOqxfr3RSZmbDaxKeSJDbLLfJXR675C6vXfLo3UflTved8tTCU9JQXP3mGI3q87t6dfW+\nPr/9JtPKytpM/tZSYjDIH3NyZGnlP/mcXi8H7dsnnzp5Upp+/11ZUatWqcU5OVL26CHlhg2XPGZD\nSltzj3RgvBy86OrUlX1n95Gbe82FaStQXdgRGdk2567qLng5fNpZWSo29N57Kp2ro9Grlyrk+eMP\ndWdtDk4H/42348v55pulja4VQlBUUdSklL+WMmGCits99ljDbXGDFgXR67Ve6PP1WHmofitlKWWq\nbW3IXgLeCMD7Hm9++Rn6lBUwLLGA+AfKsO1lS2iIjiy9Ht9mVA5eLn7MzWVOXBze1taUm0xM8/Zm\naVoad3t58UavXojAQJVaWNVfoUsXlaEyZQp8+KHqCd6M9KJWBSKFEM8IIY4JIWKEECuFEG07xVTj\nIm4Lvo3vT3xfKxAJDZdQm4vLpbSlVJ/t6dOVK7CjcvvtqtbDXBR6/8hPqas4ltX4PMbskmxe2PoC\nM/rNMJ8A9fDSS6rg51Kv08LGAhsfmwsNsmz9bOm7qi99/9uXs++d5eA1Bym9ay/3lyWgz9PjOMCR\nirMVPH5/Gdl/NF4VeSX4LCOD1wICiBkyhDd79SKprIwfIiJYHBRU3Qu/bkOcMWOUFbJ8uYqaPvss\nFBc36XwtVtpCiJ7A/UCklLIfKqg5paXH02gZVUq7ZiAS2j4YWaW02zoQuWePGgXW1Kkx7RVzKu3E\nvERMulIej3yJp399usF1JmkiOiOaKd9MYVrENG4NbtvkdgcHWLFCTQOLilL9YZqKy7UuDPxjIDb3\n+rHIMoSRcYMJWhREt7nd6P1Bb3b/nzNichJHJx0l/qF4Dl57kNipsUhTK9NyzMCxkhKGOjsD8GdP\nT1aEhBDZlAKayZNV/uqxYyqg6eOj8hVnz4Ynnmhwt9ZY2oVABeAghLAE7IG0VhxPowUM6z6Ms4Vn\nSStJrqW0w8NVX/jHHlOZC+YmrzQPdzv3Nre0Fy9WU1jaS5e2ljJokDKkzPFFuunUJqzOjOO+/o8Q\nmx3L6ztfxyRVap1Jmlh9dDUTV0/E4x8eTFkzhQHeA3hl7CutP3ETiIqC06dVNsfNNzfvbk9YCP6T\n7Mmw+1xwcKhdgHL+Rkfi1nfDa7IXDmEOBLwWQNmZMs4sOoOUkvwt+cTNieOPkD9IfCqR8wnnLzq+\nqdzE2Y/PkvhkIsUxTbNqG6PCZOJUaSl96hQENYtu3ZS7JC0NXn1VWeG+DU99arFPW0qZL4R4G0gB\nzgO/SCnNMGFOoynk5aksI52Fjpt738xP9j/i4TH3wvP9+inL7tdflb/x2LHmVeU1Rm5pLgGuARSU\nt52lfeqU6vnz2WdtdorLhhAqVe7tt1XedmvYdGoTnJqIi4MN22ZtY9raaayPX09/7/5EZ0Qjqet3\nIwAAGsFJREFUkTw27DE+uuUjfJ0u/8g3Kys1c9fKSnVS/PxzVZ2rEh8aLnQpKlLZdnv3Xvycl7U1\nqV2NeI30urDNbqUdB4YcIP3TdCxsLPC51wffB3zJ+SaHQyMP4dDXAf+X/HEd7cq5nec4Pu04DuEO\nOA5wJObmGNyud6P3B72xdG55aO/E+fP0tLXFxhy9wZ2da5cxP/lkvctaLK0QohfwGNATKADWCCHu\nkVKuqrv2xRr3tlFRUURFRbX0tBqovN9evZQFHRgIN/e+ma88VtGly9xa60aOVI/0dDUYoWbKaWvJ\nK80jwC2gTS3tjz6COXNUT5+rgZdfVjnGX36pfPQtwWgysjVpK6aED7G1BVfbHmydtZUfTvxARnEG\nNwXdxMSQiViIK183N3OmGvs2Z44yMJKSVOXim28qz0Ddau5PPlE1LfWNdfOysuJUnS57tj1tCf8u\nHKmXuIx0ueA/dhnmQsBrAWSvySZ2SiyuY13J/yWfkC9C6HKTuh31e9aPxCcS2Re2D6+pXjhf44yw\nFDgPc8bau3ZoTholQld/6fmx8+cJc7h4TmpL2LZtG9u2bWt8YX0pJU15AJOBT2r8PQP4sJ51rU6n\n0ajN++8rm+WXX9TfZ/LTJU+5ygp9/Tll+fkqHevAAfPJcNuq2+TfNv5Njvh0hPkOWod+/VS+rrnQ\nG/VyxtoZcmfyTvMdtJlUpS7Gx7ds/21J22TEvyKkECqVuCNQWqrSmDMypNy6VcqBA6UMDZVyyRIp\ny8vVmooKlQW3f3/9x1ifnS1vi4lp9rnL0stk/Nx4WXys/kTtwv2F8tT/nZIxt8fI6Bui5Z7APbIs\nXaUWlqaUypgJMXK3325ZcqKk3v0Xnjoln28on7uV0EDKX2u+juOBYUIIW6G+4q4HruLecleWtDRY\ntUqV5X7wgRorVjX8w7rCB12ZN8dyjtS7r6ursnq++8588lRZ2m3lHsnLU5bZoEGtO06ZoYwDacqp\n//L2lzmSdYRJX08iNjvWDFI2n4gIeP55Vd7ekhkAr+96nQcj52Ft3byZlVcSW1uV1ebtrXze+/er\nLqnffaf+v59/rizv4OCG/99VTaOai42PDcFLgnHoW7817DTIiYAXA4hYF0H/jf3xmelDzJ9iODLh\nCPv77cdpkBN+z/gRHRXNibkniL4umnM7VRaL/pwey6U5jLwvh9jpseRva8MJ9DVojU/7sBDiC+AA\nYAQOAcvMJZhGbQoK4B//UA9HR9Wzpkpp5+aCY+4Ytp3exgCfAfXuP2qUCuo1hab0Xs4tzcXf1b/N\n3CM7d6oS5NYOKFh7fC3T105naLehpBSkcPDBg2xK3MQtq24h7pE4bCwvf97vvHmqmnnZMtXUqKns\nStnFidwT3DV+Ns+2v3TlJiOEUt5jxqj34Ysv1DjHS6V0ellbk9WKtqhNpefCnlh3tUbnqCNkRQhW\nXdQH0NbflvPHzuMY6UjMpKPsfN2FcYvOY9ejgi739sQ5z4L4v8TjNs6NoPeC0Nm2YeS8PvPbnA80\n94jZqKiQ8p13pNy0Scrly6WcPVtt37lTyuBJq+TE1RMb3DcvT0pHR3WMS/H27rdl5MeRssJw6YVe\n//SSsVmx0uUNl+a+jCbx2GOq/LvVx/n5Mfnq9lflypiVcnfK7gvbx30xTn55+MvWn6CFHDokZdeu\nTV+vN+pl1GdR8tODn8r0dCm9vNpOtvZIkV4vHbZvb3RdWZ1S99SyMrns7Fm5Iz+/2WXw9bEzP19O\neWqH3KzbKpe8Ei1ttm27cE59gV4evfOo3OO/Rx6ZdESefu20LDxQKE0t9GPRBu4RjcuMlZVKfxs3\nDvz8qi3tnBzwZww7kndcSP2qi5ub6jB56FD1tq1JW5nx7Qze/+N9MoszSchN4PWdr2Nracs7v7/T\noByyssNfT9eeFFUUXegkZ062b1eWWGvZn7afYd2HcU/EPQzvMfzC9keGPMKSfbXnsn17/FvKDGV1\nD9EmhIerSs+muEhiMmMY+slQrHXWzOg3g/Lypg8vvlpw0OkwAucrx4RllJezLT+ftdnZHCgqotRo\n5PGTJ3HbtYv/ZWWRq9czNTaWiH37+DU/nwUnT+K1ezeTjh5lVWYm+kbe+FKjkayKCsqqxpIBeXo9\nk44dY9aTfQlOHcLzUUUE2NldyByxdLak79d9CVsbhuednlRkVXD0jqMkPJpQ3W0xV0/m6kwK97b8\nDlUrY++g1FTaWVnQ3aUrSXZdOJp1lH7e/erdZ9Qo5XYYOlT9/Z+Y/wBwKOMQr+54FU8HT54f/TwT\n+kxg6CdDub3P7fTxuHi2ZXFFMTY6G+yt7LGztKNEX4KjtflSPAoKVPfLIUPU302dulIXo8nIoYxD\nDPQdeNFztwbfyvyf5nMo/RCRvpEs3rOYJ355gqW3LuWBQQ+09iU0iqWlyvDKy6tdyVoXvVHPpK8n\n8cTwJ3hw0IMIoTr8dTalLYTAy8qKl06f5uvsbAoMBsIcHOhiaUl8aSmJpaVM6NKFHyIimBUXR7nJ\nxAxvb1KHD8e+Msk/s6KCjXl5LE9P5+lTp/C1tqbMZOLmLl3oYWPDsrQ0Ys+fRwI6wFGno8hoJNzB\ngc39+/Py6dNM8vTkpsqCiGUWwRysU8UohMAp0gmnSCe8p3gT8FIAh284TOyUWPQ5eor2F+E62pXC\nPwoJXByIz/RmDDWtRFPaHZSqAawmExw5onpyWPRUfu1LKe3Vq6uLrX478xtf3/k1/X36cyTzCKuP\nrubRoY+is9Dxzz/9kxH/HsFzo57jr8P+Wl2OS3VhDYCLrQsFZQVmVdpVje2trZXiDVkSwvLblnNd\nQPNG8cTnxuPj6IOb3cWN9S0tLHl48MM8/OPDDPIdxHcnvmPF7StYtHsR9w+8v9brrSIxL5G1x9fi\naO2Ig7UDAsG1Pa4l0D0QKSXlxnJsLZuuTT091RfupZT2sgPLCHQL5KHB1c7vzqi0Afo6OHCytJRv\nwsKIdHSs9T/K1etxt7RECMEfAweSUlbGsJojbgBva2tm+vgw08eHI8XFlFRa0Wtzcth+7hz/DAxk\ntKsrArCutJ6llDyRmMj1hw9zpryc2CpLArjTy4s7vby4FJYulvTb2I+U11PwutsL95vd0dnqKDlW\nwpFbj3D2vbN0mdAFv6f8sLC2QJ+rFLs+r2H/vaa0Oyj29ioHNitL5WvfeSd4u0WxNm4t86+ZX+8+\nI0eqIJjJBHllOWQUZxDuFQ5AhHcEEd4RF9beG3kvI/xGMOGrCYR4hDC+9/gLz+WW5l5Q2s42zhSW\nF9KNbpiL1ath0iT1+69Jv5JamMqiPYuarbT3p+1ncNeGm1gvGLaALvZdyC7JZtOMTfTp0odFuxex\nJWkL1/e6HoPJwNGso+w9u5ctSVvYfGozk8MmY5ImSvQlGEwGHv/lccI8w4jPjafcUM6vM38l0rdp\nXbq8vGoPygU18Ltq9mVheSGv7HiFjdM31lpTVqamYXU2fupXvzEC0KVGxLqrjQ1dG3mDImok/9dV\n7jURQrAoMJBHExJ4yNERz2ZMTa/CytWKwH/UHjfoEObA0PihFO4pJOXNFGKnxuL3lB/H7jyGXW87\nrDwbvrPUlHYHpmdPlRYXE6OmdgSKMSz4eQEmaaq3uKJ7d9Wf5MABSHfezbDuwy6a72g0wvnz6gsh\nuEsw84bOY9XRVbWUdk1L29nG2axpf0VFamDs+++rv784/AWvXPcKb+95m+PZxwn1DK13v+KKYtbF\nrSMhNwGdhY57B9yrlLZvw0rb3sr+IlfI/GvmM//n+bjbuXMo/RB+Ln4M7TaUKP8olt66FBfb2hd4\nSUUJm05tIsIrguiMaG5edTO/zvyVvp59G32tnp4XK+3ISNiwAbr5lTN97XRuC76N/j79a63prJb2\nlcJCCJa0ZmhBQ8e1tsB1jCvOw5w5esdRoq+LJvSLUDwnVQ5S+G/9+2lKuwPj56eGZnTtqirNXOiO\nq60rx7KO1bKaazJ5spqgrbvxNzxLR7BsGTzwgCov/uorVbWXkqKCnYGBkF44mW+7P8+w7BLuvVdw\nruwceaV5dLFXfj0XGxezpv2tW6cmrXt4QFF5ET+c+IF3bnyH8/rzvPv7uyy9TbUiPX3uND6OPtha\n2vJTwk9M/WYqI/1GMrjrYNKL0hm5YiQ2Ohs+ua15NeMz+s2gVF9KuFc4g7sOvkhJ18XB2oGJIRMB\nCHQPpMxQxpjPxvDm9W8yNUKNqloZsxKdhY45kXNq7VvlHqnCYICTJyEppYJHf78DW0tbltxSO1gK\ndMpA5NWMhY0F4d+GU5FRga1f4/9YTWl3YPz8lJKrOVh6TM8xbE/e3qDSnjpV9YPoEfobSSte4vtj\naiDq3r3wwgtqLN6QIeq42dkQ5uLFofThPPXlalZbfUZaURrzhszD3baGpW3GTn8rV6omZ6ByrEf1\nHIWngydzh8wl4qMIxgaMxdnGmbv+dxeDuw7mnRvfYda6Wfxwzw+M9Bt54ThfHP6CeRvmNdlVUYWd\nlR0Lhi1osfzT+k2jv09/HvrhIeb9NA8LYcHYgLEczz6OwWSoZdnXdY+kpqo7nSXHXkK6SlZPWl1v\nAFaztK8+LKwtmqSwQVPaHRo/P4iOrl2UEOUfxfr49cwbOq/effr2BZcu5exLOcRIp2sYtUBNt963\nTynM0aPVupkzq/exPHQP9xruJcBlGj6OPrz525vMGaCsRnNa2tnZanDv2rWqwGfRnkW8PlaNXfdy\n8GLTjE2MXzkeg8nAxukb+TLmSwYtG8QH4z+opbABZvafydTwqW3a+L8hwr3C2TVnF0aTkeKKYlxs\nXTiZd5LRK0bTw7nHBVeTpyfEx1fvd/o00H0Pm3M/JWHW4QZl15R250ZT2h0YPz/1s5al7T+Gx395\nnJUxK/F29GZcr3EX7Rd550aOJYfz+ouORESokvg//alaYdflrrA7mPtkFm/NXYC0zyJ0SehFgUhz\nsGGDKne2t4eP9n2Cp71nrR7Q/bz78ftffkdv0tPLrRfX9riW6f2mc22P+sfBXAmFXROdhe6CeyXI\nPYiv7/qaO7++k4MPHqSrU1c8PVUKZhUnk/QwcTbj5b/wdvRu8LidNRCpodCUdgemZ0/1s6bS9nPx\nY1LoJH5M+JGNiRvZe99eAt2rI9cGk4G9Ts9wT483GV5Za7Jtm+q/3hAO1g70OPME5/Ig1Lsr/7vr\nf/i5qG8McwYiv/8ebrsN8kvzeXH7i2yasemi1LseLj0u/C6EYITfCLOc+3Iw0m8kc4fMZfra6Wya\nsQlPT10t98ja5KVYFgfgYbrjksfRLO3OjVYR2YEJDlYtPt3qpCF/fOvHrJq0ikeHPsorO2o3v19x\naAW+Lp58ubDagu3dW2WLXApPT1V5CXBD4A2EeIQAKk/bHJZ2RQVs3qwa56+PX88ov1EN5pt3ZJ4b\n9RxWOitmrpuJu4eB02zj4/0fk1mcyVbjqww591at4GR9aIHIzo1maXdgXFzUwIuGeGzYYwR9EMTm\nU5vZd3Yf25O383vq72yeubne4pFL4eFxcXoamC8QuX278rd7eUH0wWiGdR/W6mO2R3QWOtbdvY6J\n/53IHVtCSBloZENCBH/9+a+4Zk/h+vD+7Nhx6WNolnbnRrO0r2JcbF342/C/Mfl/k0kpSOHhwQ8T\nNy/ukgUnDVHT0n7rLVhSmYlmr3PhREq1pf3GGy2bhfj996pzIUB0RnSD3QqvBuys7Fg/ZT2vXPcq\nfHicdXd/x8EHD2K95V2GDqVRS1tT2p0bzdK+yvn7iL/zt2v/dlERTXOpaWnv2qXGmI0fD/9Z7syu\nc4XEx4PRLoOFiVOxig4kZsA7lBc5sX9/dQpfXaRUvZXffhu2boXfflNlw9EZ0fT37l//TlcJtpa2\nTB8whQWOqv9IsFtfMk6rftL13dHUpKysumpSo/OhWdpXOUKIVitsUEq7ytI+c0YFDMeOhePRzvgG\nFPDM+we5dsVQwhxHERoiiFgSSdStGTzzDKxZo6zH22+Hn39Wx9i4UWWtTJ2qFFViIgQFQXJBMo7W\njng6eLZa5o5AVYFNaqoaEuDjoxpmGQwN76NZ2p0bzdLWaBKenionHJTS3rBBzZ2c/IgLU389zjrH\nG3H55WNWfDCJ8HAY8Pe/EfDss7w86N/cdJMKdI4bp/K/58yBFSvUrMRx42pPYLnaXSN1qSpllxL8\n/dXQW3d39QXZUEaPFojs3LRKaQshXIDlQDhgAuZIKf8wh2Aa7Ysq98j581BSAr6+akzUubKu9D/W\nj64ZH5Jm0f9C+uHvb71Anw/7IH33s2zZYEpLVRHQffepplUbN6p+KXXpbEq7qiqyuFgp7aptWVkN\nK23N0u7ctNbSfg/YIKW8SwhhCdibQSaNdkhVIPLMGdV4qso6drV1Zee9OyktVc2eqnC2cebV615l\nwc8L2HXvLgwmAyP+HcWzI59l795bGjxPdEY00/u1cFR5B6TKPZKVdbHSbgituKZz02KfthDCGRgl\npVwBIKU0SCnbZmCgxhWnytI+c0b18q6LnZ1SNjWZPWA2ZYYyVh9dzfKDy8k9n8sDPzxA7vncBs/T\n2SxtT09IT1eNv0JU6nu9LVtrolnanZvWWNoBQI4QYgXQH9gPLJBSlppFMo12RVUgsiGlXR86Cx3v\n3fQeU7+Zit6o56dpP/HF4S+4e83d+Ln4oRM6Fo5ZiI+jD1uStvBN7DcUVxTTy61X276YdoSnJzz3\nnOp1PmVK9bbGLG1NaXdeWqO0LYGBwCNSyv1CiHeBp4H/q7vwxRdfvPB7VFQUUVFRrTitxpXA0VF1\noDtxoulKG1Tp9uieo7GysCLSN5IQjxBe3v4yfi5+pBWlEbk0EikloZ6h3BFyBwceOFBvL/CrFX9/\n6NZNtcWtnIrVqHtEC0RenWzbto1t27Y1uk60dCirEMIb2COl7FX590jgKSnlbXXWybYY/Kpx+ene\nHSIiVOreQw81vr4Kg0nlr1laXGwjZBZnYpImfJ18zSVmh0JKld5XY/AKy5aproufNNAKfNQoeP11\n9VPj6kUIgZTyotLlFps0UspM4IwQomqkw/VAbEuPp9H+8fSEgwebZ2mDUtb1KWwAb0fvTquwQQV0\nreo0I9QCkRqXorXZI/OBlUIIK+AUcG/rRdJor3h4qFzt5iptjeZR3xiymmg+7c5Nq5S2lPIwMKTR\nhRpXBVVTwzWl3bZ07apGvjWEprQ7N50n4qPRajw9wcEBXF2vtCRXN/7+oNdDcnL9z2uByM6NprQ1\nmoyHh7Kym9nVVaOZCKGCjDWn2tREs7Q7N5rS1mgynp6aa+Ry0ZjS1gKRnRetYZRGkxk1Cpydr7QU\nnYNRo2Dp0vqf0yztzk2L87SbfAItT1tDo9kYjdClCyQkqDucKkwmVYRjMmluqqsds+dpa2hotB06\nHQwfrgZO1KQqCKkp7M6LprQ1NNopo0df7NfWXCMamtLW0Gin1BeM1IKQGprS1tBopwwZAseP1+5T\nrlnaGprS1tBop9jYqPmZe/ZUb9MKazQ0pa2h0Y6pcpGYTGqu5rlzmtLu7GhKW0OjHTNqFOzYAd9+\nC3Pnwl13aUq7s6PlaWtotGOKitQQ5YAAeO01OHAAkpLgiy+utGQabU1Dedqa0tbQaOcMHqyGJezf\nr+VndyYaUtpaGbuGRjvn8cehZ09NYWsoWm1pCyEsUEN9U6WUE+p5XrO0NTQ0NJpJW5axL+Ayjxlr\nyvDLK01HkBE0Oc1JR5ARNDnNyZWQsVVKWwjRHbgZWG4ecZqG9s80H5qc5qMjyAianOakwylt4B3g\nSUDzf2hoaGhcBlqstIUQtwCZUspoQFQ+NDQ0NDTakBYHIoUQrwPTAQNgBzgBa6WUM+us06xwDQ0N\njRbQZnnaQogxwBP1ZY9oaGhoaJgPrYxdQ0NDowPR5hWRGhoaGhrmo11Y2kKI7kKILUKIY0KII0KI\n+ZXb3YQQvwgh4oUQG4UQLjX2eUYIkSCEOC6EuKHG9leFEClCiMJ2LONPQohDQoijQojlQgizVaaa\nWc6tQoi4SlkPCiE82pucQgjHGvIdEkJkCyEWtycZK7ffLYQ4XHmcN8whX0vlFEK4V64vEkK8X+dY\nbXL9tIGcbXINmVnGtrl+pJRX/AH4AAMqf3cE4oEQ4C3g75XbnwLerPy9L3AIVYbvD5yk+q5hKOAN\nFLZjGR1rHHcNMK2dyrkViGzv//M6x90PjGhPMgLuQDLgXrluBXDdFXwv7YFrgQeA9+scq02unzaQ\ns02uITPL2CbXj9kvRjO9ceuAcUAc4F3jzYyr/P1p4Kka638CrqlzDLN/6NpARivgO+Cm9ihn5Ydu\nUAf6nwcDye1NRmAwsKnG9unAh1dKzhrrZtVVNDWea9Prx4xytuk11BoZ2+r6aRfukZoIIfyBAcDv\nqDcpE0BKmQF4VS7rBpypsdvZym0dRkYhxM9ABlAqpfy5vcoJfFZ5a/d8W8hoRjkB7gb+2w5lPAn0\nEUL4Vd7GTwR6XEE5rzjmkLOtryEzvZdmv37aldIWQjiibnUWSCmLubjS8opHTc0lo5TyJsAXsBFC\nzGxsfXMxk5z3SCkjgFHAKCHEdDOLae7/+RTgK3PJVkVrZZRSngMeBr4GtgNJgLG9yXm56AjXUHu+\nftqN0q60QNYA/5FSrq/cnCmE8K583gfIqtx+ltqWSvfKbR1KRillBfANMKQ9yimlTK/8WQKsQvk7\n252clWv7ATop5aH2KKOU8kcp5TAp5QjgROXjSsl5xTC3nG1xDZlLxra6ftqN0gb+DcRKKd+rse07\nYHbl77OA9TW2TxFCWAshAoAgYG+d47VFWX2rZRRCOFT+06s+HLcA0e1QTp0QokulnFbArcDR9iZn\njf2m0gZWtrlkFEJ4Vv50A+Zi/iZrzZGzJg1dJ23VlqLVcl6Ga8gcMrbd9dMWzvsWOPtHoG4Xo1HR\n94PATaio+2ZUBPcXwLXGPs+gfIXHgRtqbH8L5Vc0ACnAC+1JRpQvbG/lcQ4D/6SeLIh2IKc9KhMj\nGjiCag7W7uSs8dxJILgdfy5XAcdQF+5d7UDOJCAHKKy8TkLa8voxp5xteQ2ZUcY2u3604hoNDQ2N\nDkR7co9oaGhoaDSCprQ1NDQ0OhCa0tbQ0NDoQGhKW0NDQ6MDoSltDQ0NjQ6EprQ1NDQ0OhCa0tbQ\n0NDoQGhKW0NDQ6MD8f+dbp6Pd6azIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff84a97fad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eu_loans[['Latvia', 'Estonia', 'Greece (GR)', 'Ireland', 'Euro area (changing composition)']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016-02-01    21.58\n",
       "2016-01-01    21.51\n",
       "2015-12-01    21.59\n",
       "2015-11-01    21.67\n",
       "2015-10-01    21.74\n",
       "2015-09-01    21.75\n",
       "2015-08-01    21.80\n",
       "2015-07-01    21.82\n",
       "2015-06-01    21.92\n",
       "2015-05-01    21.81\n",
       "2015-04-01    21.86\n",
       "2015-03-01    21.56\n",
       "2015-02-01    21.55\n",
       "2015-01-01    21.61\n",
       "2014-12-01    21.45\n",
       "2014-11-01    21.11\n",
       "2014-10-01    21.12\n",
       "2014-09-01    21.37\n",
       "2014-08-01    21.36\n",
       "2014-07-01    21.38\n",
       "2014-06-01    21.39\n",
       "2014-05-01    21.43\n",
       "2014-04-01    21.35\n",
       "2014-03-01    21.30\n",
       "2014-02-01    21.38\n",
       "2014-01-01    21.66\n",
       "2013-12-01     8.56\n",
       "2013-11-01     8.62\n",
       "2013-10-01     8.78\n",
       "Name: Latvia, dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eu_loans['Latvia'].loc[eu_loans.index > datetime.date(2013,9,1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}