swedish_interest_rates.ipynb 1.07 MB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dates map\n",
    "\n",
    "Need a data structure to be able to query current interest rate at certain date. This is implemented in Pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>5y</th>\n",
       "      <th>2y</th>\n",
       "      <th>3m</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1989-11-01</th>\n",
       "      <td>12.50</td>\n",
       "      <td>12.50</td>\n",
       "      <td>12.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-11-08</th>\n",
       "      <td>12.75</td>\n",
       "      <td>12.75</td>\n",
       "      <td>12.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-11-14</th>\n",
       "      <td>13.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>12.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-11-15</th>\n",
       "      <td>13.25</td>\n",
       "      <td>13.25</td>\n",
       "      <td>12.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-11-22</th>\n",
       "      <td>13.50</td>\n",
       "      <td>13.50</td>\n",
       "      <td>12.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-11-23</th>\n",
       "      <td>13.75</td>\n",
       "      <td>13.75</td>\n",
       "      <td>13.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-12-06</th>\n",
       "      <td>13.90</td>\n",
       "      <td>14.00</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-12-29</th>\n",
       "      <td>14.10</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-01-22</th>\n",
       "      <td>14.10</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-02-20</th>\n",
       "      <td>15.50</td>\n",
       "      <td>16.50</td>\n",
       "      <td>16.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-02-26</th>\n",
       "      <td>15.50</td>\n",
       "      <td>16.00</td>\n",
       "      <td>16.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-03-02</th>\n",
       "      <td>15.25</td>\n",
       "      <td>15.75</td>\n",
       "      <td>15.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-03-07</th>\n",
       "      <td>15.25</td>\n",
       "      <td>15.50</td>\n",
       "      <td>15.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-04-03</th>\n",
       "      <td>15.00</td>\n",
       "      <td>15.50</td>\n",
       "      <td>15.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-04-06</th>\n",
       "      <td>15.00</td>\n",
       "      <td>15.25</td>\n",
       "      <td>15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-04-09</th>\n",
       "      <td>14.75</td>\n",
       "      <td>15.00</td>\n",
       "      <td>15.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-04-10</th>\n",
       "      <td>14.75</td>\n",
       "      <td>15.00</td>\n",
       "      <td>14.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-04-24</th>\n",
       "      <td>14.75</td>\n",
       "      <td>15.00</td>\n",
       "      <td>14.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-05-04</th>\n",
       "      <td>14.75</td>\n",
       "      <td>15.00</td>\n",
       "      <td>14.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-05-07</th>\n",
       "      <td>14.75</td>\n",
       "      <td>15.00</td>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-05-10</th>\n",
       "      <td>14.50</td>\n",
       "      <td>14.50</td>\n",
       "      <td>13.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-06-07</th>\n",
       "      <td>14.25</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-06-11</th>\n",
       "      <td>14.25</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-06-18</th>\n",
       "      <td>14.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-07-02</th>\n",
       "      <td>14.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>13.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-09</th>\n",
       "      <td>14.00</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-10</th>\n",
       "      <td>14.25</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-21</th>\n",
       "      <td>14.75</td>\n",
       "      <td>14.75</td>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-27</th>\n",
       "      <td>15.25</td>\n",
       "      <td>15.25</td>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-28</th>\n",
       "      <td>15.25</td>\n",
       "      <td>15.50</td>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-16</th>\n",
       "      <td>3.79</td>\n",
       "      <td>3.15</td>\n",
       "      <td>2.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-10-16</th>\n",
       "      <td>3.79</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-01</th>\n",
       "      <td>3.74</td>\n",
       "      <td>3.06</td>\n",
       "      <td>2.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-13</th>\n",
       "      <td>3.74</td>\n",
       "      <td>3.06</td>\n",
       "      <td>2.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-15</th>\n",
       "      <td>3.99</td>\n",
       "      <td>3.31</td>\n",
       "      <td>3.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-21</th>\n",
       "      <td>3.64</td>\n",
       "      <td>2.96</td>\n",
       "      <td>2.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-12-18</th>\n",
       "      <td>3.64</td>\n",
       "      <td>2.96</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-12-20</th>\n",
       "      <td>3.56</td>\n",
       "      <td>2.81</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-04-16</th>\n",
       "      <td>3.54</td>\n",
       "      <td>2.73</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-05-19</th>\n",
       "      <td>3.44</td>\n",
       "      <td>2.73</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-13</th>\n",
       "      <td>3.24</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-04</th>\n",
       "      <td>3.24</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-07-07</th>\n",
       "      <td>3.09</td>\n",
       "      <td>2.53</td>\n",
       "      <td>2.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-08-26</th>\n",
       "      <td>3.09</td>\n",
       "      <td>2.49</td>\n",
       "      <td>2.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-10-20</th>\n",
       "      <td>2.89</td>\n",
       "      <td>2.35</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-10-30</th>\n",
       "      <td>2.79</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-11-24</th>\n",
       "      <td>2.73</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-06</th>\n",
       "      <td>2.63</td>\n",
       "      <td>2.25</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-19</th>\n",
       "      <td>2.53</td>\n",
       "      <td>2.15</td>\n",
       "      <td>2.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-26</th>\n",
       "      <td>2.47</td>\n",
       "      <td>2.15</td>\n",
       "      <td>2.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-24</th>\n",
       "      <td>2.32</td>\n",
       "      <td>2.09</td>\n",
       "      <td>2.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-03</th>\n",
       "      <td>2.32</td>\n",
       "      <td>2.09</td>\n",
       "      <td>1.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-18</th>\n",
       "      <td>2.47</td>\n",
       "      <td>2.09</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-08-20</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-26</th>\n",
       "      <td>2.40</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-16</th>\n",
       "      <td>2.42</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-03</th>\n",
       "      <td>2.45</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-07</th>\n",
       "      <td>2.30</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-06</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-12</th>\n",
       "      <td>2.45</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>702 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               5y     2y     3m\n",
       "Date                           \n",
       "1989-11-01  12.50  12.50  12.50\n",
       "1989-11-08  12.75  12.75  12.50\n",
       "1989-11-14  13.00  13.00  12.50\n",
       "1989-11-15  13.25  13.25  12.75\n",
       "1989-11-22  13.50  13.50  12.75\n",
       "1989-11-23  13.75  13.75  13.00\n",
       "1989-12-06  13.90  14.00  13.50\n",
       "1989-12-29  14.10  14.25  13.50\n",
       "1990-01-22  14.10  14.25  13.75\n",
       "1990-02-20  15.50  16.50  16.50\n",
       "1990-02-26  15.50  16.00  16.00\n",
       "1990-03-02  15.25  15.75  15.75\n",
       "1990-03-07  15.25  15.50  15.50\n",
       "1990-04-03  15.00  15.50  15.50\n",
       "1990-04-06  15.00  15.25  15.00\n",
       "1990-04-09  14.75  15.00  15.00\n",
       "1990-04-10  14.75  15.00  14.75\n",
       "1990-04-24  14.75  15.00  14.50\n",
       "1990-05-04  14.75  15.00  14.25\n",
       "1990-05-07  14.75  15.00  14.00\n",
       "1990-05-10  14.50  14.50  13.95\n",
       "1990-06-07  14.25  14.25  13.95\n",
       "1990-06-11  14.25  14.25  13.75\n",
       "1990-06-18  14.00  14.00  13.50\n",
       "1990-07-02  14.00  14.00  13.25\n",
       "1990-08-09  14.00  14.25  13.25\n",
       "1990-08-10  14.25  14.25  13.50\n",
       "1990-08-21  14.75  14.75  14.00\n",
       "1990-08-27  15.25  15.25  14.00\n",
       "1990-08-28  15.25  15.50  14.00\n",
       "...           ...    ...    ...\n",
       "2013-09-16   3.79   3.15   2.91\n",
       "2013-10-16   3.79   3.11   2.91\n",
       "2013-11-01   3.74   3.06   2.91\n",
       "2013-11-13   3.74   3.06   2.89\n",
       "2013-11-15   3.99   3.31   3.14\n",
       "2013-11-21   3.64   2.96   2.84\n",
       "2013-12-18   3.64   2.96   2.69\n",
       "2013-12-20   3.56   2.81   2.69\n",
       "2014-04-16   3.54   2.73   2.69\n",
       "2014-05-19   3.44   2.73   2.69\n",
       "2014-06-13   3.24   2.68   2.69\n",
       "2014-07-04   3.24   2.68   2.59\n",
       "2014-07-07   3.09   2.53   2.44\n",
       "2014-08-26   3.09   2.49   2.44\n",
       "2014-10-20   2.89   2.35   2.35\n",
       "2014-10-30   2.79   2.25   2.22\n",
       "2014-11-24   2.73   2.25   2.19\n",
       "2015-02-06   2.63   2.25   2.17\n",
       "2015-02-19   2.53   2.15   2.14\n",
       "2015-02-26   2.47   2.15   2.10\n",
       "2015-03-24   2.32   2.09   2.02\n",
       "2015-06-03   2.32   2.09   1.99\n",
       "2015-06-18   2.47   2.09   1.97\n",
       "2015-08-20   2.35   2.05   1.97\n",
       "2016-05-26   2.40   2.08   2.01\n",
       "2016-12-16   2.42   2.08   2.04\n",
       "2017-04-03   2.45   2.08   2.04\n",
       "2017-07-07   2.30   2.05   2.05\n",
       "2017-10-06   2.35   2.05   2.05\n",
       "2018-02-12   2.45   2.05   2.05\n",
       "\n",
       "[702 rows x 3 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from pandas.tseries.offsets import *\n",
    "\n",
    "rates_org = pd.read_csv(\"swedish_interest_rates.csv\", \n",
    "            decimal=',',\n",
    "            index_col=0,\n",
    "            skiprows=[0,1],\n",
    "            names=[\"Date\", \"5y\", \"2y\", \"3m\"],\n",
    "            parse_dates=True, infer_datetime_format=True).sort_index()\n",
    "rates_org"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Change to regular month intervals and forward fill"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>5y</th>\n",
       "      <th>2y</th>\n",
       "      <th>3m</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-01-01</th>\n",
       "      <td>14.10</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-02-01</th>\n",
       "      <td>14.10</td>\n",
       "      <td>14.25</td>\n",
       "      <td>13.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-03-01</th>\n",
       "      <td>15.50</td>\n",
       "      <td>16.00</td>\n",
       "      <td>16.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-04-01</th>\n",
       "      <td>15.25</td>\n",
       "      <td>15.50</td>\n",
       "      <td>15.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-05-01</th>\n",
       "      <td>14.75</td>\n",
       "      <td>15.00</td>\n",
       "      <td>14.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-06-01</th>\n",
       "      <td>14.50</td>\n",
       "      <td>14.50</td>\n",
       "      <td>13.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-07-01</th>\n",
       "      <td>14.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-08-01</th>\n",
       "      <td>14.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>13.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-09-01</th>\n",
       "      <td>15.25</td>\n",
       "      <td>15.50</td>\n",
       "      <td>14.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-10-01</th>\n",
       "      <td>15.25</td>\n",
       "      <td>15.50</td>\n",
       "      <td>14.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-11-01</th>\n",
       "      <td>15.50</td>\n",
       "      <td>16.25</td>\n",
       "      <td>16.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-01</th>\n",
       "      <td>14.50</td>\n",
       "      <td>15.50</td>\n",
       "      <td>15.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-01-01</th>\n",
       "      <td>14.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>15.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-02-01</th>\n",
       "      <td>13.50</td>\n",
       "      <td>13.75</td>\n",
       "      <td>14.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-03-01</th>\n",
       "      <td>12.75</td>\n",
       "      <td>13.25</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-01</th>\n",
       "      <td>13.25</td>\n",
       "      <td>13.50</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-01</th>\n",
       "      <td>13.25</td>\n",
       "      <td>13.50</td>\n",
       "      <td>13.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-06-01</th>\n",
       "      <td>12.25</td>\n",
       "      <td>12.50</td>\n",
       "      <td>13.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-07-01</th>\n",
       "      <td>12.25</td>\n",
       "      <td>12.25</td>\n",
       "      <td>11.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-08-01</th>\n",
       "      <td>12.25</td>\n",
       "      <td>12.25</td>\n",
       "      <td>11.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-09-01</th>\n",
       "      <td>12.50</td>\n",
       "      <td>12.50</td>\n",
       "      <td>12.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-10-01</th>\n",
       "      <td>12.25</td>\n",
       "      <td>12.25</td>\n",
       "      <td>12.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-11-01</th>\n",
       "      <td>12.25</td>\n",
       "      <td>12.50</td>\n",
       "      <td>12.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-12-01</th>\n",
       "      <td>12.25</td>\n",
       "      <td>12.75</td>\n",
       "      <td>13.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-01-01</th>\n",
       "      <td>12.75</td>\n",
       "      <td>13.25</td>\n",
       "      <td>15.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-02-01</th>\n",
       "      <td>12.50</td>\n",
       "      <td>13.00</td>\n",
       "      <td>14.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-03-01</th>\n",
       "      <td>12.50</td>\n",
       "      <td>13.00</td>\n",
       "      <td>14.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-04-01</th>\n",
       "      <td>12.25</td>\n",
       "      <td>12.75</td>\n",
       "      <td>14.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-05-01</th>\n",
       "      <td>12.25</td>\n",
       "      <td>13.25</td>\n",
       "      <td>14.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992-06-01</th>\n",
       "      <td>12.50</td>\n",
       "      <td>13.25</td>\n",
       "      <td>14.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-10-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-11-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-02-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-01</th>\n",
       "      <td>2.40</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-01</th>\n",
       "      <td>2.40</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-01</th>\n",
       "      <td>2.40</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-01</th>\n",
       "      <td>2.40</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-10-01</th>\n",
       "      <td>2.40</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-01</th>\n",
       "      <td>2.40</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-01</th>\n",
       "      <td>2.40</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-01-01</th>\n",
       "      <td>2.42</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-01</th>\n",
       "      <td>2.42</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-01</th>\n",
       "      <td>2.42</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-01</th>\n",
       "      <td>2.42</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-05-01</th>\n",
       "      <td>2.45</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-01</th>\n",
       "      <td>2.45</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-01</th>\n",
       "      <td>2.45</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-01</th>\n",
       "      <td>2.30</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-01</th>\n",
       "      <td>2.30</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-10-01</th>\n",
       "      <td>2.30</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-01</th>\n",
       "      <td>2.35</td>\n",
       "      <td>2.05</td>\n",
       "      <td>2.05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>338 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               5y     2y     3m\n",
       "Date                           \n",
       "1990-01-01  14.10  14.25  13.50\n",
       "1990-02-01  14.10  14.25  13.75\n",
       "1990-03-01  15.50  16.00  16.00\n",
       "1990-04-01  15.25  15.50  15.50\n",
       "1990-05-01  14.75  15.00  14.50\n",
       "1990-06-01  14.50  14.50  13.95\n",
       "1990-07-01  14.00  14.00  13.50\n",
       "1990-08-01  14.00  14.00  13.25\n",
       "1990-09-01  15.25  15.50  14.00\n",
       "1990-10-01  15.25  15.50  14.50\n",
       "1990-11-01  15.50  16.25  16.50\n",
       "1990-12-01  14.50  15.50  15.75\n",
       "1991-01-01  14.00  15.00  15.75\n",
       "1991-02-01  13.50  13.75  14.50\n",
       "1991-03-01  12.75  13.25  13.50\n",
       "1991-04-01  13.25  13.50  13.50\n",
       "1991-05-01  13.25  13.50  13.50\n",
       "1991-06-01  12.25  12.50  13.00\n",
       "1991-07-01  12.25  12.25  11.75\n",
       "1991-08-01  12.25  12.25  11.75\n",
       "1991-09-01  12.50  12.50  12.25\n",
       "1991-10-01  12.25  12.25  12.25\n",
       "1991-11-01  12.25  12.50  12.50\n",
       "1991-12-01  12.25  12.75  13.25\n",
       "1992-01-01  12.75  13.25  15.25\n",
       "1992-02-01  12.50  13.00  14.75\n",
       "1992-03-01  12.50  13.00  14.75\n",
       "1992-04-01  12.25  12.75  14.50\n",
       "1992-05-01  12.25  13.25  14.50\n",
       "1992-06-01  12.50  13.25  14.50\n",
       "...           ...    ...    ...\n",
       "2015-09-01   2.35   2.05   1.97\n",
       "2015-10-01   2.35   2.05   1.97\n",
       "2015-11-01   2.35   2.05   1.97\n",
       "2015-12-01   2.35   2.05   1.97\n",
       "2016-01-01   2.35   2.05   1.97\n",
       "2016-02-01   2.35   2.05   1.97\n",
       "2016-03-01   2.35   2.05   1.97\n",
       "2016-04-01   2.35   2.05   1.97\n",
       "2016-05-01   2.35   2.05   1.97\n",
       "2016-06-01   2.40   2.08   2.01\n",
       "2016-07-01   2.40   2.08   2.01\n",
       "2016-08-01   2.40   2.08   2.01\n",
       "2016-09-01   2.40   2.08   2.01\n",
       "2016-10-01   2.40   2.08   2.01\n",
       "2016-11-01   2.40   2.08   2.01\n",
       "2016-12-01   2.40   2.08   2.01\n",
       "2017-01-01   2.42   2.08   2.04\n",
       "2017-02-01   2.42   2.08   2.04\n",
       "2017-03-01   2.42   2.08   2.04\n",
       "2017-04-01   2.42   2.08   2.04\n",
       "2017-05-01   2.45   2.08   2.04\n",
       "2017-06-01   2.45   2.08   2.04\n",
       "2017-07-01   2.45   2.08   2.04\n",
       "2017-08-01   2.30   2.05   2.05\n",
       "2017-09-01   2.30   2.05   2.05\n",
       "2017-10-01   2.30   2.05   2.05\n",
       "2017-11-01   2.35   2.05   2.05\n",
       "2017-12-01   2.35   2.05   2.05\n",
       "2018-01-01   2.35   2.05   2.05\n",
       "2018-02-01   2.35   2.05   2.05\n",
       "\n",
       "[338 rows x 3 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rates = rates_org.asfreq(\"MS\", method=\"pad\").truncate(before=\"1990-01-01\", after=\"2018-02-01\")\n",
    "rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Interest rates in %')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "for key in rates.columns:\n",
    "    plt.plot_date(rates.index.to_pydatetime(), rates[key], '.-', label=key)\n",
    "plt.legend()\n",
    "plt.title(\"Interest rates in %\")    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing  year intervals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1990-01-01    0.7050\n",
       "1990-02-01    0.7050\n",
       "1990-03-01    0.7750\n",
       "1990-04-01    0.7625\n",
       "1990-05-01    0.7375\n",
       "1990-06-01    0.7250\n",
       "1990-07-01    0.7000\n",
       "1990-08-01    0.7000\n",
       "1990-09-01    0.7625\n",
       "1990-10-01    0.7625\n",
       "1990-11-01    0.7750\n",
       "1990-12-01    0.7250\n",
       "1991-01-01    0.7000\n",
       "1991-02-01    0.6750\n",
       "1991-03-01    0.6375\n",
       "1991-04-01    0.6625\n",
       "1991-05-01    0.6625\n",
       "1991-06-01    0.6125\n",
       "1991-07-01    0.6125\n",
       "1991-08-01    0.6125\n",
       "1991-09-01    0.6250\n",
       "1991-10-01    0.6125\n",
       "1991-11-01    0.6125\n",
       "1991-12-01    0.6125\n",
       "1992-01-01    0.6375\n",
       "1992-02-01    0.6250\n",
       "1992-03-01    0.6250\n",
       "1992-04-01    0.6125\n",
       "1992-05-01    0.6125\n",
       "1992-06-01    0.6250\n",
       "               ...  \n",
       "2015-09-01    0.1175\n",
       "2015-10-01    0.1175\n",
       "2015-11-01    0.1175\n",
       "2015-12-01    0.1175\n",
       "2016-01-01    0.1175\n",
       "2016-02-01    0.1175\n",
       "2016-03-01    0.1175\n",
       "2016-04-01    0.1175\n",
       "2016-05-01    0.1175\n",
       "2016-06-01    0.1200\n",
       "2016-07-01    0.1200\n",
       "2016-08-01    0.1200\n",
       "2016-09-01    0.1200\n",
       "2016-10-01    0.1200\n",
       "2016-11-01    0.1200\n",
       "2016-12-01    0.1200\n",
       "2017-01-01    0.1210\n",
       "2017-02-01    0.1210\n",
       "2017-03-01    0.1210\n",
       "2017-04-01    0.1210\n",
       "2017-05-01    0.1225\n",
       "2017-06-01    0.1225\n",
       "2017-07-01    0.1225\n",
       "2017-08-01    0.1150\n",
       "2017-09-01    0.1150\n",
       "2017-10-01    0.1150\n",
       "2017-11-01    0.1175\n",
       "2017-12-01    0.1175\n",
       "2018-01-01    0.1175\n",
       "2018-02-01    0.1175\n",
       "Freq: MS, Name: 5y, Length: 338, dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rates[\"5y\"] / 100 * 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['1990-01-01', '1990-04-01', '1990-07-01', '1990-10-01',\n",
       "               '1991-01-01', '1991-04-01', '1991-07-01', '1991-10-01',\n",
       "               '1992-01-01', '1992-04-01', '1992-07-01', '1992-10-01',\n",
       "               '1993-01-01', '1993-04-01', '1993-07-01', '1993-10-01',\n",
       "               '1994-01-01', '1994-04-01', '1994-07-01', '1994-10-01'],\n",
       "              dtype='datetime64[ns]', freq='3MS')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def quarterly_for_5y(start):\n",
    "    return pd.date_range(start, freq=\"3MS\", periods=4*5)\n",
    "\n",
    "quarterly_for_5y(\"1990-01-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1990-01-01    70.50\n",
       "1990-02-01    70.50\n",
       "1990-03-01    77.50\n",
       "1990-04-01    76.25\n",
       "1990-05-01    73.75\n",
       "1990-06-01    72.50\n",
       "1990-07-01    70.00\n",
       "1990-08-01    70.00\n",
       "1990-09-01    76.25\n",
       "1990-10-01    76.25\n",
       "1990-11-01    77.50\n",
       "1990-12-01    72.50\n",
       "1991-01-01    70.00\n",
       "1991-02-01    67.50\n",
       "1991-03-01    63.75\n",
       "1991-04-01    66.25\n",
       "1991-05-01    66.25\n",
       "1991-06-01    61.25\n",
       "1991-07-01    61.25\n",
       "1991-08-01    61.25\n",
       "1991-09-01    62.50\n",
       "1991-10-01    61.25\n",
       "1991-11-01    61.25\n",
       "1991-12-01    61.25\n",
       "1992-01-01    63.75\n",
       "1992-02-01    62.50\n",
       "1992-03-01    62.50\n",
       "1992-04-01    61.25\n",
       "1992-05-01    61.25\n",
       "1992-06-01    62.50\n",
       "              ...  \n",
       "2015-09-01    11.75\n",
       "2015-10-01    11.75\n",
       "2015-11-01    11.75\n",
       "2015-12-01    11.75\n",
       "2016-01-01    11.75\n",
       "2016-02-01    11.75\n",
       "2016-03-01    11.75\n",
       "2016-04-01    11.75\n",
       "2016-05-01    11.75\n",
       "2016-06-01    12.00\n",
       "2016-07-01    12.00\n",
       "2016-08-01    12.00\n",
       "2016-09-01    12.00\n",
       "2016-10-01    12.00\n",
       "2016-11-01    12.00\n",
       "2016-12-01    12.00\n",
       "2017-01-01    12.10\n",
       "2017-02-01    12.10\n",
       "2017-03-01    12.10\n",
       "2017-04-01    12.10\n",
       "2017-05-01    12.25\n",
       "2017-06-01    12.25\n",
       "2017-07-01    12.25\n",
       "2017-08-01    11.50\n",
       "2017-09-01    11.50\n",
       "2017-10-01    11.50\n",
       "2017-11-01    11.75\n",
       "2017-12-01    11.75\n",
       "2018-01-01    11.75\n",
       "2018-02-01    11.75\n",
       "Freq: MS, Name: 5y, Length: 338, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# would have payed over 5 years\n",
    "rates[\"5y\"] * 5\n",
    "\n",
    "#payed_3m = np.array([])\n",
    "\n",
    "#for bound_date in rates.index:\n",
    "#    q_dates = quarterly_for_5y(bound_date)\n",
    "#    v = rates[q_dates]\n",
    "    \n",
    "#print(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1990-01-01    66.2500\n",
       "1995-01-01    34.4500\n",
       "2000-01-01    25.3875\n",
       "2005-01-01    19.5425\n",
       "2010-01-01    15.3750\n",
       "2015-01-01     6.5825\n",
       "Name: 3m, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(rates[\"3m\"].resample(\"3MS\").first().resample(\"1YS\").sum() / 4).resample(\"5YS\").sum().truncate(before=\"1989-11-01\", after=\"2018-05-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1990-01-01    70.50\n",
       "1995-01-01    58.75\n",
       "2000-01-01    35.75\n",
       "2005-01-01    21.75\n",
       "2010-01-01    21.15\n",
       "2015-01-01    13.65\n",
       "Freq: 5AS-JAN, Name: 5y, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rates[\"5y\"].resample(\"5YS\").first().resample(\"1YS\").pad().resample(\"5YS\").sum().truncate(before=\"1989-11-01\", after=\"2018-02-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "1990-01-01    63.75\n",
       "1995-01-01    41.45\n",
       "2000-01-01    29.20\n",
       "2005-01-01    21.98\n",
       "2010-01-01    15.81\n",
       "2015-01-01     8.96\n",
       "Name: 2y, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rates[\"2y\"].resample(\"2YS\").first().resample(\"1YS\").pad().resample(\"5YS\").sum().truncate(before=\"1989-11-01\", after=\"2018-02-01\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fabb5744668>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tcHP/nPvx5nk75PrZ2dlcfPHFvPnmm4Dt3wdwOBzRcuRzMBjskGvGkmzBv9AYc0hE8oClIrLLGLMytkH4JvAwQGFhYdMZhroZEcFPdaaS4kzREb6inEV487wsmLuAoqNFFA4sbLfYHzt2DLfbTXZ2NtXV1bz99tvcc0/rN55kkNRJW2PMofB7KfAK0P5co92A6AjfmYLH6cFv6QhfUc4mvHle5k+a3yEj+8OHD3PJJZcwefJkZsyYwWWXXcaVV17ZAVa2naSN8EWkD+AwxlSGy3OBnyfrep1JRPA9To+O8BVFaZHJkyezefPmRseLi4uj5Xnz5tXb0za2riNJpktnIPCKiESu84wx5s0kXq/TiPjsoy6doAq+oijdn6QJvjFmHzAlWf13JZEdrjxODx6nR0f4iqL0CDS1QgJER/iuVFKdqRqloyjdnOZ2nOpJdMR3UMFPgMhCKx3hK0r3JzU1lbKysh4t+sYYysrKSE1NbVc/uvAqASIj+hSnHYdfUVvRxRYpitIcQ4cOpaSkhGPHjnW1Ke0iNTWVoUOHtqsPFfwEqA3V4na4cYjDDstUl46idFvcbjcjR47sajO6BerSSYDaUC0pTntVXIozJTqJqyiK0p1RwU+AhoKvI3xFUXoCKvgJECv4OmmrKEpPQQU/AWpDtXicHgANy1QUpceggp8AtaFaUl12eFRkhN+TQ74URekdqOAnQG2wboSf4kzBYAhaHZ/KVFEUpSNRwU+Ahj58QCN1FEXp9qjgJ4A/5K8XpQO6kbmiKN0fFfwEqAnVNBJ8nbhVFKW7o4KfADrCVxSlJ6KCnwANF16BjvAVRen+tCr4IvJrEckUEbeI/FNEjovIFzvDuO5KbBx+5F1H+IqidHfiGeHPNcacAq4ESoBzgbuTalU3pzZUS6rTjsNXl46iKD2FeATfHX7/LPCsMeZEEu3pEfhDfh3hK4rS44gnPfIiEdkFVAPfEJEBQK8NOg9YAUImFF1pqyN8RVF6CvGM8O8FzgcKjTEBoAq4OqlWdWNiNz+JfddJW0VRujvxCP5aY8xJY0wIwBhzBvhHcs3qvsRubwiQ4tIRvqIoPYNmXToiMggYAqSJyFRAwlWZQHon2NYtiW5g3mDSVkf4iqJ0d1ry4V8OzAOGAr+LOV4J/CiJNnVrIiP5hpO2kZG/oihKd6VZwTfGPAE8ISI3GGNe6kSbujURwW/kw7d0hK8oSvcmniidxSJyM1AQ294Y8/NkGdWdaSj4HoeGZSqK0jOIR/BfAyqAjUCvV7WGgi8ieBy6zaGiKN2feAR/qDHmiqRb0kOICn44OidS1klbRVG6O/GEZb4rIpMSvYCIOEVks4gsTrSP7kTDEX6krCN8RVG6O/GM8C8C5onIR9guHQGMMWZynNe4E9iJHc7Z46kN1o/SgbDgB1XwFUXp3sQj+J9JtHMRGQr8C3AfcFei/XQnIiP5SBw+1G1kriiK0p1paeFVZjhLZmU7+n8A+D6Q0cJ1bgNuAxg+fHg7LhUfvlIfRUeLKBxYiDfP2+bzI776hiN89eEritLdaWmE/wx2SuSNgKFupS3hz6Na6lhErgRKjTEbReTi5toZYx4GHgYoLCw08ZmdGOsPr+fWJbcCtmAvmLugzaIf2axcR/iKovQ0Wlp4dWX4fWSCfV8IXC0inwVSgUwR+asxJmmbp7Q2el+0bxEWFmBnvSw6WtRmwW+YPA1s8VfBVxSluxOPDx8RuRr4RPjjcmNMqxE3xpgfAj8Mn38x8O/JFvv5S+ZHtx9cOHdhIzG3LCtadjvcFA4sbPN1akO1CILLUffTeZweqgJViRuvKIrSCcSzxeH92JE2O8KvO0Xkl8k2rK0UHS2Kjr4DIXv03pCPKz8GIL9PflzuHF+pj4XvL8RX6oseqw3VkupKRaTOw5XiTIm6ehRFUbor8YzwPwt4jTEWgIg8AWwmPHqPB2PMcmB5AvbFTeHAQhziIGRCOMTRaPReFahi2/FtAAStYKtiv+noJuYvmU/ICtXz98fuZxvB4/TopK2iKN2eeBZeAWTHlLOSYUh78eZ5oyJ/0ZCLGgn6lmNbCJog0/Kmcaz6GNXB6hb7e33v6wSsABZW1N8Ptg8/1n8PuvBKUZSeQTyC/0tgs4g8Hh7dbwT+O7lmJUaFvwKAykDjSNINRzbgFCdXnXMVACWVJS32NSBtQLQc6++vCdU0Kfg6wlcUpbvTqkvHGPOsiCwHZoQP3WOMOZJUqxLAMhb7T+0H4KOKjxrVFx0tYkLuBMbmjAVswR+TM6bZ/mJz5dxdeHf0iaGpEb6GZSqK0hOI16VzPnAx8MlwudtRWlVKdbCaoX2HcqLmBKf8p6J11cFq3j/+PoWDChmWMQyAA5UHWuzvWNUx0lxpZLgz2Fi6MXq8Jth4hK9hmYqi9ATiidL5P+B24H1gG/B1EXkw2Ya1lcio/pLhlwBQXFEcrdtybAtBK0jhwEKyUrLIcGdQcrpll05pVSn5ffK5evTVLNm/hLLqMqD5EX7IhAhawQ78RoqiKB1LPCP8TwKXG2MeM8Y8hh21c3FSrUqA4lPFAFwyzBb8WLfO4r2Lo7HzIsLQjKGtjvBLq0vJS8/jc+d+jqAV5Eerf4Sv1MeJmhMcqz5WL1RT97VVFKUnEI/gfwDEJrkZBmxNjjmJU1xRTLorHW+eF5e4ojcAX6mP1/e+jsHwnWXfwVfqY2jG0FYnbUurbMGv9FciCO8eepcv/eNL7C7fzYHKA9y65Nao6EfCNNWtoyhKdyaeOPxcYKeIrA9/ngGsFZHXAYwxVyfLuLg5sJ7i/csZ4eqLe83/MjStP8VHNsGq37LKOo7BTtETCPkp+uAVhpYfZnnlAUIrf4Nz5CftPopXQcEcAKyPVnK86hh56XkUHS1CkGgfEWJTM5RWlQKwuXQzlw6/tPO+t6IoShuIR/D/I+lWtIcD6zGPXkHxkIFMqa3F7Pw5I/P681H5AczBVzHZWZCThcMY3CZI4eq/sNvjJNA/l6Mrfkn+svuw88JZ4XehzCEERwzBOnaC/eYcHOLCmCBOcQIQMiGc4iLDjOWnby7m9aNPAvDvK+7mnikPcLwsn9mjcgF4b19ZvXJOuoeTVf646qePyOnMX1JRlLOceMIyV3SGIYly0LeEfsbisMvJNZUBBCgIBFmdnoYF7PW4yQkG+dKp08yormFKrZ8asX3uB90u8oO1gEEEjDGA4ZjLDcC+TdtYVDETR9otuNL3YapHIQik7aW6ehQ/3lmJI2c5ngEhRMAfCnDvktepPX4xDgcIQsgy0XLQsp8SBFqtT3E7eHr+bBV9RVE6jLiSp3Vn1obGc647DSNCQSBI0AhDAyECIux2eViTlsrVldV8tfw0IRz4cZEfCAFQ7HIzGbvsNBYhHLiwKHXaI/m9/nMBsKpH4K8eUXfRqsiUhsFRNQqPcYIEAcF/ZiQGCFl2PQ3KkVJr9f6gxXv7ylTwFUXpMHq84I+cegn37Pp/wDIWVf8L20MOltfkAov5ceYUah1Hee/0Dfw+VMF6xgMwPbgdMet42TmJF0L2/uwz2cF6xjOJfZznegmA3dYkez9HwCHgdNgJ00KWiZaD1SOo+ng+6cMXEjozFqe/AMQ03TZkWu4rVDdT4HRI1NWjKIrSEcSbHjkNGG6M+SDJ9rSZ6SNymHn+SEqKYdbc73OmxsH3h7n41prF7M06QZqzL/fedDdFxaf4QYyvPPvwN6keOpKfXv+V6LEfjMoFK8DqRW8gwF/nXUZRcUUcfvdJPPbRCjKyHfz4qvMb1bfFh+9xCve9sYsvzR6ho3tFUTqUVgVfRK4C/gfwACNFxAv8vFtE54TxO44yMH0g884/N3osuyib8tpyLhl+GbNG5jFrZF60bvqIHLYuLaCi9mRUVGPF9fXc4eTWHmXW8BxmjazLqRN7fsPyPjOZN/a9wbTh2U3WNyw3V2+M4YG3d1N/gzFFUZT2E08c/s+AmUA5gDHGBxQkz6S2s+P4DtxOd73FUHnptsCPzGp6w640Vxp7yvfUOydCaXo2A4JBOPBe3DaMzh5NZaCSo1VH22h9fUSEYf3S+fiEbqiiKErHEo/gB40xFUm3JEF8pT72ndpHSWVJdDGUr9TH3vK9AI02MImcs+LACmpDtcxfMr9RfanDMDBkYNcbcdsRScS2++Tudn4jGNYvnQMq+IqidDDx+PC3icjNgFNExgDfAd5Nrlnxs+7wuujCqNi89XaIpb3ZScO9a4uOFhEydnROZHes2Ppj1WV4+wyEbS9Beq79qi6LLsyKXaRF8SpIy2X06UMA7C5expyP1jfftmAODJvZ4nca3i+d1buPY4ypt7OWoihKe4hH8L8N/BioBZ4F3gJ+kUyj2sKs/FksfH8hAStQL2+9x+lpdCxC4cDCaEpjh6P+7lj+kJ+TtScZkDEO9m2FZT9vcMVI3E79chaQN2wwe3xPwPGyptuKgDMFvvJ6i6I/vF861YEQx0/7GZCR0mw7RVGUthDPwqsqbMH/cfLNaTvePC8L5i6g6GgRhQMLoyP1po7FnrNw7kJueesW5gydU68+kiZhoDujmSuaZsowxh9gt8fdfFtjIOS3R/qtCD7AxyeqVPAVRekw4onSWURDZYMKoAh4yBjT5bt3e/O8TYp6S/vWevO8TOw/kZM1J+sdP1Z9DIABwy6ALX+HYC1ggTjA4QIErCA4nHY5FIjWjwlabEhLJShOXJH6SNuQH3CA01Pn4mmGYWHBP3CiSkMzFUXpMOJx6ewDBmC7cwA+DxwFzgUWAF9KjmnJZ0zOGN7Y90Y9X3kkyiZvxBzb9RL20bfmw6e6jNEpDvw7H+Xji77JqHOvqqsfMgOevArOuRgu/mGrPvyhOWkAGqmjKEqHEo/gTzXGfCLm8yIRWWmM+YSIbE+WYZ3BmOwx0VDKQX0GAfZOVwB5aXmQc27T4hx7LKY8pmwH7HyUPefMYVTk+LCZtivHmQKDJrUq9gCpbieDMlNV8BVF6VDiCcscICLRfPjhcv/wxx6940cklPLDkx9Gj5VWleJxeMhKyWpzf6OyRuEQB7vLG4RmikBaDlSfbPrEJhiuoZmKonQw8Qj+94DVIvJOeDPzVcDdItIHeCKZxiWb0Tmjgfqx86VVpQxIH5BQOGSqK5W8tDyWFi9tvKArLbtNgj+0X5oKvqIoHUqrgm+MeQMYA/xb+DXWGPN3Y8wZY8wDyTYwmWR6MhnUZ1C9EXlpVSkD0wcm1J+v1EdpdSl7K/bW2xELCI/wy+Pua3i/dA6fqqE2GErIFkVRlIbEM8IHW/DHApOB/yciX06eSZ3LmOwx9Ub4JZUlVPorm0y50BpFR4uiC778lj+6CAxISPCNgYMnq9tsh6IoSlO0Kvgici/wx/DrEuDXQKuJ00QkVUTWi8gWEdkuIv/ZbmuTwJicMeyr2EfACrDm4BqOVB1hd/nuxiP0OCgcWIjLYc+DO8VZf8FXattcOrGx+IqiKB1BPCP8G4FPAUeMMV8FpgDxrAaqBS41xkwBvMAVIjI7YUuTxJicMQStIMUVxfxx8x+jx2PTNMSLN8/LHy+1+7hu9HX11wGk5UBN20b4gPrxFUXpMOIR/GpjjAUERSQTKAVGtXaSsTkd/ugOvxou4OpyxmTbkTovfPAC28u24xQnTnE2mZIhHi4cciHDMoZxouZE/Yq0HPCfhmB8gU0DMlJIcTl0hK8oSocRTxx+kYhkYy+y2gicBtbH07mIOMPnjAYeNMasa6LNbcBtAMOHD29YnXRGZY3CiZPnPniO3NRcfjXnV7xf9n6TKRniZULuBLYc21L/YFq2/V5TDn3zGp/UABFhQEYKyz84xhUTbVdQezZEb6q+q/rSDdoVpWuIJ5fON8LFv4jIm0CmMWZrPJ0bY0KAN3zDeEVEJhpjtjVo8zDwMEBhYWGnPwFsL9uOhQXAKf8pUlwpzJ80v119Tuw/kTeL36SsuozctPA2hWlhgauOT/A37j/JofJqLAM3/vldRMAydjq2SDlC7LG21HdFXwAel27QrihdQTyTtv+MlI0xxcaYrbHH4sEYUw4sB65os4VJJtZPbxmrzX77phifa++du70sZiFyZIQf58Tte/vKCAf8YKgT0thyhETru6Ivy0AgvEG7oij7fhDnAAAgAElEQVSdS7OCH46y6Qf0F5EcEekXfhUAg1vrWEQGhEf2kT1xPw3s6hizO47CgYWkOFPa5bdvyPjc8QjSQPAjI/z4BH/2qFxS3A6cAh6n4HHVL0f+4hwJ1ndFX2CP9N0uh27QrihdQEsuna9jL7QajO2Hjyw9PQU8GEff+cATYT++A3jBGLO4HbYmhebSK7eHPu4+jMwayfbjMYKfGuPDj4PpI3J4ev7sbuN374i+vvXMJrLS3Nx33SR15yhKFyCRhULNNhD5tjHmjy026iAKCwtNUVH7XSrdgR+v/jHvHnqXZZ9bZqdpqDoBvx4JV9wPs+/oavO6hGseXENWmpsnv9Z6AjlFUeJDRDYaY+JyTcQzaftHEbkAe+NyV8zxJxO2sBcwPnc8r+99vS4TZ2oWIG1afHW2kZXmpqKqR+fbU5QeTTyTtk8B/wNcBMwIv9rv6D7Lmdh/IgAPbHrAXrHrcEJqZpvSK5xtZKe5qagOdLUZitJriScOvxAYb1rz/Sj1qA3WAvD3fX/n7f1vs3DuQrxtTJHcHO8eepcdZTs6bM6hs8hSwVeULiUewd8GDAIOJ9mWs4qtx7ciCAZDbaiWZ3Y+Q1HfVAqrDtEeiX7Q9yB/2fIXBCHFmcKCuQt6jOhHBN+yDA5H29NPK4rSPuJJrdAf2CEib4nI65FXsg3r6UTCPSOBiv8o/gd/dFVxa+jjhDJxgp23f+H7CwGiN5KOWDfQWWSlubEMnPYHu9oURemVxDPC/1myjTgbiQ333FW2i7f2v4UFBLAXe7V1VL720Fq+v/L7eBwenOKkNlSLweAr9eEr9fWIUX5WuhuAiqoAmanuLrZGUXof8WyAsgIoBtzh8gZgU5LtOivw5nmZP2k+Xxz/xegxN6bNi7t8pT5uf/t2ymvLCVgB7plxD9eccw2CsKJkBbcsuSXhp4bOJCstLPjqx1eULiGeKJ1bgReBh8KHhgCvJtOosw1vnpepA6aS4/Cw4MhxvAOmtOn8JfuXYBk7349lLCr8FRRkFSDhtXD+kJ+1h9Z2uN0djQq+onQt8bh0vgnMBNYBGGN2i0jr2b+Uelww5AJ8xzYzurYGaivtEM04KT1TCoBDHPXSP3icHvwhPxYWqw6uwuVwMWPQjG7r3slOV8FXlK4kHsGvNcb4I5t6i4iLbpjXvrszsf9EDLAjxcPM6pNxC35NsIZ3D7/LrEGzmD14dr1QzMgcga/Ux4qSFWw7vq1bR+5ERvjlVSr4itIVxBOls0JEfgSkichlwN+ARck16+xjQu4EALaleFrMp+Mr9fG7ot9FffJvFb9Fpb+Sr0/5OvMnza8n5JE5gilhF5HBJLRTV2ehLh1F6VriGeH/ALgFeB87odobwMJkGnU2kpOaw5DU/mxLqWp28ZWv1MdX3/oqQSvIkzueZOHlC3nhwxcoyCxocaJ3xqAZOMVJyIRwOVwdkvEzGaS5nXicDhV8Reki4hnhpwGPGmM+Z4y5EXg0fExpIxOzx7Dd42lW8Dcc2UDQsmPUQybEXe/cxdZjW7lwyIVEXGpN4c3z8q2p3wLgnhn3dEt3Dti7eGWmuamo1nw6itIVxDPC/yd2LvvI/rRpwBLggmQZdbYysf9E3jqylhOVh+jXRH2mx/brC4JDHJystW8ML374IlcUXNGikF+ZOpQ/AMETe+HAeiheBWm5UF0GBXPsRsWrmi8313ZYx2a2zEpz6QhfUbqIeAQ/NWYzcowxp0UkPYk2nbVMGDgdti1gW8UePoHtwonNw7/x6EbSXenMmzCPY9XHeOnDl7CwCFrBlhdrHVjPwGe/SL+heezY+BAsuR/qpT4SezcDY1ooN2wLuFLhK693qOhnp3tU8BWli4hH8M+IyDRjzCYAEZkOVCfXrLOT8QO9iDFsO32AlEPruO3t27CMRYozhd9+8rcs/XgpN513E3d478BX6mPR3kUErEDrO3HtfQexAoyr9bPD42kg4AAmJq6quXITx0J+e6TfgYKfleamtLKmw/pTFCV+4hH8O4G/icih8Od84PPJM+nspY+7D4ND8PKZj3h6xV3RxVS1oVoe2PQAQSvI5P6TgTbuxBV274/3B3g0K5UaVwqpwQBggTjA4bIbWUE7TXPDcqhBWysIxgKnp87F00Fkpbn58Ghlh/apKEp8tCj4IuIAPMB5wFhsadlljNFn8gTwlfo47BQs4we/H5e4CJkQBsOe8j0A/HTNTxnUZxDePG/01SolGyG9P+PP/Syh0uV8eO3/MvnkwcR9+FuegaLH4Obnk+DD1xTJitJVtCj4xhhLRH5rjDkfO02y0g6KjhZFvSUOHFw/5nry++azo2wHS/cvBYjG0ccdaXO6FPa8DRd+h/Gzb4OXlrPDBZPnfK9x21jxbq4McGKfLfiZQ+L/cnGSleamsiZIyDI4NUWyonQq8YRlLhGRG6SluEAlLgoHFpIigtPYaRGuOucq5k+az5fHf5lUZypOcbbur2/ItpfAhGDyv5LfJ5/slGx2ntjZPkMzB9vvlYdabpcAkcVXp3SUryidTjw+/LuAPkBIRKqJxHUYE38yGAUI++X7TKGodBOFN9alP2iTv74hW56FfC/knYcA4/qNY0fZjvYZGhnZn0qe4FdUB8jp4+nw/hVFaZ54NjHP6AxDegte3HiPH4GPN9mvw1shfzJewHt4Gxz5GGoeh3x78jZS32QZ4PAWmPWNaP/jc8fzxPYnqA3VkuJMSczIjHz7/dTBxM5vAU2gpihdR6uCH3blfAEYaYz5hYgMA/KNMeuTbt3ZxoH1sON1Owpm8Xc7rt+Nj8LE62DYTMbnjidogvxmw2+4ctSVia269aRDWk5SR/jlKviK0unE48P/P+B84Obw59PAg0mz6GymeJUd7ghEYykblZs61krbUMDuG6I58l/44AVuXXJr4hujZA5JuktHUZTOJR7Bn2WM+SZQA2CMOYkdqqm0lYI5dmy7OMHpBmdK/XLkr0McTdc327YuXr74VDHQAZkzMwcnxaWTpS4dReky4pm0DYiIk/D6SxEZAFgtn6I0ybCZdqqCRHLatNY2HFo5Y9AMHOLAMlbbI35iyRwMhzYn+EWbJzrCr9IEaorS2cQj+P8LvALkich9wI3AT1o7KezrfxIYhH2DeNgY84d22Hp2MGxm/PHwLdU3syDKm+flpvNu4umdT/OrT/wq8cyZmUPgzDEI1oIrwcnfJkhxOUl1a4pkRekK4tnE/Gng+8AvgcPAtcaYv8XRdxD4njFmHDAb+KaIjG+PsUp8XDXqKsBO2ZAw0Vj8wx1gUX2y0zSBmqJ0Bc2O8EUkFbgdGI29+clDxphgvB0bYw5j3yAwxlSKyE7sDdDbGSSutMbYfmNJc6Wx6egmPjPyM4l1Eg3NPAQ5BR1mG2h6BUXpKloa4T8BFGKL/WeA/0n0IiJSAEwlvBF6g7rbRKRIRIqOHTuW6CWUGFwOF1MGTGFT6abEO0ny4ivd11ZROp+WBH+8MeaLxpiHsP32n0jkAiLSF3gJ+DdjzKmG9caYh40xhcaYwgEDBiRyCaUJpg2cxu6Tuznlb/STx0fEpZOkSB0d4StK59OS4Ef/R7bFlROLiLixxf5pY8zLifShJMa0vGkYTOJx+KmZ4MlI2ghfc+koSufTkuBPEZFT4VclMDlSFpFWh43hFbqPADuNMb/rKIOV+Jg8YDIucbG5tB2hlZmDk+fSUcFXlE6nWcE3xjiNMZnhV4YxxhVTjidx2oXAl4BLRcQXfn22wyxXWiTNlcaIzBG8se+Ndqy2TZ7gV/lDBEK6nENROpN4VtomhDFmtTFGjDGTjTHe8OuNZF1PqY+v1EfxqWIOnTnE/CXzExP9JKVX0ARqitI1xLPwSumBFB0tim6hGAi1cVOVCJmD4fQRCAXB2XH/VE6csVfZvuY7yKDMVHwHyvEOywZoVM5MdXOqJpBwfWf1tbv0NHPGDGD6iJwO+50UpaNRwT9LKRxYiMfpoTZUi4gklmIhc7Cd7O30UcjqmN2vNu4/yf+9sxeAXyxu50Yt3Yy/rNjL0/Nnq+gr3ZakuXSUrsWb52Xh3IWcm30u6e50Jvaf2PZOkhCL/96+MoKW/eTRhnygHZlbNGl9BYIW7+0ra6KVonQPdIR/FuPN83K793buWn4Xm45uYmZ+Gzckj8Tir/sLHN2eWFK3BvXXnl7CKlcGG4Kj7T1tRQiFrCbLwaCFBTgEXAnUd1ZfIQMhy+ByOpg9KjfxvzBFSTIq+Gc5Fw25iDRXGkv2L2m74Fcesd+3vWi/AHCEN7m0WijTbNshwDMeDy9P/zMjp14C2KP+iFA2LOekezhZ5U+4vjP6em/vcX6z5EPuu26iunOUbo0YY7rahiiFhYWmqCjB/O1Ks9y1/C42l27m7Rvfxulwxn/iyt/Csp93vEHihEt/DHO+1/F9dwG+A+Vc++AaFn65kE+PH9jV5ii9DBHZaIyJa5JOffi9gMtGXMbx6uP4jrUxNHPkHHCl0WizlehmLE2UW2rrcNf1HXH3nAXkZ6UCcPhUTRdboigtoy6dXsAnhn4Cl7j4/cbf8++F/x5/eGbshi2JbszSsP7te2H/u1D0aN112rMhTBObwHQ2/fum4HIIh8uru+T6ihIv6tLpBfhKfXzlza9gGYsUZwoL5y5MfGOU9lK8Gh6/EnsDtfbNB9Srd6XCVxZ1mehfeP8yZo3sx+8+30W/q9JrUZeOUo+io0VEbuyRRVhdxoF1IJFgRitGtJsrE199sAZ2LkqKyfEwKCuVwxXq0lG6N+rS6QXELsJCSHyf246gYI7t1w/5weEEBKxg0+VQALDs+QCHq/l6HPb7xifs+nFX29cqXg0FF9WV0/tB1Yn6x1qq3/+uPY8Rx1NDflYq2w5WdMxvpChJQgW/FxBZhHX/+vvZXb6bc3POjftcX6mPoqNFZHmyqPBXUDiwsH3uoHg2co/Dh7/uxE627l/GjOyxeCUFAjWw8tfw3v/ZrxhWpqayPi2VTCuEX4SL3v013to4N1F3pdn2tiL6+VmpLN1xFGMMEn2CUZTuhQp+L8Gb5+XuGXcz7815/PPjf3LVOfa+txFBb0rIfaU+bnnrFvyWLY6CkOJMYcHcBe0X/Xg2Z29mU/dndz3Lf/vsDdhST+2w7fngn/aTQIyrxwD398vmmcyMOjeSMTyWlckjR0rjE/2Q377JtCr4adQGLU5WBejXx9N6v4rSBajg9yKm5k1lSN8hLN63mKvOuYqio0XctuQ2QlYIl8PFNaOv4epzbHfIK7tfYfWh1VGxBzAYakI1vHf4vU6b9I29IQG8vPtlXt/7erTeH/LbieEauIrWp3j4TXZfdqV4IBKYYAyI4AfWp/fB6w+14D4y9jFxxBVCGg3NrKhWwVe6LSr4vQiHOLhy1JU8vPVhfrz6x6w8sJKAZaco9lt+/vbh33jxwxcx1EVuOcWJZax6x17b8xpnAme4YPAFAGw7vo0Zg2Z0+E3AV+pj/pL5+EN+HDgwYqIZQN0ONwErgMEwNW8qDJwedRW906cvd77/IAaDE8HpcBE0QSwRO7hHhFOTbgD34ObdR5YFT10Doy6Jz4efnQbA4fIaJgzO6tDfQVE6ChX8Xsbo7NEYTHSU7BQnIROK1jcU+xvG3EB+3/yoD7+ksoSXdr/E49sf5/Htj0fbpjpTE3L1bC7dzJLiJUzInQDA3oq9fHLoJ7GMxb3v3mtPNAMhQkRMc4iD60ZfR2Wgkn989A8eff9RnOKEFA+LXdW8tuO5uu8hDq4dc330O5TXlvPPj//JC4dW4R73BT6Z4rFtbkrUCy6Ck8VxfQ9dfKX0BFTwexklp0uiZYc4uGHMDQC8uudVQiZkCycQMiHcDjdXnXNVPRFf+P5CHDiw04fV4bf8bc657yv1Me/NedFRe+w1YnHgwOlwIkg9uwDeKn6LlQdXsurgKqDuhuV2uLGM1eR3GJYxjLtX3s3CbQt5audTza9LGDoT9vwSaiogteVRe2Tx1ZGKLl58dWB9uyfEm6zvovUNSseigt/LKBxYSKozlYAVqCeGEZ9+xFfe3ERuJMQzYAVwihODIWAFcOBoc7jny7tfbiT2DXHgYPbg2dwx5Y5Gdi18f2F01B/7ZBJ5Asjvm9/kdyg5XYIgGAy1oVpe+OCFpr/vsBmAgYMb4ZxLW7TT6RAGZqZyuLzzRvgN5zeKPniFrKLHqcCicM1v7GMp7ubLNTV4a8PzFCJghWLKwfBVJLyorfVIJaX7o4Lfy/DmeVkwd0EjgfPmeeuJXXMj9YbnA/zHmv/geM1xxuWOi9uO2lAtaw+tRRAc4qj3ZNHwKeOOKXfUszNCw5tP7DkNR/WxFA4sJMWZQm2oFoNh0b5FOHDgcXrqu6WGFAICBza0KvjQuYuvfKU+vvbW1whaQQSxlygYC3IygLoVlYa6nP2xZQCPyWRBJFopcr80da6z6Fmh2rgilZTujwp+L6ShuLf3/J/M/gm3LLmFv+/7O9ePub7V832lPv7k+xNHqo7w/RnfpzZU2+jJIrbclptPa+c0PG9H2Q6W7l+KhUXAarAVZGom5I2DkvVx/S6dsfjKV+pj3eF1vFX8VnTC3WDqi7QIViQySSS6yjpaDoeoBoCitDS8kcG8FYlawt7WMuK2czjPqmR3vRkVfKXdzBg0g7E5Y3l468OUVZe1GLETGZkGrAAOcTCp/6RmnyziuSnF+2TS3Hm+Uh/LDywnYAUQmtgKcugM2PGqHbXjaDkTSbIXX0WiliIT2Q5xIEj06SZoBbGwcBiDK7wyOWRC4ZTYdWW/CSHY8xyFE26C8+x5nEY+fFcavPVDmDZPR/dnCSr4SrsRES4edjEPbX2IP27+Y7OLs1aWrOTeNfdGR6ZAYpurdyDePC+PXv4oP13zUw6dOcSgPoPqNxg6AzY9AWW7YcDYFvtK9uKrt4rfioq9INw45sboPAXYv2XWqj9QkT2Uwk/fHz3W8OnnF+/9gkp/Jb/+xK8bzFk0WPRmDLxzX3hdgnI2oH+TSofgDue6N5i6xVAxYvLsrmf573X/Hf3swIHH4enavD5hvHle/vzpP3P1q1dz+9Lb+dkFP6uzPSKCy34BF3zHLjcT4TIuNI5p8iGB5T6YfFmLbdsa+fLYtsd4dtezANH5hobzFN7sMfDS92DCl6GJOY9IeVreNBbtW8TkAZNbvqiIvc3lqYNx26l0b1TwlQ5hVv4sHn7/YfwhPxYWJZUl+ErtDVcWvr+QlSUro21jI2+6cnQfy/Hq4xhj2Fuxl3lvzuPRyx9l2sBpUHXSbrBzEexcbItgvcgiiR6bjfA3Dzg2GNjwmxbamjZFvjy/63l+t/F3gH1jvXb0tVx9ztWNf7tju+z3vJYnz8f2G8tzHzzHodOHGJoxtOWLZw5JquC3lNpD6XhU8JUOwZvn5ZG5j/Bn35959/C7vLT7JV7Z/Qom/EeQerHx3UnswXZ3REJEQybEPSvv4ZrR13DR8QOQkkJRako4jLFh/h1Tl7oBg4Nwqv7wcbvcxLGQn0O+Jby6p1+Le+mu2XuE5478KXq1oBVi/9EUQoNHsHH/yXpty99dwaeAv37Uh3HpJxv1FSlbtfkALFy3hgHO6S3u2zu1KoNzTu0gGckiIrmaglawcYSUkhRU8JUOw5vnZUb+DNYeXovB1Fuc1VpsfFcTG+IJcKTqCA9tfYiHAPLzAEg1WSwoPYm3uoqm0jZb4iQYsnAai1A4MNJJCCeGIEIIJ04sXGJRazm4c21fiqwPojY4BcCOsHGEy85+y0jJK8dYThALY5y8syWD5evebdT2B84NXOD08B8rTyOrGtdHyxIg7VzhGd86/Mf7NnndUPgm9l2Xi287S3l27V5O1JgO2yB+7d7jrD3zYDRXU23Iz2u7VrFme99O3bh+9qjcXrXxfNIEX0QeBa4ESo0xE5N1HaV7EYlx91t+XGL/84onNr6riQ3VPHT6EC99+FLdDSscceMXB0UXzMdLZpN++VfKRvLMuv3MduzkPct2q8x27OSE6Us/Oc171jjypYwHPX/k8dDlFFlj6tkQMhCJrwwZcGZswdN/KcEzo6g9djmu9H0Eq0ZhVY8In2HqnTdWDrDbDMHCEa4yTfaLcWP8uThSDjddHxPjedj0wyGGP722mkP0D98wBMsy0XLIstsLxFXvSN+He8AinGmHMSby7GPxzIYPMdZ+glWjMNUjErpWW9oaY/C4HDw9f3avEf1kjvAfB/4EPJnEayjdjERj47sDsaGai/YuaryaWBwUjr0uOiFaj2EzGbn/JDs2vseW4Lk4bVXBFzrX3qJFwOUQtgEHzbOMdJTicToIhqx69SCELAtXnz24hzwLGJxpH+N2OAiUXdJk28i1znWUsNqa1Gx9bNmqHYQz5UizbSN2HTH2aHiQlHHQ9A/fMGJvHnU3B9PgWGzZkbYfV/o+kFo8/Zfb7Y2DAUdmk5dSzK7MMiTXPp5qhNGn8qgun0FaTR6zneEbqIHZzvo30MixhuVN1rlx2RUIWry3r0wFv70YY1aKSEGy+le6L4nGxncXmrpp3bPyHoIm2GJky/QROTw9f3arboWKf1zIp068w7M3zeC94vJ69XsqtvH6njfZW/0OZ4JhsRSLz30yQP/Q2GZdFM7acgY9c5JR42fwvUFjW3V3/GnzJooqtvOdT49gzughTbbNSfcgx5xQBMPdJ/EFwOGwM46GLBMtB0MmeiNyNlFveYpJHb4QpC4cVwQwhn9N+Qe3lVfwe8nisexMe+SNxe6sI6Rkvs6Cw/ZK4MhtJXZ1Q+yx2HVntXj4SujHFAXHNGtX0DIYA26XI/qdewNd7sMXkduA2wCGDx/exdYoik3Dm9ad0+7knlX3sPbQWi4ccmGz500fkVNvtNjkyPHCq+Gl15ju3s/0S6ZHD/tKffxq5Z3ReQSXuDAY3A4315w3B2/e6CavB8D+nQBMK7yAaWNGN65vUP6izKbonee4dLLF5AE5zbetzoQiuGtWBqPTm7+RNHcj2lOxjQXbl3HUXyf2DnHa7hQRZtVUIwKXVlfzTFYGfsLiHd63oCgtlan+uony2Enw2GOx5VQJ8fvC07zat/kb5DPr9vPy5oM8+pUZvWZ0D91A8I0xDwMPAxQWFppWmitKl/DpEZ+m34Z+PLz1YXae2Flvy0doeoFTbLneU86oi+33fctg6HR8pT42HNnAipIVUbF34OD6cFrnuNxhpTvs91ZCMiOMzbEXkX148sOW4/FTs8DTl2GOE3zzktZvJLHHfKU+7l/xHYLGzt0Q2THt+zO+b/92pyvxfvQzwIE3CAtLy1mU7uHVvn3wh9Ph5VkC4kRiNqqR8IS5xEyYi8Np5wGyQojTzRDvXL45rPkbZNnpWl7adJAUd8urp882ulzwFaUn4HF6uGDwBSzet5hNpZsAoonfImmbmypbxmocctinPwyaBPtW4DvvsnrpEiJ9tnmSu3QnpGTZC6XiYHDfwfRx9+HDkx+23LAdi69e3/t6PbE/f/D59cNxt/7Nfp95K0y6ES/gLV7FVaaWFSe28VJVMQ8Mzubj9BHMOedf8GaNbnkh2/E98NodcMGdra5vmDIsG4AtByqYPqJfm79bT0UFX1HipH9a/3qfDabe5jHNlRslZQN7J621D1K09n/wR8Uebhw8h8HVpykcdbkd87/qt/HlsD+wzk72VrIhrsVcDnEwuM9gVpSs4LMjP9vyjSXBxVfbj28H7I10mlx7cWSLvS3l5feB016pzbCZtvADQz98iZ+t/RkP+7fypO9D+6Y553uNLxT5vkMK7dw/lYdatW1gZioDM1PYWlLe5u/Vk0lmWOazwMVAfxEpAe41xjySrOspSrL51PBP8eyuZ/GH/NHFZE5xIiKErPCoPqYcMiEMdiKzRikkMvPBhMj/8G3MAPtGkmIMV298CW9NDWxeZLcz4Xh/sF0WgL1i11G/3oTs409cHdcKXl+pj30V+wiZELcuubXlRU+ZQ2Dvrjb9VusOr2PHiR18cdwXyU3LbdotdXgLDJxQJ/YNOFl7st6+Ba3mXXI47F3KilfFZePkodlsLUludtPuRjKjdG5KVt+K0hV487wsnLvQTlIWhw//ePVx7l55NxNyJzQWqppKDPBiRgbplsUXTp3mE9XVdSt5Y54Q6pXtA83UG3sT9zhy18euLG4q91E9soZA5RF7U/dmxDkWX6mPn675KTkpOfzb9H8jxZnSuJExtuBPaD6ddmQxXGTfgjHZY5ptG6XgIti1GMoPQPawFptOGZrF0h1HqagOkJXW+vc6G1CXjqK0geb2EmguDPXbU7/N7zf+nh+u+iGfH/t5IHxD6D+MNf1yKUpL5avlFXynotJetev01M9L31SO+ugK39j68C5VTk9cuesLBxbidrjxW36cDmfLSewyBwPGFv1WRDQ2/bXL4WJn2c6mbyTl++2tI/ObnzCO3GCX7l/KMzuf4YkdT7C7fHfLk9gFF9nv+9dA9r+2aOvkobYff9vBCi4c3b/FtmcLKviKkkQmD5iMICzet5jF+xbXr8zqA8AzOblcOv4mvM3lpW/LPrRxZuH05nlZePlCbl1yK7PzZ7fuwwc4dahVwS86WlS3MYsxzT85HN5qv+dPadVOb56XmmANL3z4AhuObMAlLq4ZfQ3Xjr62cd95EyAtx/4tprQm+PY+xVtKylXwFUVpP75SX9QP3RxBDEWDxuCNCHXDvPRNleOtb4GpeVM5P/98ik8Vt9wwKvglwKwWm+ak2GGPkWR5zT45HN4C4rQFOg7y0vOi5aAJ2sn59rzCdaOvo39afy4aYo/si44WUTjMi/ej1v342ekeRuSms/VA7/Hjq+ArShJpbt/dhnvwdtW+AFMHTmV5yXKOVx9vFIUUJRLqear16Jd1R9aR5kxj3sR5XDD4guafHA5vsdcMuFPjsnNW/iwWvr8w6s8Hew/fl3a/BMBDWx+Ktk0RJwurD+Nd8h/Qb2/SiOgAAAwfSURBVFSLT0RX5w7kg493wqrlHfb01J1RwVeUJNJSbqHYcleln5iWNw2AzaWbuWzEZU03Ci++oqLl0MwjZ46wtHgpN4+7mW94v9HyhY9shXM+Fbedkd9x0d5FvLrn1WjYq2WsRk9PtSbEk5kZFG1/jKxQiAqnk8LV4R3AUlMpXH1/dHL8LrDnwP/Z8vUNQsjh4ZFRfyBzjL3SevuhCiYMzmqynJHiorI2GHf9zsOnuHbqkKSv+lXBV5Qk01Juoa7OMzQhdwKpzlQ2Hd3UvODHufjq+Q+ex8LipvNaCdCrPAKnj7bqv29I5He86pyropFSv97w63pPT5F9fZf2SWdpn9izs6KlFJPJwiOl9fY2CKf2QQQsY3+OLTvEYIUCnNr5Dvdvy2yT3fHyt40Hkp65UwVfUXoxbqebSQMmsfHoxpYbevrCwSI4sN7+3MDdsS50hqc+fplpWaMZWn4IfM83P9n88Tr7eBwhnk0RewMdkzOm0RNT8aENvHZ4Td3uYpF3ABFqgaeysijy+5laE2BitR+nCe9bYOx9C4DovgZOLFxYBHHynjWuXrK25sokUN8ZmTtV8BWllzMtbxoL3l/Aaf9p+nr6Nm5wYL3tczcheGRu+GBdCjNfipvb8wcSFGHriQ/w/fVKvLW10fr6MhcjcW/9yE4x0Q6/eFNPT76BhbxVugG/FcASwQG4wnl3giaIJcKSPmks7ZOGW9wMOXAFc6qOU2b6kus4zQbGA8IMtrOB8WRQxUPO3/B2aBo+zsXttLeqDIXC6aQblIPBBimv46zvjMydKviK0suZNnAa1laLLce2NJ0JtHhVvW0c67DLq9LSCIaPhASKUlPCgt9UZFLMsVAgrkVibcWb52XB5Y82u0Bub/leFu9bjAECJsiIGbCr6hzGZntJN+dwT0xmzUh539+3MPfEau6ZPZzCMUOj9R21A1hn7b6lgq8ovZwpA6YgCI9se4Q+7j6N5xUK5oArxV7FG7vIK1ze47FdMw5jcBso9Ft2yGVMhsumtoSMd5FYIrS0QM5X6mPp/qXRiJ8VhxcjCFtPvxhOMWFn2awnvv/yb/DYm3y932YYMalRfTzZQ+OtTyZiTPfJSFxYWGiKioq62gxF6VX4Sn18+R9fxmBwiINrz7mWwX0HMyt/Vp1oHljfZJjia4dX85OdjzErfRizUwbYSd8iWS3jWTDWRWGOkZTUaw6uYWNp3fzFrEGz+Nb/b+/sY6y4yjj8/PbuFx8FCpTaWiqtaUoJlIVCS9CgthZsTaVqjIVEm5T+05SEGmtTqTExpokYY0iJSaPQBhPTWtEEJMpHG22rFmTBXdgtX5bYSgS2gECLVFj29Y9z7jJ72Qtsmdmd632fZDJnz8ycPPfuOe+dOXPmzJSFQMloqoNbGP6nZzhunUybOP/87Yn0loPN1NcNouP0CSaNDm933XG4jUmjJ2JA6+EdDCoM4ljnSW4ZOR6A3f/ew30Tv0ZTLLsvSNpqZpc0rtcDvuNUOct3LGfZtmU9XjoP0FhovOCkaskfioZCA8tnLx/wUUd9paWjhQUbFnD67Oke+TWqwSxMkIfC8M/u1zXGfbro/UYs0P0e5EvGjEaDn01f3Oeg35eAX12z/zuOcx7Fh8MKKnQPbwS6Z6jsjS7rYsmWJd1j4Du7Osvum2eaxjSxYvYKZl47MwT3SHF8fxdd3ZPMAeFF6IRgH17HeC4/uU/3PQ+z8mlAxTyJM4Lmfesz+JTn8IDvOFVO8aGmhVMW8tQdT3XPbmkY7Ufaaelo6bH/tkPbmLd2Hm2H27p/JAbyaeHLpWlME49MfoSGQgMFFaivqae+pr5Huib+GNSYUW9QDxTKpGuKVwKXsL0usb3OYNqNczL9rN6l4zhOD1o6Wli1exWr960GoK6mjkVTF3Gq8xRHTh3hpT0v0WVd1KqWxXcs7h4FU2ndOaW0dLRc8Ino4SePcryjvTsoN+9bXzY9vHEUxz840uft3ofvOE6/U65fP0lBBRZOWcjDkx7uRzOnlL4EfB+W6TjOeSQnfYNzr2wsvuXLsIruxqlWPOA7jnMeyUnfknPW1NXU8cT0J/5vunGqDQ/4juP0Srk5azzIVy4e8B3HuSjlnlx1Kgsfluk4jlMleMB3HMepEjzgO47jVAke8B3HcaoED/iO4zhVggd8x3GcKiFXUytIehd4O5E1Gjg8QDp9pZJcobJ8K8kVKsu3klyhsnz7y/VjZnbVpeyYq4BfiqTmS50jYqCpJFeoLN9KcoXK8q0kV6gs3zy6epeO4zhOleAB33Ecp0rIe8D/6UAL9IFKcoXK8q0kV6gs30pyhcryzZ1rrvvwHcdxnPTI+xm+4ziOkxIe8B3HcaqEfg34kp6T1CGpLZE3WdIbknZI+q2kYTG/TtLKmL9T0rcTxyyS1CapXdJjOfGtl/R8zG+V9OnEMetiXrukZyUV8ugq6QpJLYnlsKSlGbiOlfSH+H9tl7Qo5o+UtFHS3ri+MuZL0jOS/i5pu6SpibLWSTomaW3anhn5nk18v2ty7roktrM2SV9N2/VD+o6Pdfq/kh5PlNMo6a+Jdva9HLveXNLOTijDONYDM+u3BZgFTAXaEnlbgE/F9EPA92N6PvBiTA8G/gGMAyYCbTGvFngZuCkHvo8Cz8f0GGArUBP/HhbXAn4NPJBX15IytwKzMnC9Bpga01cAe4AJwA+BJ2P+k8CSmL4X+H38/mYAmxNl3QXcB6zNsN6m6ft+Vp5pugKfBzbGNjYEaC7W4wH2HQNMB54GHk+UI2BoTNcBm4EZeXQtKbMAHCQ8PJVZvSgu/XqGb2avAUdLsm8GXovpjcCXi7sDQyTVAoOA08AJ4BZgk5n9x8w6gVeBL+bAdwLwSjyuAzgGTIt/n4j71AL1hM+WS9cikm4iVNjXM3A9YGbbYvo9YCfwUWAusDLuthK4P6bnAj+3wCZghKRr4vGvAO+l7ZiVb9ak6DoBeNXMOs3sJNAKfG6gfc2sw8y2AGdKyjEzez/+WReXVNtZWq4l3AW8ZWZvX2Cf1MhDH34b8IWY/gowNqZXASeBA8A7wI/M7Gjcf5akUZIGE85QxtJ/lPNtBeZKqpV0A3Bb0kvSeqCDEJxW5dk1Mg/4pcXTkKyQNA6YQjgju9rMDkBoXIQfHAiN6p+Jw/bHvH4nBd9GSc2SNkm6nwy5TNdW4B5JgyWNBj5Dxu3sEn0vdHxBUguhnW00s815dU3wAPBC2n7lyEPAfwh4VNJWwmXS6Zh/O3AWuBa4AfimpBvNbCewhHDGuo5QMTtz4PscobE0A0uBvyS9zGwO4ZKwAbgzz66RzCuipKGELq7HEldBve7aS16/jydOyfd6C4/bzweWSvp4yppB4DJdzWwD8DtC3XgBeIMM21kffMtiZmfNrAm4Drhd0sQ0HYuk4RrLqSeckP0qLbeLMeAB38x2mdlsM7uNULHeipvmA+vM7Ezsdvgz57pIVpjZVDObRejG2DvQvvHS9xtm1mRmc4ERpV5m9gGwhnAJmFtXSZOBWjPbmpWbpDpCo/mFmf0mZh8qdn3EdUfM30/Ps8vrgH9l5dYbafmaWXG9D/gj4Swxr65PxzpyN+GHIZN21kffi2JmxwjfbepdUCm73gNsM7NDaXuWY8ADvqQxcV0DfAd4Nm56B7gzjiIYQrihtKvkmOuBL9GPl0TlfOOl75CYvhvoNLM3JQ1NVIZaQhfUrjy6Jg6dR4bfqSQBK4CdZvbjxKY1wIMx/SCwOpH/9VgXZgDHi5fQ/UFavpKulNQQyxwNfAJIfu95ci1IGhXLvBW4FdiQpuuH9C1XzlWSRsT0IOCzpNzO0nJNkGk765Xe7uRmtcQPd4BwE2M/sABYRLjbvQf4Aeee/h1KuNRpJzSKbyXKeT3mtQJ35cR3HLCbcCPnZeJdd+BqwmiZ7fGzLCOcPefONVHWPmB8ht/rJwldHNuBlrjcC4wi3EzeG9cj4/4CfkK4QtkBTCupC+8Cp+LnnpNXX2Bm/Ls1rhfk2LUxtrE3gU1AU07qwkfi//kEYbDBfmAY4Qfpb7GcNuC7eXWN2wYDR4DhWbWz3hafWsFxHKdKGPAuHcdxHKd/8IDvOI5TJXjAdxzHqRI84DuO41QJHvAdx3GqBA/4juM4VYIHfMdxnCrhf5WHi1TK+/eBAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabb576f630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fively = (rates[\"5y\"].resample(\"5YS\").first().resample(\"3MS\").pad() / 4).truncate(before=\"1989-11-01\", after=\"2018-02-01\")\n",
    "plt.plot_date(fively.index.to_pydatetime(), fively, '.-', label=\"5y\")\n",
    "\n",
    "twoly = (rates[\"2y\"].resample(\"2YS\").first().resample(\"3MS\").pad() / 4).truncate(before=\"1989-11-01\", after=\"2018-02-01\")\n",
    "plt.plot_date(twoly.index.to_pydatetime(), twoly, '.-', label=\"2y\")\n",
    "\n",
    "quarterly = (rates[\"3m\"].resample(\"3MS\").first() / 4).truncate(before=\"1989-11-01\", after=\"2018-02-01\")\n",
    "plt.plot_date(quarterly.index.to_pydatetime(), quarterly, '.-', label=f\"3m\")\n",
    "\n",
    "plt.title(\"Money spent per quarter\")\n",
    "plt.ylabel(\"Percentage points\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fabb56c93c8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabb5785518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fivelycum = fively.truncate(before=\"1990-01-01\", after=\"2000-01-01\").cumsum()\n",
    "twolycum = twoly.truncate(before=\"1990-01-01\", after=\"2000-01-01\").cumsum()\n",
    "quarterlycum = quarterly.truncate(before=\"1990-01-01\", after=\"2000-01-01\").cumsum()\n",
    "\n",
    "plt.plot_date(fivelycum.index.to_pydatetime(), fivelycum, '.-', label=\"5y\")\n",
    "\n",
    "plt.plot_date(twolycum.index.to_pydatetime(), twolycum, '.-', label=\"2y\")\n",
    "\n",
    "plt.plot_date(quarterlycum.index.to_pydatetime(), quarterlycum, '.-', label=f\"3m\")\n",
    "\n",
    "plt.title(\"Cumulative money spent (percentage-points)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fabb55cc128>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ru9UCk0MCmTuqCx2a1QegdWO/arFmSqNGCH1ZGNSxKZ/PHFapb2pWVhZOpxN/f3+ysrJYt24dL7zwAn5+ftxwww089NBDfPTRR5UQvSAINYn4jAu8/O0Bl8grYOZVnXluXK9C/arLmimNWiP0UPlvakpKCrfddhsAdrudKVOmcOONxmRbU6dOZeXKlYwdO7bS9icIgmcTn3GB9385xvKIBACsFoU28+DH9g5wc3SXplYJfWXTuXNn9uzZU+yy3377jQceeACr1VrNUQmCUJ1ExGWy9kAy0ann2XQ0DYtSTB0ayJxRXUg8ne0R1kxpiNCXg9tuu43o6GhCQ0PdHYogCFXID3uTePTL3TjMKVdv6hfAC+P7ENDYD4A2jet5tMDnIUJfDr755ht3hyAIQhVyIv0C7/0SxbKIBPKm1bYq6NO2sUvkaxIi9IIgCCZ5Ar9i10msFsW4vgFsOJRaLU+vViUi9IIg1Gki4jJZuz+ZY2nn2HT0FFaL4r5hHXloVBdaN/KrlifuqxoRekEQ6izf703kj19Gujz4m/sF8MKEPrRulG/PeEqKZEUQoRcEoc5xPO0874Ue45vdJzEteKwKerdtXEjkawsePfGIu4mPj+faa6+lV69e9OnTh7ffftvdIQmCUAGOpZ7jsaW7GfPvTfywP4nx/dvg62XBqqjRHnxpyIi+BLy8vPjXv/7FwIEDOXfuHIMGDeL666+nd+/e7g5NEIQyEhGXyXd7Ejmaco6tx9Op521l1tWdmXVVZ1o09K0VHnxp1C6hjw+D2M0QdBV0GFLhzbVp04Y2bdoA4O/vT69evdi8eTP33nuvlCkWhBrAyl0JPL1sj6vg4e1XtOPP43vTrIGPq09t8OBLo2YI/Y/zIHlfyX1yzkLKftBOUBZo3Rd8G126f0A/GPdmmUOIjY1l9+7dLFmyhKVLl0qZYkHwYPafPMM7G6JYdzDF1WZV0KVVw0IiX1eoGUJfFrLPGCIPxv/ZZ0oW+svg/PnzTJo0ifnz59OoUSMpUywIHkae/dKyoQ/rDqaw/lAqjfy8mBzSntWRiTU+D76i1AyhL8vIOz4MFt8Cjlyw+sCkDyvFvrHZbEyaNImpU6dy++23AzBp0iQpUywIHkJEXCb3LNpOrllJsoGPlaeu7860EUE08vPmrsGBtd6DL42aIfRlocMQmLamUj16rTUzZsygV69ePPnkk652KVMsCJ7BrhOZPL1sj0vkjXLBnXh0dDdXn7rgwZdG7Uqv7DAErnqqUkQejNmllixZQmhoKMHBwQQHB/PDDz8ARpnivGkGBUGoXiLiMrn/f2Hc/p+tnDqfg5dFYVXg623h6u6t3B2ex1F7RvRVwMiRI9F5FY2KIGWKBaH6yPPgm9b34acDyfx6NI1mDXyYN64n9w3ryOHkc3XenikJEfpyIGWKBaH6KOrB+/t58dy4ntw7rCMNfA0JE3umZEToy4GUKRaE6mH3iUyeKuLBzxjZiQev6eLewGoYIvSCIHgce+JPM3/9UX45koa/rxUvc8o+by8LV3Vr6e7wahwi9IIgeAQRcZms3n2Sg0lnCY/LpEl9b565sQfThgeJB19BROgFQXA7y3bG8+zKva5SBVOGdOC5m3rh7+cNiAdfUUToBUFwG5Hxp3lnQxShh1NdbVYF7ZrWd4m8UHEqlEevlHpCKXVAKbVfKfWlUspPKdVJKbVDKRWllPpKKVVjC0tkZ2czZMgQBgwYQJ8+fXjxxRfdHZIg1Ary8uAnvr+FXScymTKkA351oFywuyj3iF4p1Q74I9Bba31RKfU1cDdwE/CW1nqpUmoBMAP4oFKirWZ8fX0JDQ2lYcOG2Gw2Ro4cybhx4xg2bJi7QxOEGkdEXCYrIhLYf/IMe0+eoVkDH569sSf3De9IQ18vJg3qID58FVFR68YLqKeUsgH1gSTgOmCKuXwx8BLVJPSRqZGEp4QT0jqE4FbBFd6eUoqGDRsCRs0bm82GUoqgoCCmTJnCL7/8gs1mY+HChTz33HMcO3aMP/3pT8yZM6fC+xaE2sTirbG8/O0Blwd///COPHtjT1cePIgPX5WUW+i11ieVUv8ETgAXgXVABHBaa203uyUA7YpbXyk1G5gNEBgYWOK+/hb2Nw5nHC6xz/nc8xzJPIJGo1D0aNqDhj4NL9m/Z7OePDvk2RK3CeBwOBg0aBDHjh3j4YcfZujQoQB06NCBbdu28cQTTzB9+nS2bNlCdnY2ffr0EaEXBIxaUVuj03l7QxRhMRmudquC1o38Com8ULWU26NXSjUFbgU6AW2BBsC4YroWW0NAa71Qax2itQ5p2bLiebHnbOfQ5q40mnO2cxXeJoDVaiUyMpKEhATCwsLYv38/ALfccgsA/fr1Y+jQofj7+9OyZUv8/Pw4ffp0pexbEGoiWmt+PZrGnQu2MfXDHcSlZzFjRJB48G6kIl+pY4AYrXUagFJqJXAl0EQp5WWO6tsDiRUNsiwj78jUSGatm4XNacPb4s2bV71ZKfZNHk2aNGHUqFH89NNPgOHfA1gsFtffea/tdnux2xCE2kxEbAZf7DzBvoQzHE05T5vGfrxyax/uDOmAn7eVm/q3FQ/eTVRE6E8Aw5RS9TGsm9FAOPALcAewFJgGrK5okGUhuFUwi8YuqlSPPi0tDW9vb5o0acLFixdZv349zz5b+peOINQltNZ8uDmG1388hNZGmYIHr+7Mk2O74+uVX/RPPHj3URGPfodSajmwC7ADu4GFwPfAUqXUq2ZbtRVsD24VXKmj+KSkJKZNm4bD4cDpdDJ58mTGjx/PI488Umn7EISaitaaX46kMn99FHsTzrjaLQoa1fMuJPKCe1GXKsNbnYSEhOjw8PBCbYcOHaJXr15uiqjyqW3HI9RNjHLBp/C2WvhubxJ7E87Qvmk9bhnQhv9ticVmN6bs+3zmMBm9VwNKqQitdUhp/eS2tyAIZSIiNoO7F23H5jAGhy39ffjbpH7cPrA93lYLo3sFiAfvoYjQC4JQIlprNh5J47mVe10ir4D7hwdx1+D81Gjx4D0XjxZ6rTVKKXeHUWE8wR4ThMtFa82mo2nMXx9FZPxpWvr74G1VOJ1GueAru7Rwd4hCGfFYoffz8yM9PZ3mzZvXaLHXWpOeno6fn5+7QxGEUsnz4P28rXy/N4ldJ07Trkk93ri9H5MGtmffyTNiz9RAPFbo27dvT0JCAmlpae4OpcL4+fnRvn17d4chCCUSEZvBPYt2kOswZnNq3sCHVyf2ZXJIB3y8jGcrxZ6pmXis0Ht7e9OpUyd3hyEItR6tNb9GneK5FXtdIq+AaVd25N5hHd0bnFApeKzQC4JQteTlwb+94Rh74k/TooFPoSn7RnSVKftqCyL0glDHiIjN4LMdJ9gTf5rjp7Jo31Q8+NqOCL0g1BGcTs2CTdH8Y+0RNIY98/CoLjx+fXe8reLB12ZE6AWhluN0an46kMw7G6I4nJxf1dWioL6vl0vkhdqLnGFBqKU4nJo1exK5Yf6vzP18F7kOJ4+N7oaft5QL9hj2LYfQVyE+rEp3IyN6QahlhMWks3hrHJHxmZw8nU23Vg15554ruLlfG6wWxdXdW4oP7y60hqRIOPQt7F0GZ04ACra+B9PWQIchVbJbEXpBqCXYHU7eDY3inQ3HXB78U9d35+Fru2Kx5D90KD58NRIfBjG/gl9jSD8Gh7+HM/GgrNCkA8ZZ0uDIhdjNIvSCIBSP3eFkzZ5E3g09RsypLFe7RYHFogqJvFBN2LIhbBGsfxG0w2izeEPXMTDqOegxzhD+xbcYIm/1gaCrqiwcEXpBqKHYHU5WRybybmgUsekX6NWmEc/c0IN3QqNc5YLFg69i4sOMkXjQVdCyJxz72bBlon6G3PMFOlrgqqfg2ufym+oPMeyavPWraDQPIvSCUOMIi0nnky2x7DqRSfLZHHq3acR/7xvE9b1aY7EohnZuLh58dRAfBosngD0HlAJlAacdGrSEvpOgRQ8I/Ss4bMaIvevo32+jw5AqFfg8ROgFoYbgcGreXn+Ud0PzPfhnb+zBnGu6FCr8Jx58FXMmwfDat/0H7NlGm9bQfgiMeckQbos5u1aHwdUyYi8NEXpB8HAcTs23exJ5Z0MUx4t48E5Nja7uWiOID4ODq8F20ciYORlhtDfpCBYv0E6w+sLYV34v5tU0Yi8NEXpB8EAi4jLZFn0Kh4Y1kSeJTsuiZ4A/z9zQnXdCj4kHX9VoDSkHYPsHEPk5YM4p0aI7jH4Rek2AFt0Ke/QeIOiXQoReEDyMnbEZTCkwZV9g0/r8Z+pAbuwTYHrwLcSDr0zyxDpwhGG5HFpj3FDNjCncT1lhwN1w1ZP5bR4yYi8NEXpB8BAcTs13exN5+duDLpG3KJg8uD039Wvj6icefCUStw0+vcW4YZo3ard4QadrYOTj4N8Gvp5WLSmQVYkIvSC4mbw8+PdCj3H8VBaBTetzLtvmmrJvuEzZV7nYLkL0L8ao/cBKQ8Tz6H0bTJgP9Zrkt1VTCmRVIkIvCG4gIi6TrdGnyLY5+H5vErHpF+gZ4M8HUwdyQ58AdsefFnumsogPM/LalQVSD8KxDWDLAt/G0HGEIeJOhzFiHz63sMhDjbFnSkKEXhCqmbCYdKZ+uMNlz3RqUb9QHjyIPVMpaA0RH8P3T+c/nVqvKQy4C3qON0boXj415oZqRRChF4RqItfuZHlEAm/+eKiQB3/HoPbc0CfAzdHVInLOw76vYedHkLI/v11ZYPgjcPXThfvXghF7aYjQC0IVk2N38PXOeD7YGE3iGaOaZLYtC4fpwQ/rLB58hYkPg/0r4WwiRIdC7jkI6AcjHocdC/KfTu10tbsjdQsi9IJQRWyLPsWHm2PYfeI0GRdyGdSxKW9O6s9V3Vqw64R48JWCwwZb3oZfXjMeXALoMhpGzYP2g43SBD1vrvXWTGmI0AtCJZNtc/C3nw7z8ZZYwLBnXprQm2lXBrmeYhUPvoKcS4aIxYYHfy4pv11ZIWhEYUGvA9ZMaYjQC0IlkW1z8PmOEyzYFE3auRxXuwKych1SqqAixIdBzGYjIyb2N+OhJqfdGL0Pewh+eaPG57pXJSL0glBBLuY6+HxHHP/99Thp53IY3rk5j17Xldd/OCSlCiqD45vgs0ngtBmvvRvAkNkQMgNadDXaAofXeXumJEToBaGcbD12ikWbj7PrxGnOXLRxZZfmvHfPFQw1Rb1P28biw1eEjBjY+SHsXJQv8lhgxB8ND74gYs+UiAi9IFwmF3Md/O2nQ3yyNQ4wPPhXbu3DfcODCvUTH/4yyZt2z7ueMYqPWmfUnuk4Ak5sN6waqw90uc7dkdY4ROgFoYzkWTQLNkVz6nz+Y/MKOJttd19gtYFjG+CLu/JH7n5N4ZpnYNB0aNS2TjzUVJVUSOiVUk2AD4G+GBWBHgCOAF8BQUAsMFlrnVmhKAXBDUTEZbL9eDpXdGjCwaSzLoEf2bUFN/YN4NXvD4oHX1GS9hr2TOQXhe2Z4XMNoc+jllozkamRhKeEE9I6hOBWwVW2n4qO6N8GftJa36GU8gHqA88DG7TWbyql5gHzgGcruB9BqFYi4jKZumg7OXZnXk1DRnZtwWNjujE4qBkAvdo0Eg/+csgblbcfYjzYtPNDSAgDr3rGpNnRofn2TOdR7o62ysi2ZxOZFsl30d+xJnoNAL5WXxaNXVRlYl9uoVdKNQKuBqYDaK1zgVyl1K3AKLPbYmAjIvRCDSIrx847G6LItjtdbVOGBPL67f0K9RMP/jKID4PF48Gei6sccPOucOObRo33ek1rpT0TmRrJ9qTtNPZtTEZ2BjuTd7I3bS82pw2FQpvvhc1pIzwl3POEHugMpAEfK6UGABHAY0BrrXUSgNY6SSnVquJhCkLVcy7bxqfb4vhw83EyL9gw64vh42Vh0qD27g2upuJ0GP772ueNSbTzuOI+uOVd48nVPGqJPZPryGVv2l6+Pf4t30R94xJzhaJ3895M7TWVwQGD8bZ488fQP2Jz2vC2eBPSOqTKYqqI0HsBA4FHtdY7lFJvY9g0ZUIpNRuYDRAYGFiBMASh/ETEZbLpaCppZ3P4YX8yZy7auLZHS/44uhtOjVgz5SUrHXYvgfD/wek4Y8Ru8TIqSloNWNkbAAAgAElEQVR9YOD9hUW+hhKZGsmOpB009W1KRk4G4cnhRKZFkuPIKdTPgoVZ/WfxyBWPFGpfNHZRtXj0Smtdeq/iVlQqANiutQ4yX1+FIfRdgVHmaL4NsFFr3aOkbYWEhOjw8PByxSEI5WVnbAb3LNyO3Wl8BkI6NuWFCb3p375JKWsKxXJiB+xdCpknDAvGkQMdR8LgGUZZ4KTIWmHN2Jw2Dpw6wJroNaw4ugIn+RZfz2Y9GRwwmMGtB+Nj9eHxXx53jdirwoNXSkVorUv9KVDuEb3WOlkpFa+U6qG1PgKMBg6a/6YBb5r/ry7vPgShqjhzwcaflu1xibxFwbU9W4nIlwfbRdj0d/jtLVz+e69b4NrnoVWv/H411JrZlbKLH2N+BCDhfAK7UnZxwX6hUB93j9hLo6JZN48Cn5sZN8eBPwAW4Gul1AzgBHBnBfchCJVKVMo5Zn0aTnzmBbytyjVln6RIXiYZx42a77s/g+zT+e3KCm2DC4t8DcKpnURlRhGWHMbPcT+zO3W3a1nbBm2Z0GUCQwKG4Oflx1Mbn3KN2Ee2G/m7bQW3CnarwOdRIaHXWkcCxf1sGF2R7QpCVbHuQDJPfBVJPR8vvn5wOKDEh78c4rbDrsWQfgwSdhqTefSaAEEjYd1famRhscjUSNbGrsWiLCSeTyQ8JZzTOcYXV2Ofxq5+Fizc2eNOZvab6WrzlBF7aciTsUKdwOnUvBt6jLfWH6V/+8b8975BtGlcD0AEvixczDQqRIYtxGXPBN8L1/2f8eQqQJsBNcaDz3XkEpYcxvKjy9lwYoOrvblfc65pfw1D2gxhSMAQkrOSmbVu1iUzYzxlxF4aIvRCrSYiLpPNR9PYdjydHTEZ3H5FO16/vR9+3lZ3h1YzSN5vFBXb+zXYCvjSygrNO+eLPHisB5/39GmPpj3IzMlkY/xGtpzcwgX7Bbws+RJowcLUXlOZ1X+Wqy2gQUCNGbWXhAi9UGuJiMtkivl0K8D0Kzvy4oQ+Uhe+JOLDjIJiShlPqsZtMZ5c7X8ndBgO3z9Zo+yZH2N+5PnNz2PX+bWIWtVrxc2db2ZUh1HU86rH3PVzXSP2wQGDf7eNmjJqLwkReqHW8nX4CZfIWxS09PcTkS+JIz/BV1ONMgQADVvD9a/AFfdCfaPsAy26eqQ9kzdqv6LVFWit2Ri/kY0JG4k7G+fqo1Dc1fMunh/yfKHroDaM2EtDhF6odWit+Wx7HMvCE1AYg1MfyaopHq0hbqtRd+bgqvx5V5XFmNxjxB8L9/dAe2ZH4g4e2vAQNldRNPCyeDE0YCij2o9i6ZGl2J12vC3e3Nzp5t992deGEXtpiNALtYpcu5OXvj3AFztOMLpnK6aPCGJvwhnJqilIfBgcWw+5WUZ5grRD4NcE+twGh78Dh1lYrNPV7o70kpzLPcemhE2sj1vPpvhNhayZmzrdxAvDX6CBdwMAxnQcU+tH7KUhQi/UGtLP5/DQ57sIi8lg7qguPDW2B1aL4qpuLd0dmuewbxmsfBC0w3jdvBvc+j70uR186ntsYbHI1Eg2J2zGiZMjGUfYlrQNu9NOq3qtuDbwWjbGb8SpnXhbvLmn5z0ukYe6MWIvDRF6oVZwMPEssz4N59T5HN6+O5hbg9u5OyTPwemE6A2w/T/GDdY8lAWC7zE8+Dw8zJq5aL/Ix/s/5r97/4vTtJVa1GvB1J5TGdNxDP1b9seiLNVW172mIkIv1HjeD43irfVRNPLzZtmc4VLGIG9U3nYQpEfBjgXGA04NA4wZm/YsBYfNYzNnHE4HO1N28m30t6yPW1+o3IAFC1N6TimUAgkyai8NEXqhxqK1Zt6KfXwVHg9AVq4dm6N8RfpqDfFhsHiCWRLYfC/aDYLbP4Tet4KXDwRP9Uh75rvo71getZzjp4+TmZNJQ++G3NjpRno268m/wv/luqFaXAqkUDIi9EKN5GKug6eX7+H7vUmuNrvDyfbj6XXzpqvWxgTa3z0B9uz89pAHYPxbhft6kD2TmZ3JDzE/sPTwUmLPxgJgURYeDn6Y6X2m4+flB0CvZr3EmqkAIvRCjSP5TDazPg1nf+IZ7hvWkWUR8XV37lZ7rpEWuf0/kLgbfBoWrvs+4B53R+giz0cPbhXMuZxzrI5ezaaETdiddlrWa+macUmh8LJ4uUQexJqpKCL0Qo0iMv40sz8NJyvHzof3hzC6V2smXtGubhUmiw+DqHWQdQqO/gTnkozsmZv/ZQh7ygGPs2YiUyOZsXYGuc5cV1szv2ZM6TmFW7rcwkX7xRJryggVo9wTj1QmMvGIUBZWR57kmeV7adXIlw/vH0yPAH93h1T97FsOK2fnp0e2HQijnjMm17ZY3BtbMeQ4clgXu453d79LUla+zTah8wReHvEy3hZvV5tkzlw+VT7xiCBUF+GxGfxz3RG2H89gSKdmLLh3EM0a+Lg7rOpDa4j5Fba9D1Fr89uVBXqNh+5j3RfbJYg7G8eyI8tYFb2KMzlnCKgfgJfywokTH4sPk3tMLiTyIPZMVSJCL3g0vx07xf0f7cCpwaoUT13fvW6IfHwYHN9opEEe+RFS9kH9Fsak2vuWeWR6ZHhKOMuOLCP2bCwH0w/ipby4NvBa7upxF0MChrAnbY+M2N2ECL3gscSlZ/H40t04Xe6iJjwuk6G1/Ybr0XWw9J784mJNOsIt70K/yeDtZ0ys7UEefHJWMu/tfo/V0fmzht7R/Q7mDphLy/r5TyXLiN19iNALHsnmqDQe+WI3DqcTH6sFh7MOZNWkHIDtH0DkF/kevLLAwGmGuOfhAemRTu1ke+J2vjryFZsSNuHIixewKivtGrYrJPKCexGhFzwKrTUf/RbD6z8contrfxbeF0La+Zzal1WT9/Rq4JXG7E3b/2O89qoHPcbBsZ8LFBfzHHtmy8ktfH7oc45mHiXlQgpNfZsyrc80+jbvy/O/PS9ZMx6KCL3gMWTbHDy/ch8rd59kXN8A/nnnABr4ehHYvH7tEXgo8vQqgIZG7WHMy8bIvX4zjyouprVmV+ouFu1dxJbELYBR233OgDnM6jcLH6txz6Rl/ZbiwXsoIvSC24mIy+Tng8n8fDCF6LQsnry+O49c2xWLpRZOEpIeDWv/r/DTq33vgNv+C9YCH0cPsGdOZ59mTfQalkctJ+ZMDD6W/JvgFmXB1+rrEnkQD96TEaEX3EpEXCb3LNpOrjkT1LxxPZlzTRc3R1XJaA0xmwz//ehaw3dXVkCD1ReGPlhY5N1IZGokq46tIvF8IuEp4dicNvq37M9fr/wrbRu05ZHQR8SeqYF4xtUl1FkW/hrtEnmLAofT/Q/wVRoxm43KkSn7ITPWSI+85hmj/szpEx5jzQAknk9k4d6FrIxaiTaLoV3f8Xoe7P8gPZr1cPWrC9Pu1UZE6AW3YHM4eeW7g6w9kIJFgYLak1VzNhE2/BX2fGk2KLjqabj6T0Z6JIB/gNsEPu8J1H7N+5F8IZk10WsISw4r1MeqrPRu3ruQyIPYMzUVEXqh2kk/n8Pcz3exIyaDB6/uzJjerQmLyaj5WTUndxn2zIGV+TnwYFg1PvXzRd6N7E7dzYy1MwrNr9q+YXseDn6YLk268PxmyZypjYjQC9XKgcQzzP40glPnc5h/VzATrzBmghoc1MzNkZWD+DCjNAEYc7Ce2GZUjxw8CwKHwTdzwJHrEU+wxp+NZ3X0ar48/GUhkb+j2x28MPwF14TZLetJ5kxtRIReqBYi4jL5ZGsMa/cn07yhL8vnXEm/9o3dHVb5iQ6FzydDnmg2bA03vG5My+dnHlejtm7x4fOsmT7N+5B4PpE10WvYlboLhaJP8z4cyTziml/11q63ukQexJqprYjQC1VOeGwGdy/cjt2pUQpendi35op8xnHYsRDCP8oXeWWBIbNh+MOF+7ohRTIyNZIH1j5QaNQe1CiIxwY+xvjO4wloECBVIusgIvRClXIu28azK/ZiN7NpLMDh5HOM7tXavYGVhbyHljqONDz37f+Bw9+DxQqdroHY34x2qw90utqtoZ7JOcOa6DUs3LvQJfIKxZ3d7+TPw/4so/Y6jgi9UGXEpWcxc3E4Maey8LIotNY1J7OmuKdX6zWFq540PPhGbdz29GrBEbm3xZulR5byU8xPZDuy6dqkK1m2LJc1M6HLhEIiL9RNROiFKmHLsVPM/XwXSsFnM4fi62WtOfVqzqdC6GuFn17tebMxwbZP/fw2N1kzM9fNJNdhzNSk0dTzqsf4LuO5q8dd9GzWU6wZ4XeI0AuVitaaxVtjeeX7Q3Rt2ZBF94cQ2NwQR48X+KQ9sH0B7F9uZMsoc8Ymqy+MeLywyLuBwxmH+fvOv5PjyHG1XdP+Gt646g38ffJn2xJrRiiKCL1QaeTanbywej9Ld8Yzpldr5t8dTENfD7/E4rYZN1bTDkPyPvBuYBQWGzrHqCrppqdX80blfZv3Jf58PCuOruBA+gG8lBcWZQENPlYfZvabWUjkBaE4PPxTKNQUQg+n8JdV+zl5OptHr+vKE2O6e3ZRstwL8MtrxvR8aEAZmTPX/h/Ua5Lfzw1PrxY3kXbXJl2ZN2Qe4zuPJ+ZMjFgzwmVRYaFXSlmBcOCk1nq8UqoTsBRoBuwC7tNa55a0DaFmsyIigaeX7UED3lbFqB6tPFfkL2TAzg+NGjQX0vPblcUoS1BQ5KuZzOxMvo3+lo/2f1RI5Cd3n1woc0asGeFyqYwR/WPAIaCR+fpvwFta66VKqQXADOCDStiP4IGsPZDMvJV7yStF5nRqth9P9xw/Pi8zpkUPiNsKEZ+ALQu63QDdbzBKBrvh6dU8a2Zgq4FcsF9gZdRKfon/BbvTTufGnTmbexanNibSlswZoaJUSOiVUu2Bm4HXgCeVcTVeB0wxuywGXkKEvtahteY/G6P5x9ojdG3VkPiMC9gdHjbdX3wYLB5fIEXSAv0nw4g/Qus+RlNAv2r34SNTI5mxbgY2h81VKbKJbxPu7nE3t3e7nW5Nu0nmjFCpVHREPx94Bsi7G9QcOK21zqvolAC0K25FpdRsYDZAYGBgBcMQqpNsm4Nnlu9lzZ5EJga35c1J/TmQeNaz0icTwmHNowVEXsGVj8LYvxbuV40pklm2LNbFrmPB3gWu9EiAcZ3G8eqIV2USD6HKKLfQK6XGA6la6wil1Ki85mK6FltgXGu9EFgIEBISUouKkNduUs9mM2tJBHviT/OnG3owd1QXlFIM6tjU/QKvtVGD5re3jFG6T0OweBntVh/oNb5aw4lMjSQsKYz63vU5kH6A9XHryXZkE1A/AC/lZVgzVh+m9JxSSOQFobKpyIh+BHCLUuomwA/Do58PNFFKeZmj+vZAYsXDFDyBZTvjefm7g9gcThbeN4ixfQLcHZJB3DbjBmvSHkiPAv82MPY1GDQdUg+6JUXyp5ifmLd5Hg7tAKC+tT4Tukzgli63MKDlAPak7RFrRqg2yi30WuvngOcAzBH901rrqUqpZcAdGJk304DVlRCn4Gbmrz/K/PVRAPh6WWje0NfNEQH2XNj4hjGCz0uRHPkkjJoHXmZ81WjNXLBdYG3sWlYdW8Wu1F2udoViet/pPBT8kKtNrBmhOqmKPPpngaVKqVeB3cBHVbAPoZpwODX/WHuEBZuiXW12h9O9mTW5WbDrU9j6Lpw9md+uLODbMF/kq5jI1Eh2Ju+kkU8j9p3ax7q4dVy0X6Rjo45M7j6Z1dGrsTvteFu8Gd52eLXEJAjFUSlCr7XeCGw0/z4OuH8STKHCnLlo47Glu9l4JI2xvVvza1QaNrsbM2sunoadi4xZnC6kQ8cRRmngDa9Ue4pk6IlQntr4FHYz78DX6svNnW9mYteJBLcMRinFhC4TxJ4RPAJ5MlYolmOp55j1aQTxGRd47ba+TB3akYi4TPdk1hxdC1vehpO7wX4Buo01LJqO5ii5/eBq8eFzHbmExoey6tgqtp7c6kqNVCge6PsAc4PnFuov9ozgKYjQC79jw6EUHlsaia+XhS9mDWNIJ2Oav2rPrMmIgXV/hsPfGa+VFW79AK6YUrhfFfnwebnsLeu15ED6Ab4//j1nc88S0CCAW7rcwo+xP+JwOvC2eHNl2ysrff+CUFmI0AsuImIzmL8his1Rp+jbrhH/vS+Edk3qVX8gSXvgt/lwcBW/y9g9n1QtIayPW8+fNv3JZc14KS+u73g9E7tNZGjAUKwWK3d0v0OsGaFGIEIvALD12Cnu/WgHTg0WBc+P61V9Ih8fBjGbjRupR38ycuF9/I0HnDoMg+UPVIsHn3ohlXWx6/gx9kf2pu11tSsUM/rN4JErHinUX6wZoaYgQi8Qn3GBx5buxpztDwXsjj/NlV1bVP3O47bBp7cYQg7g1xRGvwghD+QXGJu2pso8+F8TfmX5keUkZSVxJPMIGk2Ppj2Y3H0yq6JXuayZke1GVup+BaE6EaGv42yLTmfu5xHk2J34WBUOZzVN92fPgT1fwvqX80UeCwx7yJiuryCV7MGfuniKDXEbWBm1koMZBwFj1H5b19uY1ncanRt3BpCsGaHWIEJfRyk4E1RQ8/osuj+EzAu2qs+qyT4L4f8zUiTPJ0PzbpB7HpwOw5rpcm2l7i7vhmrnxp1JykpiXew6dqfuRqNp4tsEhUKjsSgLHRp1cIk8iDUj1B5E6OsgOXYHf1m1n6/DExjTqxVv3RWMv583UIXT/R35Cba+A4mRRpngzqPg9v9Cp2sgYWeVWDPrYtbx7OZnXTdUwZjA46EBD3F9x+s5bzvPrHWzsDlteFu8CWkdUmn7FgRPQoS+DhERl8mGQymsP5TC0ZTz1TMTVMZxWPeXIimS78MV9+b3qSRrRmvNoYxDbDixgdAToRw7fcy1TKG4t/e9PDP4mULrLBq7SOwZodYjQl9HiIjL5J5F28m1OwF4emx3HrmuW9XtMHmfkSJ5YCXG7V2Fq5Dp+ZRK243daefrI1/zQ8wPJJxLID07HYuyMLDVQKb2msryo8tdZQjGdhz7u/XFnhHqAiL0dYT//XbcJfIWReXPWJQ3k5NfEyNFMmpdfopk4HBY9odKS5G8aL/I1sSthJ4IZcOJDWTZsgCwKAsz+83kvt730czPeMjrxqAbZcQu1HlE6Gs5Dqfm72sP8/2+ZEPgofKzak7sMGZyysue8W0M1/0FBs+slBTJyNRIfjv5GwBRmVFsTdxKtiMbfx9/OjTs4EqLVCgaeDdwiTzIiF0QQIS+VnM228ZjX+7mlyNpTB0ayK3BbdkZm1l5WTVOBxz4BtY+XyBFUsHwuXD104X7lsOHz8jO4JMDn7B4/2KcGL9Gmvo2ZWLXiYzuOJpBrQdx4NQBuaEqCKUgQl9LiTmVxczFO4lLv8ArE/ty37COAAzpVAkjeXsO7FkKW+YbN1sbdwCLN2inmSJ53WVtruD8qB0bdWTDiQ2sjV3LzuSdrok7ACxYuK/3fczqP8vVFtwqWG6oCkIpiNDXMiLiMlm68wTf703C18vCkhlDGd6lkmya45tg2/twMgIunII2wTB5CfQcDyfDy2XNRKZGMnPdTHIduSizro0TJ4H+gTzQ9wGCGgXxyvZXXCP2wQGDf7cNsWcEoWRE6GsREbEZ3LVwO3anRgH/unNA5Yj8hQz4+QXYvcR4rSxwwxvGU6x5N3Uv05pxaidhyWH8Y+c/yHEYE3hrNCGtQ3h2yLP0aNrDdcM4sFGgjNgFoQKI0NcScu1OXv72IHazYI1FwfFTWRXb6Ol4YwS/azHYLhRYoMB+MV/ky0CePRPUKIiozChWHVtFYlYi9b3qY1VWtNb4WH14bOBj9GzWs9C6MmIXhIohQl8LSD+fw0Of7WLvyTN4WRRal7NeTV6KZKP2RgXJ/cuN9n53Qudr4dvHypUiuTN5Jw/+/CA2p83VNrzNcB4f9DjXBV7HofRDMmIXhCpEhL6Gczj5LDMXh5N2Loe37w6mfdP65atXEx8Gn4wH00bB6guDZxlT9TXpYLQ163RZPvzhjMOsjFrJyqiVLpFXKKb3mc6TIfmFy2TELghViwh9Debngyk8vnQ3DXy9+PrB4QzoYOSsX3bqZO4Fo0xBnsijYMQf4bo/F+5Xgg+fZ830bt6b+LPxrIhawaGMQ/hYfBjYaiARqRE4tRNvizfXBV5eVo4gCBVDhL4GorVmwabj/H3tYfq1a8zC+0IIaOxXvo3FbYXVDxtpkspqtFl9jHlZy0hkaiQz1s4g15nrauvRtAfzhsxjfOfxNPZtXCiFUkbvglC9iNDXMLZFn+KV7w5xMOks4/u34R93DKCej/XyN5SbBRv+Cjv+C00CYdq34OV3WdbMudxzrIlew8I9C10ir1Dc1fMunh/yfKEyC2LPCIL7EKGvQaw/mMKsJeFoDV4WxR+uDLo8kc+72erbCLa9B5mxMORBGP2CMY0flCjweaPyFvVaEJkayQ8xP3DRfpHOjTpz1nbWuAls8ebmTjdXfi0dQRDKjQh9DWHXiUweW7obbRaA1FqzPSaDQUHNSl4xj/gwWDzBeKoVDf5tYPr3EFS2KfJ2JO1gzvo52J1GbXcfiw/ju4xnco/J9GneR6wZQfBgROhrAF+Hx/Pnb/bTpL4XdqfG7nBefvrk7iVgzzZfKBg0vUwifzTzKMuPLmfF0RUukVco/tD3D4UmyxZrRhA8FxF6D8bmcPLa94f4ZGssI7o25717BnL8VNblpU/mZsH6l2DXp4AyHnKy+hZbjyZvVN6vRT+SspJYdnQZe9P24mPxISQghPDkcBxaJssWhJqGCL2HkpmVy8Nf7GJrdDoPjOjE8zf1xMtqYVADn7KnT8ZugdVzDS9+6BzocZNRk6aYm63FZc4ENQri6ZCnubXLrTTxayL2jCDUUEToPZCVuxJ4+dsDZOU6+OedA7hjUPvL20DuBTOjZgE07VjYi+98TaGuWbYsfoz5kQV7FhQS+UndJvHi8Bclc0YQagEi9B7Ge6FR/HPdUQB8vCx0atHg8jaw8yMIfQUuZsKQ2TDmJfAxtlFwRA6wMmolP8X+xEX7Rdo1aIeX8sKJEx+LDxO7TpTMGUGoJYjQewhOp+at9Ud5NzR/QmuHw8n24+lls2psF40Hn/avMF5bfYwaNQVEPq8cMBiVIut51WNcp3Hc3u12+rfoz560PWLNCEItRITeAziXbeOJr/aw/lAK1/Voydbj6djsl5FZkxABq+bAqaO4JuF2OiB2M872IWxP3M4/wvPLAQOMDhzNayNfo4F3/i8GsWYEoXYiQu9mYk5lMevTcGJOZfHShN5MuzKIXSdOly2zxp4Lm/4Gv70F/gFwwxtEbn6dcB8Lne1wRGeyasU4ErMSaeDdoFA54Ol9phcSeUEQai8i9G5k09E0Hv1iF1aLYskDQ7iyawvAKEpWql2TvA++mQMp+yF4KtzwOuFnjzE7qiU2beS7E7Oa4W2G88SgJ7gu8DoOph8Ua0YQ6iDlFnqlVAfgUyAAcAILtdZvK6WaAV8BQUAsMFlrnVnxUGsPEbEZvBN6jF+PptEjwJ9F94fQoVn9sq0ct80Yxcf8CvWbwz1LSWw3gOWHPuXzQ5+7RF6hmNZnGk+FPOVaVawZQaibVGREbwee0lrvUkr5AxFKqZ+B6cAGrfWbSql5wDzg2YqHWjvYFn2KqR/uwKmNWaD+Mr532UV+z1dE/vAo4X6+XOHrw5mr57Isfg1btj+LUor+LfpzIP2Aqxzw6MDRVXswgiDUCMot9FrrJCDJ/PucUuoQ0A64FRhldlsMbESEHoDkM9k88VUk5mx/KCAy/jQjTMvmkjhs8Nt8Irf9k5kBLclVCg1w+H+0qteK2f1nM6nbJNo0bCMPNQmC8DsqxaNXSgUBVwA7gNbmlwBa6ySlVKtLrDMbmA0QGBhYGWF4NLtPZDJ7SQTnLtrwtiqczjJO95e8n+xVc9hwLpr32rQlR9uMMgZac3PrYbw69gO8LPmnUewZQRCKUmGhV0o1BFYAj2utz5b1IRut9UJgIUBISIiuaByezIqIBJ77Zh+tG/ny2YyRnM+xl5hVE5kayc7E7TSLD+dAXCg/NajPuXotaFGvCV7ZGTi1Ex+rD3cPfLiQyAuCIBRHhVRCKeWNIfKfa61Xms0pSqk25mi+DZBa0SBrKg6n5m8/HWbhr8cZ3rk5/5k6kKYNfIBLT/e35eQWHlk/F7t2gFL4+DdkbOAYJva8i8EBg9mbtlesGUEQLouKZN0o4CPgkNb63wUWrQGmAW+a/6+uUIQ1kIi4TDYdSeXXqFNExp/m/uEd+cv43nhbLZdc5/jp43x+8FNWRq3EjgalUFrzQKcJPHzN665+Ys0IgnC5VGREPwK4D9inlIo0257HEPivlVIzgBPAnRULsWYREZfJlEXbybE7AZhzdWfm3dSr2L5aa7YmbmXJoSVsObkFHw0jLlxgWz0/HErhrTUjch3VGb4gCLWQimTd/IaROFIcdTav78uwEy6Rtyjwr+f9uz47knbw+aHPOZJxhMSsRFpY/Hg48yyTnfVoNvQxIrf8nXAfCyG5ToLHTKruQxAEoZYhd/IqCa01H/0Ww4qIBBRGYoxPkayai/aLzI+YzxeHvwCMh5rm5HgxK/EoPsFT4YbXoF5TggOHEXwZk3QLgiCUhAh9JZBtc/B/3+xnxa4ExvUN4N5hHYmMP+3Kqslx5LD86HI+3Pchpy6ecq1n0U587XZ8pi6Hbtfnb7DDEBF4QRAqDRH6CpJ6NpsHP4tg94nTPD6mG3+8rhsWi2JE1xbkOnL56vBXLNy3kNQLqYS0DuHBJgP418mfsZkefMjwpwqLvCAIQiUjQl9OIuIyWbX7JN/vTeKizcEHUwcyrl8bAMJTwvns4GdEpkaSnp3OFa2u4I3hLzPk0M+w5W16+noT7udHSI6N4POn3XwkgiDUdkToy0FEXCZ3L9yGzaFRwD/vHOAS+S8Pf8kbO95Ao1Eongl5hnsb90Ktfm6Q0LkAAAuZSURBVBjSDkP3Gwk+vpHgs1nG5CBBV7n3YARBqPWI0F8meQ9B2RzGw7wWBclns0m7kMY/w//JDzE/uPpalIWcoz+g9j4GDVvD1BXQbQzEh4HcbBUEoZoQob8Mzly08djS3YTFZGC1GPVmvL00Z7w3MGHVx9gcNiZ2nciPx7/H7rTh7XQQcng9DLjHzKhpYmxIbrYKglCNiNCXkWOp55j1aQTxGRd4dWJfvOufYMXRlaTZD/BldBJXtbuKeUPmEZgRz6TNiwj39SYkO5vgq1+AEY+6O3xBEOowIvRlYP3BFB7/KhJfLwtfzBqGzecQczc8glMbD0Y9MfAJ/tD3D6ikPbBsOsHZFwnOvgjKCs5cN0cvCEJd59LFVwS01rz/yzFmLQknqEV91jw6EofvEZ7a+JRL5K3KitORi9r4Bnw4Gpx24yarssrNVkEQPAIZ0V+CrcdO8fK3BzmSco5bg9vy0i3dWbj/HT479BltG7TF5rTh0A68lZWQHZ9A0iHofxfc+CakH5ObrYIgeAwi9MXw474k5n6+Cw14WRTX9M3lD+umEn0mmik9p/DEoCc4fHAZ4bsXEZJ4lGCrP9z9BfS82dhAfbnZKgiC5yBCX4St0ad44utIVL04vOtHY/E6y8sR4TSv15QFYxYwot0IiFxK8KpHCUYbFs2UD4y0SUEQBA9EhN5Ea83irbG88v2h/2/v3oOjKs84jn9/SUgk3MJdi1ytSqmXiNFSqLaiqNW22DJtRcbawUrrpVr7F3/IX9aO2k5H22oVEUZsVWhFBItaZMQbBUmAIAEJMXK/hRJuDgGSPP3jvMgKDCbLXrK7zyezs2ffPefs++zJPnvO++55Dz26b+Wzbs+AGpHg3C6lTLn+L5QUFMPCh+GdR4CYi2Jtr/RE75xrszzRA4cam5g0exUzyzdzzdd60bnf28zf2AhEI0xeN+hKSuo3wuy7YMdHMGgkbFwUXbTbO1ydc21czif62EHJ7ryqLwc7zuLlmjdQ+CvMb8dlW1bD7IlQ3P1YW7yf3eqcyxA5m+grNtTzyvIt/HvlVhqONDPphyXM2TaJ2u21jL9gPFe068GKta9QtuMTSmumhrNbfw/F3aIV+NmtzrkMkZOJ/ouDkhk/GbmJJ6un0LmoM0+PeprhDUfg7z+irDlqvmHUgzDi3vRW2jnn4pRzib6p2Xj49TU0Fa6nsMPH5Bd/yrxt6xnRZwQPDf8d3dcvglfvjk58gnB265G01tk5505HTiX6vQePcO+Ly6nYsYLifpNB0YW3R/UZwx9Lx5E365dQ8xZ0HQSNh46d5eqdrc65DJYzib627gC/mF7Oxv8d4IKhS/j0syjJizyGHFhH3t+GQ35RdGbrZXfA1mXe2eqcywo5kejfqa7jnheWUVDQwLBvzqNy9zLyEGAUWhNla/4DQ26Cax+ETmdGC3lnq3MuS2R1oq9Yv5u/vl3DwrV1DOyzm7zez1O1p46J/W7k60umUV5USFnDIUpHPgTfmJDu6jrnXFJkbaJfXLuLcc98SJM1U9h1MfVd5tFD3XjuzOu56L3J0NxIaUND1Nl6eH+6q+ucc0mTlYl+14FD/HZmJdZ+HcW9XyP/jO0MyjuHZ3dspqTqSeg/ArZU+JmtzrmckHWJfvXWfdwxvZzdLKJDv5kA5Bk8sOkDStqfBbf8E8671s9sdc7ljKxK9G9Wbef+Gctp3/1Dikpm0WwGEjKjYuAwLhkzE9q1j2b2zlbnXI7IikRvZjy58BP+MH8FZ54zl88KlnHhkWaq86ERaGdGWfchx5K8c87lkIxO9BUb6nl/XR1L19ezaPNyep3/Eg3s5v7de/j5oXxW6lB0ke7DzZReMybd1XXOubTI2ERfsaGecc/PoLmoBgr20WnAYkqamnl0x05KL7oVRk6idFc1pd4O75zLcRmb6Gev+YDCPk9hagLBJQcbeJxedLn1OTj70mgmb4d3zrnMTfTF9j6o8fPO1os7DqHL2JchP2NDcs65pMhLdwXi9d0Co9CMPDOKzLiq92BP8s45dxJJSfSSrpe0VlKNpInJeI3SwWOYUreXX+/ZxzN1eykd7J2tzjl3MgnfBZaUDzwBjAI2A0slzTGz1Ql9ob6XUzp2lne2Oufcl0hGW8flQI2Z1QJIegkYDSQ20YN3tjrnXAsko+mmD7Ap5vHmUOaccy4NkpHodZIyO2EmaYKkcknldXV1SaiGc845SE6i3wz0jXl8NrD1+JnMbLKZlZlZWc+ePZNQDeecc5CcRL8UOFfSQEmFwM3AnCS8jnPOuRZIeGesmTVKugd4E8gHpppZVaJfxznnXMsk5QwjM5sHzEvGup1zzrWOzE7oJ019JaQ6YEOci/cAdiWwOpnAY84NHnNuOJ2Y+5vZl3ZytolEfzoklZtZWbrrkUoec27wmHNDKmLO2LFunHPOtYwneuecy3LZkOgnp7sCaeAx5waPOTckPeaMb6N3zjl3atmwR++cc+4UPNE751yWa5OJXtJUSTslrYopu1jSfyV9JGmupM6hvFDStFBeKek7McssDBdAWRFuvdIQToskImZJnWJiXSFpl6TH0hTSKSVwG/9U0kpJVZIeTUMoLSapr6S3Ja0J9b0vlHeTNF/SunDfNZRL0p/DBXxWShoas643JO2R9Fq64mmJRMUsqb+kivB/XSXpV+mM61QSvJ2bYj7P8Q8lY2Zt7gZcCQwFVsWULQW+HabHAw+G6buBaWG6F1AB5IXHC4GydMeTypiPW2cFcGW6Y0tWvEB3YCPQMzz3HHB1umM7RcxnAUPDdCegGhgCPApMDOUTgUfC9A3A60Qjwg4DlsSs62rg+8Br6Y4rFTEDhUBRmO4IrAe+ku74UrCdDySiTm1yj97M3gV2H1d8PvBumJ4PHL124BBgQVhuJ7AHyLgTLhIds6RziZLie0mq8mlJULyDgGozOzrO9Vsxy7Q5ZrbNzJaF6f3AGqJrNYwm+pIi3N8UpkcD0y2yGCiRdFZYfgGwP5X1j0eiYjazw2Z2KMxTRBttjYDEbudEabNv1kmsAn4Qpn/MsaGQK4HRkgokDQQu5YvDJE8Lhz2TJJ1srPy2LN6YAcYCMyzsFmSI1sZbAwyWNEBSAdEH5/j3oU2SNAC4BFgC9DazbRAlCaIvaMiyi/icbsyhSWRleP4RMzth+PO2JgHb+QxF1+1YLOkm4pRJiX48cLekCqLDocOhfCrRG1MOPAYsAhrDc+PM7ELginC7NaU1Pn3xxHzUzcCLKapnorQqXjOrB+4EZhAduaznxPehzZHUEXgZ+I2Z7TvVrCcpy6Qv7s8lImYz22RmFwFfBW6T1DvxNU2cBG3nfhYNj3AL8Jikc+KpS1JGr0wGM/sYuBZA0nnAjaG8Ebj/6HySFgHrwnNbwv1+SS8QXc92emprHr94Yg6PLwYKzKwipRU+TXFu47nA3FA+AWhKba1bR1I7og//P8xsVijeEZontoVD9p2hvEUX8WnrEh2zmW2VVEW08/av5NY+PomK+ehRi5nVSlpIdHTwSWvrkzF79Aq/mJGUBzwAPBUeF0vqEKZHEe3prQ6H+T1CeTvge0RNAxmjtTHHLDqWzNubjyvemGW6AncBU9JQ9RYJTYfPAmvM7E8xT80BbgvTtwGvxpT/LPwqYxiw9+ihf6ZIVMySzpbUPqyzKzACWJuSIFopgTF3lVQU1tmDKObYz3nLpbI3uqU3oiS1DThC9G13O3AfUe91NfAwx87qHUC0wdcQdcb1D+UdiH6dsRKoAh4H8tMdWzJjjllXLTA43TGlIt6wntXhdnO64/qSmL9FdEi+ElgRbjcQ/XpoAdFRygKgW5hfwBNEe3AfEfMLMqKmqjrgYHj/rkt3fMmMGRgV1lEZ7iekO7YUxDw8PK4M97fHWycfAsE557JcxjTdOOeci48neuecy3Ke6J1zLst5onfOuSznid4557KcJ3rnnMtynuidcy7L/R9/CKQ0Krv/jgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabb57852e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fivelycum = fively.truncate(before=\"1995-01-01\", after=\"2005-01-01\").cumsum()\n",
    "twolycum = twoly.truncate(before=\"1995-01-01\", after=\"2005-01-01\").cumsum()\n",
    "quarterlycum = quarterly.truncate(before=\"1995-01-01\", after=\"2005-01-01\").cumsum()\n",
    "\n",
    "plt.plot_date(fivelycum.index.to_pydatetime(), fivelycum, '.-', label=\"5y\")\n",
    "\n",
    "plt.plot_date(twolycum.index.to_pydatetime(), twolycum, '.-', label=\"2y\")\n",
    "\n",
    "plt.plot_date(quarterlycum.index.to_pydatetime(), quarterlycum, '.-', label=f\"3m\")\n",
    "\n",
    "plt.title(\"Cumulative money spent (percentage-points)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fabb55b74e0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabb562db00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fivelycum = fively.truncate(before=\"2000-01-01\", after=\"2010-01-01\").cumsum()\n",
    "twolycum = twoly.truncate(before=\"2000-01-01\", after=\"2010-01-01\").cumsum()\n",
    "quarterlycum = quarterly.truncate(before=\"2000-01-01\", after=\"2010-01-01\").cumsum()\n",
    "\n",
    "plt.plot_date(fivelycum.index.to_pydatetime(), fivelycum, '.-', label=\"5y\")\n",
    "\n",
    "plt.plot_date(twolycum.index.to_pydatetime(), twolycum, '.-', label=\"2y\")\n",
    "\n",
    "plt.plot_date(quarterlycum.index.to_pydatetime(), quarterlycum, '.-', label=f\"3m\")\n",
    "\n",
    "plt.title(\"Cumulative money spent (percentage-points)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fabb552e978>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabb5602550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fivelycum = fively.truncate(before=\"2005-01-01\", after=\"2015-01-01\").cumsum()\n",
    "twolycum = twoly.truncate(before=\"2005-01-01\", after=\"2015-01-01\").cumsum()\n",
    "quarterlycum = quarterly.truncate(before=\"2005-01-01\", after=\"2015-01-01\").cumsum()\n",
    "\n",
    "plt.plot_date(fivelycum.index.to_pydatetime(), fivelycum, '.-', label=\"5y\")\n",
    "\n",
    "plt.plot_date(twolycum.index.to_pydatetime(), twolycum, '.-', label=\"2y\")\n",
    "\n",
    "plt.plot_date(quarterlycum.index.to_pydatetime(), quarterlycum, '.-', label=f\"3m\")\n",
    "\n",
    "plt.title(\"Cumulative money spent (percentage-points)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fabb54a3080>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabb5561c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fivelycum = fively.truncate(before=\"2010-01-01\", after=\"2020-01-01\").cumsum()\n",
    "twolycum = twoly.truncate(before=\"2010-01-01\", after=\"2020-01-01\").cumsum()\n",
    "quarterlycum = quarterly.truncate(before=\"2010-01-01\", after=\"2020-01-01\").cumsum()\n",
    "\n",
    "plt.plot_date(fivelycum.index.to_pydatetime(), fivelycum, '.-', label=\"5y\")\n",
    "\n",
    "plt.plot_date(twolycum.index.to_pydatetime(), twolycum, '.-', label=\"2y\")\n",
    "\n",
    "plt.plot_date(quarterlycum.index.to_pydatetime(), quarterlycum, '.-', label=f\"3m\")\n",
    "\n",
    "plt.title(\"Cumulative money spent (percentage-points)\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are exactly 0/314 times when you would have payed at least 10% more in interest on 3m term compared to 5y term\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fabb566f588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "five_money = []\n",
    "free_money = []\n",
    "\n",
    "# Iterate over possible times to bind for 5 years\n",
    "beneficial_count = 0\n",
    "starting_dates = rates.index[:-5*12]\n",
    "for start_idx, start_date in enumerate(starting_dates):\n",
    "    #print(rates.loc[start_date])\n",
    "    five_money_spent = rates.loc[start_date][\"5y\"] * 5\n",
    "    five_money.append(five_money_spent)\n",
    "    \n",
    "    free_money_spent = (rates[\"3m\"].iloc[start_idx:start_idx+12*5:3] / 4).sum()\n",
    "    free_money.append(free_money_spent)\n",
    "    \n",
    "    if free_money_spent / five_money_spent > 1.10:\n",
    "        beneficial_count += 1\n",
    "        print(\"If bound at {} you would have payed {:.2f} with 5y binding instead of {:.2f} with 3m binding ({:.2f}% more)\".format(\n",
    "            start_date.date(),\n",
    "            five_money_spent,\n",
    "            free_money_spent,\n",
    "            (free_money_spent / five_money_spent - 1.0) * 100.0\n",
    "        ))\n",
    "\n",
    "plt.figure(dpi=300)\n",
    "\n",
    "plt.plot_date(starting_dates.to_pydatetime(), five_money, '.-', label=\"5y\")\n",
    "plt.plot_date(starting_dates.to_pydatetime(), free_money, '+-', label=\"3m\")\n",
    "plt.title(\"Money spent during 5 years given the\\nspecified initial binding month\")\n",
    "\n",
    "plt.plot_date(rates.index.to_pydatetime(), rates[\"2y\"], '-', label=\"5y rate\")\n",
    "plt.plot_date(rates.index.to_pydatetime(), rates[\"3m\"], '--', label=\"3m rate\")\n",
    "    \n",
    "plt.legend()\n",
    "plt.ylabel(\"Percentage units\")\n",
    "\n",
    "print(f\"There are exactly {beneficial_count}/{len(rates.index[:-2*12])} times when you would have payed at least 10% more in interest on 3m term compared to 5y term\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "If bound at 1991-04-01 you would have payed 27.00 with 2y binding instead of 30.00 with 3m binding (11.11% more)\n",
      "If bound at 1991-06-01 you would have payed 25.00 with 2y binding instead of 27.94 with 3m binding (11.75% more)\n",
      "If bound at 1991-07-01 you would have payed 24.50 with 2y binding instead of 29.75 with 3m binding (21.43% more)\n",
      "If bound at 1991-08-01 you would have payed 24.50 with 2y binding instead of 28.00 with 3m binding (14.29% more)\n",
      "If bound at 1991-09-01 you would have payed 25.00 with 2y binding instead of 27.56 with 3m binding (10.25% more)\n",
      "If bound at 1991-10-01 you would have payed 24.50 with 2y binding instead of 29.56 with 3m binding (20.66% more)\n",
      "If bound at 1991-11-01 you would have payed 25.00 with 2y binding instead of 27.81 with 3m binding (11.25% more)\n",
      "If bound at 1992-01-01 you would have payed 26.50 with 2y binding instead of 29.19 with 3m binding (10.14% more)\n",
      "If bound at 1993-12-01 you would have payed 18.00 with 2y binding instead of 19.84 with 3m binding (10.21% more)\n",
      "If bound at 1994-01-01 you would have payed 17.50 with 2y binding instead of 19.93 with 3m binding (13.86% more)\n",
      "If bound at 1994-02-01 you would have payed 17.50 with 2y binding instead of 19.90 with 3m binding (13.71% more)\n",
      "If bound at 1994-03-01 you would have payed 17.50 with 2y binding instead of 19.90 with 3m binding (13.71% more)\n",
      "If bound at 1999-05-01 you would have payed 9.20 with 2y binding instead of 10.15 with 3m binding (10.33% more)\n",
      "If bound at 2005-05-01 you would have payed 6.32 with 2y binding instead of 7.49 with 3m binding (18.47% more)\n",
      "If bound at 2005-06-01 you would have payed 6.22 with 2y binding instead of 7.61 with 3m binding (22.39% more)\n",
      "If bound at 2005-07-01 you would have payed 5.44 with 2y binding instead of 7.68 with 3m binding (41.08% more)\n",
      "If bound at 2005-08-01 you would have payed 5.44 with 2y binding instead of 7.80 with 3m binding (43.38% more)\n",
      "If bound at 2005-09-01 you would have payed 5.94 with 2y binding instead of 7.93 with 3m binding (33.42% more)\n",
      "If bound at 2005-10-01 you would have payed 6.18 with 2y binding instead of 8.18 with 3m binding (32.28% more)\n",
      "If bound at 2005-11-01 you would have payed 6.16 with 2y binding instead of 8.30 with 3m binding (34.74% more)\n",
      "If bound at 2005-12-01 you would have payed 6.46 with 2y binding instead of 8.43 with 3m binding (30.42% more)\n",
      "If bound at 2006-01-01 you would have payed 6.88 with 2y binding instead of 8.68 with 3m binding (26.09% more)\n",
      "If bound at 2006-02-01 you would have payed 6.88 with 2y binding instead of 8.80 with 3m binding (27.91% more)\n",
      "If bound at 2006-03-01 you would have payed 7.12 with 2y binding instead of 8.93 with 3m binding (25.35% more)\n",
      "If bound at 2006-04-01 you would have payed 7.20 with 2y binding instead of 9.18 with 3m binding (27.43% more)\n",
      "If bound at 2006-05-01 you would have payed 7.50 with 2y binding instead of 9.24 with 3m binding (23.17% more)\n",
      "If bound at 2006-06-01 you would have payed 7.70 with 2y binding instead of 9.30 with 3m binding (20.78% more)\n",
      "If bound at 2006-07-01 you would have payed 7.98 with 2y binding instead of 9.55 with 3m binding (19.67% more)\n",
      "If bound at 2006-08-01 you would have payed 8.08 with 2y binding instead of 9.61 with 3m binding (18.97% more)\n",
      "If bound at 2006-09-01 you would have payed 8.38 with 2y binding instead of 9.68 with 3m binding (15.45% more)\n",
      "If bound at 2006-10-01 you would have payed 8.46 with 2y binding instead of 9.86 with 3m binding (16.58% more)\n",
      "If bound at 2006-11-01 you would have payed 8.46 with 2y binding instead of 9.93 with 3m binding (17.32% more)\n",
      "If bound at 2006-12-01 you would have payed 8.46 with 2y binding instead of 9.99 with 3m binding (18.06% more)\n",
      "If bound at 2007-01-01 you would have payed 8.78 with 2y binding instead of 10.11 with 3m binding (15.18% more)\n",
      "If bound at 2007-02-01 you would have payed 8.94 with 2y binding instead of 10.28 with 3m binding (14.93% more)\n",
      "If bound at 2007-03-01 you would have payed 8.94 with 2y binding instead of 10.25 with 3m binding (14.60% more)\n",
      "If bound at 2009-12-01 you would have payed 4.90 with 2y binding instead of 5.45 with 3m binding (11.12% more)\n",
      "If bound at 2010-01-01 you would have payed 4.90 with 2y binding instead of 5.70 with 3m binding (16.28% more)\n",
      "If bound at 2010-02-01 you would have payed 4.90 with 2y binding instead of 5.95 with 3m binding (21.38% more)\n",
      "If bound at 2010-03-01 you would have payed 5.16 with 2y binding instead of 6.21 with 3m binding (20.30% more)\n",
      "If bound at 2010-04-01 you would have payed 5.28 with 2y binding instead of 6.42 with 3m binding (21.64% more)\n",
      "If bound at 2010-05-01 you would have payed 5.28 with 2y binding instead of 6.67 with 3m binding (26.37% more)\n",
      "If bound at 2010-06-01 you would have payed 5.24 with 2y binding instead of 6.86 with 3m binding (30.92% more)\n",
      "If bound at 2010-07-01 you would have payed 5.38 with 2y binding instead of 7.05 with 3m binding (30.99% more)\n",
      "If bound at 2010-08-01 you would have payed 5.80 with 2y binding instead of 7.26 with 3m binding (25.13% more)\n",
      "If bound at 2010-09-01 you would have payed 5.58 with 2y binding instead of 7.41 with 3m binding (32.84% more)\n",
      "If bound at 2010-10-01 you would have payed 6.10 with 2y binding instead of 7.56 with 3m binding (23.89% more)\n",
      "If bound at 2010-11-01 you would have payed 6.60 with 2y binding instead of 7.70 with 3m binding (16.70% more)\n",
      "If bound at 2010-12-01 you would have payed 6.80 with 2y binding instead of 7.80 with 3m binding (14.71% more)\n",
      "There are exactly 49/314 times when you would have payed at least 10% more in interest on 3m term compared to 2y term\n"
     ]
    },
    {
     "data": {
      "image/png": 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