mlearn

Mathematics of Machine Learning
git clone git://popovic.xyz/mlearn.git
Log | Files | Refs
commit 3c21fc157470b86814546fcea003a72d83a30776
Author: miksa234 <milutin@popovic.xyz>
Date:   Mon,  4 Apr 2022 14:16:08 +0200

initial

Diffstat:

Aass01/.ipynb_checkpoints/Analysis of Mystery Machine-checkpoint.ipynb | 1882+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


Aass01/Analysis of Mystery Machine.ipynb | 1882+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


Aass01/PhilippPetersens_prediction.csv | 500+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


Aass01/data_test_db.csv | 501+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


Aass01/data_train_db.csv | 2001+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++


5 files changed, 6766 insertions(+), 0 deletions(-)

diff --git a/ass01/.ipynb_checkpoints/Analysis of Mystery Machine-checkpoint.ipynb b/ass01/.ipynb_checkpoints/Analysis of Mystery Machine-checkpoint.ipynb
@@ -0,0 +1,1882 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 244,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import seaborn as sn\n",
+    "import scipy.stats as stats\n",
+    "\n",
+    "from scipy.optimize import curve_fit\n",
+    "from scipy.optimize import fmin_tnc\n",
+    "\n",
+    "import sklearn.neighbors as neighbors\n",
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Two files will be supplied to you via Moodle. A test and training set 'data_train_db.csv' and 'data_test_db.csv'.\n",
+    "They were taken by observing a mystery machine. The first entry 'Running' is 1 if the machine worked. It is 0 if it failed to work.\n",
+    "In the test set, the labels, are set to 2. You should predict them.\n",
+    "\n",
+    "\n",
+    "Let us look at out data first:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 245,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>Running</th>\n",
+       "      <th>Blue Switch On</th>\n",
+       "      <th>Battery level</th>\n",
+       "      <th>Humidity</th>\n",
+       "      <th>Magnetic field</th>\n",
+       "      <th>Controller beige</th>\n",
+       "      <th>Controller bisque</th>\n",
+       "      <th>Controller black</th>\n",
+       "      <th>Controller blanchedalmond</th>\n",
+       "      <th>Time since restart</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Waste level right tank</th>\n",
+       "      <th>Waste level left tank</th>\n",
+       "      <th>Helium reservoir</th>\n",
+       "      <th>alpha-radiation</th>\n",
+       "      <th>Active motion supression</th>\n",
+       "      <th>Blade density</th>\n",
+       "      <th>Blade rotation</th>\n",
+       "      <th>Controller mintcream</th>\n",
+       "      <th>Controller mistyrose</th>\n",
+       "      <th>Controller moccasin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.668066</td>\n",
+       "      <td>2.061727</td>\n",
+       "      <td>2.549782</td>\n",
+       "      <td>1.835225</td>\n",
+       "      <td>2.259989</td>\n",
+       "      <td>2.686942</td>\n",
+       "      <td>2.879310</td>\n",
+       "      <td>9.671808</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.971298</td>\n",
+       "      <td>0.937030</td>\n",
+       "      <td>2.074836</td>\n",
+       "      <td>2.640988</td>\n",
+       "      <td>0.884307</td>\n",
+       "      <td>1.861668</td>\n",
+       "      <td>1.395146</td>\n",
+       "      <td>2.685994</td>\n",
+       "      <td>1.246004</td>\n",
+       "      <td>1.804786</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.168779</td>\n",
+       "      <td>3.064346</td>\n",
+       "      <td>2.378786</td>\n",
+       "      <td>1.786132</td>\n",
+       "      <td>3.317119</td>\n",
+       "      <td>1.764618</td>\n",
+       "      <td>3.480051</td>\n",
+       "      <td>3.649143</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.941678</td>\n",
+       "      <td>1.072903</td>\n",
+       "      <td>2.814709</td>\n",
+       "      <td>3.053056</td>\n",
+       "      <td>3.801458</td>\n",
+       "      <td>3.598227</td>\n",
+       "      <td>3.437533</td>\n",
+       "      <td>2.007573</td>\n",
+       "      <td>1.256223</td>\n",
+       "      <td>2.444261</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.480841</td>\n",
+       "      <td>1.947822</td>\n",
+       "      <td>0.980785</td>\n",
+       "      <td>2.974871</td>\n",
+       "      <td>3.170290</td>\n",
+       "      <td>2.179338</td>\n",
+       "      <td>3.924941</td>\n",
+       "      <td>1.990325</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.586487</td>\n",
+       "      <td>0.820349</td>\n",
+       "      <td>3.065853</td>\n",
+       "      <td>1.348861</td>\n",
+       "      <td>1.684723</td>\n",
+       "      <td>2.547239</td>\n",
+       "      <td>1.851281</td>\n",
+       "      <td>0.912038</td>\n",
+       "      <td>3.122452</td>\n",
+       "      <td>1.915503</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.543543</td>\n",
+       "      <td>3.168781</td>\n",
+       "      <td>1.132832</td>\n",
+       "      <td>1.109508</td>\n",
+       "      <td>1.875743</td>\n",
+       "      <td>2.314667</td>\n",
+       "      <td>2.058042</td>\n",
+       "      <td>8.846448</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.573916</td>\n",
+       "      <td>3.103271</td>\n",
+       "      <td>3.795463</td>\n",
+       "      <td>1.994397</td>\n",
+       "      <td>3.329407</td>\n",
+       "      <td>2.953250</td>\n",
+       "      <td>2.114900</td>\n",
+       "      <td>3.287708</td>\n",
+       "      <td>3.580659</td>\n",
+       "      <td>1.270540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.899545</td>\n",
+       "      <td>3.131062</td>\n",
+       "      <td>3.601594</td>\n",
+       "      <td>2.031428</td>\n",
+       "      <td>1.199504</td>\n",
+       "      <td>1.857449</td>\n",
+       "      <td>2.714846</td>\n",
+       "      <td>5.864011</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.613841</td>\n",
+       "      <td>1.466398</td>\n",
+       "      <td>1.195874</td>\n",
+       "      <td>2.773077</td>\n",
+       "      <td>2.855805</td>\n",
+       "      <td>3.384410</td>\n",
+       "      <td>1.450015</td>\n",
+       "      <td>1.731059</td>\n",
+       "      <td>2.789938</td>\n",
+       "      <td>0.966252</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 100 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Running  Blue Switch On  Battery level  Humidity  Magnetic field  \\\n",
+       "0      1.0             1.0       2.668066  2.061727        2.549782   \n",
+       "1      1.0             1.0       2.168779  3.064346        2.378786   \n",
+       "2      0.0             1.0       3.480841  1.947822        0.980785   \n",
+       "3      1.0             1.0       2.543543  3.168781        1.132832   \n",
+       "4      1.0             1.0       2.899545  3.131062        3.601594   \n",
+       "\n",
+       "   Controller beige  Controller bisque  Controller black  \\\n",
+       "0          1.835225           2.259989          2.686942   \n",
+       "1          1.786132           3.317119          1.764618   \n",
+       "2          2.974871           3.170290          2.179338   \n",
+       "3          1.109508           1.875743          2.314667   \n",
+       "4          2.031428           1.199504          1.857449   \n",
+       "\n",
+       "   Controller blanchedalmond  Time since restart  ...  Waste level right tank  \\\n",
+       "0                   2.879310            9.671808  ...                2.971298   \n",
+       "1                   3.480051            3.649143  ...                1.941678   \n",
+       "2                   3.924941            1.990325  ...                3.586487   \n",
+       "3                   2.058042            8.846448  ...                3.573916   \n",
+       "4                   2.714846            5.864011  ...                3.613841   \n",
+       "\n",
+       "   Waste level left tank  Helium reservoir  alpha-radiation  \\\n",
+       "0               0.937030          2.074836         2.640988   \n",
+       "1               1.072903          2.814709         3.053056   \n",
+       "2               0.820349          3.065853         1.348861   \n",
+       "3               3.103271          3.795463         1.994397   \n",
+       "4               1.466398          1.195874         2.773077   \n",
+       "\n",
+       "   Active motion supression  Blade density  Blade rotation  \\\n",
+       "0                  0.884307       1.861668        1.395146   \n",
+       "1                  3.801458       3.598227        3.437533   \n",
+       "2                  1.684723       2.547239        1.851281   \n",
+       "3                  3.329407       2.953250        2.114900   \n",
+       "4                  2.855805       3.384410        1.450015   \n",
+       "\n",
+       "   Controller mintcream  Controller mistyrose  Controller moccasin  \n",
+       "0              2.685994              1.246004             1.804786  \n",
+       "1              2.007573              1.256223             2.444261  \n",
+       "2              0.912038              3.122452             1.915503  \n",
+       "3              3.287708              3.580659             1.270540  \n",
+       "4              1.731059              2.789938             0.966252  \n",
+       "\n",
+       "[5 rows x 100 columns]"
+      ]
+     },
+     "execution_count": 245,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_train_db = pd.read_csv('data_train_db.csv')\n",
+    "data_test_db = pd.read_csv('data_test_db.csv')\n",
+    "data_train_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets look at some more properties of the data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 246,
+   "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>Running</th>\n",
+       "      <th>Blue Switch On</th>\n",
+       "      <th>Battery level</th>\n",
+       "      <th>Humidity</th>\n",
+       "      <th>Magnetic field</th>\n",
+       "      <th>Controller beige</th>\n",
+       "      <th>Controller bisque</th>\n",
+       "      <th>Controller black</th>\n",
+       "      <th>Controller blanchedalmond</th>\n",
+       "      <th>Time since restart</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Waste level right tank</th>\n",
+       "      <th>Waste level left tank</th>\n",
+       "      <th>Helium reservoir</th>\n",
+       "      <th>alpha-radiation</th>\n",
+       "      <th>Active motion supression</th>\n",
+       "      <th>Blade density</th>\n",
+       "      <th>Blade rotation</th>\n",
+       "      <th>Controller mintcream</th>\n",
+       "      <th>Controller mistyrose</th>\n",
+       "      <th>Controller moccasin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.391000</td>\n",
+       "      <td>0.606125</td>\n",
+       "      <td>2.322544</td>\n",
+       "      <td>2.418220</td>\n",
+       "      <td>2.378835</td>\n",
+       "      <td>2.481214</td>\n",
+       "      <td>2.420077</td>\n",
+       "      <td>2.326200</td>\n",
+       "      <td>2.310508</td>\n",
+       "      <td>4.962612</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.433046</td>\n",
+       "      <td>2.422304</td>\n",
+       "      <td>2.347551</td>\n",
+       "      <td>2.391701</td>\n",
+       "      <td>2.346847</td>\n",
+       "      <td>2.269898</td>\n",
+       "      <td>2.414802</td>\n",
+       "      <td>2.405840</td>\n",
+       "      <td>2.496285</td>\n",
+       "      <td>2.432145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.488096</td>\n",
+       "      <td>2.218381</td>\n",
+       "      <td>2.950372</td>\n",
+       "      <td>2.140909</td>\n",
+       "      <td>2.312733</td>\n",
+       "      <td>2.932640</td>\n",
+       "      <td>2.228293</td>\n",
+       "      <td>2.262024</td>\n",
+       "      <td>2.590223</td>\n",
+       "      <td>3.198438</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.583671</td>\n",
+       "      <td>2.378098</td>\n",
+       "      <td>2.952354</td>\n",
+       "      <td>1.936729</td>\n",
+       "      <td>2.625252</td>\n",
+       "      <td>2.527564</td>\n",
+       "      <td>2.105146</td>\n",
+       "      <td>2.320366</td>\n",
+       "      <td>2.419193</td>\n",
+       "      <td>1.726589</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-41.461832</td>\n",
+       "      <td>-78.053448</td>\n",
+       "      <td>-34.781219</td>\n",
+       "      <td>-54.894945</td>\n",
+       "      <td>-32.776029</td>\n",
+       "      <td>-34.825272</td>\n",
+       "      <td>-48.711770</td>\n",
+       "      <td>-51.333718</td>\n",
+       "      <td>-27.754378</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-39.336963</td>\n",
+       "      <td>-19.295385</td>\n",
+       "      <td>-77.392514</td>\n",
+       "      <td>-35.076539</td>\n",
+       "      <td>-60.830264</td>\n",
+       "      <td>-51.524385</td>\n",
+       "      <td>-33.421008</td>\n",
+       "      <td>-46.570217</td>\n",
+       "      <td>-14.431300</td>\n",
+       "      <td>-18.016197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.570550</td>\n",
+       "      <td>1.620464</td>\n",
+       "      <td>1.564938</td>\n",
+       "      <td>1.555495</td>\n",
+       "      <td>1.629284</td>\n",
+       "      <td>1.546645</td>\n",
+       "      <td>1.589647</td>\n",
+       "      <td>2.559334</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.631260</td>\n",
+       "      <td>1.538100</td>\n",
+       "      <td>1.633180</td>\n",
+       "      <td>1.621354</td>\n",
+       "      <td>1.573365</td>\n",
+       "      <td>1.604577</td>\n",
+       "      <td>1.648309</td>\n",
+       "      <td>1.656220</td>\n",
+       "      <td>1.616580</td>\n",
+       "      <td>1.599820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.399510</td>\n",
+       "      <td>2.442420</td>\n",
+       "      <td>2.351945</td>\n",
+       "      <td>2.383485</td>\n",
+       "      <td>2.420951</td>\n",
+       "      <td>2.379612</td>\n",
+       "      <td>2.403005</td>\n",
+       "      <td>5.001151</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.455453</td>\n",
+       "      <td>2.418505</td>\n",
+       "      <td>2.445824</td>\n",
+       "      <td>2.398215</td>\n",
+       "      <td>2.390431</td>\n",
+       "      <td>2.346763</td>\n",
+       "      <td>2.433182</td>\n",
+       "      <td>2.412098</td>\n",
+       "      <td>2.419774</td>\n",
+       "      <td>2.380269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.198364</td>\n",
+       "      <td>3.208682</td>\n",
+       "      <td>3.192416</td>\n",
+       "      <td>3.169260</td>\n",
+       "      <td>3.246819</td>\n",
+       "      <td>3.194218</td>\n",
+       "      <td>3.194958</td>\n",
+       "      <td>7.348914</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.201254</td>\n",
+       "      <td>3.206414</td>\n",
+       "      <td>3.214889</td>\n",
+       "      <td>3.232094</td>\n",
+       "      <td>3.228444</td>\n",
+       "      <td>3.167007</td>\n",
+       "      <td>3.191491</td>\n",
+       "      <td>3.229920</td>\n",
+       "      <td>3.207462</td>\n",
+       "      <td>3.218650</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>54.033952</td>\n",
+       "      <td>37.703573</td>\n",
+       "      <td>66.014742</td>\n",
+       "      <td>38.637138</td>\n",
+       "      <td>75.279747</td>\n",
+       "      <td>71.305690</td>\n",
+       "      <td>35.009305</td>\n",
+       "      <td>56.524760</td>\n",
+       "      <td>30.384880</td>\n",
+       "      <td>...</td>\n",
+       "      <td>59.993885</td>\n",
+       "      <td>81.003906</td>\n",
+       "      <td>42.301300</td>\n",
+       "      <td>32.972503</td>\n",
+       "      <td>44.019583</td>\n",
+       "      <td>32.855782</td>\n",
+       "      <td>47.702903</td>\n",
+       "      <td>54.749561</td>\n",
+       "      <td>68.158383</td>\n",
+       "      <td>40.218134</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 100 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Running  Blue Switch On  Battery level     Humidity  \\\n",
+       "count  2000.000000     2000.000000    2000.000000  2000.000000   \n",
+       "mean      0.391000        0.606125       2.322544     2.418220   \n",
+       "std       0.488096        2.218381       2.950372     2.140909   \n",
+       "min       0.000000      -41.461832     -78.053448   -34.781219   \n",
+       "25%       0.000000        0.000000       1.570550     1.620464   \n",
+       "50%       0.000000        1.000000       2.399510     2.442420   \n",
+       "75%       1.000000        1.000000       3.198364     3.208682   \n",
+       "max       1.000000       54.033952      37.703573    66.014742   \n",
+       "\n",
+       "       Magnetic field  Controller beige  Controller bisque  Controller black  \\\n",
+       "count     2000.000000       2000.000000        2000.000000       2000.000000   \n",
+       "mean         2.378835          2.481214           2.420077          2.326200   \n",
+       "std          2.312733          2.932640           2.228293          2.262024   \n",
+       "min        -54.894945        -32.776029         -34.825272        -48.711770   \n",
+       "25%          1.564938          1.555495           1.629284          1.546645   \n",
+       "50%          2.351945          2.383485           2.420951          2.379612   \n",
+       "75%          3.192416          3.169260           3.246819          3.194218   \n",
+       "max         38.637138         75.279747          71.305690         35.009305   \n",
+       "\n",
+       "       Controller blanchedalmond  Time since restart  ...  \\\n",
+       "count                2000.000000         2000.000000  ...   \n",
+       "mean                    2.310508            4.962612  ...   \n",
+       "std                     2.590223            3.198438  ...   \n",
+       "min                   -51.333718          -27.754378  ...   \n",
+       "25%                     1.589647            2.559334  ...   \n",
+       "50%                     2.403005            5.001151  ...   \n",
+       "75%                     3.194958            7.348914  ...   \n",
+       "max                    56.524760           30.384880  ...   \n",
+       "\n",
+       "       Waste level right tank  Waste level left tank  Helium reservoir  \\\n",
+       "count             2000.000000            2000.000000       2000.000000   \n",
+       "mean                 2.433046               2.422304          2.347551   \n",
+       "std                  2.583671               2.378098          2.952354   \n",
+       "min                -39.336963             -19.295385        -77.392514   \n",
+       "25%                  1.631260               1.538100          1.633180   \n",
+       "50%                  2.455453               2.418505          2.445824   \n",
+       "75%                  3.201254               3.206414          3.214889   \n",
+       "max                 59.993885              81.003906         42.301300   \n",
+       "\n",
+       "       alpha-radiation  Active motion supression  Blade density  \\\n",
+       "count      2000.000000               2000.000000    2000.000000   \n",
+       "mean          2.391701                  2.346847       2.269898   \n",
+       "std           1.936729                  2.625252       2.527564   \n",
+       "min         -35.076539                -60.830264     -51.524385   \n",
+       "25%           1.621354                  1.573365       1.604577   \n",
+       "50%           2.398215                  2.390431       2.346763   \n",
+       "75%           3.232094                  3.228444       3.167007   \n",
+       "max          32.972503                 44.019583      32.855782   \n",
+       "\n",
+       "       Blade rotation  Controller mintcream  Controller mistyrose  \\\n",
+       "count     2000.000000           2000.000000           2000.000000   \n",
+       "mean         2.414802              2.405840              2.496285   \n",
+       "std          2.105146              2.320366              2.419193   \n",
+       "min        -33.421008            -46.570217            -14.431300   \n",
+       "25%          1.648309              1.656220              1.616580   \n",
+       "50%          2.433182              2.412098              2.419774   \n",
+       "75%          3.191491              3.229920              3.207462   \n",
+       "max         47.702903             54.749561             68.158383   \n",
+       "\n",
+       "       Controller moccasin  \n",
+       "count          2000.000000  \n",
+       "mean              2.432145  \n",
+       "std               1.726589  \n",
+       "min             -18.016197  \n",
+       "25%               1.599820  \n",
+       "50%               2.380269  \n",
+       "75%               3.218650  \n",
+       "max              40.218134  \n",
+       "\n",
+       "[8 rows x 100 columns]"
+      ]
+     },
+     "execution_count": 246,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_train_db.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "How is the distribution of the labels?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_train = data_train_db.values\n",
+    "\n",
+    "labels = 'Runs', 'Does not run'\n",
+    "sizes = [np.sum(data_train[:,0]), np.sum(1-data_train[:,0])]\n",
+    "\n",
+    "fig1, ax1 = plt.subplots()\n",
+    "ax1.pie(sizes, labels=labels, autopct='%1.1f%%',\n",
+    "        shadow=True, startangle=90)\n",
+    "ax1.axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle.\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets look at some standard statistics of the data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Distribution of min value--- not running')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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bn5NJEuBg4Lo2yirgra0VtL2BB6vqjhmIXZIkSZIm1frZzsCZSbagS4LOraovJbkoyWIgwNXA21r984EDgTXAI8CRQ49akiRJkpoJk5qquhZ4ySjl+45Rv4Cjpx+aJEmSJE1sSs/USJIkSdLmxqRGkiRJUq+Z1EiSJEnqNZMaSZIkSb1mUiNJkiSp10xqJEmSJPWaSY0kSZKkXpvMyzclaULLjv3yXIcgSZIWKK/USJIkSeo1kxpJkiRJvWZSI0nqhSSnJ7k7yXUDZTskuSDJze3v9q08SU5OsibJtUn2HBjn8Fb/5iSHz8WySJKGy6RGktQXZwD7jyg7FriwqnYDLmz9AAcAu7XPSuAU6JIg4HjgZcBewPEbEyFJUn+Z1EiSeqGqLgXuG1G8AjizdZ8JHDxQ/qnqXAZsl2Rn4DXABVV1X1XdD1zAUxMlSVLPmNRIkvpsp6q6o3XfCezUupcAtw/UW9vKxip/iiQrk6xOsnr9+vXDjVqSNFQmNZKkeaGqCqghTu/UqlpeVcsXL148rMlKkmaASY0kqc/uareV0f7e3crXAbsM1FvaysYqlyT1mEmNJKnPVgEbWzA7HDhvoPytrRW0vYEH221q/wy8Osn2rYGAV7cySVKPLZrrACRJmowkZwH7ADsmWUvXitmJwLlJjgJuAw5p1c8HDgTWAI8ARwJU1X1J/itwZav3p1U1svEBSVLPmNRIknqhqg4bY9B+o9Qt4OgxpnM6cPoQQ5MkzbEJbz9Lsk2SK5Jck+T6JH/SyndNcnl7sdk5SbZq5Vu3/jVt+LIZXgZJkiRJC9hknql5FNi3qn4V2APYv92f/GHgpKp6PnA/cFSrfxRwfys/qdWTJEmSpBkxYVLTXlz2cOvdsn0K2Bf4XCsf+cKzjS9C+xywX5IMK2BJkiRJGjSp1s+SbJHkarqmMi8A/hV4oKo2tCqDLy/76YvN2vAHgWePMk1faiZJkiRp2iaV1FTVY1W1B117/nsBL5zujH2pmSRJkqRhmNJ7aqrqAeBi4OXAdkk2tp42+PKyn77YrA1/FnDvMIKVJEmSpJEm0/rZ4iTbte6fBV4F3EiX3LyhVRv5wrONL0J7A3BRa1pTkiRJkoZuMu+p2Rk4M8kWdEnQuVX1pSQ3AGcn+TPgm8Bprf5pwKeTrAHuAw6dgbglSZIkCZhEUlNV1wIvGaX8Frrna0aW/wh441CikyRJkqQJTOmZGkmSJEna3JjUSJIkSeo1kxpJkiRJvWZSI0mSJKnXTGokSZIk9ZpJjSRJkqReM6mRJEmS1GsmNZIkSZJ6zaRGkiRJUq+Z1EiSJEnqNZMaSZIkSb1mUiNJkiSp10xqJEmSJPWaSY0kSZKkXjOpkSRJktRrJjWSJEmSes2kRpLUe0nek+T6JNclOSvJNkl2TXJ5kjVJzkmyVau7detf04Yvm+PwJUnTZFIjSeq1JEuA/wwsr6oXA1sAhwIfBk6qqucD9wNHtVGOAu5v5Se1epKkHpswqUmyS5KLk9zQzoK9q5V/KMm6JFe3z4ED4xzXzoDdlOQ1M7kAkiQBi4CfTbIIeBpwB7Av8Lk2/Ezg4Na9ovXThu+XJLMXqiRp2BZNos4G4L1V9Y0k2wJXJbmgDTupqv5isHKS3enOkP0y8PPA15K8oKoeG2bgkiQBVNW6JH8BfBf4IfBV4Crggara0KqtBZa07iXA7W3cDUkeBJ4N3DOrgUuShmbCKzVVdUdVfaN1PwTcyBMHhtGsAM6uqker6jvAGmCvYQQrSdJISbanO/bsSncy7enA/kOY7sokq5OsXr9+/XQnJ0maQVN6pqY9TPkS4PJW9I4k1yY5vR1UYOAMWDN4dmxwWh4sJEnD8ErgO1W1vqp+AnwBeAWwXbsdDWApsK51rwN2AWjDnwXcO3KiVXVqVS2vquWLFy+e6WWQJE3DpJOaJM8APg+8u6q+D5wC/CKwB929y385lRl7sJAkDcl3gb2TPK09G7MfcANwMfCGVudw4LzWvar104ZfVFU1i/FKkoZsUklNki3pEprPVNUXAKrqrqp6rKoeBz7BE7eY/fQMWDN4dkySpKGqqsvpHvj/BvAtumPbqcD7gWOSrKF7Zua0NsppwLNb+THAsbMetCRpqCZsKKCd9ToNuLGqPjpQvnNV3dF6Xw9c17pXAZ9N8lG6e5t3A64YatSSJA2oquOB40cU38Ioz3RW1Y+AN85GXJKk2TGZ1s9eAbwF+FaSq1vZB4DDkuwBFHAr8HsAVXV9knPpLv1vAI625TNJkiRJM2XCpKaqvg6M1n7/+eOMcwJwwjTikiRJkqRJmVLrZ5IkSZK0uTGpkSRJktRrJjWSJEmSes2kRpIkSVKvmdRIkiRJ6jWTGkmSJEm9ZlIjSZIkqddMaiRJkiT1mkmNJEmSpF4zqZEkSZLUayY1kiRJknrNpEaSJElSr5nUSJIkSeo1kxpJkiRJvWZSI0mSJKnXTGokSZIk9ZpJjSRJkqReM6mRJEmS1GsTJjVJdklycZIbklyf5F2tfIckFyS5uf3dvpUnyclJ1iS5NsmeM70QkiRJkhauyVyp2QC8t6p2B/YGjk6yO3AscGFV7QZc2PoBDgB2a5+VwClDj1qSJEmSmgmTmqq6o6q+0bofAm4ElgArgDNbtTOBg1v3CuBT1bkM2C7JzsMOXJIkSZJgis/UJFkGvAS4HNipqu5og+4EdmrdS4DbB0Zb28pGTmtlktVJVq9fv36qcUuSJEkSMIWkJskzgM8D766q7w8Oq6oCaiozrqpTq2p5VS1fvHjxVEaVJEmSpJ+aVFKTZEu6hOYzVfWFVnzXxtvK2t+7W/k6YJeB0Ze2MkmSJEkausm0fhbgNODGqvrowKBVwOGt+3DgvIHyt7ZW0PYGHhy4TU2SpKFLsl2SzyX5dpIbk7zcVjolaeGYzJWaVwBvAfZNcnX7HAicCLwqyc3AK1s/wPnALcAa4BPA7w8/bEmSnuRjwD9V1QuBX6Vr1MZWOiVpgVg0UYWq+jqQMQbvN0r9Ao6eZlySJE1KkmcBvw4cAVBVPwZ+nGQFsE+rdiZwCfB+BlrpBC5rV3l29q4CSeqvKbV+JknSZmhXYD3wt0m+meSTSZ6OrXRK0oJhUiNJ6rtFwJ7AKVX1EuAHPHGrGWArnZI035nUSJL6bi2wtqoub/2fo0tybKVTkhYIkxpJUq9V1Z3A7Ul+qRXtB9yArXRK0oIxYUMBkiT1wDuBzyTZiq4FziPpTtydm+Qo4DbgkFb3fOBAulY6H2l1JUk9ZlIjSeq9qroaWD7KIFvplKQFwNvPJEmSJPWaSY0kSZKkXjOpkSRJktRrJjWSJEmSes2kRpIkSVKvmdRIkiRJ6jWTGkmSJEm9ZlIjSZIkqddMaiRJkiT1mkmNJEmSpF4zqZEkSZLUayY1kiRJknptwqQmyelJ7k5y3UDZh5KsS3J1+xw4MOy4JGuS3JTkNTMVuCRJkiTB5K7UnAHsP0r5SVW1R/ucD5Bkd+BQ4JfbOH+dZIthBStJkiRJI02Y1FTVpcB9k5zeCuDsqnq0qr4DrAH2mkZ8kiRJkjSu6TxT844k17bb07ZvZUuA2wfqrG1lT5FkZZLVSVavX79+GmFIkiRJWsg2Nak5BfhFYA/gDuAvpzqBqjq1qpZX1fLFixdvYhiSJEmSFrpNSmqq6q6qeqyqHgc+wRO3mK0DdhmourSVSZIkSdKM2KSkJsnOA72vBza2jLYKODTJ1kl2BXYDrpheiJIkSZI0tkUTVUhyFrAPsGOStcDxwD5J9gAKuBX4PYCquj7JucANwAbg6Kp6bEYilyRJkiQmkdRU1WGjFJ82Tv0TgBOmE5QkSZIkTdZ0Wj+TJEmSpDlnUiNJkiSp10xqJEmSJPWaSY0kSZKkXjOpkSTNC0m2SPLNJF9q/bsmuTzJmiTnJNmqlW/d+te04cvmNHBJ0rSZ1EiS5ot3ATcO9H8YOKmqng/cDxzVyo8C7m/lJ7V6kqQeM6mRJPVekqXAa4FPtv4A+wKfa1XOBA5u3StaP234fq2+JKmnTGokSfPBfwfeBzze+p8NPFBVG1r/WmBJ614C3A7Qhj/Y6j9JkpVJVidZvX79+hkMXZI0XSY1kqReS3IQcHdVXTXM6VbVqVW1vKqWL168eJiTliQN2aK5DkCSpGl6BfC6JAcC2wDPBD4GbJdkUbsasxRY1+qvA3YB1iZZBDwLuHf2w5YkDYtXaiRJvVZVx1XV0qpaBhwKXFRVbwIuBt7Qqh0OnNe6V7V+2vCLqqpmMWRJ0pCZ1EiS5qv3A8ckWUP3zMxprfw04Nmt/Bjg2DmKT5I0JN5+JkmaN6rqEuCS1n0LsNcodX4EvHFWA5MkzSiv1EiSJEnqNZMaSZIkSb1mUiNJkiSp10xqJEmSJPWaSY0kSZKkXpswqUlyepK7k1w3ULZDkguS3Nz+bt/Kk+TkJGuSXJtkz5kMXpIkSZImc6XmDGD/EWXHAhdW1W7AhTzRxv8BwG7tsxI4ZThhSpIkSdLoJkxqqupS4L4RxSuAM1v3mcDBA+Wfqs5lwHZJdh5SrJIkSZL0FJv6TM1OVXVH674T2Kl1LwFuH6i3tpU9RZKVSVYnWb1+/fpNDEOSJEnSQjfthgKqqoDahPFOrarlVbV88eLF0w1DkiRJ0gK1qUnNXRtvK2t/727l64BdBuotbWWSJEmSNCM2NalZBRzeug8Hzhsof2trBW1v4MGB29QkSZIkaegWTVQhyVnAPsCOSdYCxwMnAucmOQq4DTikVT8fOBBYAzwCHDkDMUuSJEnST02Y1FTVYWMM2m+UugUcPd2gJEmSJGmypt1QgCRJkiTNJZMaSZIkSb1mUiNJkiSp10xqJEmSJPWaSY0kSZKkXjOpkSRJktRrJjWSJEmSes2kRpIkSVKvmdRIkiRJ6jWTGkmSJEm9ZlIjSZIkqddMaiRJvZZklyQXJ7khyfVJ3tXKd0hyQZKb29/tW3mSnJxkTZJrk+w5t0sgSZoukxpJUt9tAN5bVbsDewNHJ9kdOBa4sKp2Ay5s/QAHALu1z0rglNkPWZI0TCY1kqReq6o7quobrfsh4EZgCbACOLNVOxM4uHWvAD5VncuA7ZLsPLtRS5KGyaRGkjRvJFkGvAS4HNipqu5og+4EdmrdS4DbB0Zb28okST1lUiNJmheSPAP4PPDuqvr+4LCqKqCmOL2VSVYnWb1+/fohRipJGjaTGklS7yXZki6h+UxVfaEV37XxtrL29+5Wvg7YZWD0pa3sSarq1KpaXlXLFy9ePHPBS5KmzaRGktRrSQKcBtxYVR8dGLQKOLx1Hw6cN1D+1tYK2t7AgwO3qUmSemjRdEZOcivwEPAYsKGqlifZATgHWAbcChxSVfdPL0xJksb0CuAtwLeSXN3KPgCcCJyb5CjgNuCQNux84EBgDfAIcOSsRitJGrppJTXNb1bVPQP9G5vQPDHJsa3//UOYjyRJT1FVXwcyxuD9RqlfwNEzGpQkaVbNxO1nYzWhKUmSJElDN92kpoCvJrkqycpWNlYTmpIkSZI0dNO9/ezfV9W6JM8BLkjy7cGBVVVJRm1CsyVBKwGe+9znTjMMSZIkSQvVtK7UVNW69vdu4IvAXozdhObIcW0qU5IkSdK0bXJSk+TpSbbd2A28GriOsZvQlCRJkqShm87tZzsBX+xeD8Ai4LNV9U9JrmT0JjQlSZIkaeg2OampqluAXx2l/F5GaUJTkiRJkmbCTDTpLEmSJEmzxqRGkiRJUq+Z1EiSJEnqNZMaSZIkSb1mUiNJkiSp10xqJEmSJPWaSY0kSZKkXjOpkSRJktRrJjWSJEmSes2kRpIkSVKvLZrrACRpvlh27JfndP63nvjaOZ2/JElzxSs1kiRJknrNpEaSJElSr5nUSJIkSeo1kxpJkiRJvWZSI0mSJKnX5kXrZ3Pd4hDY6pDm3ubwPZAkSZoL8yKp2RzM9T+UJlVzb673AUmSpIXKpEbzggmFJEnSwjVjz9Qk2T/JTUnWJDl2puYjSdKm8DglSfPHjFypSbIF8HHgVcBa4Mokq6rqhpmYn7xSIUlT4XFKkuaXmbr9bC9gTVXdApDkbGAF4MFCkrQ58Dg1yzz55vOv0kyaqaRmCXD7QP9a4GWDFZKsBFa23oeT3DRDscyFHYF75jqIzZTrZnyun/G5fsaRD097/TxvWLH0wOZ+nFqo+/q8Xu58eMxB83q5x7AQlxkW5nL/dJnH+Q5M1pjHqTlrKKCqTgVOnav5z6Qkq6tq+VzHsTly3YzP9TM+18/4XD/DNZfHqYW6LV3uhWMhLjMszOWerWWeqYYC1gG7DPQvbWWSJG0OPE5J0jwyU0nNlcBuSXZNshVwKLBqhuYlSdJUeZySpHlkRm4/q6oNSd4B/DOwBXB6VV0/E/PaTM3L2+qGxHUzPtfP+Fw/43P9TFIPjlMLdVu63AvHQlxmWJjLPSvLnKqajflIkiRJ0oyYsZdvSpIkSdJsMKmRJEmS1GsmNZsoyf5JbkqyJsmxoww/JskNSa5NcmGShfT+hwnXz0C9/y9JJVlozRtOuH6SHNL2oeuTfHa2Y5xLk/h+PTfJxUm+2b5jB85FnHMhyelJ7k5y3RjDk+Tktu6uTbLnbMeoqUnyxvY9f3zkb2GS49q2vCnJawbKJ/Ub2xdJ9khyWZKrk6xOslcrn9f7c5J3Jvl22/5/PlA+6nafT5K8tx3/d2z983ZbJ/lI287XJvliku0Ghs3rbT2rv1VV5WeKH7qHSv8V+AVgK+AaYPcRdX4TeFrrfjtwzlzHvTmtn1ZvW+BS4DJg+VzHvTmtH2A34JvA9q3/OXMd92a2fk4F3t66dwduneu4Z3H9/DqwJ3DdGMMPBL4CBNgbuHyuY/Yz4TZ9EfBLwCWDv4Vt374G2BrYtX0vtpjsb2yfPsBXgQNa94HAJQPd83J/bv8nfA3YuvU/Z7ztPtfxDnnZd6FrpOM2YMcFsK1fDSxq3R8GPrwQtvVs/1Z5pWbT7AWsqapbqurHwNnAisEKVXVxVT3Sei+jewfCQjHh+mn+K92X+0ezGdxmYDLr5z8BH6+q+wGq6u5ZjnEuTWb9FPDM1v0s4HuzGN+cqqpLgfvGqbIC+FR1LgO2S7Lz7ESnTVFVN1bVTaMMWgGcXVWPVtV3gDV034/J/sb2yVjf6fm8P78dOLGqHoUn/c6Ptd3nk5OA99Ft943m7bauqq9W1YbWO/g/4Xzf1rP6W2VSs2mWALcP9K9tZWM5iu7sw0Ix4fppl5V3qaovz2Zgm4nJ7D8vAF6Q5P+0WzL2n7Xo5t5k1s+HgDcnWQucD7xzdkLrhan+PmnzNda2nI/b+N3AR5LcDvwFcFwrn4/LutELgF9LcnmS/5Xkpa18Pi8zSVYA66rqmhGD5vVyD/gdnvifcL4v86wu34y8p0ZPSPJmYDnwG3Mdy+Yiyc8AHwWOmONQNmeL6G5B24fujM6lSf5NVT0wl0FtRg4Dzqiqv0zycuDTSV5cVY/PdWDSaJJ8Dfi5UQZ9sKrOm+145sJ46wDYD3hPVX0+ySHAacArZzO+mTDBMi8CdqC71eqlwLlJfmEWw5sxEyz3B+hux5pXJvMdT/JBYAPwmdmMbaEwqdk06+juB91oaSt7kiSvpPsC/8bGy8sLxETrZ1vgxcAlSaD7EViV5HVVtXrWopw7k9l/1tLdT/wT4DtJ/oUuyblydkKcU5NZP0cB+wNU1f9Nsg2wI7CQbtMby6R+nzS7qmpT/kEfb1v2bhuPtw6SfAp4V+v9e+CTrbvX+/MEy/x24AvVPXxwRZLH6X7Her3MMPZyJ/k3dM+OXNOO/0uBb7SGIXq93BN9x5McARwE7Ne2OfR8mSdhVpfP2882zZXAbkl2TbIVcCiwarBCkpcA/xN43QJ7HgImWD9V9WBV7VhVy6pqGd39pQsloYFJ7D/AP9BdpaG1DPMC4JZZjHEuTWb9fJfuzC5JXgRsA6yf1Sg3X6uAt7aWhPYGHqyqO+Y6KG2SVcChSbZOsivdiY0rmNx3pG++xxN3NOwL3Ny65/P+/A90jQWQ5AV0D1Lfw9jbvfeq6ltV9ZyB4/9aYM+qupN5vK3bLeTvo/tf55GBQfN2Wzez+lvllZpNUFUbkryDruWOLYDTq+r6JH8KrK6qVcBHgGcAf9/ORny3ql43Z0HPokmunwVrkuvnn4FXJ7kBeAz4L1V179xFPXsmuX7eC3wiyXvoHjQ9YuDM17yW5Cy6hHfH9kzR8cCWAFX1N3TPGB1I98DpI8CRcxOpJivJ64H/ASwGvpzk6qp6TdvvzwVuoLtl5eiqeqyN85TvyByFPyz/CfhYkkV0jcesbOXzeX8+HTg9XfPsPwYOb79jY273eW4+b+u/omvh7IL2P+FlVfW28b7j88FYx/OZml8WyP8BkiRJkuYpbz+TJEmS1GsmNZIkSZJ6zaRGkiRJUq+Z1EiSJEnqNZMaSZIkSb1mUiNJkiSp10xqJEmSJPXa/wNHDA+TQYjuUAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(data_train[data_train[:,0] == 1,1:].std(1))\n",
+    "plt.title('Distribution of standard deviation--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(data_train[data_train[:,0] == 0,1:].std(1))\n",
+    "plt.title('Distribution of standard deviation--- not running')\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(np.sum(data_train[data_train[:,0]==1,1:], 1)/100)\n",
+    "plt.title('Distribution of means--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(np.sum(data_train[data_train[:,0]==0,1:], 1)/100)\n",
+    "plt.title('Distribution of means--- not running')\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(np.amax(data_train[data_train[:,0] == 1,1:], axis = 1))\n",
+    "plt.title('Distribution of max value--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(np.amax(data_train[data_train[:,0] == 0,1:], axis = 1))\n",
+    "plt.title('Distribution of max value--- not running')\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(np.amin(data_train[data_train[:,0] == 1,1:], axis = 1))\n",
+    "plt.title('Distribution of min value--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(np.amin(data_train[data_train[:,0] == 0,1:], axis = 1))\n",
+    "plt.title('Distribution of min value--- not running')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The distribution of the min values is a bit worrying. Since some very few entries have very high standard deviation, some very few and possibly the same values have very low negative values, but almost all other entries have only positive values. This may be a problem in the data set. We decide that these entries are outliers and drop these entries from the data base."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 252,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# It seems like there are some data points which have much higher standard deviation than most. Lets just remove those.\n",
+    "\n",
+    "def clean_dataset(data):\n",
+    "    to_drop= []\n",
+    "    for k in range(data.shape[0]):\n",
+    "        if data[k,:].std()>15:\n",
+    "            to_drop.append(k)   \n",
+    "    return np.delete(data, to_drop, axis = 0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let us apply the cleaning and look at the data set again"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 253,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Distribution of min value--- not running')"
+      ]
+     },
+     "execution_count": 253,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_train = clean_dataset(data_train)\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(data_train[data_train[:,0] == 1,1:].std(1))\n",
+    "plt.title('Distribution of standard deviation--- not running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(data_train[data_train[:,0] == 0,1:].std(1))\n",
+    "plt.title('Distribution of standard deviation--- not running')\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(np.amin(data_train[data_train[:,0] == 1,1:], axis = 1))\n",
+    "plt.title('Distribution of min value--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(np.amin(data_train[data_train[:,0] == 0,1:], axis = 1))\n",
+    "plt.title('Distribution of min value--- not running')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This looks much better.\n",
+    "\n",
+    "Now we start understanding our data set a bit more in detaill. Let us try to get a feeling of the dependencies between the columns."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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>Running</th>\n",
+       "      <th>Blue Switch On</th>\n",
+       "      <th>Battery level</th>\n",
+       "      <th>Humidity</th>\n",
+       "      <th>Magnetic field</th>\n",
+       "      <th>Controller beige</th>\n",
+       "      <th>Controller bisque</th>\n",
+       "      <th>Controller black</th>\n",
+       "      <th>Controller blanchedalmond</th>\n",
+       "      <th>Time since restart</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Waste level right tank</th>\n",
+       "      <th>Waste level left tank</th>\n",
+       "      <th>Helium reservoir</th>\n",
+       "      <th>alpha-radiation</th>\n",
+       "      <th>Active motion supression</th>\n",
+       "      <th>Blade density</th>\n",
+       "      <th>Blade rotation</th>\n",
+       "      <th>Controller mintcream</th>\n",
+       "      <th>Controller mistyrose</th>\n",
+       "      <th>Controller moccasin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Running</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.142302</td>\n",
+       "      <td>0.017820</td>\n",
+       "      <td>0.020910</td>\n",
+       "      <td>-0.005103</td>\n",
+       "      <td>-0.026189</td>\n",
+       "      <td>0.011414</td>\n",
+       "      <td>0.007581</td>\n",
+       "      <td>0.024917</td>\n",
+       "      <td>0.004160</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.003036</td>\n",
+       "      <td>-0.000267</td>\n",
+       "      <td>0.028839</td>\n",
+       "      <td>0.019230</td>\n",
+       "      <td>0.025991</td>\n",
+       "      <td>0.032544</td>\n",
+       "      <td>0.061764</td>\n",
+       "      <td>-0.002125</td>\n",
+       "      <td>-0.035509</td>\n",
+       "      <td>-0.080258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blue Switch On</th>\n",
+       "      <td>0.142302</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.085980</td>\n",
+       "      <td>0.010917</td>\n",
+       "      <td>0.453213</td>\n",
+       "      <td>-0.256682</td>\n",
+       "      <td>0.395337</td>\n",
+       "      <td>-0.053934</td>\n",
+       "      <td>0.511684</td>\n",
+       "      <td>0.041501</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.142301</td>\n",
+       "      <td>-0.338354</td>\n",
+       "      <td>-0.188773</td>\n",
+       "      <td>0.286469</td>\n",
+       "      <td>-0.360740</td>\n",
+       "      <td>-0.059795</td>\n",
+       "      <td>-0.281912</td>\n",
+       "      <td>-0.261851</td>\n",
+       "      <td>-0.055126</td>\n",
+       "      <td>-0.376401</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Battery level</th>\n",
+       "      <td>0.017820</td>\n",
+       "      <td>0.085980</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.135179</td>\n",
+       "      <td>0.453659</td>\n",
+       "      <td>-0.423902</td>\n",
+       "      <td>-0.025855</td>\n",
+       "      <td>-0.114770</td>\n",
+       "      <td>0.290171</td>\n",
+       "      <td>-0.047395</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.188997</td>\n",
+       "      <td>0.257791</td>\n",
+       "      <td>0.357651</td>\n",
+       "      <td>-0.217664</td>\n",
+       "      <td>0.253307</td>\n",
+       "      <td>-0.006822</td>\n",
+       "      <td>-0.344960</td>\n",
+       "      <td>0.141722</td>\n",
+       "      <td>-0.616985</td>\n",
+       "      <td>-0.489590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Humidity</th>\n",
+       "      <td>0.020910</td>\n",
+       "      <td>0.010917</td>\n",
+       "      <td>0.135179</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.310727</td>\n",
+       "      <td>0.184007</td>\n",
+       "      <td>0.035603</td>\n",
+       "      <td>-0.597343</td>\n",
+       "      <td>0.172276</td>\n",
+       "      <td>0.012291</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.408127</td>\n",
+       "      <td>-0.099491</td>\n",
+       "      <td>-0.431891</td>\n",
+       "      <td>0.211459</td>\n",
+       "      <td>0.098269</td>\n",
+       "      <td>-0.323472</td>\n",
+       "      <td>-0.191757</td>\n",
+       "      <td>-0.117132</td>\n",
+       "      <td>-0.160719</td>\n",
+       "      <td>-0.488834</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Magnetic field</th>\n",
+       "      <td>-0.005103</td>\n",
+       "      <td>0.453213</td>\n",
+       "      <td>0.453659</td>\n",
+       "      <td>0.310727</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.344852</td>\n",
+       "      <td>-0.010073</td>\n",
+       "      <td>-0.436788</td>\n",
+       "      <td>0.313958</td>\n",
+       "      <td>0.105562</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.121953</td>\n",
+       "      <td>-0.145483</td>\n",
+       "      <td>-0.195793</td>\n",
+       "      <td>0.173101</td>\n",
+       "      <td>-0.301443</td>\n",
+       "      <td>-0.365754</td>\n",
+       "      <td>-0.412580</td>\n",
+       "      <td>-0.033184</td>\n",
+       "      <td>-0.123513</td>\n",
+       "      <td>-0.424851</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blade density</th>\n",
+       "      <td>0.032544</td>\n",
+       "      <td>-0.059795</td>\n",
+       "      <td>-0.006822</td>\n",
+       "      <td>-0.323472</td>\n",
+       "      <td>-0.365754</td>\n",
+       "      <td>-0.197764</td>\n",
+       "      <td>0.220780</td>\n",
+       "      <td>0.364569</td>\n",
+       "      <td>0.010155</td>\n",
+       "      <td>0.116971</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034377</td>\n",
+       "      <td>-0.070913</td>\n",
+       "      <td>0.318141</td>\n",
+       "      <td>0.061712</td>\n",
+       "      <td>0.381020</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.149659</td>\n",
+       "      <td>0.110383</td>\n",
+       "      <td>-0.146524</td>\n",
+       "      <td>0.154362</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blade rotation</th>\n",
+       "      <td>0.061764</td>\n",
+       "      <td>-0.281912</td>\n",
+       "      <td>-0.344960</td>\n",
+       "      <td>-0.191757</td>\n",
+       "      <td>-0.412580</td>\n",
+       "      <td>-0.108025</td>\n",
+       "      <td>-0.151012</td>\n",
+       "      <td>0.362259</td>\n",
+       "      <td>0.123801</td>\n",
+       "      <td>0.056536</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.136104</td>\n",
+       "      <td>0.300145</td>\n",
+       "      <td>0.109506</td>\n",
+       "      <td>-0.087121</td>\n",
+       "      <td>-0.278081</td>\n",
+       "      <td>-0.149659</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.286417</td>\n",
+       "      <td>0.151956</td>\n",
+       "      <td>0.249235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Controller mintcream</th>\n",
+       "      <td>-0.002125</td>\n",
+       "      <td>-0.261851</td>\n",
+       "      <td>0.141722</td>\n",
+       "      <td>-0.117132</td>\n",
+       "      <td>-0.033184</td>\n",
+       "      <td>0.244462</td>\n",
+       "      <td>-0.423174</td>\n",
+       "      <td>0.175089</td>\n",
+       "      <td>-0.413617</td>\n",
+       "      <td>0.009026</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.052346</td>\n",
+       "      <td>-0.143134</td>\n",
+       "      <td>0.528566</td>\n",
+       "      <td>0.109838</td>\n",
+       "      <td>0.502678</td>\n",
+       "      <td>0.110383</td>\n",
+       "      <td>-0.286417</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.052587</td>\n",
+       "      <td>0.012654</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Controller mistyrose</th>\n",
+       "      <td>-0.035509</td>\n",
+       "      <td>-0.055126</td>\n",
+       "      <td>-0.616985</td>\n",
+       "      <td>-0.160719</td>\n",
+       "      <td>-0.123513</td>\n",
+       "      <td>0.180529</td>\n",
+       "      <td>-0.089244</td>\n",
+       "      <td>-0.149480</td>\n",
+       "      <td>-0.313713</td>\n",
+       "      <td>0.060318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.168399</td>\n",
+       "      <td>0.089697</td>\n",
+       "      <td>-0.151666</td>\n",
+       "      <td>0.404632</td>\n",
+       "      <td>-0.425254</td>\n",
+       "      <td>-0.146524</td>\n",
+       "      <td>0.151956</td>\n",
+       "      <td>0.052587</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.450278</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Controller moccasin</th>\n",
+       "      <td>-0.080258</td>\n",
+       "      <td>-0.376401</td>\n",
+       "      <td>-0.489590</td>\n",
+       "      <td>-0.488834</td>\n",
+       "      <td>-0.424851</td>\n",
+       "      <td>0.149769</td>\n",
+       "      <td>-0.223025</td>\n",
+       "      <td>0.267447</td>\n",
+       "      <td>-0.395596</td>\n",
+       "      <td>-0.020053</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.159872</td>\n",
+       "      <td>0.064195</td>\n",
+       "      <td>0.013373</td>\n",
+       "      <td>-0.126641</td>\n",
+       "      <td>-0.114146</td>\n",
+       "      <td>0.154362</td>\n",
+       "      <td>0.249235</td>\n",
+       "      <td>0.012654</td>\n",
+       "      <td>0.450278</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 100 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Running  Blue Switch On  Battery level  Humidity  \\\n",
+       "Running               1.000000        0.142302       0.017820  0.020910   \n",
+       "Blue Switch On        0.142302        1.000000       0.085980  0.010917   \n",
+       "Battery level         0.017820        0.085980       1.000000  0.135179   \n",
+       "Humidity              0.020910        0.010917       0.135179  1.000000   \n",
+       "Magnetic field       -0.005103        0.453213       0.453659  0.310727   \n",
+       "...                        ...             ...            ...       ...   \n",
+       "Blade density         0.032544       -0.059795      -0.006822 -0.323472   \n",
+       "Blade rotation        0.061764       -0.281912      -0.344960 -0.191757   \n",
+       "Controller mintcream -0.002125       -0.261851       0.141722 -0.117132   \n",
+       "Controller mistyrose -0.035509       -0.055126      -0.616985 -0.160719   \n",
+       "Controller moccasin  -0.080258       -0.376401      -0.489590 -0.488834   \n",
+       "\n",
+       "                      Magnetic field  Controller beige  Controller bisque  \\\n",
+       "Running                    -0.005103         -0.026189           0.011414   \n",
+       "Blue Switch On              0.453213         -0.256682           0.395337   \n",
+       "Battery level               0.453659         -0.423902          -0.025855   \n",
+       "Humidity                    0.310727          0.184007           0.035603   \n",
+       "Magnetic field              1.000000         -0.344852          -0.010073   \n",
+       "...                              ...               ...                ...   \n",
+       "Blade density              -0.365754         -0.197764           0.220780   \n",
+       "Blade rotation             -0.412580         -0.108025          -0.151012   \n",
+       "Controller mintcream       -0.033184          0.244462          -0.423174   \n",
+       "Controller mistyrose       -0.123513          0.180529          -0.089244   \n",
+       "Controller moccasin        -0.424851          0.149769          -0.223025   \n",
+       "\n",
+       "                      Controller black  Controller blanchedalmond  \\\n",
+       "Running                       0.007581                   0.024917   \n",
+       "Blue Switch On               -0.053934                   0.511684   \n",
+       "Battery level                -0.114770                   0.290171   \n",
+       "Humidity                     -0.597343                   0.172276   \n",
+       "Magnetic field               -0.436788                   0.313958   \n",
+       "...                                ...                        ...   \n",
+       "Blade density                 0.364569                   0.010155   \n",
+       "Blade rotation                0.362259                   0.123801   \n",
+       "Controller mintcream          0.175089                  -0.413617   \n",
+       "Controller mistyrose         -0.149480                  -0.313713   \n",
+       "Controller moccasin           0.267447                  -0.395596   \n",
+       "\n",
+       "                      Time since restart  ...  Waste level right tank  \\\n",
+       "Running                         0.004160  ...               -0.003036   \n",
+       "Blue Switch On                  0.041501  ...                0.142301   \n",
+       "Battery level                  -0.047395  ...               -0.188997   \n",
+       "Humidity                        0.012291  ...                0.408127   \n",
+       "Magnetic field                  0.105562  ...               -0.121953   \n",
+       "...                                  ...  ...                     ...   \n",
+       "Blade density                   0.116971  ...                0.034377   \n",
+       "Blade rotation                  0.056536  ...               -0.136104   \n",
+       "Controller mintcream            0.009026  ...                0.052346   \n",
+       "Controller mistyrose            0.060318  ...                0.168399   \n",
+       "Controller moccasin            -0.020053  ...               -0.159872   \n",
+       "\n",
+       "                      Waste level left tank  Helium reservoir  \\\n",
+       "Running                           -0.000267          0.028839   \n",
+       "Blue Switch On                    -0.338354         -0.188773   \n",
+       "Battery level                      0.257791          0.357651   \n",
+       "Humidity                          -0.099491         -0.431891   \n",
+       "Magnetic field                    -0.145483         -0.195793   \n",
+       "...                                     ...               ...   \n",
+       "Blade density                     -0.070913          0.318141   \n",
+       "Blade rotation                     0.300145          0.109506   \n",
+       "Controller mintcream              -0.143134          0.528566   \n",
+       "Controller mistyrose               0.089697         -0.151666   \n",
+       "Controller moccasin                0.064195          0.013373   \n",
+       "\n",
+       "                      alpha-radiation  Active motion supression  \\\n",
+       "Running                      0.019230                  0.025991   \n",
+       "Blue Switch On               0.286469                 -0.360740   \n",
+       "Battery level               -0.217664                  0.253307   \n",
+       "Humidity                     0.211459                  0.098269   \n",
+       "Magnetic field               0.173101                 -0.301443   \n",
+       "...                               ...                       ...   \n",
+       "Blade density                0.061712                  0.381020   \n",
+       "Blade rotation              -0.087121                 -0.278081   \n",
+       "Controller mintcream         0.109838                  0.502678   \n",
+       "Controller mistyrose         0.404632                 -0.425254   \n",
+       "Controller moccasin         -0.126641                 -0.114146   \n",
+       "\n",
+       "                      Blade density  Blade rotation  Controller mintcream  \\\n",
+       "Running                    0.032544        0.061764             -0.002125   \n",
+       "Blue Switch On            -0.059795       -0.281912             -0.261851   \n",
+       "Battery level             -0.006822       -0.344960              0.141722   \n",
+       "Humidity                  -0.323472       -0.191757             -0.117132   \n",
+       "Magnetic field            -0.365754       -0.412580             -0.033184   \n",
+       "...                             ...             ...                   ...   \n",
+       "Blade density              1.000000       -0.149659              0.110383   \n",
+       "Blade rotation            -0.149659        1.000000             -0.286417   \n",
+       "Controller mintcream       0.110383       -0.286417              1.000000   \n",
+       "Controller mistyrose      -0.146524        0.151956              0.052587   \n",
+       "Controller moccasin        0.154362        0.249235              0.012654   \n",
+       "\n",
+       "                      Controller mistyrose  Controller moccasin  \n",
+       "Running                          -0.035509            -0.080258  \n",
+       "Blue Switch On                   -0.055126            -0.376401  \n",
+       "Battery level                    -0.616985            -0.489590  \n",
+       "Humidity                         -0.160719            -0.488834  \n",
+       "Magnetic field                   -0.123513            -0.424851  \n",
+       "...                                    ...                  ...  \n",
+       "Blade density                    -0.146524             0.154362  \n",
+       "Blade rotation                    0.151956             0.249235  \n",
+       "Controller mintcream              0.052587             0.012654  \n",
+       "Controller mistyrose              1.000000             0.450278  \n",
+       "Controller moccasin               0.450278             1.000000  \n",
+       "\n",
+       "[100 rows x 100 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_train_db.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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RcWtE/FzSpZI2LHjNBkmXZF9fIek5tp3DuoHCccMAAACaJ48QPSnp9o7He7NlXV8TEQck/UDSw7Ln1tjebfsa20/vtRLb59mesj21b9++HJoN5GPjukldePbjNTkxLkuanBjXhWc/nkGFAADUWNGzc9wp6cSIuNv2kyRtt31KRPxw4Qsj4iJJF0lSq9WKEbcTWBQ3DAAAoFny6ImelnRCx+Pjs2VdX2N7haSHSro7Iu6LiLslKSJ2SfpPSb+SQ5sAAACAockjRF8n6STba2wfIekcSTsWvGaHpHOzr18k6eqICNvHZQMTZfvRkk6SdGsObQIAAACGZuByjog4YPvVknZKGpP0oYi40fYFkqYiYoekD0r6mO1bJN2jdtCWpGdIusD2fkn3S/rDiLhn0DYBAAAAw+SI6pUXt1qtmJqaKroZAAAAqDHbuyKi1e057lgIAAAAJCp6dg6gq+27p7Vt5x7dMTOrVRPj2rR+LbNfAACA0iBEo3S2757Wlitv0Oz+g5Kk6ZlZbbnyBkkiSAMAgFIgRKN0tu3c80CAnjO7/6C27dxDiAYwclwZA9ANIRqlc8fMbNJyFIdwgbrjyhiAXhhYiNJZNTGetBzFmAsX0zOzCh0KF9t3L7zXElBdi10ZA9BshGiUzqb1azW+cmzesvGVY9q0fm1BLUI3hAs0AVfGAPRCOQdKZ+4SKWUC5VbWcEGJCfK0amJc013+prkyBoAQjVLauG6S4FNyZQwX1K8ib5vWr533NyVxZQxAG+UcAPpSxrIbSkyQt43rJnXh2Y/X5MS4LGlyYlwXnv14PpQBoCcaQH/KWHZT1hITVBtXxgB0Q4gG0LeyhYvFSkyolQYA5IlyDgC10avE5NmPO47p+AAAuaInGkAp5NFT3KvEhLtgAtXClSNUASEaQOHynFWjW4nJ6y67vutrqZUGyodZdlAVlHMAKNywZ9XgLphAdTDLTnVs3z2t07ZerTWbP6PTtl7duBI5QjSAwg17Vo0yTscHoDtm2amGuSsGTR5rQogGULhh9xQz1y9QHVw5qgauGFATDaAERnFXuLJNxwegO+4SWQ1cMSBEAyiBMt64BUAxOB5Uw2Lz8jeFI6LoNiRrtVoxNTVVdDMAAAAqJa/pAxfOoiK1rxjUrVTO9q6IaHV7jp5oAACABsh7OlGp2VcMCNHIFRPkAwBQTnnfeKrpY00I0cgNE+Sj6fgQCaDM+h0MyLGtO0I0ekrdaUZ1a2V2ZpQRHyLLh2MFMF8/gwE5tvXGPNE1lMcdhPqZRH0U090wuTvKijlTy4VjBXC4fm48xbGtN0J0zeR14uhnpxnFBPnszBiGPD54MmdquXCsAA7Xz42nOLb1RjlHzeRVUtHPTjOKCfLZmZG3vC5VMmdquXCsALpLHQzIsa03eqJrJq8TRz+9yqO4tXLdbwebR49o3Qz7d5JXj2U/l0kxPHU/VjQZx8nR4tjWGz3RNZPXJ8Z+e5WHPd1NnW8Hy+CNw43id5LXB8/F5kxlgNvo1flY0WQcJ0eP+aB7I0QPSVEnzbxOHGXdacrarjyManaTKlmqlziPv4M8L1V2+xDJSb+7YR8j63ysaDKOk8Vo+nzQvRCih6DIk2aeJ46y7jRlbdegqOE8XK/3PrdP5bGPDbvHsoon/WEH3MWOkVJ+wbeux4om4ziJMiFED0HRJ01OHNXE4I3D9fqdjNm57WPD7rGs2kl/FJ0AvY6Rb91xo+47cD+99uiJ4+RwUXqWhoGFQ1C1kyaGJ2UADIM3Dtfrd3Iwouvr+93HNq6b1LWbT9dtW1+gazef3ujBsKOYGq7XdpqZ3c+0dFgUx8nhYW71dIToAfQKSFU7aWI4Ug9Io5jdpGp6/U4mK7SPVe2kP4pOgNTtRAcE5nCcHB7mVk9HOUefFrvkyahwSP2V9VCKc7hev5Oq7GNVG+A2isvlvY6RR618kO796f6hrjtPXPouBsfJ4eAqejpCdJ8WC0jXbj79gddwcG0uDkjDU7VgWqWT/ig6AXptP6k6H46YdQV1Q715OkJ0n5YKSFU6aWI4OCANF/vYcIzqA8pi268KH46KHkC+GHrI0Q+uoqcjRPeJgISlcEBCVRX5AWUU684jZJb1ShM95OhX1a7wlQEhuk8EJCyFAxJQPnmFzLJ2pJS5hxzlxxW+NIToPhGQsBwckIByyStklrUjpaw95EAdEaIHQECqtrrXDdb9/QH9yCtklrUjpaw95E3FcbjeCNFopLrXDdb9/QH9yjNklrEjpaw95E3Ecbj+CNElx6fY4ah73WDe7y/175C/29Hjd748dQ+ZZe0hH4Wy7QN1P8+AEF1qfIodnrrXDeb5/lL/Dvm7HT1+58vXhJBZxh7yYSvjPlD38wy47XepcQvO4an7rdnzfH+pf4f83Y5eE37n23dP67StV2vN5s/otK1Xa/vu6b5/1sZ1k7p28+m6besLdO3m0xsXOOuojPtA3c8zIESXGp9ih2fT+rUaXzk2b1mdLunm+f5S/w75ux29uv/O53oZp2dmFTrUyzhIkEa9lHEfqPt5BoToUuNT7PBsXDepC89+vCYnxmVJkxPjuvDsx9emRyrP95f6d8jf7ejV/Xdexl5GlEsZ94G6n2dATXSpLTYApmwDKKqo7nWDeb2/1IFYdR+4VUZ1/52XsZcR5VLWfaDu55mmI0SXWK8BMJJKN4CiTviAMl/qQKwmDNwqm7r/zpn7GEup+z6AcnJEFN2GZK1WK6ampopuRmFO23p11xPK5MS4rt18egEtWlpVgunCEd5SuzeDS3BAceq0X1blWAigzfauiGh1e46e6Aoq+tJmP3MGV6XnnHk9gfKpSy9jlY6FAJZGiK6gIi9t9nMSqFIwXeoDCr1Ig+H3h37Voba0SsdCAEtjdo4K6nfanDzmWe1nlHwZes6X+74XG+HNNFuD4feHpiv6WAggX4ToCupn2py8Akw/J4Eipx5Kfd+LfUBhmq3B8PtD05VxGjYA/aOco6JSL23mdRmxn1KSIqceSn3fi9Vevu6y67uug16k5aEXDmU37HKjsk7DhsFRqtZMhOiGyCvA9HMSKHJQUD/vu9cHFKbZGgy/P5TZKAb91WWAJOZjwGhzEaIbIq8A0+9JoKhBQXkGN3qRBsPvD2U2qkF/dRggifkYMNpcuYRo22dKeq+kMUkXR8TWBc8fKemjkp4k6W5JL46Ib2XPbZH0CkkHJf1RROzMo02YL88AU6WTQN7vW6IXqV/8/rrjMnA5UG6EfpX1b4djy/ANHKJtj0l6v6QzJO2VdJ3tHRFxU8fLXiHp3oh4rO1zJL1L0ottnyzpHEmnSFol6XO2fyUi5n+kw8CaGmDyft9V+gBRRvz+5uMycHnkXW40igBTZEgioB1SxlI1ji2jkUdP9KmSbomIWyXJ9qWSNkjqDNEbJL01+/oKSe+z7Wz5pRFxn6TbbN+S/bwv5dAuLNDUANPU943y4zLw4PIKc3letRpFgCkyJPWz7jqH7jKWqnFsGY08QvSkpNs7Hu+V9ORer4mIA7Z/IOlh2fIvL/jerlvX9nmSzpOkE088MYdmA9VS55NQU5X1MnBV5Bkk87xqNYoA08868jqGpK677r2iZbzSW9ZjS93OY5UZWBgRF0m6SJJarVYU3BxgpOp+EmqqMl4GrpK8w2peV61GEWBS15HnMSR13U3oFS3yime3YFrGY0sdz2N53GxlWtIJHY+Pz5Z1fY3tFZIeqvYAw+V8L9B43Kiknvq9+yjaytrbNoqbqqSuI89jSOq6y7qdyqrXXXa7Le91Q7FnP+640h1b6ngeyyNEXyfpJNtrbB+h9kDBHQtes0PSudnXL5J0dUREtvwc20faXiPpJEn/lkObgFrhJFRP/dx9FIeU9Q6Ao/hwlLqOPI8hqesu63Yqo16h+M3bb+i6/G3/cGPXYPqFf99XumNLHc9jA5dzZDXOr5a0U+0p7j4UETfavkDSVETskPRBSR/LBg7eo3bQVva6y9UehHhA0qvqPjNH3eqBMBplvDSHfDDwtX9lHNAljaZGNnUdeR5DUtdd9Haq0nm3V2/tp75yuw5GHLZ84Wvn3DEzW7pjSx3PY46oXnlxq9WKqampopuRbGE9kNQ+kBT96bBIVTq4FYm/HaA7jiHLU/QxpKjtVPT7TrVm82eURyqbnBjXtZtPz+En5adq22KO7V0R0er2XGUGFtZBEwZXpKjjIINhKePob6AMytbbVlZFH0OK2k5VO+/26q0dsw/riZakifGVuu/A/aW7GtNN0X+Dw0CIHqE61gMNomoHt6IRFoD6GkVPbROPIVU77/YqffmtJ03q07umD1v+1rNOkVSdYFq3v0FC9AjVsR5oEFU7uAHAMCx2VU6qTkAqo6qddxfrrW096piefwv8TRSDED1CRQ+uKJuqHdwAYBh6XZV7644b512qp+QtXRXPu716a+vWi1sHeUxxh2ViOqv5mCMXSNdrDllUV6+rbzOz+2s3r+6ocd7FMNETPWJ8kjykjoMM0AyjqF/ttg5JpRyMywwZg+l1Va4XSt7ScN7FsDDFHQAkGMU0Tb3WcdTKB+nen+4/7PVFTmdV1WmryqRK2xtomsWmuKOcAwASjOLWtb3W0S1QScX2TNbxVr6j1qvk4Pz/egolb0CJUc4BAAlGMatM6s8qcjAus+zkY7GSA0plgHIiRIN6RiDBKGaV6bWOfm6ssNj+nce+zyw7w0U9L1BelHM03Fwt3vTMrEKHBiox4h/obhSzyvRax1vPOiVppoHF9u+89n1m2UGTMDsOOjGwsOFO23p1114kBq4AvRU1O0fqOhbbvyXltu9zNQtNwCDaZlpsYCHlHA1HPSOQbhSX2PNYRz/7dz/7PiUHaILFBtHy999MlHM0XK+6ReoZgepbbP9m3wfS0OmEhQjRDUc9I+ZQ61c/i+3f7PtAGj54YiHKORqOuwZCOrzWryx3wsNglrN/V6G2GyiDTevXdq2J5oNnczGwEAADTDEUDMRC3fChsHkYWAhgUdT6YRgYiIW6YRAtOlETDYBaPwwFH84A1BkhGgCDzDAUfDgDUGeEaADauG4y6U54aKbUGVz4cAagzqiJBiCJWj8srp8ZXJj9B0CdEaIBAEvqd5AgH84A1BXlHACAJTFIEADmI0QDAJbEIEEAmI8QDQA9cCv0QxgkCADzURNdEtwFqVnY3uXHrdDnY5AgloNjG5qE236XALfGbRa2dzVwK3QgDcc21NFit/2mnKMEFhv1jvrJe3tTcjAcDKQD0nAuQ9NQzlECnKybJc/t3U/JAZdbl2fVxHjXnmgG0gHdcS5D09ATXQKMem+WPLd3as/PXOienplV6FDopvf6cAykA9JwLkPTEKJLgJN1s+S5vVN7frjcunzcCh1Iw7ls+SjDqwfKOUqAUe/Nkuf2Ti054HJrGu62hyZLLf3iXLY8zPxTH8zOAVRY6mh4ZpwAsBzMtDE8HIerhdk5gJpKLTngciuAhbqVFlD6NTxcEawPyjmAikspOeByK4BOvUoLFgboOQS9wTHzT30QooGGoc4XwJxePc5jtg52Kfck6A1u0/q1XUtluCJYPYRoAAAaqlfP8sEIja8cI+gNAVcE64MQDQBAQ/UqLZjMgh1Bbzi4Ini4Kt4IjBANAEBDLVZaQNDDqFR12j9m5wAAoKG4qRDKoKqzwdATDQBAg9HjjKJVddo/eqIBAABQmF6zvpR9NhhCNAAAAApT1RuBUc4BAACAwlR12j9CNAAAAApVxdp8yjkAAACARIRoAAAAIBEhGgAAAEhETTQAAECmirefRjEI0QAAAKru7adRDMo5AAAAVN3bT6MYhGgAAABV9/bTKAYhGgAAQNW9/TSKQYgGAABQdW8/jWIwsBAAAEDVvf00ikGIBgAAyFTx9tMoxkDlHLaPsX2V7W9m/x/d43XnZq/5pu1zO5Z/0fYe29dn/355kPYAAAAAozBoTfRmSZ+PiJMkfT57PI/tYySdL+nJkk6VdP6CsP3SiHhi9u+uAdsDAAAADN2gIXqDpEuyry+RtLHLa9ZLuioi7omIeyVdJenMAdcLAAAAFGbQEP3wiLgz+/q7kh7e5TWTkm7veLw3Wzbnw1kpx5/a9oDtAQAAAIZuyYGFtj8n6RFdnnpT54OICNuRuP6XRsS07V+U9GlJvy/poz3acZ6k8yTpxBNPTFwNAAAAkJ8lQ3REPLfXc7a/Z/uREXGn7UdK6lbTPC3pWR2Pj5f0xexnT2f//8j2J9Wume4aoiPiIkkXSVKr1UoN6wAAAEBuBi3n2CFpbraNcyX9fZfX7JT0PNtHZwMKnydpp+0Vto+VJNsrJb1Q0jcGbA8AAAAwdIOG6K2SzrD9TUnPzR7Ldsv2xZIUEfdIeruk67J/F2TLjlQ7TH9d0vVq91j/zYDtAQAAAIbOEdWrjGi1WjE1NVV0MwAAAFBjtndFRKvbc4P2RAMAAACNQ4gGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACARIRoAAABIRIgGAAAAEhGiAQAAgESEaAAAACDRiqIbAAAAMGrbd09r2849umNmVqsmxrVp/VptXDdZdLOwQJm3EyEaAAA0yvbd09py5Q2a3X9QkjQ9M6stV94gSaUJaCj/dqKcAwAANMq2nXseCGZzZvcf1LadewpqEbop+3YiRAMAgEa5Y2Y2aTmKUfbtRIgGAACNsmpiPGk5ilH27USIBgAAjbJp/VqNrxybt2x85Zg2rV9bUIvQTdm3EwMLAQBAo8wNSivrrA9oK/t2ckQU3YZkrVYrpqamim4GAAAAasz2rohodXuOcg4AAAAgESEaAAAASESIBgAAABIRogEAAIBEhGgAAAAgESEaAAAASESIBgAAABIRogEAAIBEhGgAAAAgESEaAAAASFTJ237b3ifp20NcxbGSvj/En49yYXs3C9u7edjmzcL2bpZhb+9HRcRx3Z6oZIgeNttTve6TjvphezcL27t52ObNwvZuliK3N+UcAAAAQCJCNAAAAJCIEN3dRUU3ACPF9m4WtnfzsM2bhe3dLIVtb2qiAQAAgET0RAMAAACJCNEdbJ9pe4/tW2xvLro9yJ/tE2x/wfZNtm+0/Zps+TG2r7L9zez/o4tuK/Jje8z2btv/mD1eY/sr2b5+me0jim4j8mF7wvYVtv/d9s22n8r+XV+2X5cdy79h+1O2j2L/rhfbH7J9l+1vdCzruk+77S+zbf91278+zLYRojO2xyS9X9LzJZ0s6Xdtn1xsqzAEByT9SUScLOkpkl6VbefNkj4fESdJ+nz2GPXxGkk3dzx+l6S/iIjHSrpX0isKaRWG4b2SPhsRj5P0BLW3O/t3DdmelPRHkloR8WuSxiSdI/bvuvmIpDMXLOu1Tz9f0knZv/Mk/dUwG0aIPuRUSbdExK0R8XNJl0raUHCbkLOIuDMivpp9/SO1T7CTam/rS7KXXSJpYyENRO5sHy/pBZIuzh5b0umSrshewvauCdsPlfQMSR+UpIj4eUTMiP27zlZIGre9QtKDJd0p9u9aiYh/lnTPgsW99ukNkj4abV+WNGH7kcNqGyH6kElJt3c83pstQ03ZXi1pnaSvSHp4RNyZPfVdSQ8vql3I3XskvUHS/dnjh0maiYgD2WP29fpYI2mfpA9n5TsX2/4FsX/XUkRMS/o/kr6jdnj+gaRdYv9ugl779EizHCEajWT7IZI+Lem1EfHDzueiPWUN09bUgO0XSrorInYV3RaMxApJvy7pryJinaSfaEHpBvt3fWR1sBvU/vC0StIv6PDL/qi5IvdpQvQh05JO6Hh8fLYMNWN7pdoB+hMRcWW2+Htzl3yy/+8qqn3I1WmSzrL9LbVLtE5Xu2Z2Irv8K7Gv18leSXsj4ivZ4yvUDtXs3/X0XEm3RcS+iNgv6Uq193n27/rrtU+PNMsRog+5TtJJ2ajeI9QenLCj4DYhZ1k97Acl3RwR7+54aoekc7Ovz5X096NuG/IXEVsi4viIWK32Pn11RLxU0hckvSh7Gdu7JiLiu5Jut702W/QcSTeJ/buuviPpKbYfnB3b57Y3+3f99dqnd0j6g2yWjqdI+kFH2UfuuNlKB9u/qXb95JikD0XEnxXbIuTN9tMk/YukG3SoRvaNatdFXy7pREnflvQ7EbFwIAMqzPazJL0+Il5o+9Fq90wfI2m3pN+LiPsKbB5yYvuJag8iPULSrZJernaHEft3Ddl+m6QXqz3z0m5Jr1S7Bpb9uyZsf0rSsyQdK+l7ks6XtF1d9unsw9T71C7r+amkl0fE1NDaRogGAAAA0lDOAQAAACQiRAMAAACJCNEAAABAIkI0AAAAkIgQDQAAACQiRAMAAACJCNEAAABAIkI0AAAAkOj/A40Z3mSyaSEOAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corrMatrix = data_train_db.corr()\n",
+    "plt.figure(figsize = (12,12))\n",
+    "sn.heatmap(corrMatrix, annot=False)\n",
+    "plt.show()\n",
+    "\n",
+    "plt.figure(figsize = (12,6))\n",
+    "plt.scatter(np.arange(1, 100), corrMatrix['Running'][1:100])\n",
+    "plt.title('Correlation with Running')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The first row of the data set (after the row 'Running' itself), seems to be suspiciously important. Lets look at it in isolation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Blue Switch On')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(data_train[:,1])\n",
+    "plt.title(data_train_db.columns[1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We see that 'Blue Switch On' only takes two values (On and Off). Let us look in detail, what the effect of this switch is on whether the mechanism runs or not."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0.5, 0, 'Blue Switch On'), Text(1.5, 0, 'Blue Switch Off')]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 648x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "runs_switchon = np.count_nonzero((data_train[:,0]==1)*(data_train[:,1]==1))\n",
+    "runs_switchoff = np.count_nonzero((data_train[:,0]==1)*(data_train[:,1]==0))\n",
+    "runsnot_switchon = np.count_nonzero((data_train[:,0]==0)*(data_train[:,1]==1))\n",
+    "runsnot_switchoff = np.count_nonzero((data_train[:,0]==0)*(data_train[:,1]==0))\n",
+    "conf_matrix = [[runs_switchon, runs_switchoff], [runsnot_switchon, runsnot_switchoff]]\n",
+    "\n",
+    "sn.set(color_codes=True)\n",
+    "plt.figure(1, figsize=(9, 6))\n",
+    "\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "\n",
+    "sn.set(font_scale=1.4)\n",
+    "ax = sn.heatmap(conf_matrix, annot=True, cmap=\"YlGnBu\", fmt='2')\n",
+    "\n",
+    "ax.set_yticklabels(['runs', 'does not run'])\n",
+    "ax.set_xticklabels(['Blue Switch On', 'Blue Switch Off'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now this is fantastic. If the Blue Switch is off, then the mechanism never works. \n",
+    "\n",
+    "Next, we would like to extract additional important parameters of the machine. We rank the columns according to their correlation with 'Running':"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 0  1 18 96 77 23 16 63 33 39 40 78 36 95 92 13 44 94 11 60 17  8 41 79\n",
+      " 37 26 45 38 56  3 52 57 93 24  2 64 70 61 20 29 86 80 32 34  6 49 58  7\n",
+      " 21 14 66 12 22 35  9 19 62 85 46 91 65 74 69 76 59 27 97 71 90 88 89  4\n",
+      " 81 15 67 68 48 47 43 54 51 10 50 84 31 55 53 42 75 25  5 28 30 87 73 72\n",
+      " 98 83 82 99]\n"
+     ]
+    }
+   ],
+   "source": [
+    "S = np.argsort(np.array(corrMatrix['Running']))[::-1]\n",
+    "print(S)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We saw that the first entry is always 1 if the method is working. \n",
+    "Also from the ranking above, we expect that large values in coordinates 39 and 17 seem to indicate that the algorithm works.\n",
+    "\n",
+    "Let us describe a Hypothesis set that thakes this observation into account, by defining a classifier below. The hypothesis set is characterised by a threshholding value 'thresh'."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def myclassifier(data, thresh):\n",
+    "    if data[1] == 0:\n",
+    "        return 0 # If the blue switch is off, then we know that the mechanism wont work.\n",
+    "    if data[18] > thresh:\n",
+    "        return 1\n",
+    "    return 0\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Next we find the value thresh, that yields the best classification on the test set:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train accuracy:0.7748743718592965\n"
+     ]
+    }
+   ],
+   "source": [
+    "best_thresh = 0\n",
+    "best_err = data_train.shape[0]\n",
+    "\n",
+    "for tr in range(200):\n",
+    "    thresh = tr/20\n",
+    "    err = 0\n",
+    "    for t in range(data_train.shape[0]):\n",
+    "        err = err + (myclassifier(data_train[t, :], thresh) != data_train[t, 0])\n",
+    "    if err < best_err:\n",
+    "        best_err = err\n",
+    "        best_thresh = thresh\n",
+    "\n",
+    "print('Train accuracy:' + str(1-best_err/data_train.shape[0]))    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The test accuracy above is quite terrible. It is your task to perform better than this."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predicted_labels = np.zeros(data_test_db.shape[0])\n",
+    "data_test = data_test_db.values\n",
+    "\n",
+    "for k in range(data_test_db.shape[0]):\n",
+    "    predicted_labels[k] = myclassifier(data_test[k, :], best_thresh)\n",
+    "    \n",
+    "np.savetxt('PhilippPetersens_prediction.csv', predicted_labels, delimiter=',') "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "send your result via email to philipp.petersen@univie.ac.at. \n",
+    "your email should also include \n",
+    "\n",
+    "- the names of all people who worked on your code, \n",
+    "- their student identification number,\n",
+    "- a name for your team, \n",
+    "- the code used.\n",
+    "- a short (3-4 sentence) explanation of the main idea.\n",
+    "\n",
+    "The winners of the challenge receive extra points, a certificate, and may be asked to present their idea during one of the lectures. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = data_train[:,1:]\n",
+    "y = data_train[:,0]\n",
+    "X_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.20, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Classic Least Square prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8567839195979899"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def lstsqr_classifier(X_data, y_data):\n",
+    "    x, r, rank, s = np.linalg.lstsq(X_data, y_data, rcond=None)\n",
+    "    return x\n",
+    "\n",
+    "x = lstsqr_classifier(X_train, y_train)\n",
+    "pred = np.int64(np.round(X_valid @ x))\n",
+    "#\n",
+    "np.count_nonzero(pred == y_valid)/y_valid.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Distribution Observings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def linear(x, a, b):\n",
+    "    return a*x + b\n",
+    "\n",
+    "new_train_db = pd.DataFrame(data_train)\n",
+    "#for i in range(2, data_train.shape[1]):\n",
+    "i = 18\n",
+    "for i in range(2, new_train_db.shape[1]):\n",
+    "    if i==10:\n",
+    "        continue\n",
+    "    if i==39:\n",
+    "        continue\n",
+    "    new_train_db = new_train_db.sort_values(i)\n",
+    "    y = np.array(new_train_db[i])\n",
+    "    x = range(y.shape[0])\n",
+    "    popt, pcov = curve_fit(linear, x, y)\n",
+    "    #\n",
+    "    fit = linear(x, *popt)\n",
+    "    dist = y-fit\n",
+    "    #dist[dist>0] = 1\n",
+    "    #dist[dist<=0] = 0\n",
+    "\n",
+    "    new_train_db[i] = dist\n",
+    "new_train = np.array(new_train_db)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f40054645b0>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 504x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x_data = new_train[:, 1:]\n",
+    "y_data = new_train[:, 0]\n",
+    "\n",
+    "distance = np.zeros(len(x_data))\n",
+    "for i in range(len(x_data)):\n",
+    "    distance[i] = np.linalg.norm(x_data[i])\n",
+    "\n",
+    "color = ['r' if c==0 else 'b' for c in y_data]\n",
+    "plt.figure(figsize=[7, 5])\n",
+    "plt.scatter(range(len(distance)), (distance), c=color, marker='.')\n",
+    "#plt.plot(range(len(distance)), [np.mean(distance)]*len(distance), c='black', lw=3.5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# K-Nearest-Neighbor prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8261306532663316"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "distance = {}\n",
+    "for i in range(x_data.shape[0]):\n",
+    "    distance[i] = np.zeros(x_data.shape[0])\n",
+    "    for j in range(x_data.shape[0]):\n",
+    "        distance[i][j] = np.linalg.norm(x_data[i] - x_data[j])\n",
+    "k = 5 \n",
+    "prediction = np.zeros(len(distance[0]))\n",
+    "for i in range(len(distance)):\n",
+    "    if sum(y_data[distance[i].argsort()[:k]]) >= 3:\n",
+    "        prediction[i] = 1\n",
+    "    elif x_data[:,1][i] == 0:\n",
+    "        prediction[i] = 0\n",
+    "    else:\n",
+    "        prediction[i] = 0\n",
+    "        \n",
+    "np.count_nonzero(prediction == y_data)/y_data.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 267,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f3ff7f63a90>"
+      ]
+     },
+     "execution_count": 267,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color = ['r' if c==0 else 'b' for c in data_train[:,0]]\n",
+    "plt.scatter(np.linalg.norm(data_train, axis=1), data_train[:, 99], c=color)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Blue Switch Off & Row 82 > 3.5 & Least square prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9227386934673367"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dum2_train = data_train[data_train[:,1]==1]\n",
+    "d2_train = dum2_train[dum2_train[:,82]<3.5]\n",
+    "\n",
+    "A = d2_train[:,1:]\n",
+    "b = d2_train[:,0]\n",
+    "\n",
+    "x = lstsqr_classifier(A, b)\n",
+    "\n",
+    "pred = []\n",
+    "failed_k = []\n",
+    "failed_ls = []\n",
+    "failed = []\n",
+    "for i in range(X_train.shape[0]):\n",
+    "    if X_train[:,0][i]==0:\n",
+    "        pred.append(0)\n",
+    "    elif X_train[:,81][i] > 3.5:\n",
+    "        pred.append(0)\n",
+    "    else:\n",
+    "        dist = np.zeros(A.shape[0])\n",
+    "        for j in range(A.shape[0]):\n",
+    "           dist[j]  = np.linalg.norm(X_train[i] - A[j])\n",
+    "        k_nn = list(b[dist.argsort()][:5])\n",
+    "        \n",
+    "        k_nn_pred = max(set(k_nn), key=k_nn.count)\n",
+    "        lstsq_pred = int(round(X_train[i] @ x))\n",
+    "        if k_nn_pred != y_train[i]:\n",
+    "            failed_k.append(i)\n",
+    "        if lstsq_pred != y_train[i]:\n",
+    "            failed_ls.append(i)\n",
+    "        if lstsq_pred != k_nn_pred:\n",
+    "            failed.append(i)\n",
+    "        pred.append(lstsq_pred)\n",
+    "        \n",
+    "np.count_nonzero(pred == y_train)/y_train.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 277,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f3ff5eaeb00>"
+      ]
+     },
+     "execution_count": 277,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color_ls = ['r' if c==0 else 'b' for c in y_train[failed_ls]]\n",
+    "color_k = ['red' if c==0 else 'blue' for c in y_train[failed_k]]\n",
+    "#plt.scatter(np.linalg.norm(X_train[failed_ls], axis=1), X_train[failed_ls]@x, c=color_ls)\n",
+    "plt.scatter(np.linalg.norm(X_train[failed_k], axis=1), X_train[failed_k][:, 82], c=color_k, alpha=0.3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/ass01/Analysis of Mystery Machine.ipynb b/ass01/Analysis of Mystery Machine.ipynb
@@ -0,0 +1,1882 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 244,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import seaborn as sn\n",
+    "import scipy.stats as stats\n",
+    "\n",
+    "from scipy.optimize import curve_fit\n",
+    "from scipy.optimize import fmin_tnc\n",
+    "\n",
+    "import sklearn.neighbors as neighbors\n",
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Two files will be supplied to you via Moodle. A test and training set 'data_train_db.csv' and 'data_test_db.csv'.\n",
+    "They were taken by observing a mystery machine. The first entry 'Running' is 1 if the machine worked. It is 0 if it failed to work.\n",
+    "In the test set, the labels, are set to 2. You should predict them.\n",
+    "\n",
+    "\n",
+    "Let us look at out data first:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 245,
+   "metadata": {
+    "scrolled": true
+   },
+   "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>Running</th>\n",
+       "      <th>Blue Switch On</th>\n",
+       "      <th>Battery level</th>\n",
+       "      <th>Humidity</th>\n",
+       "      <th>Magnetic field</th>\n",
+       "      <th>Controller beige</th>\n",
+       "      <th>Controller bisque</th>\n",
+       "      <th>Controller black</th>\n",
+       "      <th>Controller blanchedalmond</th>\n",
+       "      <th>Time since restart</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Waste level right tank</th>\n",
+       "      <th>Waste level left tank</th>\n",
+       "      <th>Helium reservoir</th>\n",
+       "      <th>alpha-radiation</th>\n",
+       "      <th>Active motion supression</th>\n",
+       "      <th>Blade density</th>\n",
+       "      <th>Blade rotation</th>\n",
+       "      <th>Controller mintcream</th>\n",
+       "      <th>Controller mistyrose</th>\n",
+       "      <th>Controller moccasin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.668066</td>\n",
+       "      <td>2.061727</td>\n",
+       "      <td>2.549782</td>\n",
+       "      <td>1.835225</td>\n",
+       "      <td>2.259989</td>\n",
+       "      <td>2.686942</td>\n",
+       "      <td>2.879310</td>\n",
+       "      <td>9.671808</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.971298</td>\n",
+       "      <td>0.937030</td>\n",
+       "      <td>2.074836</td>\n",
+       "      <td>2.640988</td>\n",
+       "      <td>0.884307</td>\n",
+       "      <td>1.861668</td>\n",
+       "      <td>1.395146</td>\n",
+       "      <td>2.685994</td>\n",
+       "      <td>1.246004</td>\n",
+       "      <td>1.804786</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.168779</td>\n",
+       "      <td>3.064346</td>\n",
+       "      <td>2.378786</td>\n",
+       "      <td>1.786132</td>\n",
+       "      <td>3.317119</td>\n",
+       "      <td>1.764618</td>\n",
+       "      <td>3.480051</td>\n",
+       "      <td>3.649143</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.941678</td>\n",
+       "      <td>1.072903</td>\n",
+       "      <td>2.814709</td>\n",
+       "      <td>3.053056</td>\n",
+       "      <td>3.801458</td>\n",
+       "      <td>3.598227</td>\n",
+       "      <td>3.437533</td>\n",
+       "      <td>2.007573</td>\n",
+       "      <td>1.256223</td>\n",
+       "      <td>2.444261</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>3.480841</td>\n",
+       "      <td>1.947822</td>\n",
+       "      <td>0.980785</td>\n",
+       "      <td>2.974871</td>\n",
+       "      <td>3.170290</td>\n",
+       "      <td>2.179338</td>\n",
+       "      <td>3.924941</td>\n",
+       "      <td>1.990325</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.586487</td>\n",
+       "      <td>0.820349</td>\n",
+       "      <td>3.065853</td>\n",
+       "      <td>1.348861</td>\n",
+       "      <td>1.684723</td>\n",
+       "      <td>2.547239</td>\n",
+       "      <td>1.851281</td>\n",
+       "      <td>0.912038</td>\n",
+       "      <td>3.122452</td>\n",
+       "      <td>1.915503</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.543543</td>\n",
+       "      <td>3.168781</td>\n",
+       "      <td>1.132832</td>\n",
+       "      <td>1.109508</td>\n",
+       "      <td>1.875743</td>\n",
+       "      <td>2.314667</td>\n",
+       "      <td>2.058042</td>\n",
+       "      <td>8.846448</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.573916</td>\n",
+       "      <td>3.103271</td>\n",
+       "      <td>3.795463</td>\n",
+       "      <td>1.994397</td>\n",
+       "      <td>3.329407</td>\n",
+       "      <td>2.953250</td>\n",
+       "      <td>2.114900</td>\n",
+       "      <td>3.287708</td>\n",
+       "      <td>3.580659</td>\n",
+       "      <td>1.270540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.899545</td>\n",
+       "      <td>3.131062</td>\n",
+       "      <td>3.601594</td>\n",
+       "      <td>2.031428</td>\n",
+       "      <td>1.199504</td>\n",
+       "      <td>1.857449</td>\n",
+       "      <td>2.714846</td>\n",
+       "      <td>5.864011</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.613841</td>\n",
+       "      <td>1.466398</td>\n",
+       "      <td>1.195874</td>\n",
+       "      <td>2.773077</td>\n",
+       "      <td>2.855805</td>\n",
+       "      <td>3.384410</td>\n",
+       "      <td>1.450015</td>\n",
+       "      <td>1.731059</td>\n",
+       "      <td>2.789938</td>\n",
+       "      <td>0.966252</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 100 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Running  Blue Switch On  Battery level  Humidity  Magnetic field  \\\n",
+       "0      1.0             1.0       2.668066  2.061727        2.549782   \n",
+       "1      1.0             1.0       2.168779  3.064346        2.378786   \n",
+       "2      0.0             1.0       3.480841  1.947822        0.980785   \n",
+       "3      1.0             1.0       2.543543  3.168781        1.132832   \n",
+       "4      1.0             1.0       2.899545  3.131062        3.601594   \n",
+       "\n",
+       "   Controller beige  Controller bisque  Controller black  \\\n",
+       "0          1.835225           2.259989          2.686942   \n",
+       "1          1.786132           3.317119          1.764618   \n",
+       "2          2.974871           3.170290          2.179338   \n",
+       "3          1.109508           1.875743          2.314667   \n",
+       "4          2.031428           1.199504          1.857449   \n",
+       "\n",
+       "   Controller blanchedalmond  Time since restart  ...  Waste level right tank  \\\n",
+       "0                   2.879310            9.671808  ...                2.971298   \n",
+       "1                   3.480051            3.649143  ...                1.941678   \n",
+       "2                   3.924941            1.990325  ...                3.586487   \n",
+       "3                   2.058042            8.846448  ...                3.573916   \n",
+       "4                   2.714846            5.864011  ...                3.613841   \n",
+       "\n",
+       "   Waste level left tank  Helium reservoir  alpha-radiation  \\\n",
+       "0               0.937030          2.074836         2.640988   \n",
+       "1               1.072903          2.814709         3.053056   \n",
+       "2               0.820349          3.065853         1.348861   \n",
+       "3               3.103271          3.795463         1.994397   \n",
+       "4               1.466398          1.195874         2.773077   \n",
+       "\n",
+       "   Active motion supression  Blade density  Blade rotation  \\\n",
+       "0                  0.884307       1.861668        1.395146   \n",
+       "1                  3.801458       3.598227        3.437533   \n",
+       "2                  1.684723       2.547239        1.851281   \n",
+       "3                  3.329407       2.953250        2.114900   \n",
+       "4                  2.855805       3.384410        1.450015   \n",
+       "\n",
+       "   Controller mintcream  Controller mistyrose  Controller moccasin  \n",
+       "0              2.685994              1.246004             1.804786  \n",
+       "1              2.007573              1.256223             2.444261  \n",
+       "2              0.912038              3.122452             1.915503  \n",
+       "3              3.287708              3.580659             1.270540  \n",
+       "4              1.731059              2.789938             0.966252  \n",
+       "\n",
+       "[5 rows x 100 columns]"
+      ]
+     },
+     "execution_count": 245,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_train_db = pd.read_csv('data_train_db.csv')\n",
+    "data_test_db = pd.read_csv('data_test_db.csv')\n",
+    "data_train_db.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets look at some more properties of the data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 246,
+   "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>Running</th>\n",
+       "      <th>Blue Switch On</th>\n",
+       "      <th>Battery level</th>\n",
+       "      <th>Humidity</th>\n",
+       "      <th>Magnetic field</th>\n",
+       "      <th>Controller beige</th>\n",
+       "      <th>Controller bisque</th>\n",
+       "      <th>Controller black</th>\n",
+       "      <th>Controller blanchedalmond</th>\n",
+       "      <th>Time since restart</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Waste level right tank</th>\n",
+       "      <th>Waste level left tank</th>\n",
+       "      <th>Helium reservoir</th>\n",
+       "      <th>alpha-radiation</th>\n",
+       "      <th>Active motion supression</th>\n",
+       "      <th>Blade density</th>\n",
+       "      <th>Blade rotation</th>\n",
+       "      <th>Controller mintcream</th>\n",
+       "      <th>Controller mistyrose</th>\n",
+       "      <th>Controller moccasin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>0.391000</td>\n",
+       "      <td>0.606125</td>\n",
+       "      <td>2.322544</td>\n",
+       "      <td>2.418220</td>\n",
+       "      <td>2.378835</td>\n",
+       "      <td>2.481214</td>\n",
+       "      <td>2.420077</td>\n",
+       "      <td>2.326200</td>\n",
+       "      <td>2.310508</td>\n",
+       "      <td>4.962612</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.433046</td>\n",
+       "      <td>2.422304</td>\n",
+       "      <td>2.347551</td>\n",
+       "      <td>2.391701</td>\n",
+       "      <td>2.346847</td>\n",
+       "      <td>2.269898</td>\n",
+       "      <td>2.414802</td>\n",
+       "      <td>2.405840</td>\n",
+       "      <td>2.496285</td>\n",
+       "      <td>2.432145</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>0.488096</td>\n",
+       "      <td>2.218381</td>\n",
+       "      <td>2.950372</td>\n",
+       "      <td>2.140909</td>\n",
+       "      <td>2.312733</td>\n",
+       "      <td>2.932640</td>\n",
+       "      <td>2.228293</td>\n",
+       "      <td>2.262024</td>\n",
+       "      <td>2.590223</td>\n",
+       "      <td>3.198438</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.583671</td>\n",
+       "      <td>2.378098</td>\n",
+       "      <td>2.952354</td>\n",
+       "      <td>1.936729</td>\n",
+       "      <td>2.625252</td>\n",
+       "      <td>2.527564</td>\n",
+       "      <td>2.105146</td>\n",
+       "      <td>2.320366</td>\n",
+       "      <td>2.419193</td>\n",
+       "      <td>1.726589</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-41.461832</td>\n",
+       "      <td>-78.053448</td>\n",
+       "      <td>-34.781219</td>\n",
+       "      <td>-54.894945</td>\n",
+       "      <td>-32.776029</td>\n",
+       "      <td>-34.825272</td>\n",
+       "      <td>-48.711770</td>\n",
+       "      <td>-51.333718</td>\n",
+       "      <td>-27.754378</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-39.336963</td>\n",
+       "      <td>-19.295385</td>\n",
+       "      <td>-77.392514</td>\n",
+       "      <td>-35.076539</td>\n",
+       "      <td>-60.830264</td>\n",
+       "      <td>-51.524385</td>\n",
+       "      <td>-33.421008</td>\n",
+       "      <td>-46.570217</td>\n",
+       "      <td>-14.431300</td>\n",
+       "      <td>-18.016197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.570550</td>\n",
+       "      <td>1.620464</td>\n",
+       "      <td>1.564938</td>\n",
+       "      <td>1.555495</td>\n",
+       "      <td>1.629284</td>\n",
+       "      <td>1.546645</td>\n",
+       "      <td>1.589647</td>\n",
+       "      <td>2.559334</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.631260</td>\n",
+       "      <td>1.538100</td>\n",
+       "      <td>1.633180</td>\n",
+       "      <td>1.621354</td>\n",
+       "      <td>1.573365</td>\n",
+       "      <td>1.604577</td>\n",
+       "      <td>1.648309</td>\n",
+       "      <td>1.656220</td>\n",
+       "      <td>1.616580</td>\n",
+       "      <td>1.599820</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.399510</td>\n",
+       "      <td>2.442420</td>\n",
+       "      <td>2.351945</td>\n",
+       "      <td>2.383485</td>\n",
+       "      <td>2.420951</td>\n",
+       "      <td>2.379612</td>\n",
+       "      <td>2.403005</td>\n",
+       "      <td>5.001151</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.455453</td>\n",
+       "      <td>2.418505</td>\n",
+       "      <td>2.445824</td>\n",
+       "      <td>2.398215</td>\n",
+       "      <td>2.390431</td>\n",
+       "      <td>2.346763</td>\n",
+       "      <td>2.433182</td>\n",
+       "      <td>2.412098</td>\n",
+       "      <td>2.419774</td>\n",
+       "      <td>2.380269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.198364</td>\n",
+       "      <td>3.208682</td>\n",
+       "      <td>3.192416</td>\n",
+       "      <td>3.169260</td>\n",
+       "      <td>3.246819</td>\n",
+       "      <td>3.194218</td>\n",
+       "      <td>3.194958</td>\n",
+       "      <td>7.348914</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.201254</td>\n",
+       "      <td>3.206414</td>\n",
+       "      <td>3.214889</td>\n",
+       "      <td>3.232094</td>\n",
+       "      <td>3.228444</td>\n",
+       "      <td>3.167007</td>\n",
+       "      <td>3.191491</td>\n",
+       "      <td>3.229920</td>\n",
+       "      <td>3.207462</td>\n",
+       "      <td>3.218650</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>54.033952</td>\n",
+       "      <td>37.703573</td>\n",
+       "      <td>66.014742</td>\n",
+       "      <td>38.637138</td>\n",
+       "      <td>75.279747</td>\n",
+       "      <td>71.305690</td>\n",
+       "      <td>35.009305</td>\n",
+       "      <td>56.524760</td>\n",
+       "      <td>30.384880</td>\n",
+       "      <td>...</td>\n",
+       "      <td>59.993885</td>\n",
+       "      <td>81.003906</td>\n",
+       "      <td>42.301300</td>\n",
+       "      <td>32.972503</td>\n",
+       "      <td>44.019583</td>\n",
+       "      <td>32.855782</td>\n",
+       "      <td>47.702903</td>\n",
+       "      <td>54.749561</td>\n",
+       "      <td>68.158383</td>\n",
+       "      <td>40.218134</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 100 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Running  Blue Switch On  Battery level     Humidity  \\\n",
+       "count  2000.000000     2000.000000    2000.000000  2000.000000   \n",
+       "mean      0.391000        0.606125       2.322544     2.418220   \n",
+       "std       0.488096        2.218381       2.950372     2.140909   \n",
+       "min       0.000000      -41.461832     -78.053448   -34.781219   \n",
+       "25%       0.000000        0.000000       1.570550     1.620464   \n",
+       "50%       0.000000        1.000000       2.399510     2.442420   \n",
+       "75%       1.000000        1.000000       3.198364     3.208682   \n",
+       "max       1.000000       54.033952      37.703573    66.014742   \n",
+       "\n",
+       "       Magnetic field  Controller beige  Controller bisque  Controller black  \\\n",
+       "count     2000.000000       2000.000000        2000.000000       2000.000000   \n",
+       "mean         2.378835          2.481214           2.420077          2.326200   \n",
+       "std          2.312733          2.932640           2.228293          2.262024   \n",
+       "min        -54.894945        -32.776029         -34.825272        -48.711770   \n",
+       "25%          1.564938          1.555495           1.629284          1.546645   \n",
+       "50%          2.351945          2.383485           2.420951          2.379612   \n",
+       "75%          3.192416          3.169260           3.246819          3.194218   \n",
+       "max         38.637138         75.279747          71.305690         35.009305   \n",
+       "\n",
+       "       Controller blanchedalmond  Time since restart  ...  \\\n",
+       "count                2000.000000         2000.000000  ...   \n",
+       "mean                    2.310508            4.962612  ...   \n",
+       "std                     2.590223            3.198438  ...   \n",
+       "min                   -51.333718          -27.754378  ...   \n",
+       "25%                     1.589647            2.559334  ...   \n",
+       "50%                     2.403005            5.001151  ...   \n",
+       "75%                     3.194958            7.348914  ...   \n",
+       "max                    56.524760           30.384880  ...   \n",
+       "\n",
+       "       Waste level right tank  Waste level left tank  Helium reservoir  \\\n",
+       "count             2000.000000            2000.000000       2000.000000   \n",
+       "mean                 2.433046               2.422304          2.347551   \n",
+       "std                  2.583671               2.378098          2.952354   \n",
+       "min                -39.336963             -19.295385        -77.392514   \n",
+       "25%                  1.631260               1.538100          1.633180   \n",
+       "50%                  2.455453               2.418505          2.445824   \n",
+       "75%                  3.201254               3.206414          3.214889   \n",
+       "max                 59.993885              81.003906         42.301300   \n",
+       "\n",
+       "       alpha-radiation  Active motion supression  Blade density  \\\n",
+       "count      2000.000000               2000.000000    2000.000000   \n",
+       "mean          2.391701                  2.346847       2.269898   \n",
+       "std           1.936729                  2.625252       2.527564   \n",
+       "min         -35.076539                -60.830264     -51.524385   \n",
+       "25%           1.621354                  1.573365       1.604577   \n",
+       "50%           2.398215                  2.390431       2.346763   \n",
+       "75%           3.232094                  3.228444       3.167007   \n",
+       "max          32.972503                 44.019583      32.855782   \n",
+       "\n",
+       "       Blade rotation  Controller mintcream  Controller mistyrose  \\\n",
+       "count     2000.000000           2000.000000           2000.000000   \n",
+       "mean         2.414802              2.405840              2.496285   \n",
+       "std          2.105146              2.320366              2.419193   \n",
+       "min        -33.421008            -46.570217            -14.431300   \n",
+       "25%          1.648309              1.656220              1.616580   \n",
+       "50%          2.433182              2.412098              2.419774   \n",
+       "75%          3.191491              3.229920              3.207462   \n",
+       "max         47.702903             54.749561             68.158383   \n",
+       "\n",
+       "       Controller moccasin  \n",
+       "count          2000.000000  \n",
+       "mean              2.432145  \n",
+       "std               1.726589  \n",
+       "min             -18.016197  \n",
+       "25%               1.599820  \n",
+       "50%               2.380269  \n",
+       "75%               3.218650  \n",
+       "max              40.218134  \n",
+       "\n",
+       "[8 rows x 100 columns]"
+      ]
+     },
+     "execution_count": 246,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_train_db.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "How is the distribution of the labels?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 247,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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3bWV7yW4u/+FlXHffR/4uJ6T85ebTMO96FVvJWn+XEjIUo5msm59G0Rv9XYoYAkHV8g8kmqaxeUsJMwqnsGm3LNEoRj/N48LdJIMaRgsJ/wFqam6hrr6B3Jwcdhxo8nc5QowI+6FtaD6Z7mE0kPAfoEOHK4kICyMxIZb9R2XqWxEauip3oslcP6NCUI32CSS79h5gSkE+Byqb8fr6P/Ohs6Oa1vKPcHbU4HPZ0BnMmCKTictZSGTK5F7bth/7jPajm/HYm9EZw4hMKSBx4vnoTad+AM3edAhb7S6c7dW4OxtQFB15S+792nY+TxeNe1/H3ngAncFCQt4iYsbO6bWNp6uNox8/SObc6wiLG9fvzyyCn6v2MOglNkYDafkPgMvl5vCRo+TnT2D7gYGN7ffYW9FULzFjZpE85WLic7vnEqrdtpL2Y5/1bNd84D0a97yGMTyBpMkXEZ05C2t1CdVb/o7ah4dubDWl2GpK0emNGMPivnG7prK3cTQfIWHCOUSmTKZh92q6Wo9+bZvI1CkS/KFM9XVfAETQk0v4AFTV1IEG2ePG8I81Wwd0jKj0aUSlT+v1Xmz2fI5veIS2I58SO24eXqeV1iOfEJk2jfSZP+rZLixuHLXbn8ZatZXYrPknPU/ixG+RMu07KDoD9TtXYavddcLt7I37SZp0AdGZMwFwWevobNhPWHwWAI7mwziaDpF15m8G9HnF6OE4uBVzWg46o/nUG4uAJS3/ATh0uILExHgUnW5IF2hXFB0GSwyqt3v5x66246CpRGfM6LVdZGoBit6EtWbnKY9psMSg6E59jdd8XnTGsJ7XelM4mq97gjtN9dG47w3icxdjsET34xOJ0ajr6G6QRV6CnoT/AOzas5+pBfnsLh/8KB/V68LntuO2N9N65BPsTYcIT8wDQFO7u3VONK5apzfistagaUPzQ2iJzaSt4lPcnU3YGw9ibzyIJXYMAO1HN6OpPuLGLxiSc4ng5m487u8SxBCQbp9+6rDaqG9o5tzFZ7Kj0jro4zXsWY2tpvSLVwqRaVNInvJtAEyR3XMpdrVWEpE0oWcfl60Bn9sOgOrpQm+KGHQdSZOXUrP1KY5+/CcAIlOnEJVRiNfVScuhdaTO+GGfvkGIUKDRVVVGRO5MfxciBkF+mvupuqYORYGk5CSObDww6OPF555FdOYsfC4r1pqdaKraM4GWJSYDS9w42o58isESQ0TSBDyONhr3vQGKHjQfqs+DftBVgDk6jayzfoPbVo/OGIYponva7OYD7xIWn01kyiS6WitpKnsbr9NKZOoUkiZfIBeEEOU4tI2wsQXoTBZ/lyIGSLp9+qm6ph6dTkdKYiyVtYNv+ZujUolIyiM6cyYZxT9G87mp2baSL2fdSJ+5DEvsGBr3rKbyo+VUf/43LDEZRKZMAkBnGLqbbjq9EUvsmJ7g72o7jq1mJ0kFS/G5HdRsfYrI1ALSZv4IR3M5LeUypUWoch7bB8jMMMFMmm39dLjyGGMz02m3OelyDe385oqiEJk2lcY9q/HYmzBFJmOwRDNm/vW47S14nR0Yw+MxhsVyfOMK9KZI9F+5STuUNE2jce8bxGafjikiEWv1DnTGMOJzFwEQl7OQ1vKPSMw/d1jOLwKbp61e5vgJctLy7wdN06iqqiVr3Bgqaga2cMwpz/HF2H2fx9nrfVNEAuEJ4zGGxeJzO3B21BCelDcsNQBYq7bhdXaQkNcd9l6ntddIH4M5Gq9zeP4ORBDQVLydbf6uQgyChH8/dFhtOJ0u0lKTKa8eXJeP19X5tfc01Yu1ejuKzog5KuUb923a/y5oKnHZp/d6393ZiKdr8D+QPk8XzQfeI2nSkp5uJb05Co+9ued+hLuzEb05atDnEsHL0yyTvAUz6fbph4bGZhSdQkJiIhWlgxvuVlfyPIrOQFjcOAyWKLxOK9aaUjz2ZpImX9gTuo1730D1ebDEpANgq9tDV8sREicuwRKb2euYRz9+gLD48YyZf33Pe90Pa5X1/F7TVFrKPwS6b/L++1QSAC0H12KMSCI6s6jnvYjkiTTufY260hcIixtHS/mHxIwtHtTfgQhurvoKwsZPR1GkDRmMJPz7ob6hCVXViI2JprbZPqhjRWcWYa3eQfvRzfg8DnQGC5aYDJImXUBkakHPduaYDNorN2Kr3Ql0jwBKn3VVr21OxtlRQ8vBNb3e+/J1dObMr4W/y1pPx/HPGXPaL3q9bzBHkj7zSprK3sLRXE5kymQSJpzd348tRhF303FUtxO9+dRzTInAI+HfDxWVxwkPNxMTFU5L++BWNIoZM5uYMbP7sN0sYsbM6tMxJ1x4/6D2BzBHp5K35L4T/llEcj4Ryfl9PpYY3bytdcjapcFLvq/1Q0NjM/FxcbhcXtxeebxdhDavtVlG/AQxCf9+aG3vIDEhjpYOh79LEcLvfHYrim4oHjEU/iDh30dOlwuXy0VMTDRNg+zyEWJ00PB1Df5BR+EfEv59ZLPZURQd0VGRNLU7T72DECHAZ5NV7IKVhH8fdXbaURSIjIyksU3CXwgAT1uDv0sQAyTh30dWWyeaphFmCaPN5vJ3OUIEBJ9dnvINVhL+fWS1daJqGgajAZd7aOf0ESJYaX1YSlQEJgn/Pmpv78BoMGDQG3B5fP4uR4iAIOEfvCT8+8jpcqPT6TAYDLg9MsZfCAAk/IOWhH8fuXrCX4/HKy1/IaB7feehWkpUjCwJ/z5yud3odAoGg3T7CPElTfXJFA9BSsK/jzweT0/LX7p9hPiC6gNp+QclCf8++rLbx2gw4JaWv18ZDDrioy1obnnewt80VZWGf5CS8O8j9xctf1VV0ekUf5cT0h64YS60VtG5b6O/SxHS8g9aEv595PF40SkKbo8Xi0kms/KXG74zlbFxOhpfXi6hEwC6+/z9XYUYCAn/PtLrdWhoeL1ezBL+fnH27LGcOzON+hfuRHV+fRlM4QeqiqR/cJLw7yOzyYTq0/B4vJiNsgbOSMvJiOEXl06i6Y2HZe3YANI9zFPCPxhJ+PeR2WzGp/rweKXbZ6RFWgws/+ks2je/hqN8u7/LEV+ht0SAThpDwUjCv48sZhOqquLxeKTbZ4Q9/Kt5eKr20bHpFX+XIv6NISYJnUFW8wpGEv59ZDabUVUVn7T8R9QdV88kVueg+Y2H/V2KOAFDXKq/SxADJOHfRxaLGZ9Pxe12ExEmLZ2R8P3FEyjKjaX+hbvQvG5/lyNOwBCd6O8SxABJ+PeRxdLd7dPZaSM51uLvcka9ovxkLj87m/qX7sNnbfZ3OeIb6CNi/F2CGCAJ/z6KjIjA51Ox2jpJjg/zdzmjWkKMhduvnE7LupW4qg/4uxxxEvqwKH+XIAZIwr+PoqMiURSlO/zjwv1dzqhl0MEjv5yLfd8GOneu83c54iR05nBkmGfwkvDvo+7wB5utk8QYCf/hsvyGeZhs9bSu/Ye/SxGnoI9KQPN6/F2GGCAZoNtHUVGRaBo4upyYTHrMJj0ut0zwNpSuv2QK4xON1Pz93u45YwLc4ZYunt/VyL5GB26fSnKkiXNyYvnelKSebcoaHTxZUs/hli7CjDoWjIvhx0UphBlPPWLM6VF5dlcDG45aaXN6SYow8q28OL4zORH9V+aXanZ4eOyzWvY02kkMN/LjohTmjonudayDzQ5uWVvJ40vzSI0yDcnnN0TFocmsbkFLwr+PoqMiv5jBUKPdaicpNozqRpliYKicNXMM3yrOoHblrahdgf/3uqPWxu8/Ok5OvIUfTkvCYtBR3+mmyf6vlvCR1i5uXVdJZrSZa2el0uLwsrqsmRqri3vPyT7p8X2qxm8/PMr+JgdLJsQzLtbCvkY7T5U00GT38PM56T3bPrixmpYuLz8uSqGs0cG9n1Tx92/nkRLZHfKapvGXrXVcOjlxyIIfulv+ik46D4KVhH8fmc0mwsPD8Hq9WG2dpMSHS/gPkay0aH71nck0vfkInqbj/i7nlOxuHw9urKE4M4rbFo5Bp5x4lteVpQ1EGPXcf142EV88G5ISaeSRz2rZWm2jOPObb5ZurrKyt9HBz+ekcWF+AgAX5McTYzHwxv4WlkyIJzvOgsursqvezh/Py2ZqSgQXTIhnf9MhdtR2smRCPABrD7fT1uXl+1/5RjIUDJFxKIahu5iIkSWX7X5IiI/D5XLT1trK2FQZ5TAUwi0G7r9+Nu1b3sRxcKu/y+mTjys7aHN6uaowGZ2i0OXxof5b94fd7aO0tpMzs2N6gh9g8fhYwgw6NhzrOOk59jU4ADgrO7bX+2dlx6IBnx7t3t/t09CAyC/OoSgKESY9Lq/aU8fK0np+MjMVi2Fof9yNiWNQdPLAY7CSln8/JCbG0dzSSlNTM/ljc/1dzqjw8I3z8NXup2PDS/4upc9K6zoJN+pocXi58+ND1FjdmA0KZ2XF8tPiNCwGHUfbnfg0yEvoPSzYqNcxPt7CkdaTL0TjUVUUwKjv/a3CbOh+Xd7SBUCUWU9alIlVe5q4ekYKZU0OKlqd/Ky4+7zP7mpkbIyFM7KGfjy+ZezEIT+mGDnS8u+HrLGZdDld1Dc2k5MR6+9ygt7/XFlEvNFJ0+sPE0xDBmttbnyaxh8+PsbM9EhuXziGJXnxrDncxv0bqgBo7fICEB/+9fZVfJiBFsfJR8lkRpvR6L5h/FV7GuwAvfb/5dx0dtR2cs1rh/jTxmoumpRAQXIEx9qdvHuwleuL0wbzcU9IMYdjiIwf8uOKkSMt/35IS01Gp1NobWsnLtpCmNlAl8vr77KC0nfOyqU4P56aJ25G8wTXcoxdHh8ur8aSCfH8rLj7xutp47pb1q/tb6GitQv3F90uxhPcEDXpdbh9J7/YnZUdyz93N/LIZzXcMCedsTFmyhodPFPaiF4B11f2L0yL5JnvTOBYu4uEcANJEd398H/ZWse38uLIjrOw6VgHz+9uwuHxcU5OHJdPS0L5hnsVfWFJz0P1uNDrJUKClbT8+yE1JQlV1dA0jfqmNnIy5NH2gZiWm8iyc3NoeHk53o4mf5fTb+Yv+s7PzO79//+s8bFAd2vd9MU2HvXrq425fSom/cmDNzbMwO8XjQPgjg+PcfXqQzz8WQ1XTE8m0qwn7N/678OMeiYmhfcE/4ajHVS2OVlWmEJ1h4vlG6r59qQEbpqfwTsHW1l3pL3fn/urLGMmoTPJNCfBTC7b/RAdFUl4mAW320NTUxM5mTHsrWjxd1lBJT7awu+unkHrh8/gPF7m73IGJD7MwLF2F3GW3j8+sV+8trl9ZMd3B2Or4+vfDFu7vCSEn3pywILkCP5xSXeL3u72kRVnwahT+Nv2OqanRHzjfk6vyhM76rlqRgpRZj1vHWxhUlIY5+bGAXD+hDjWV7T3vB6IsPHT5WZvkJOWfz8oikLWuDHYHQ6ampqZkBl96p1ED50OHr5xLl0HNmMrWePvcgbsy5u4zf/Wb//l6xiLgaxYC3rlXzdmv+TxqVS0Ohkf17dWs05RyI6zMCUlgkiTntK6TlQNZqRHfuM+L+1pIsqs51t53eHe4vCS8JWZaBPCjbR0DaK7UtFhSs4a+P4iIEj491Pu+HE4HE7q6huZlJ3g73KCyvLr52DpaqTl/b/7u5RBOf2L/v01h9t6vf9+eSs6BQrTIogw6ZmRFsnHlR3Yv/Ik+EcV7XR5VU7P+lfDwatqVHW4aD3FTWCnR+XZnY0khBs4Myv2hNvU2dy8WtbMz4rTep4/iLPoqbK6erY53vH1by39YUoaA6rc6wp20u3TT+lpKSgKtLS2YTbpSYkPp6HVceodQ9y1FxWQl2Km+u+3Bn1w5CaEcW5uLGsPt+NTNaalRrCv0cHHlR1cNDGe9CgzAFfNSOG/3qvgv9dUsmRCPC0OD6+WNTM9NYLijH89J9Li8PAfb5Rzdk4sN5+W2fP+b9ZUMDExnPQoEza3j7XlbTQ7PNy5OAuL8cTttr9tq2P+2GgKkv/VLXTauBj+ubuJxz6vJSXCyHuHWrlu1sAXYTFn5oMi7cZgJ+HfT+lpyT03fY8dr2F6XiJrtwT+U6n+tHBGBhfOy6Tu6f9BdVj9Xc6QuHFuBskRJtYebuOzKhuJ4QauKUrhuwX/WtwkNyGMe8/J4qmSBv62vQ6LQcc5OXFcU5TSp5E2ExLC2HTcSrPdQ5hRx9SUCG4/cyxZ39BltL3Gxs56O3//dl6v97PjLNx0WgbP72qky6NyYX485+cNfJhmePY0udk7CiiazMzUb3f9cQWq6qN41nRiknO475kSf5cUsMamRPHIr+bR/PYKHAc+93c5YgiM/dU/METG+rsMMUjy3W0Apk+dSIfVRuWxaqbndY/9F19nMRn4089mY932jgT/KKGPiEVv+eaRRiJ4SPgPwITcbFRVxW530GHrZOK4gQ+ZG80eunEuakM57Z+86O9SxBAJz5uFFuT3bEQ3Cf8BGDc2A0VRUFWVo0ePMXtSir9LCji3LJtBssVD02sPEkxTN4iTi5q+CJ1JljEdDST8ByDMYiF3fBYdVhsVR48zb6qE/1d9e2EO8yYmUv/CnWju4Jq6QXwzXVgU5tTxfdr2scceIz8/n/z8fCZOnMjMmTNZunQpd955J0eOHBnmSv3rscceo6Qk8O8DSvgPUFFhAXa7g7r6RsJMOpnq4QsF4xO4+lu5NLzyR7ztDf4uRwyhiPw5/erysVgsrFq1ihdffJFHH32USy+9lM2bN3PxxRfzxhtvDGOl/rVixQpKS0v9XcYpSfgPUO74LDS6V0k6cLCcRbMyT7nPaBcXZebOHxfRuv55nMf2+rscMcT62+Wj0+koLCyksLCQ0047jWuuuYY33niDmTNnctttt1FVVTWM1QYnp3PkvilL+A9QYkIcY9LTsNk6KTtQzsIZGSE96keng4d/OZeuQ1uwbX/X3+WIIaaPiOlzl8/JmM1mfvvb3+LxeHj55Zd73ldVlccff5zFixczZcoUzjnnHFauXPm1/SsqKvjFL37B7NmzmT59Otdccw3l5eW9tlm9ejVLly5l+vTpFBcXc9lll7F9+/ZvrKm6upr8/HzefPNN7r77boqLi5k/fz6///3vcblcvbY9dOgQ1157LTNmzKCoqIjrr7+eo0eP9vx5fn4+APfff39Pt9eWLVtOet7XXnuN3/3ud8yZM4elS5cCsGjRIu68885e22/ZsoX8/Hz27NnT63xPPPEEK1asYMGCBRQXF3PTTTfR0XHyxYJAwn/AFEXh9NNm02HtpK29gw6bjRkThnaZvGByz3/MIdzZQsu7j/u7FDEMIqcsRNO+PkPpQOTm5pKSktKra+T+++/nkUce4cILL+Txxx/n3HPPZfny5fz5z3/u2aa6upof/vCHNDc3c/fdd/PQQw/h8Xi48sorsdlsAGzfvp1bb72VBQsW8Pjjj/OnP/2J008/vU9h+PDDD+P1evnf//1frr76al566SX+8Y9/9Px5XV0dV1xxBU1NTdx3333cc889HD9+nCuuuILW1lYAVq1aBcCyZctYtWoVq1atoqCg4KTnffDBB3G73TzwwAPcdtttff+L/MLzzz/P4cOHueeee/iv//ovPv74Y+6///5T7idP+A5CwcQ8dDodqqpy8MAhFs8ax44Djf4ua8T9+MLJTEwPo+bv/xP0UzeIE4uedT46o3nIjpeWlkZzczMAra2tPPfcc1xzzTXcdNNNACxYsAC73c4TTzzB1VdfTUREBCtWrCAiIoKVK1disXQ/YVxcXMzZZ5/Ns88+yw033MCuXbuIjY3llltu6TnXwoUL+1TTlClT+P3vf99z/p07d7JmzRpuuOEGAFauXInH4+Gpp54iPr77CekZM2Zw9tln8/zzz3PjjTdSWFjY8/m+/P2pTJgwgfvuu69P255IfHw8Dz/8cM/rI0eO8Nprr3HPPfecdD9p+Q9CVFQkBZPyaG3r4GD5EWZOSiHMHFrX09OmpXPxaWOof/EufPZTt65E8DGn5aAPH9oZbDVN65niYvfu3Xg8HpYsWdJrmyVLluBwONi/fz8AGzduZPHixRgMBrxeL16vF4vFQmFhIbt37wZg8uTJtLe3c8stt7Bx40Ycjr7Pu7VgwYJer3Nzc6mvr+95vX37dubOndsT/ACpqanMmDHjpN1Kp7Jo0aIB7wsnrttms2G320+6n4T/IM0rLqKry0mX08XxqjpOL0z3d0kjJiMpkl//YAqNb/8Zd32lv8sRwySy6DwUw6nXH+iP+vp6EhO750H6sksmKal3t2lCQvesue3t7QC0tbXxzDPPUFBQ0OvX+vXrqaurA2DevHn86U9/4siRI1x77bXMnTuXm2++uadb5mSio3tf4IxGI263u+e11WrtqfmrEhMT+9St9E2+/JwDdaK6ga/dr/h3odVMHQZ5OVmYzSY8Hg+79+zlkoULWLf1OKN9xiSLSceDPy/GumMNjv2b/V2OGCaKwUTU5NOGdOGW8vJyGhoauOSSSwCIjY0FoLm5mZSUfz0z09LS0uvPY2JiWLhwIZdffvnXjvllNxDARRddxEUXXUR7ezvr169n+fLl3HXXXTz00EODqjsmJqanq+qrmpubiYkZ+FDvE03yZzJ1Z8pXDeYCcyLS8h8ks9lE8azpNLe0c6yqBh0+ivKT/V3WsHvwF/OgqYL29c/5uxQxjCILFw/p8VwuF3fddRcmk4nvfe97AEydOhWj0ch7773Xa9v33nuP8PBwJk+eDMD8+fM5dOgQkydPZurUqb1+5eXlfe1csbGxXHLJJSxcuJDDhw8PuvaZM2eyZcsW2tr+tY5DQ0MDpaWlzJo1q+c9o9F4ylb3qaSlpX2t5o0bNw7qmP9OWv5D4LQ5M/l041Y0TaO0dCffWzRlVN/4/fXlhaSG+6j555+QqRtGL0VvJP70ywY8fbOqquzcuRMAh8PBoUOHWLVqFVVVVSxfvpzMzO5nY+Lj41m2bBlPPvkkJpOJoqIitmzZwgsvvMCNN95IeHg4AL/61a/47ne/yzXXXMNll11GUlISzc3NlJaWkp2dzeWXX86jjz5KW1sbxcXFJCYmcvjwYT788MOeC81gXH311axevZqf/OQnXH/99aiqyooVK4iJieGKK67o2W78+PF88MEHzJo1i7CwMLKzs4mM/OaV107k/PPP57e//S2PPvoos2bNYtOmTRL+gSg9LYXJE3M5eryaA+VHmD9vDjmZMRypHn03QJcuyGbBlCRq/vHfaO6uU+8gglbkjLMH1dfvdDq57LLLUBSF8PBwMjIymDdvHitWrCAnJ6fXtr/5zW+Ijo7m5Zdf5m9/+xupqanccsstXHPNNT3bjBkzhpdffplHHnmEu+++G5vNRlJSEoWFhVx00UUATJs2jaeffpo1a9Zgs9lISUnhRz/6ET//+c8H/Dm+lJaWxnPPPcf999/fM5qouLiYxx57rNdN4DvuuIN7772X6667DqfTyTPPPMOcOXP6da7vfOc7VFVV8dJLL7Fy5UrOOeccbr/9dn72s58N+nN8SebzHyKHK47xyF9WMiYjldlF0zBEZXL/c4E/v0d/TMqK476fFtP4yh/pqtzt73LEMFL0Rsb88m8YhniUjwgc0uc/RHKyx5KRloLV1snufQcoyk8mKW70zH4YHWHirp/MpO2TFyT4Q0Bk4dnoDCZ/lyGGkYT/EFEUhW+dcwZWaydut4c9ZQf43qJcf5c1JBQFHv3VPFxHdmDd+ra/yxHDTW8g7ozvy1KNo5yE/xAqmDiB6KhIHI4utu/YyemF6aQnBv+qR3dfV0yEp43md/586o1F0IsqXCyt/hAg4T+EjEYD5519Bi2t7XQ5XWwv2cU1F07yd1mDctWSyUweE0HDqrvBJ1M3jHp6A3Gn/0Ba/SFAwn+IFc+cTkx0FHa7g9Kde8kfG8ukrPhT7xiA5k1J5dLTx9Dw4t34Otv9XY4YAVHTF6MzDu3TvCIwSfgPMbPZxCVLz6WltR2P18vmz7dy7UWT/V1Wv6UnRfDfl0+j6d2/4qob3SsviS/oDcSd8QNZpjFESPgPg+lTJ5GRnkp7h5X9Bw8TZYH5U9P8XVafmQw6HrxhDrbSD7Dv+9Tf5YgREj1ribT6Q4iE/zDQ6/VcetF52Gx2VFVlw+bPuebCSRj0wbHYy4O/mIfScpS2j57xdylihBjiUok74zJp9YcQCf9hkpeTRcGkCTS3tHHseA3Wjja+t/jr848Emv+8bDoZURpNr94PQ7R4hwh0CglLb0Q3xDN3isAm4T9MFEXhoiWLcTpd+HwqH368gYsWZDM2NcrfpX2jJfOzOHN6CvUv3Inq6vs86CK4RRadiykxc0hn7hSBT8J/GKWnpXDGabNpaGiis9POps+28l8/KAzItX7zx8bxH0vzaVz9AJ7WWn+XI0aIISaJ+LN+hDGsfxOPieAn4T/Mlpy3iIjIcGw2O7v3HUCnOrn4jMEvhD2UosKN3HPdTNo2vExXxU5/lyNGUPwFv5AHukKUhP8wCw+zcMX3v01rWzuqqvLB+k/4/uJc0gLoyd9HfjkPV+VOrJ+/7u9SxAiKnL4Yc2o2OoNM7huKJPxHwMQJ45k3p4iGhmbaO2xs2VbCf142nRMs4DPi/nDtbKJUKy1vr/B3KWIE6aPiiT/7KoxhgdMIESNLwn8EKIrCxUvOxmIxdz/5u2sfkWaVS8/MOfXOw+iK8/KZNi6KhlV3o3ndp95BjBrxS25A0Ut3TyiT8B8hkZER/OC7S2luaUNVVd5d8wGXnplDwfjBLd48ULMnp/D9M7NoWHUPPtupF7cWo0dEwRmEZUxALw90hTQJ/xE0tSCfWUVTqatrxGazs2bdR9yyrIi4KPOI1pESH87/XDGd5vf/jqu2fETPLfzLmDiGhPOuxSDdPSFPwn8EKYrC9y65gNjYGFrbOjh6vIa9+8r4f1fOHLHhnwaDjod+MYfO3R/RuefjETmnCAy68GiSLrsNxTSyjQ0RmCT8R1hEeBjXXnUZXV1OnE4Xn28twaS4uGrJxBE5/4M/n4u+vZrWD1aOyPlEYFD0RhK/+//w6Yzo9TK6R0j4+0VGegqXf/8iGhqaUFWV99d+yFlF6cwpSB3W89743WmMiVFofGW5TN0QYuKW3ACRCUREx/q7FBEgJPz9ZHbRNBbML6a2toEup4t33lvHry6bTnb68CyYfe6csSwuSu2eusFpH5ZziMAUPf87GMcWEBmX6O9SRACR8PcTRVG4ZOm5ZKSn0tTcSl1DEx+u38AfrptDSnz4kJ4rJyOGG749icbX/xdPS82QHlsEtvCJ84icfSHhMcG5oJAYPhL+fmQ2m7hm2fdQFAWrrZPyI5Vs31HK3T+dS3TE0IzBjrQYWP7T2bRvepWuwyVDckwRHMxpOcSffz0GcxhKIDxRKAKKhL+fJSXG87OfXIHNZsfh6GLn7n1UHDnMH66bg8U0+FkWH/nVfDzHd9OxefUQVCuChT4qgcTv3Yqm02OQ8fziBCT8A0DWuEyuu/oymlvacLncbPp8G/aOJm69ahb6QQwBveOaWcQonTS/+egQVisCnWK0kPT92/BqCmaLLM4iTkzCP0AUTJrAFd+/mPqGJjxeLx+s/5Qok4f//MF0BpL/PzhnAkU5MdS/cJdM3RBCFJOFxMtuw2eOkJE94qQk/APInNmFLF2ymNraBjweH++8t45xSUZuvmJGvx4CmzkxmR8syqb+pXvx2VqGsWIRSBRzOEk/uAO3OYYoGdkjTkHCP4AoisK5i05n4YI51NTW43K7ef3N90iLUfifq2Zh0J/6f1dSrIXblk2nZe2TuKoPjkDVIhDoLJEk//D3tHt1xKek+7scEQQk/APMl0NA58wupKq6DrfHw1vvriHa5OJ3P5mN2fjNN4ENOnj4xnnY935K564PR7Bq4U+68GiSrvgDrU4fGVm5MrJH9ImEfwAyGAz88LtLOeO04u4LgNvDO+9/gN5n487/mEOY+cSP59//83kYbLW0rntyhCsW/mKITiL5R3fTaneROT5Pgl/0mYR/gNLr9Xz32+dz9lkLqK6px+Px8P669Thtzdx7/Twiw3oP37vh0qlkJRhofPk+UH1+qlqMJFNKFslX3ktDm5XM8RMk+EW/SPgHMJ1Ox8UXnM2S88784gLg5cOPN9DcWMVD/3k66V8sBbl41hjOnZVG/T/vRO3q9HPVYiRYxk0h6Qe/o6a2lqy8iRL8ot8UTdM0fxchTk7TND76eDOr315LemoSJpOJqQUTmT+3mOfWHOSnS/NpeuNhHIe2+btUMQIiJp9GzDk/oa6ujuy8kZkNVow+Ev5BQtM0Nn2+g1Wvvk18fCyREeFER5i56vLv4qs9RMOqu/1dohhuegOxZy3DnD+P9g4rGeOy/V2RCGIS/kHmwMEjPPH0KnxeN9X7PmfB/Dlc9R/XozQcpvXdv6B5XP4uUQwDY3wa8d++maYOO+HRcSSnZ/i7JBHkpM8/yEzMz+HXv7oOnB2kxkcREx3J26+uolUfS+rVf8QQN7xrAoiRFzF1IclX3suufQeJSUqV4BdDQlr+Qcph7+Tdl/9J+f69pKSlozcYyC+YTlHxXFrfWYGjfLu/SxSDpJgsxH/rp6gpuezdvYviBWfKXD1iyEj4BzGfz8dn69eyYd17xCUkEBYeQVJqGmeeswT38T20r3sStcvm7zLFAJjScki4+L+oqKxEbw4jf8p0GdEjhpSE/yhw5MA+3njhaXQ6HXEJiRiMRoqK55EzIZ+2D57GvvcTf5co+kwhes5SIudewpaNnzBt9jziEmSeHjH0JPxHidbmJt568WnqqqtISE7GZDKTkJzCgjPPxmBvpvXdv+Btb/B3meIk9BGxxC+9EbshimNHjzJz/hkyF78YNhL+o4jP62Xn1s2sf/cNFJ2OhKRkdHo9BdOKmFo0C+tnr2Hd+pY8ARxgFL2RqOILiZ57MbtLtpGYmklW7gR/lyVGOQn/Uai9tYUP3nyV8v17iEtIJCw8gsjoGE5buIhoi5G2d1bgqjvi7zIFEDF5ATGLllFdVUX5wYOcfs75REbH+LssEQIk/EcpTdM4sGcna19/CbfbRWJyKjqdjuy8icxZsBD73k/p+OSfaB6nv0sNSebMfGLP+QkOzcCH771N7sQCiuafgU4no6/FyJDwH+Uc9k4+XfM2O7duJjI6hqjoGMyWMIrnn07mmLF0fP46naVr5eGwEWKITSF20ZXo0yfw0ftvYzKZmb/oPKJiYv1dmggxEv4hoqryMO++8gIdrS0kJKdgMBqJT0qhcOYsUtIysW17G9uO91Cddn+XOirpzOFEL/g+kdPO4vMN62msq+P0c5eQkp7p79JEiJLwDyFut4utn37EZx+tRVEU4pKSMBiMxMTFM61oFmOycrCVrsO29U189g5/lzsq6MzhRE5fTPT8Szm4bw+7dmzjtMXfIisvX8btC7+S8A9BHW0t7Ni8gZLPNqCqKvGJSRhNJiKiopk2YybZeRPp3Pcp1s9ex2dt9ne5QcmUmk1k0flETJpHxcEytn+2iSkzi5kyYzZ6w4kX4xFiJEn4h7BOawc7t2xiy4b1eD0e4hMTMZktWMLDmTJ9JhMmT8F+aCu2zavxtNb6u9yAp+iNREyeT8TMC1Ai49mxZTO7t29h6qw5zF5wFmHh4f4uUYgeEv6CLrud3Tu28Nn6tbhcTmLjErCEhWEyW5g0rZDJUwtxNVTi3LcB+8EtqE5ZMOarDLEpRBZ9i6jpZ9FQV8OWjZ9yrOIw02fPpWjeGfKErghIEv6ih8vZRVnpDjZ9tAZ7p43o2FjCIyLRGwxkZuWQk5NL2tgsHFUHcZZtwH5oK5rL4e+y/UPREZ5bRMSsCzCnjmd3yTZ2fLYBnd7AnDMWM6FgKpYwaemLwCXhL77G43ZzcO8uNqx7B1tHO3q9npi4BIwmEwajkTHZ3ReClMxxOI6V0VX2KY7y7Wju0f3MgGKyEJY9HUteMeG5Rdg62vls46cc2rebCZOnMmPuAtLHZsmNXBEUJPzFN/L5fNRVHePg3l3sLdmKy9mFwWAkOjYOo8mE0WRiTHYuObm5JKePwV65B2fZBhxHSkbNhcAYn0bY+ELMeXMIy8yjua6aA2VlHNizE5/XS/HpZzFpepE8lSuCjoS/6BOf10tt1VEO7NnJvtJtuF1uDAYDMXHxGIxGTGYzY8fnkZOTS2L6GFxtDbirynBX7cdZfSBoRg0ZopOwZE3BlDWNsKypaCjUHD/K/n17KS/bg8ftJjsvn1mnncnYnDz0er2/SxZiQCT8Rb95PR5qjh/lwO4SynbuwOPxYDB+8Y3AaESn05OQnExyagZpqakkpmeC142z7gje+iN4Gipx1Vfis7X47TPoI2IxJqRjTMjAkJCJPiETc1ImGC00VB+jsrKS8rI9tDY1YDCYyJlUwKRpM8gYl01EZJTf6hZiqEj4i0HxuN3UHKukbNcOysv24HY60QCD0UBEZBRmSxiKohAVE0t8UgoJiUkkJSYQm5iCXq/D2ViFz9aCZm9Htbfhs3fgc3Sg2jvw2rv/q/k8/axKQTEYUQwm9FHxmBLSMSRkoE8YgzEhA3NCGqqqYmttpr29jbb2Dpob66k9fpTmhjoA4hKSySuYSk7+JNIyx8nUymLUkfAXQ0ZVVdpbW2isq6GqopzK8oO0t7agKAqaqmKyWAgLj8BssaAoCpbwcOISkggLjyAsPJwwSxjhYRbCwsOxhIVjDo/AHBaJ6vPgddi6LwbuLhS9EcVgRGcwoRhMX/z+i196AzqDEZ/Hjerz4rJ30tHeSlt7O+1tbbQ0NdBYW01HWxs+nw+dTkHTNKJiYsmdNJXsvHxSM8ZIH74Y9ST8xbBy2DtpaWygpamBmmOV1ByvpL2lpWdEjKZpaJqKwWDAYDBiMHaPKDIYDej1BhRFwWgy91wQjEYTPp+3+5fXh8/nxev14vN68brduD1uvF4PXo8HV1cXbpcLRacDNDS1O+QTU1JJyRhDUkoa0bFxxMTFExEVLaN0REiR8Bcjzu1y0tbSTJfDgbPLQZe9E2t7OzZrO53WDmzWDuw2Ky6nE52igKKAAooGGoACmvrlP1uNL/8JGwxGjF9cPCKioklOyyAlPYPYhERiYuN7RikJIST8RQDzeb04nV04HQ7cbhd6vR693oDeYECv12MwGNEbut/T6fXScheiHyT8hRAiBMmyQUIIEYIk/IUQIgRJ+AshRAiS8BdCiBAk4S+EECFIwl8IIUKQhL8QQoQgCX8hhAhBEv5CCBGCJPyFECIESfgLIUQIkvAXQogQJOEvhBAhSMJfCCFC0P8He64WHP9ReGsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_train = data_train_db.values\n",
+    "\n",
+    "labels = 'Runs', 'Does not run'\n",
+    "sizes = [np.sum(data_train[:,0]), np.sum(1-data_train[:,0])]\n",
+    "\n",
+    "fig1, ax1 = plt.subplots()\n",
+    "ax1.pie(sizes, labels=labels, autopct='%1.1f%%',\n",
+    "        shadow=True, startangle=90)\n",
+    "ax1.axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle.\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets look at some standard statistics of the data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Distribution of min value--- not running')"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(data_train[data_train[:,0] == 1,1:].std(1))\n",
+    "plt.title('Distribution of standard deviation--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(data_train[data_train[:,0] == 0,1:].std(1))\n",
+    "plt.title('Distribution of standard deviation--- not running')\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(np.sum(data_train[data_train[:,0]==1,1:], 1)/100)\n",
+    "plt.title('Distribution of means--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(np.sum(data_train[data_train[:,0]==0,1:], 1)/100)\n",
+    "plt.title('Distribution of means--- not running')\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(np.amax(data_train[data_train[:,0] == 1,1:], axis = 1))\n",
+    "plt.title('Distribution of max value--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(np.amax(data_train[data_train[:,0] == 0,1:], axis = 1))\n",
+    "plt.title('Distribution of max value--- not running')\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(np.amin(data_train[data_train[:,0] == 1,1:], axis = 1))\n",
+    "plt.title('Distribution of min value--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(np.amin(data_train[data_train[:,0] == 0,1:], axis = 1))\n",
+    "plt.title('Distribution of min value--- not running')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The distribution of the min values is a bit worrying. Since some very few entries have very high standard deviation, some very few and possibly the same values have very low negative values, but almost all other entries have only positive values. This may be a problem in the data set. We decide that these entries are outliers and drop these entries from the data base."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 252,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# It seems like there are some data points which have much higher standard deviation than most. Lets just remove those.\n",
+    "\n",
+    "def clean_dataset(data):\n",
+    "    to_drop= []\n",
+    "    for k in range(data.shape[0]):\n",
+    "        if data[k,:].std()>15:\n",
+    "            to_drop.append(k)   \n",
+    "    return np.delete(data, to_drop, axis = 0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let us apply the cleaning and look at the data set again"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 253,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Distribution of min value--- not running')"
+      ]
+     },
+     "execution_count": 253,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x288 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_train = clean_dataset(data_train)\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(data_train[data_train[:,0] == 1,1:].std(1))\n",
+    "plt.title('Distribution of standard deviation--- not running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(data_train[data_train[:,0] == 0,1:].std(1))\n",
+    "plt.title('Distribution of standard deviation--- not running')\n",
+    "\n",
+    "fig = plt.figure(figsize = (14, 4))\n",
+    "\n",
+    "plt.subplot(1,2,1)\n",
+    "plt.hist(np.amin(data_train[data_train[:,0] == 1,1:], axis = 1))\n",
+    "plt.title('Distribution of min value--- running')\n",
+    "plt.subplot(1,2,2)\n",
+    "plt.hist(np.amin(data_train[data_train[:,0] == 0,1:], axis = 1))\n",
+    "plt.title('Distribution of min value--- not running')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This looks much better.\n",
+    "\n",
+    "Now we start understanding our data set a bit more in detaill. Let us try to get a feeling of the dependencies between the columns."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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>Running</th>\n",
+       "      <th>Blue Switch On</th>\n",
+       "      <th>Battery level</th>\n",
+       "      <th>Humidity</th>\n",
+       "      <th>Magnetic field</th>\n",
+       "      <th>Controller beige</th>\n",
+       "      <th>Controller bisque</th>\n",
+       "      <th>Controller black</th>\n",
+       "      <th>Controller blanchedalmond</th>\n",
+       "      <th>Time since restart</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Waste level right tank</th>\n",
+       "      <th>Waste level left tank</th>\n",
+       "      <th>Helium reservoir</th>\n",
+       "      <th>alpha-radiation</th>\n",
+       "      <th>Active motion supression</th>\n",
+       "      <th>Blade density</th>\n",
+       "      <th>Blade rotation</th>\n",
+       "      <th>Controller mintcream</th>\n",
+       "      <th>Controller mistyrose</th>\n",
+       "      <th>Controller moccasin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Running</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.142302</td>\n",
+       "      <td>0.017820</td>\n",
+       "      <td>0.020910</td>\n",
+       "      <td>-0.005103</td>\n",
+       "      <td>-0.026189</td>\n",
+       "      <td>0.011414</td>\n",
+       "      <td>0.007581</td>\n",
+       "      <td>0.024917</td>\n",
+       "      <td>0.004160</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.003036</td>\n",
+       "      <td>-0.000267</td>\n",
+       "      <td>0.028839</td>\n",
+       "      <td>0.019230</td>\n",
+       "      <td>0.025991</td>\n",
+       "      <td>0.032544</td>\n",
+       "      <td>0.061764</td>\n",
+       "      <td>-0.002125</td>\n",
+       "      <td>-0.035509</td>\n",
+       "      <td>-0.080258</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blue Switch On</th>\n",
+       "      <td>0.142302</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.085980</td>\n",
+       "      <td>0.010917</td>\n",
+       "      <td>0.453213</td>\n",
+       "      <td>-0.256682</td>\n",
+       "      <td>0.395337</td>\n",
+       "      <td>-0.053934</td>\n",
+       "      <td>0.511684</td>\n",
+       "      <td>0.041501</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.142301</td>\n",
+       "      <td>-0.338354</td>\n",
+       "      <td>-0.188773</td>\n",
+       "      <td>0.286469</td>\n",
+       "      <td>-0.360740</td>\n",
+       "      <td>-0.059795</td>\n",
+       "      <td>-0.281912</td>\n",
+       "      <td>-0.261851</td>\n",
+       "      <td>-0.055126</td>\n",
+       "      <td>-0.376401</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Battery level</th>\n",
+       "      <td>0.017820</td>\n",
+       "      <td>0.085980</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.135179</td>\n",
+       "      <td>0.453659</td>\n",
+       "      <td>-0.423902</td>\n",
+       "      <td>-0.025855</td>\n",
+       "      <td>-0.114770</td>\n",
+       "      <td>0.290171</td>\n",
+       "      <td>-0.047395</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.188997</td>\n",
+       "      <td>0.257791</td>\n",
+       "      <td>0.357651</td>\n",
+       "      <td>-0.217664</td>\n",
+       "      <td>0.253307</td>\n",
+       "      <td>-0.006822</td>\n",
+       "      <td>-0.344960</td>\n",
+       "      <td>0.141722</td>\n",
+       "      <td>-0.616985</td>\n",
+       "      <td>-0.489590</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Humidity</th>\n",
+       "      <td>0.020910</td>\n",
+       "      <td>0.010917</td>\n",
+       "      <td>0.135179</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.310727</td>\n",
+       "      <td>0.184007</td>\n",
+       "      <td>0.035603</td>\n",
+       "      <td>-0.597343</td>\n",
+       "      <td>0.172276</td>\n",
+       "      <td>0.012291</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.408127</td>\n",
+       "      <td>-0.099491</td>\n",
+       "      <td>-0.431891</td>\n",
+       "      <td>0.211459</td>\n",
+       "      <td>0.098269</td>\n",
+       "      <td>-0.323472</td>\n",
+       "      <td>-0.191757</td>\n",
+       "      <td>-0.117132</td>\n",
+       "      <td>-0.160719</td>\n",
+       "      <td>-0.488834</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Magnetic field</th>\n",
+       "      <td>-0.005103</td>\n",
+       "      <td>0.453213</td>\n",
+       "      <td>0.453659</td>\n",
+       "      <td>0.310727</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.344852</td>\n",
+       "      <td>-0.010073</td>\n",
+       "      <td>-0.436788</td>\n",
+       "      <td>0.313958</td>\n",
+       "      <td>0.105562</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.121953</td>\n",
+       "      <td>-0.145483</td>\n",
+       "      <td>-0.195793</td>\n",
+       "      <td>0.173101</td>\n",
+       "      <td>-0.301443</td>\n",
+       "      <td>-0.365754</td>\n",
+       "      <td>-0.412580</td>\n",
+       "      <td>-0.033184</td>\n",
+       "      <td>-0.123513</td>\n",
+       "      <td>-0.424851</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blade density</th>\n",
+       "      <td>0.032544</td>\n",
+       "      <td>-0.059795</td>\n",
+       "      <td>-0.006822</td>\n",
+       "      <td>-0.323472</td>\n",
+       "      <td>-0.365754</td>\n",
+       "      <td>-0.197764</td>\n",
+       "      <td>0.220780</td>\n",
+       "      <td>0.364569</td>\n",
+       "      <td>0.010155</td>\n",
+       "      <td>0.116971</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.034377</td>\n",
+       "      <td>-0.070913</td>\n",
+       "      <td>0.318141</td>\n",
+       "      <td>0.061712</td>\n",
+       "      <td>0.381020</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.149659</td>\n",
+       "      <td>0.110383</td>\n",
+       "      <td>-0.146524</td>\n",
+       "      <td>0.154362</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Blade rotation</th>\n",
+       "      <td>0.061764</td>\n",
+       "      <td>-0.281912</td>\n",
+       "      <td>-0.344960</td>\n",
+       "      <td>-0.191757</td>\n",
+       "      <td>-0.412580</td>\n",
+       "      <td>-0.108025</td>\n",
+       "      <td>-0.151012</td>\n",
+       "      <td>0.362259</td>\n",
+       "      <td>0.123801</td>\n",
+       "      <td>0.056536</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.136104</td>\n",
+       "      <td>0.300145</td>\n",
+       "      <td>0.109506</td>\n",
+       "      <td>-0.087121</td>\n",
+       "      <td>-0.278081</td>\n",
+       "      <td>-0.149659</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.286417</td>\n",
+       "      <td>0.151956</td>\n",
+       "      <td>0.249235</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Controller mintcream</th>\n",
+       "      <td>-0.002125</td>\n",
+       "      <td>-0.261851</td>\n",
+       "      <td>0.141722</td>\n",
+       "      <td>-0.117132</td>\n",
+       "      <td>-0.033184</td>\n",
+       "      <td>0.244462</td>\n",
+       "      <td>-0.423174</td>\n",
+       "      <td>0.175089</td>\n",
+       "      <td>-0.413617</td>\n",
+       "      <td>0.009026</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.052346</td>\n",
+       "      <td>-0.143134</td>\n",
+       "      <td>0.528566</td>\n",
+       "      <td>0.109838</td>\n",
+       "      <td>0.502678</td>\n",
+       "      <td>0.110383</td>\n",
+       "      <td>-0.286417</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.052587</td>\n",
+       "      <td>0.012654</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Controller mistyrose</th>\n",
+       "      <td>-0.035509</td>\n",
+       "      <td>-0.055126</td>\n",
+       "      <td>-0.616985</td>\n",
+       "      <td>-0.160719</td>\n",
+       "      <td>-0.123513</td>\n",
+       "      <td>0.180529</td>\n",
+       "      <td>-0.089244</td>\n",
+       "      <td>-0.149480</td>\n",
+       "      <td>-0.313713</td>\n",
+       "      <td>0.060318</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.168399</td>\n",
+       "      <td>0.089697</td>\n",
+       "      <td>-0.151666</td>\n",
+       "      <td>0.404632</td>\n",
+       "      <td>-0.425254</td>\n",
+       "      <td>-0.146524</td>\n",
+       "      <td>0.151956</td>\n",
+       "      <td>0.052587</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.450278</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Controller moccasin</th>\n",
+       "      <td>-0.080258</td>\n",
+       "      <td>-0.376401</td>\n",
+       "      <td>-0.489590</td>\n",
+       "      <td>-0.488834</td>\n",
+       "      <td>-0.424851</td>\n",
+       "      <td>0.149769</td>\n",
+       "      <td>-0.223025</td>\n",
+       "      <td>0.267447</td>\n",
+       "      <td>-0.395596</td>\n",
+       "      <td>-0.020053</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.159872</td>\n",
+       "      <td>0.064195</td>\n",
+       "      <td>0.013373</td>\n",
+       "      <td>-0.126641</td>\n",
+       "      <td>-0.114146</td>\n",
+       "      <td>0.154362</td>\n",
+       "      <td>0.249235</td>\n",
+       "      <td>0.012654</td>\n",
+       "      <td>0.450278</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 100 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       Running  Blue Switch On  Battery level  Humidity  \\\n",
+       "Running               1.000000        0.142302       0.017820  0.020910   \n",
+       "Blue Switch On        0.142302        1.000000       0.085980  0.010917   \n",
+       "Battery level         0.017820        0.085980       1.000000  0.135179   \n",
+       "Humidity              0.020910        0.010917       0.135179  1.000000   \n",
+       "Magnetic field       -0.005103        0.453213       0.453659  0.310727   \n",
+       "...                        ...             ...            ...       ...   \n",
+       "Blade density         0.032544       -0.059795      -0.006822 -0.323472   \n",
+       "Blade rotation        0.061764       -0.281912      -0.344960 -0.191757   \n",
+       "Controller mintcream -0.002125       -0.261851       0.141722 -0.117132   \n",
+       "Controller mistyrose -0.035509       -0.055126      -0.616985 -0.160719   \n",
+       "Controller moccasin  -0.080258       -0.376401      -0.489590 -0.488834   \n",
+       "\n",
+       "                      Magnetic field  Controller beige  Controller bisque  \\\n",
+       "Running                    -0.005103         -0.026189           0.011414   \n",
+       "Blue Switch On              0.453213         -0.256682           0.395337   \n",
+       "Battery level               0.453659         -0.423902          -0.025855   \n",
+       "Humidity                    0.310727          0.184007           0.035603   \n",
+       "Magnetic field              1.000000         -0.344852          -0.010073   \n",
+       "...                              ...               ...                ...   \n",
+       "Blade density              -0.365754         -0.197764           0.220780   \n",
+       "Blade rotation             -0.412580         -0.108025          -0.151012   \n",
+       "Controller mintcream       -0.033184          0.244462          -0.423174   \n",
+       "Controller mistyrose       -0.123513          0.180529          -0.089244   \n",
+       "Controller moccasin        -0.424851          0.149769          -0.223025   \n",
+       "\n",
+       "                      Controller black  Controller blanchedalmond  \\\n",
+       "Running                       0.007581                   0.024917   \n",
+       "Blue Switch On               -0.053934                   0.511684   \n",
+       "Battery level                -0.114770                   0.290171   \n",
+       "Humidity                     -0.597343                   0.172276   \n",
+       "Magnetic field               -0.436788                   0.313958   \n",
+       "...                                ...                        ...   \n",
+       "Blade density                 0.364569                   0.010155   \n",
+       "Blade rotation                0.362259                   0.123801   \n",
+       "Controller mintcream          0.175089                  -0.413617   \n",
+       "Controller mistyrose         -0.149480                  -0.313713   \n",
+       "Controller moccasin           0.267447                  -0.395596   \n",
+       "\n",
+       "                      Time since restart  ...  Waste level right tank  \\\n",
+       "Running                         0.004160  ...               -0.003036   \n",
+       "Blue Switch On                  0.041501  ...                0.142301   \n",
+       "Battery level                  -0.047395  ...               -0.188997   \n",
+       "Humidity                        0.012291  ...                0.408127   \n",
+       "Magnetic field                  0.105562  ...               -0.121953   \n",
+       "...                                  ...  ...                     ...   \n",
+       "Blade density                   0.116971  ...                0.034377   \n",
+       "Blade rotation                  0.056536  ...               -0.136104   \n",
+       "Controller mintcream            0.009026  ...                0.052346   \n",
+       "Controller mistyrose            0.060318  ...                0.168399   \n",
+       "Controller moccasin            -0.020053  ...               -0.159872   \n",
+       "\n",
+       "                      Waste level left tank  Helium reservoir  \\\n",
+       "Running                           -0.000267          0.028839   \n",
+       "Blue Switch On                    -0.338354         -0.188773   \n",
+       "Battery level                      0.257791          0.357651   \n",
+       "Humidity                          -0.099491         -0.431891   \n",
+       "Magnetic field                    -0.145483         -0.195793   \n",
+       "...                                     ...               ...   \n",
+       "Blade density                     -0.070913          0.318141   \n",
+       "Blade rotation                     0.300145          0.109506   \n",
+       "Controller mintcream              -0.143134          0.528566   \n",
+       "Controller mistyrose               0.089697         -0.151666   \n",
+       "Controller moccasin                0.064195          0.013373   \n",
+       "\n",
+       "                      alpha-radiation  Active motion supression  \\\n",
+       "Running                      0.019230                  0.025991   \n",
+       "Blue Switch On               0.286469                 -0.360740   \n",
+       "Battery level               -0.217664                  0.253307   \n",
+       "Humidity                     0.211459                  0.098269   \n",
+       "Magnetic field               0.173101                 -0.301443   \n",
+       "...                               ...                       ...   \n",
+       "Blade density                0.061712                  0.381020   \n",
+       "Blade rotation              -0.087121                 -0.278081   \n",
+       "Controller mintcream         0.109838                  0.502678   \n",
+       "Controller mistyrose         0.404632                 -0.425254   \n",
+       "Controller moccasin         -0.126641                 -0.114146   \n",
+       "\n",
+       "                      Blade density  Blade rotation  Controller mintcream  \\\n",
+       "Running                    0.032544        0.061764             -0.002125   \n",
+       "Blue Switch On            -0.059795       -0.281912             -0.261851   \n",
+       "Battery level             -0.006822       -0.344960              0.141722   \n",
+       "Humidity                  -0.323472       -0.191757             -0.117132   \n",
+       "Magnetic field            -0.365754       -0.412580             -0.033184   \n",
+       "...                             ...             ...                   ...   \n",
+       "Blade density              1.000000       -0.149659              0.110383   \n",
+       "Blade rotation            -0.149659        1.000000             -0.286417   \n",
+       "Controller mintcream       0.110383       -0.286417              1.000000   \n",
+       "Controller mistyrose      -0.146524        0.151956              0.052587   \n",
+       "Controller moccasin        0.154362        0.249235              0.012654   \n",
+       "\n",
+       "                      Controller mistyrose  Controller moccasin  \n",
+       "Running                          -0.035509            -0.080258  \n",
+       "Blue Switch On                   -0.055126            -0.376401  \n",
+       "Battery level                    -0.616985            -0.489590  \n",
+       "Humidity                         -0.160719            -0.488834  \n",
+       "Magnetic field                   -0.123513            -0.424851  \n",
+       "...                                    ...                  ...  \n",
+       "Blade density                    -0.146524             0.154362  \n",
+       "Blade rotation                    0.151956             0.249235  \n",
+       "Controller mintcream              0.052587             0.012654  \n",
+       "Controller mistyrose              1.000000             0.450278  \n",
+       "Controller moccasin               0.450278             1.000000  \n",
+       "\n",
+       "[100 rows x 100 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_train_db.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "corrMatrix = data_train_db.corr()\n",
+    "plt.figure(figsize = (12,12))\n",
+    "sn.heatmap(corrMatrix, annot=False)\n",
+    "plt.show()\n",
+    "\n",
+    "plt.figure(figsize = (12,6))\n",
+    "plt.scatter(np.arange(1, 100), corrMatrix['Running'][1:100])\n",
+    "plt.title('Correlation with Running')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The first row of the data set (after the row 'Running' itself), seems to be suspiciously important. Lets look at it in isolation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Blue Switch On')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.hist(data_train[:,1])\n",
+    "plt.title(data_train_db.columns[1])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We see that 'Blue Switch On' only takes two values (On and Off). Let us look in detail, what the effect of this switch is on whether the mechanism runs or not."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0.5, 0, 'Blue Switch On'), Text(1.5, 0, 'Blue Switch Off')]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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rERFRw2HAYYJdu3ahSZMmVSYCSqUSJ06cwIABAzTaAwMDkZmZiQsXLgAAkpOTkZeXh4CAAKGPkZER/P39kZSUBF3f+2s0gdDY2BgSiQRJSUkIDQ3F6NGjceDAgZrsSgawYcWbGD28T5XbfYcswPHTlwEAQwK8MH1SANq2aYJylQqXr95BzKZEfLfvhNC/2fN2GPN6X/j7dkKb1k4oK1Phz79u4uPo73Hk2Pk6vx6ip8VPP53EmjVf4+rVm2jUSI7g4FcQHh4CExPOvX6mGXD+4Llz59CuXTusXbsW27dvR05ODtq3b49Zs2ahW7duSE9PR0lJCdq0aaOxn6urK4CHlQVPT0+kpqYCgFY/FxcXFBQUICMjA05OTlXGUaN/0aWlpTh37hwOHjyIRYsWAXhYfqCnQ+z2n3C4kl/SH88bBWNjKU6fe/iPZMrY17By4Vj8cOQs5i/dARMTI4QM7oUv105HI1srbPzyEAAg8NWueHtKEPb+cBpf7kyCsbER/jW0NxK+mos33lmPL7792ZCXR1Qvjh49jfDwj/DSSy9g3rzJuHz5Btavj0NW1n18+OG0+g6P6pBKz0WHFAoFFAqFVrtcLodcLtdoy8zMxPnz53Hp0iXMnTsXVlZW2LRpEyZOnIiEhATk5uYK+z56LADCdoVCAZlMBjMzM41+NjY2AICcnBz9k4Hp06dj/vz58Pb2hqurK65du4aWLVvWZFcygJPJV3Ay+YpGWzuXJnC0t8HnXx5CScnDxG3K2Nfw+7lUDA5bKvSL/eowLh5bjTHD+wjJwNHjf6Kt9zRk388T+n3+5SGcTPwY788cwWSARGHZsk1wdW2BzZsXwdjYCABgaWmO9evjEBY2EK6u/BlIldu6dStiYmK02iMiIjBtmmYiqVKpUFBQgK+++grt27cHALz00kt45ZVXEBsbi8DAQIPEXKNkwM/PD35+fsL71q1bV3qh9PQIDe4FANjx/TGhTW5tgSvX/tboV1xcgvu5D1BQWCy0Xbx8S+t4SmUpfjhyFtMnB8DWxhI5uQ/qKHKi+nf1ajquXr2JuXMnCYkAAPzrXwPw2Wff4sCBX5gMPMv0XGcgLCwMwcHBWu2PfruvaLO1tRUSAQAwNzdHx44dceXKFeGb/aOVhor3FdvlcjmUSiWKi4thamoq9KuoHNja2lYbc42SgeLiYuzZswc3b95EaWmp0F4xY5GePq8P6olr6Rn49dRfQtuxkxcx2L8bIib4Y++Pp2FsZIRxoX3h0soJcz7UPXvW0d4GhUVK5D8oqsvQierdn3+mAQBeeMFVo93RsTGcnJ4TttMzSs85A5UNB1TFxcUF6enplW4rLi5GixYtYGJigrS0NPj4+Ajbrl69CgBwdnYG8M9cgdTUVLi7uwv9UlNTYWlpCUdHx2rjqNHdBNOnT8eBAwdgZGQECwsL4UVPpx4vtUOrFg7Y8f0vGu3/nr8F/z1xEcsXjMGlXz7F+aQoTBzph6Hjl+PHn89Ve0znlo4Y5N8NuxN/Q2kp54vQsy0z8+FiL/b2jbS22ds3wt272YYOiQxJKtHvVQt9+/ZFTk6OcFcAABQUFODs2bPw8PCATCaDt7c3EhMTNfbbt28f7O3t4eHhAQDo0qULrK2tkZCQIPQpKytDYmIievfuDYmOakeNKgM3btzQCoSeXiH/P0TwtdoQAQA8KCjCpau3kZGZg70/noZMZoxJo/ywfd10BI5cjFNnUys9nrmZDNvXvYXCIiXmLfm60j5Ez5KiIiUAQCYz0dpmaipDbm6eVjs9Qwy4HLGfnx86dOiAyMhIzJgxA5aWlti0aROKioowbtw4AEB4eDhGjRqFefPmISgoCMnJyYiLi8P8+fMhlT78Ti+TyTBlyhRERUXBzs4O7u7uiIuLQ3p6OlasWKEzjholA82bN0d+fj6srKz0uGQyBBMTIwwJ8MLv51JxJU1zfsD2dW9BKpVg4OiPhbade48j+dByRC0ah15B87SOJ5VK8MWaSLR3bYpBYUtx+3/3tPoQPWvMzGQAAKWyRGtbcbESpqYyQ4dEzyipVIr169dj2bJl+OCDD1BcXIyOHTviiy++ECbqd+7cGWvXrsXKlSsRHx8PBwcHzJkzB6Ghmgv5TZgwAQCwbds2ZGVlwdXVFRs2bICbm5vOOGqUDFhbW2Po0KHo3bs3ZLJ/PgScM/D06d+3Mxo3ssaS1bs02lu1cMBrfTsh8j+xGu0lJWX48edzeDPsVZiZmqCoWPOH39qlkzHglc4YF7kGR3+9ACIxsLe3AwBkZt5H8+aat2NlZt6Hu3ubynajZ4WBn1NkZ2eHjz/+uNo+ffr0QZ8+Va8nU2HChAlCUlAbNUoGWrdujdatW9f64GR4IcE9UVJSim93/6rR7vjcwxmn6jOjKxgZGUEqlcLISHMKyeL//Athr7+Md97fim/3/Kq1H9Gzqn37hz/vzp+/gi5d/pnlnZGRjf/9LwtDh/pVtSs9C/RcZ6AhqlEyEBERUddx0BMgtzaH/ytd8NN/U5CZrXkbytVr/0NZWTmGD+yOz7b+KCxNaWVphsB+XXA59Q4eFPxze+GMNwIx480gLI3+Hms2cbVJEhdX15Zwdm6GuLiD+Ne/AoQk+uuvH86deu21nvUZHtU1JgOVW7ZsWaXtHCZ4ugQP8IK5mUxjbYEK2ffzsHnHYUwc6YdDO+fju30nIDMxxtiQvmj6fGOERUQLfQe+1hWL547ElbS/cenqHWFCYoXD/03B3azcOr8eovo0a9Y4TJnyIcaPn4/AQB9cuZKOL7/chyFD/NCuXav6Do/oiapRMqB+G2FxcTF+/vlnvPDCC3UWFD2ekMG9kJdfiD0/nK50+/S5m3Duwg2MC+2L+W+PgLGxFCl/pmPExBXY++M/+3i6P5y04ur8PDavDtc6zqsjFjIZoGde377dEBPzH6xZ8zUWLVoPW1trTJ48FOHhfPrqs04lvsJAzR5h/Kj8/HxMnz4dsbGxujur4SOMiarHRxgTVccwjzB2nrxTr/3TNgx7QpEYzmM9esvS0hJ37tx50rEQERHVPwOuM/C0qFEysHTpUmH1IpVKhfPnz2s9JpGIiOiZwAmElbO0tBT+38jICKGhoejXr1+dBUVERESGozMZKCsrQ3l5OSIjIw0RDxERUf2q0VN7ni06L9nIyAhJSUmGiIWIiKj+SST6vRqgGuU/L7/8MmJjY5GdnY3CwkLhRURE9Mwx4FMLnxY1mjMQExMDAFi+fDkkEglUKhUkEgkuXrxYp8EREREZmqqBfrvXR42SgUuXLtV1HERERFRPHmudASIiomeWCCcQMhkgIiJS10DH/fXBZICIiEidCOcMiLAYQkREROpYGSAiIlLHYQIiIiKRE18uwGSAiIhInYqVASIiIpETYTLACYREREQix8oAERGROhHeWshkgIiISJ0Ia+ZMBoiIiNSxMkBERCRynEBIREREYsPKABERkToRVgaYDBAREalRiXDOAIcJiIiI1En1fNXCrl270K5dO63XwoULNfodPXoUwcHB8PT0hJ+fH7Zt21bp8WJjY+Hr64sOHTpgyJAhOH78eI3iYGWAiIionm3cuBHW1tbC++eee074/zNnzmDq1KkYNGgQZs+ejeTkZCxevBjGxsYIDQ0V+sXGxiIqKgozZsyAu7s74uLiMHnyZMTFxcHNza3a8zMZICIiUlcPwwQeHh6ws7OrdNuaNWvg7u6OxYsXAwC8vb3x999/Y82aNXj99dchlUqhVCqxbt06jBkzBhMmTAAAdOvWDUFBQVi3bh1Wr15d7fk5TEBERKROKtHv9QQplUqcOHECAwYM0GgPDAxEZmYmLly4AABITk5GXl4eAgIChD5GRkbw9/dHUlISVCpV9Zf8RKMmIiJq6OohGQgKCkL79u3h6+uLmJgYlJaWAgDS09NRUlKCNm3aaPR3dXUFAKSlpQEAUlNTAUCrn4uLCwoKCpCRkVHt+TlMQEREpE7PL/cKhQIKhUKrXS6XQy6Xa7TZ29tj2rRp6NChA4yMjJCUlIS1a9fi1q1b+Pjjj5Gbmyvs++ixAAjbFQoFZDIZzMzMNPrZ2NgAAHJycuDk5FRlzEwGiIiInqCtW7ciJiZGqz0iIgLTpk3TaOvduzd69+4tvO/Zsyesra0RHR2NqVOn1nmsFZgMEBERqVHpOe4fFhaG4OBgrfZHv91Xxd/fH9HR0bhw4YIwHPBopaHifcU3f7lcDqVSieLiYpiamgr9KioHtra21Z6TyQAREZE6Pe8mqGw44HG1aNECJiYmSEtLg4+Pj9B+9epVAICzszOAf+YKpKamwt3dXeiXmpoKS0tLODo6VnseTiAkIiJSV893E+zfvx8SiQQvvPACZDIZvL29kZiYqNFn3759sLe3h4eHBwCgS5cusLa2RkJCgtCnrKwMiYmJ6N27NyQ6EhxWBoiIiNQZcJmBCRMmwMvLC23btoVEIsF///tffPXVVxg2bBiaN28OAAgPD8eoUaMwb948BAUFITk5GXFxcZg/fz6k0off6WUyGaZMmYKoqCjY2dkJiw6lp6djxYoVOuNgMkBERFRPnJ2d8d133yEjIwOlpaVo1aoV3nnnHYSFhQl9OnfujLVr12LlypWIj4+Hg4MD5syZo7H6IABhsaFt27YhKysLrq6u2LBhg87VBwFAotK1EsETZN4iVHcnIhErTP+gvkMgeoq1NchZWsUc1Wv/6xF9nlAkhsPKABERkRoRPrSQyQAREZE6MSYDvJuAiIhI5FgZICIiUqPrNrxnEZMBIiIiNSLMBZgMEBERqWMyQEREJHISEc6mE+ElExERkTpWBoiIiNRwmICIiEjknsCzhhocJgNERERqWBkgIiISOTEmA5xASEREJHKsDBAREanhCoREREQiJ8Z1BpgMEBERqRFhYYBzBoiIiMSOlQEiIiI1YqwMMBkgIiJSw2SAiIhI5LgCIRERkciJsTLACYREREQix8oAERGRGjFWBpgMEBERqZGIcNIAkwEiIiI1rAwQERGJnBiTAU4gJCIiEjlWBoiIiNSIsTLAZICIiEiNCOcPcpiAiIhInUSi3+txPXjwAD4+PmjXrh1SUlI0tsXHx6N///7w9PREQEAAEhIStPYvKSnBihUr0KtXL3Ts2BGjRo3CxYsXa3RuJgNERERPgZiYGJSVlWm1HzhwALNnz0a/fv3w+eefo3v37vj3v/+No0ePavRbsmQJtm/fjsjISKxduxYmJiYYO3YsMjIydJ6byQAREZEaiVS/1+O4fPkyduzYgcjISK1tq1evRv/+/fH222/D29sb8+bNQ48ePRAdHS30ycjIwI4dO/D2229jxIgR6Nmzp7B969atOs/PZICIiEhNfQwTLFy4ECNHjkSrVq002m/evIm0tDQEBARotAcGBiIlJQX37t0DABw7dgxlZWUYMGCA0MfKygp9+/ZFUlKSzvNzAiEREZEaiZ63EygUCigUCq12uVwOuVyu1R4fH48bN25g/fr1OH/+vMa2tLQ0AECbNm002l1cXITtdnZ2SE1NxXPPPYdGjRpp9du3bx/Ky8shlVb9/Z/JABERkRp9by3cunUrYmJitNojIiIwbdo0jba8vDwsX74cs2fPhqWlpdY+ubm5AKCVRNjY2GhsVygUsLa21trfxsYGJSUlKCgogJWVVZUxMxkgIiJ6gsLCwhAcHKzVXllVYNWqVWjZsiUGDhxoiNCqxGSAiIhIjb6VgaqGAx515coV7NixA5s2bRKGFQoKCoQ/8/PzhQqAQqGAvb29sG9FRaBiu1wuR15entY5cnNzYWJiAgsLi2pjYTJARESkxlArEN64cQOlpaUYM2aM1rYxY8bAzc1NGG5IS0vTmDeQmpoKAHB2dgbwcE5BdnY2cnJyYGtrq9GvVatW1c4XAAycDLSYP8WQpyNqcBq31R5nJKKHsi9/apDzGGoFwi5duuCLL77QaLt48SKWLFmCDz74AB4eHmjevDmcnZ2RkJCAfv36Cf327dsHT09P2NnZAQB69eoFqVSKxMREhIaGAni4iNHhw4cxdOhQnbGwMkBERKTGUMmAnZ0dvLy8Kt3m4eEBT09PAEBkZCRmzJiBFi1aoEePHvjpp5/wyy+/YP369UJ/R0dHhISE4JNPPoGxsTGaNGmCTZs2AXg4h0EXJgNERERPMX9/fxQVFeGzzz5DbGwsWrRogRUrVqBPnz4a/ebMmQMLCwusWrUKeXl58PT0xObNm+Ho6KjzHBKVSqWqqwt4VLuNuhc+IBKzrGU76zsEoqeWoYYJXvvhmF77//BarycUieGwMkBERKRGjE8tZDJARESkRozr9IvxmomIiEgNKwNERERqpBKDTaV7ajAZICIiUsM5A0RERCInxvFzJgNERERqxFgZEGMCRERERGpYGSAiIlIj4QRCIiIicRPjMAGTASIiIjViHD8X4zUTERGRGlYGiIiI1HDRISIiIpHjnAEiIiKRE+P4OZMBIiIiNWKsDIgxASIiIiI1rAwQERGp4QRCIiIikRPjMAGTASIiIjViHD9nMkBERKRGjMMEYkyAiIiISA0rA0RERGo4Z4CIiEjkmAwQERGJnBjHz8V4zURERKSGlQEiIiI1YrybgMkAERGRGjHOGeAwARERkRqpnq/a+PHHHxEaGgovLy94enrCz88PS5cuRV5enka/o0ePIjg4WOizbdu2So8XGxsLX19fdOjQAUOGDMHx48drFAcrA0RERGoMWRnIzc3FSy+9hHHjxsHGxgZ//fUXYmJi8Ndff2HTpk0AgDNnzmDq1KkYNGgQZs+ejeTkZCxevBjGxsYIDQ0VjhUbG4uoqCjMmDED7u7uiIuLw+TJkxEXFwc3N7dq42AyQEREVE+GDx+u8d7LywumpqaYP38+MjIy4OjoiDVr1sDd3R2LFy8GAHh7e+Pvv//GmjVr8Prrr0MqlUKpVGLdunUYM2YMJkyYAADo1q0bgoKCsG7dOqxevbraODhMQEREpEYiUen10lejRo0AACUlJVAqlThx4gQGDBig0ScwMBCZmZm4cOECACA5ORl5eXkICAgQ+hgZGcHf3x9JSUlQqaqPi8kAERGRGqlEv9fjKCsrQ3FxMc6fP481a9bA19cXzZo1Q3p6OkpKStCmTRuN/q6urgCAtLQ0AEBqaioAaPVzcXFBQUEBMjIyqj0/hwmIiIjU6PstWaFQQKFQaLXL5XLI5fJK9/Hy8hImDfbu3RsrVqwA8HBOQcW+jx5LfbtCoYBMJoOZmZlGPxsbGwBATk4OnJycqoyZyQAREZEafdcZ2Lp1K2JiYrTaIyIiMG3atEr32bZtGwoLC3HlyhWsW7cOb775JjZv3qxXHLXBZICIiOgJCgsLQ3BwsFZ7VVUBAGjfvj0AoEuXLvDw8MDQoUNx8OBBuLi4AIBWpaHifcU3f7lcDqVSieLiYpiamgr9KioHtra21cbMZICIiEiNvrcWVjccUBPt27eHVCpFeno6fH19YWJigrS0NPj4+Ah9rl69CgBwdnYG8M9cgdTUVLi7uwv9UlNTYWlpCUdHx2rPyQmEREREaupjAqG6M2fOoLy8HM2aNYNMJoO3tzcSExM1+uzbtw/29vbw8PAA8LCiYG1tjYSEBKFPWVkZEhMT0bt3b0gk1QfGygAREZEaIwOea8KECfD29oarqytMTU1x8eJFxMbGol27dvDz8wMAhIeHY9SoUZg3bx6CgoKQnJyMuLg4zJ8/H1Lpw+/0MpkMU6ZMQVRUFOzs7IRFh9LT04XJiNVhMkBERFRPPD09sWfPHty6dQsA0KxZM4SEhGDcuHGQyWQAgM6dO2Pt2rVYuXIl4uPj4eDggDlz5misPghAWGxo27ZtyMrKgqurKzZs2KBz9UEAkKh0rUTwBLXbmGSoUxE1SFnLdtZ3CERPrezLnxrkPIvPHtRr//906veEIjEcVgaIiIjUiPGphUwGiIiI1DAZICIiEjkjJgNVUyqVKCsrE96bm5vXSUBERERkWDqTgYMHD2LRokXIzMwEAKhUKkgkEly8eLHOgyMiIjI0DhNUYtmyZVi1ahU6deok3M9IRET0rNL32QQNkc5kwMbGBl26dDFELERERPVOjJUBnV/1+/Xrh6+++go5OTkoLCwUXkRERM8iIz1fDZHOykBUVBQAYOHChZBIJJwzQERE9IzRmQxcunTJEHEQERE9FcQ4TKAzGahqSIC3FhIR0bOIEwgr0blzZ43hgQocJiAiomcRFx2qhPowQXFxMfbu3Yv79+/XaVBERERkOLVaOMDU1BTDhg3DgQMH6ioeIiKieiWV6PdqiGo1Z6C8vBwpKSnIy8ur06CIiIjqS0P9ha6PWs0ZMDIyQsuWLTF37lxDxEZERGRwTAYq8dtvv0EulxsiFiIionpnJMK7CaqdM6BSqRASEmKoWIiIiKgeVJsMSCQSPP/888jNzTVUPERERPVKquerIdI5TGBlZYXg4GD4+PjAwsJCaJ81a1adBkZERFQfOGegEq6urnB1dTVELERERPWOyUAlIiIiDBEHERHRU4ETCImIiEh0dFYGiIiIxITDBERERCInxmRA5zDBRx99VKM2IiKiZ4EYn02gMxk4ffq0VtupU6fqJBgiIiIyvCqHCRITE5GYmIjbt29j+vTpQnt+fj7MzMwMEhwREZGhGTXQb/f6qDIZaN26NV5++WWkpKTg5ZdfFtqtrKzQvXt3Q8RGRERkcFIR3lpYZTLg5uYGNzc3+Pr6wtbW1oAhkb6C2jjgk75uKC4tR4ctx7S2v+72PELcnkdrW3MUlZbj8v0HWP7bNaRkPnw0tbONOYa2c0LPpo3QwtoMD0rL8GdWPqKTb+B8Vr6hL4dIbzEfj0ToEK8qt/uHROG35Gta7d9tnoqXe7ph89fH8M6Cb7W2P2dnhXcjB+A13xfQ2M4KdzMVOJmchjfe/uKJxk+GZch77hMTE7F3715cuHABubm5aN68OUJDQxESEgKp9J9Ijh49ilWrVuHq1atwdHREWFgYRo8erXW82NhYbN++HVlZWXBxccHMmTNr9AVe590E5eXlmDFjBo4fPw4A6NmzJ+bOnQs7O7vaXC8ZiIWxFDO7tcaDkjIYS7RrXYt92mKgiwP2XLmL7RfvwMJYCjc7K9ibmwh9hrVzwrB2Tvjxeha++vMOrGXGeN3teXwzsDMm/ZCCX2/nGPCKiPS3ZccvOPrrX1rtC98dDGMjI5xJSdfaFvhqB3Tt1LrKYzZxskXC129BIgG2fvMr7vwvB072cvTo5vJEYyfDM+QkwM2bN6NJkyaYNWsWGjdujJMnT+Kjjz7CzZs3MXv2bADAmTNnMHXqVAwaNAizZ89GcnIyFi9eDGNjY4SGhgrHio2NRVRUFGbMmAF3d3fExcVh8uTJiIuLg5ubW7VxSFQqVbX1kGnTpsHFxQUhISFQqVT49ttvcfnyZcTExNT6otttTKr1PlQ7b7/UCn4tn8P5rDy81speozLg3/o5rHrFHeEHL+DQjewqj+HR2ArXcgtQUFoutNmaGiNhWFekK4oQsvdsXV6CqGUt21nfIYhG2zaOOJ44t9Jv/aYyYxxPnIvt353Af94KqLTPjs/fgKuzI/yGfoL7OQWGDF20si9/apDzHL6ToNf+vk0G1LjvvXv3tL5cL1myBF9//TVOnz4NmUyGiRMnIjc3F3FxcUKf9957D0eOHEFSUhKkUimUSiV69OiBESNGCM8OKisrQ1BQEFxdXbF69epq49BZDUlPT8f06dPh6OgIJycnREZG4ubNmzW+UDKclnIzjH2hGZacSEVpuXaON9azGc7dVeDQjWxI8LCKUJkL2fkaiQAA5BSX4vT/cuHSyKLSfYgamuEDuwIA4vZo3zE1bZIfpFIJ1sQernRfV2cH9OvjgZiNh3E/pwCmMmOYmBjVabxkOEYS/V61UVmVvX379iguLkZOTg6USiVOnDiBAQM0E4zAwEBkZmbiwoULAIDk5GTk5eUhICDgn+swMoK/vz+SkpKg43u/7mSgvLwc2dn/fIvMzs5GeXl5NXtQffmPdxucvJODpFv3tbZZmhihg701UjLzMKNrK/w+pgfOjO2Fn17vhqA2DjU6vr2FDPeLSp502ET1YmhgV1y/mYWTv6dptDd9vhGmT/bDB5/sQVFx5f/e+/RoBwDIzFZg15Zw3PrjE9w69wl2bpqKVs2fq/PYqW5JJSq9Xvr6/fffYWtri8aNGyM9PR0lJSVo06aNRp+KBwimpT3895uamgoAWv1cXFxQUFCAjIyMas+pc87AhAkTMHjwYOGOgqNHj+Ltt9+u2RWRwfRpboeezRph0K7kSre3kJtBKpEgoI0DSstVWH7qGhTFpRjl0QSf9HVDYWlZtUMHLzrK0clBjvXnWBWihs/rRWe0bN4Yn6w5oLVt0buDkfLnLXy/v/LPEgA4t7QHAKxcFIIzKemY8NYWNHGyxexp/oj/IgK9Az9G3oOiOouf6pa+cwYUCgUUCoVWu1wuh1wur3bflJQU7Nq1C+Hh4TAyMkJubq6w76PHAiBsVygUkMlkWrf+29jYAABycnLg5ORU5Xl1JgODBw+Gu7s7fvvtNwDAmDFj+Ejjp4yJVII53s7YcfFvpFYxdmlh/LCE2cjMBMN3n8Ef/3/nwKEb2Tg44iWEd25ZZTJgZ2aCFX3b41ZeETac1Z5oRdTQVDVE0MvLFUGvdcSrw1dWu7+lhSkA4G6mAiGT1gsl2OvpWdj+2WSEDvXChi+O1kHkZAj6JgNbt26tdF5dREQEpk2bVuV+mZmZiIyMhKenJyZNmqRfELVUo2cTtG3bFm3btq3rWOgxjX2hKRqZmiA6+UaVfYrLHg7t3FQUColARfuP17Mw0r0JLIylWnMFzI2lWP+qByxNjPCvfSla24kaGhMTIwzq3xlnUm7g6rW7QruRkRRL5g3Ft7tPVXp3gbqK4YP4xLMaY7EHDp9HXn4RvLo4MxkQsbCwMAQHB2u1V1cVyMvLw6RJk2BmZoZ169bBxOThHV4V3+wfrTRUvK/YLpfLoVQqUVxcDFNTU6FfReVA1xIBOpOB5ORkLF++HDdv3kRZWRlUKhUkEolwqyHVLysTI0zp1AJfXfwbViZGsPr/SUwWJkaQSICmVqYoLC3H3QIlACCrUHsMNLuwBFKJBFYyYxSUKoV2E6kE0X7uaGdnhQkHUnDlPmdMU8PXr4877BpZYvkjQwSvD+4Gl9YO+Pf8b9C8qeakLitLMzRvaoes7DwUFpXgf3cf/oDNzNIuBWdm58HWxrzuLoDqnL7rDNRkOEBdcXExpkyZguzsbOzYsQONGjUStrVo0QImJiZIS0uDj4+P0H716lUAgLOzM4B/5gqkpqbC3d1d6JeamgpLS0s4OjpWG4POZGDu3LmYOnUqOnXqpLEAAj0dbEyNYSkzxqSOzTGpY3Ot7YdDvHAkPRtv/ngBdwuK4Wgp0+rjZClDabkKucWlQpsEwNI+7dC9SSO8dfhPnPpfbl1eBpHBDAvqipKSMuza97tGe7MmjSCTGePANzO09hk+sCuGD+yKsdM2Ye8PZ3H2/MO5M8872mr0k0gkcLSXI/mPqqt09PSrZImWOlNaWorp06fjr7/+wrZt29C0aVON7TKZDN7e3khMTMTYsWOF9n379sHe3h4eHh4AgC5dusDa2hoJCQlCMlBWVobExET07t0bEh0XpTMZMDMzQ1BQUG2vjwwku7AEUw9e0Gof49EUXRzleOvwRWT9f1UgMS0TYS80Q4+mtsLCQdYyI7zW2h7JGbnCUAIAvNfDBQFtHPDefy/j4PWqJxYSNSTWVmZ4ta8Hfv71ErLuaa6m+f3+33H+4i2tfbatnYSfki5iy45jwi/5X05exd0sBYYN7Iqoz35EsfJhIj18YFdYWpji6C/aCxxRw2HIRxMsXLgQR44cwcyZM1FUVISzZ88K21xcXGBlZYXw8HCMGjUK8+bNQ1BQEJKTkxEXF4f58+cLX9JlMhmmTJmCqKgo2NnZCYsOpaenY8WKFTrj0JkM+Pj44OjRo+jTp8/jXy3VmaKycvxUycQ/v5aN0dlBrrFt/bmb8G9tj+hX3LH5/G3kFZdiuJsTLE2M8Mlv/yzFGubRFCPdmyA5IxdFZeUY6KJ56+HB61ko5NwBaoAG9u8EczMZ4nZrry1wJe0urqTdrWQvIP12NhIOpQjvlSWlWLB0N9YtH419X03Ht7tPoYmjLSaH9cGZlBuI26t9fKLKHDv2cGG45cuXa2374osv4OXlhc6dO2Pt2rVYuXIl4uPj4eDggDlz5misPgg8vPsPALZt24asrCy4urpiw4YNOlcfBGqQDHzzzTdYv349LC0tIZPJOGegAcsuLEHovnOY7eWMMI+mMDGSICUzD/OPXcE5tUmFbo0tAQBdHG3QxdFG6zi+O07idn6xweImelKGB3VFfn4REg79ofexvt19CsqSUrz1Rj+8P2sQ8vKL8PWuk1i0Yi9KSsqeQLRUXww5THD4cOULWz2qT58+NfpSPmHCBCEpqA2dyxHfvn270vZHxzVqgssRE1WPyxETVc1QyxEnZ+3Xa/8uzwXo7vSU0VkZeJxf+kRERA2VhI8wJiIiEjdDTiB8WvBeQSIiIpFjZYCIiEiNIScQPi10VgYSEhKQn//wftzVq1djwoQJOH/+fJ0HRkREVB8ker4aIp3JwLp162BlZYU//vgDx44dw+DBg/Hhhx8aIjYiIiKDk0r0ezVEOpMBY+OHIwm//PILhg8fjqCgIBQX8x5zIiKiZ4XOZEAikSAhIQEJCQno3r07AKCkRPthN0RERM8CDhNU4r333sO+ffswbNgwNG/eHNevX4eXl5chYiMiIjI4iUS/V0OkcwXCJ4krEBJVjysQElXNUCsQXszZp9f+7W0Dn1AkhqOzMnD9+nWEhobC19cXAHDhwgVER0fXeWBERET1gcMElXj//fcxZcoUWFtbAwDat2+PAwcO1HlgREREZBg6k4G8vDz4+PhA8v8DIVKpFCYmJnUeGBERUX0Q462FOlcgNDIyQklJiZAMZGRkQCrlKsZERPRsaqC/z/WiMxn417/+hYiICNy/fx/R0dGIj4/HjBkzDBEbERGRwfGphZUYPHgwmjVrhiNHjqCwsBBLly5F165dDREbERGRwbEyUIWuXbvC3d0dAGBhYVGnAREREZFh6Rz8T09Px4gRI+Dt7Q1vb2+EhITg5s2bhoiNiIjI4MS46JDOZGDBggUYMWIEzp07h3PnzmH48OGYP3++IWIjIiIyOKmer4ZIZ9z37t3DsGHDIJFIIJFIMHToUNy7d88QsRERERkcKwOVdZBKkZaWJry/du0ajIyM6jQoIiIiMhydEwhnzJiBkSNHon379lCpVPjrr7+wbNkyQ8RGRERkcA30y71edCYDPj4+2L9/P86dOwcA6NixI+zs7Oo8MCIiovrQUEv9+qgyGSgsLBT+39zcHN7e3hrbzM3N6zYyIiKieiDCXKDqZKBz587CEsSVuXjxYp0EREREVJ8a6vMF9FFlMnDp0iUAwNq1ayGTyfD6669DpVIhLi4OJSUlBguQiIiI6pbOuwkOHjyIiRMnwtraGnK5HBMmTMCPP/5oiNiIiIgMTqLnqyHSmQwUFRXhxo0bwvv09HSN+QRERETPEolEpderIarRrYUjRozACy+8AAD4888/sWjRojoPjIiIqD4Y8tv9jRs3EBsbi3PnzuHKlStwdnbGvn37tPodPXoUq1atwtWrV+Ho6IiwsDCMHj1aq19sbCy2b9+OrKwsuLi4YObMmejevbvOOHQmA6+++ipefPFF4dbCTp068dZCIiJ6Zhny1sIrV67g6NGj6NixI8rLy6FSaVcWzpw5g6lTp2LQoEGYPXs2kpOTsXjxYhgbGyM0NFToFxsbi6ioKMyYMQPu7u6Ii4vD5MmTERcXBzc3t2rjkKgqO3MdabcxyVCnImqQspbtrO8QiJ5a2Zc/Nch57hbt0Wt/B7OBNe5bXl4OqfThiP27776L8+fPa1UGJk6ciNzcXMTFxQlt7733Ho4cOYKkpCRIpVIolUr06NEDI0aMwKxZswAAZWVlCAoKgqurK1avXl1tHA31mQpERER1wpATCCsSgaoolUqcOHECAwYM0GgPDAxEZmYmLly4AABITk5GXl4eAgIChD5GRkbw9/dHUlJSpRUHjThqGTcREdEz7Wl6amF6ejpKSkrQpk0bjXZXV1cAEJ4dlJqaCgBa/VxcXFBQUICMjIxqz6NzzgAREZGY6DtnQKFQQKFQaLXL5XLI5fJaHSs3N1fY99FjqW9XKBSQyWQwMzPT6GdjYwMAyMnJgZOTU5XnYTJARET0BG3duhUxMTFa7REREZg2bVo9RKQbkwEiIiIN+pUGwsLCEBwcrNVe26oA8M83+0crDRXvK7bL5XIolUoUFxfD1NRU6FdRObC1ta32PEwGiIiI1Ej0TAYeZzigKi1atICJiQnS0tLg4+MjtF+9ehUA4OzsDOCfuQKpqalwd3cX+qWmpsLS0hKOjo7VnocTCImIiNRIJFK9Xk+STCaDt7c3EhMTNdr37dsHe3t7eHh4AAC6dOkCa2trJCQkCH3KysqQmJiI3r17V/vgQYCVASIiokcYbtWhwsJCHD16FABw+/Zt5Ofn48CBAwAAT09PNG3aFOHh4Rg1ahTmzZuHoKAgJCcnIy4uDvPnzxduTZTJZJgyZQqioqJgZ2cnLDqUnp6OFStW6IyDiw4RPUW46BBR1Qy16FCOMlF3p2rYyvxr3PfWrVt45ZVXKt22ZMkSDBkyBMDD5YhXrlyJ1NRUODg4YOzYsRgzZozWPrGxsfjyyy+RlZUFV1fXGi9HzGSA6CnCZICoaoZKBnKVB/Ta30bW/wlFYjgcJiAiItLQUB9E/PiYDBAREal50pMAGwImA0RERBrEVxkQX/pDREREGlgZICIiUqPvokMNEZMBIiIiNUwGiIiIRE98I+jiu2IiIiLSwMoAERGRGl3r+D+LmAwQERFpYDJAREQkapxASEREJHrim04nvismIiIiDawMEBERqeEwARERkcjxbgIiIiLRYzJAREQkahIRTqcT3xUTERGRBlYGiIiINHCYgIiISNQ4gZCIiEj0xJcMcM4AERGRyLEyQEREpEaMdxMwGSAiItIgvmECJgNERERquBwxERGRyInxbgLxDYwQERGRBlYGiIiINIjve7L4rpiIiKgaEj3/q43r169jwoQJ6Ny5M7y9vbFo0SIUFhbW0ZVVjZUBIiIiDYaZM6BQKDBmzBg0adIEq1evxr1797BkyRLcu3cPUVFRBomhApMBIiIiNYaaQLhjxw4oFArEx8fDzs4OAGBkZIR33nkHU6dOhaurq0HiADhMQEREVC+SkpLg7e0tJAIA8Nprr0EmkyEpKcmgsTAZICIi0iDV81UzqampcHFx0WiTyWRo0aIF0tLS9L6K2uAwARERkRp9Fx1SKBRQKBRa7XK5HHK5XKOf+nv1frm5uXrFUFsGTQb+muhjyNMRNTz8jBA9BdrqtffWrdGIiYnRao+IiMC0adP0OnZdYWWAiIjoCQoLC0NwcLBW+6NVALlcXmkFQaFQwNnZuc7iqwyTASIioifo0eGAqrRp0wapqakabUqlEunp6RgyZEhdhVcpTiAkIiKqBz4+Pjhx4gTu378vtB08eBBKpRJ9+vQxaCwSlUqlMugZiYiICAqFAoGBgWjatCmmTp2K7OxsfPzxx+jevbvBFx1iMkBERFRPrl27hg8//BC///47TE1NERAQgJkzZ8Lc3NygcTAZICIiEjnOGSAiIhI5JgNEREQix2SAiIhI5LjOQB3x9fWFTCaDqakpiouL0bVrVyxYsAAmJiaIjo5GQUEBZs+e/cTOt337duzYsQMSiQRKpRJ9+/at8fEzMjLwzjvvYNu2bQCA6OhovPHGG5DJZNXuV5vrUCqVWLlyJQ4dOgRjY2OYmZkhIiICfn5+NYqRnj38jGiqyWdkzpw5+OOPP+Dq6opVq1ZpvSd6XEwG6tCnn36Ktm3boqysDCNHjsTBgwcxYMCAJ36eP/74A1u3bsXOnTshl8tRVlaGK1eu1Hh/R0dH4YccAMTExGD8+PE6f9DVxvvvv4+CggLs378fpqamuHz5MiZOnAgbGxu89NJLT+w81LDwM/IPXZ+RrKws/PDDDzh9+jSkUqnWeyJ98F+QARQXF6O4uLjSFamio6OxdOnSSt8rlUosXboUw4YNw8CBAzFz5kw8ePBA6xgZGRmwsrKChYUFgIfPw3ZzcwMArFixAhs3bgQAJCQkwM3NDdnZ2QCASZMm4dixY7h16xa8vLwAAB988AEAICQkBIMGDYJCoUBeXh7mzJmDoKAgDBw4EAsXLtQ496RJk9C/f39MnjwZhYWFWvHdvn0biYmJeP/992FqagoAaNu2Ld58801h/e5du3Zh/PjxeOuttxAQEICQkBBkZmbW5q+ZGjB+Rqr/jOTn52PMmDEoKipCcHAw1qxZo/F+y5YttfsLJ3oEk4E6FBkZiUGDBqFnz55o1qwZevXqVav9N27cCGtra+zcuRN79uyBg4MDNmzYoNWvZ8+eMDY2Rt++ffH222/jm2++EX7gdO/eHcePHwcAnDhxAp06dcKJEydQUlKCP/74Ay+++KLGsRYsWAAA2LFjB3bv3g25XI7FixfDwsICu3fvxp49exARESH0P3/+PFasWIHExESUlpZi7969WvFdvnwZLVq0gK2trUZ7p06dcOnSJeF9SkoKZs+ejf3798PFxQVffvllrf6+qOHhZ+QhXZ8RKysrbNiwAdbW1ti9ezfCw8M13o8dO7ZWf29Ej+IwQR2qKIEWFxdj2rRp2LJlS60+tIcPH0Z+fj5++OEHAA+/BVV8m1FnYWGBb775BikpKfj9998RFxeH7du3Y+fOnejSpQtmzJgBpVKJ5ORkzJo1Cz/88AMcHR3h6upao4Utjhw5gl27dgmlSDs7O2Fbr169hG9zHTp0QHp6utb+NV3KokuXLnj++ecBAB07dsSvv/5ao/2o4eJn5CEu90L1jcmAAZiamuLll1/Gzz//rPWDzsjICOXl5cL74uJi4f9VKhUWLFiA7t276zyHRCJBhw4d0KFDB4wcORI9evTAlStX4OHhgbZt22L//v2wt7eHt7c3li5dCicnJ3h7ez+Ra1O/FvX4K7Rt2xbp6enIycnR+OZz9uxZtGvXrspjlZWV6R0fNQz8jNTsM0JUVzhMYADl5eU4deoUWrVqpbWtZcuWuHDhAsrLy5Gfn4+ff/5Z2Obr64stW7agqKgIAJCfn6/1hCsASE1NxeXLl4X3165dQ0lJCZycnAA8LINGR0eje/fukMlkcHJywvfff1/lD1BLS0vk5+cL7/v27YvY2Fjh28u9e/dqdf3NmjVD//798f777ws/CC9fvozPPvtMo5xK4sXPCD8jVL9YGahDkZGRMDU1RUlJCVxdXREeHq7Vp1+/fkhISIC/vz+aNGkCDw8PYdvkyZMRExODYcOGQSKRQCKRICIiAm3atNE4RlFRERYvXozs7GyYmprCyMgIy5cvR+PGjQE8/EG3evVq4VuOt7c3kpOT0aFDh0rjHj9+PMaMGQMzMzNs27YNc+bMweLFixEYGAgjIyN069YN8+bNq9XfxYIFC7By5UoMGDAAJiYmMDU1xdy5c9GtW7daHYeeLfyM/IOfEapPfDYBERGRyHGYgIiISOSYDBAREYkckwEiIiKRYzJAREQkckwGiIiIRI7JABERkcgxGSAiIhI5JgNEREQi93+GOKjbuhsxZQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 648x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "runs_switchon = np.count_nonzero((data_train[:,0]==1)*(data_train[:,1]==1))\n",
+    "runs_switchoff = np.count_nonzero((data_train[:,0]==1)*(data_train[:,1]==0))\n",
+    "runsnot_switchon = np.count_nonzero((data_train[:,0]==0)*(data_train[:,1]==1))\n",
+    "runsnot_switchoff = np.count_nonzero((data_train[:,0]==0)*(data_train[:,1]==0))\n",
+    "conf_matrix = [[runs_switchon, runs_switchoff], [runsnot_switchon, runsnot_switchoff]]\n",
+    "\n",
+    "sn.set(color_codes=True)\n",
+    "plt.figure(1, figsize=(9, 6))\n",
+    "\n",
+    "plt.title(\"Confusion Matrix\")\n",
+    "\n",
+    "sn.set(font_scale=1.4)\n",
+    "ax = sn.heatmap(conf_matrix, annot=True, cmap=\"YlGnBu\", fmt='2')\n",
+    "\n",
+    "ax.set_yticklabels(['runs', 'does not run'])\n",
+    "ax.set_xticklabels(['Blue Switch On', 'Blue Switch Off'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now this is fantastic. If the Blue Switch is off, then the mechanism never works. \n",
+    "\n",
+    "Next, we would like to extract additional important parameters of the machine. We rank the columns according to their correlation with 'Running':"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 0  1 18 96 77 23 16 63 33 39 40 78 36 95 92 13 44 94 11 60 17  8 41 79\n",
+      " 37 26 45 38 56  3 52 57 93 24  2 64 70 61 20 29 86 80 32 34  6 49 58  7\n",
+      " 21 14 66 12 22 35  9 19 62 85 46 91 65 74 69 76 59 27 97 71 90 88 89  4\n",
+      " 81 15 67 68 48 47 43 54 51 10 50 84 31 55 53 42 75 25  5 28 30 87 73 72\n",
+      " 98 83 82 99]\n"
+     ]
+    }
+   ],
+   "source": [
+    "S = np.argsort(np.array(corrMatrix['Running']))[::-1]\n",
+    "print(S)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We saw that the first entry is always 1 if the method is working. \n",
+    "Also from the ranking above, we expect that large values in coordinates 39 and 17 seem to indicate that the algorithm works.\n",
+    "\n",
+    "Let us describe a Hypothesis set that thakes this observation into account, by defining a classifier below. The hypothesis set is characterised by a threshholding value 'thresh'."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def myclassifier(data, thresh):\n",
+    "    if data[1] == 0:\n",
+    "        return 0 # If the blue switch is off, then we know that the mechanism wont work.\n",
+    "    if data[18] > thresh:\n",
+    "        return 1\n",
+    "    return 0\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Next we find the value thresh, that yields the best classification on the test set:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train accuracy:0.7748743718592965\n"
+     ]
+    }
+   ],
+   "source": [
+    "best_thresh = 0\n",
+    "best_err = data_train.shape[0]\n",
+    "\n",
+    "for tr in range(200):\n",
+    "    thresh = tr/20\n",
+    "    err = 0\n",
+    "    for t in range(data_train.shape[0]):\n",
+    "        err = err + (myclassifier(data_train[t, :], thresh) != data_train[t, 0])\n",
+    "    if err < best_err:\n",
+    "        best_err = err\n",
+    "        best_thresh = thresh\n",
+    "\n",
+    "print('Train accuracy:' + str(1-best_err/data_train.shape[0]))    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The test accuracy above is quite terrible. It is your task to perform better than this."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "predicted_labels = np.zeros(data_test_db.shape[0])\n",
+    "data_test = data_test_db.values\n",
+    "\n",
+    "for k in range(data_test_db.shape[0]):\n",
+    "    predicted_labels[k] = myclassifier(data_test[k, :], best_thresh)\n",
+    "    \n",
+    "np.savetxt('PhilippPetersens_prediction.csv', predicted_labels, delimiter=',') "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "send your result via email to philipp.petersen@univie.ac.at. \n",
+    "your email should also include \n",
+    "\n",
+    "- the names of all people who worked on your code, \n",
+    "- their student identification number,\n",
+    "- a name for your team, \n",
+    "- the code used.\n",
+    "- a short (3-4 sentence) explanation of the main idea.\n",
+    "\n",
+    "The winners of the challenge receive extra points, a certificate, and may be asked to present their idea during one of the lectures. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = data_train[:,1:]\n",
+    "y = data_train[:,0]\n",
+    "X_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.20, random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Classic Least Square prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8567839195979899"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def lstsqr_classifier(X_data, y_data):\n",
+    "    x, r, rank, s = np.linalg.lstsq(X_data, y_data, rcond=None)\n",
+    "    return x\n",
+    "\n",
+    "x = lstsqr_classifier(X_train, y_train)\n",
+    "pred = np.int64(np.round(X_valid @ x))\n",
+    "#\n",
+    "np.count_nonzero(pred == y_valid)/y_valid.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Distribution Observings"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def linear(x, a, b):\n",
+    "    return a*x + b\n",
+    "\n",
+    "new_train_db = pd.DataFrame(data_train)\n",
+    "#for i in range(2, data_train.shape[1]):\n",
+    "i = 18\n",
+    "for i in range(2, new_train_db.shape[1]):\n",
+    "    if i==10:\n",
+    "        continue\n",
+    "    if i==39:\n",
+    "        continue\n",
+    "    new_train_db = new_train_db.sort_values(i)\n",
+    "    y = np.array(new_train_db[i])\n",
+    "    x = range(y.shape[0])\n",
+    "    popt, pcov = curve_fit(linear, x, y)\n",
+    "    #\n",
+    "    fit = linear(x, *popt)\n",
+    "    dist = y-fit\n",
+    "    #dist[dist>0] = 1\n",
+    "    #dist[dist<=0] = 0\n",
+    "\n",
+    "    new_train_db[i] = dist\n",
+    "new_train = np.array(new_train_db)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f40054645b0>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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q6rrfW0y2JsC2DgQCZIu1y31Spx2HbLcjmUyYs7KxDx/ZrXOZsnJA06i0pLMhqTdyQVG3x9ld/KuL8ZRXsMjejwXGAqqnT//VxwyGFT6ZvQVNE0QUjde/XtduGy0SIVJXt93NfYARX6nF2WeEtmwhUlMTSw5p+mo69qHD9umYZJOJwv/7J41ffYnBZsM5cRJaNLLTvnZCCMofup9IVSWgK6Rknte+uWuopVxh2+y/6Zuv9vn17i6OCRNxz5kFsowkSdi6eR2j+qfz2ZwtmNBDqGMHdm+VBpB+2hlEqqsIV1aQfOjhWPt1He80Z+fQ5+HHUD0ejCmp3W7LY8nNZcO0P/L5Gi+SLPFLdSL/0TQMPdjWR05I4P30Q6gypyIBG70a//61x5QlWocaTca2443U1lB2712IaBRTRgaFt97eoh164BA3ajuwtrSZL+ZuIT0pgXOP7I/Num9vkb94JdUvPIfQNLIu+SPOg8bv0/H0JMbkZBAaAJLRiDkza98OqAVzTi7pp51O2V3/wT1nFnKCjV7/vgOjw9nh9prfT7isVE//BrwLF3Ro1IypqXrTPACTCXNOzh67hj1NQt9+9Lr9DsJlZSQMGIAxuXtCAlkpNu7500Q2V3koynaQltT1amsbBrudgpv+b5fHKpvMyGnpu7zfvBpBFBk0qHcHqW0Kkpvec50QbAMGUmmtQEO3QmWRLnboBhaTgctOGMzb320gwWLkypPbTjaav/8WLRAAIYg2NOBbsQzn+Im//sT7Eb8LoxZVNGatqCKiqBwyMhe7tWNZKm8gwhMfriAS1TDIbsJRlT+fum9n0tUvvqCndwO1r7yIY+y4Hm8CCeBbvgzv4oXYBg3BOXnKXpEFMmVkkPOnq2j6ajrm3Fwyzjlvj5+zu3jmzkH1+0HT0FQN7y+/kHLU0R1uK9tsGBxOVLcLDIZOY0vmjExyrvgzTd9+jSUvn4zfcAdkIQThigqizU1Yd1HSLsVh2aUV2r6iKNdJgydEVNEwyBIpjp5f0QzslcrGSjcAfXI7njTtKhOHZDNxSMexOWNSMpLRGIsZdzZR+y3zuzBqL3xWzKotTWiaYM7Kau6+fEKHL223b/tUSdUENU2BvTnMrtlDKp3BTRup/u9zetB/6RJkiwXHXloRJo4eQ+LoMbu9f2DDehq/+BRTahoZ55yPwWbrkXEZk1u+/JEIyLK+quyEbckdzd99g8FmI+XY4zrddn9sNLo7NH01naYvpyNUheavv6TovocwJCTslXMHQgovf7mGyno/x44v4PAx+XvkPBcfO5BUh4UmT5hpEwpJsPT86/JvZ45gbnENCMHk4Xt+5Z4y7TgitTUEN24kacrULjuK/Bb5XRi1dWUuooru9qltChKKqB0+oLnpdgozEymv86MJwQkTu5cksCfJ/uOfqH7heRAaWZdctkdWaeGysliNmIhECG3d0saoRWpr8S1ZhCkrm8QxY/foKk4IgW/JYhSXC8eECTudSao+H5WPP4KIRAgajWjhCLlXXd0j43BOnkq4shL/6lU4xowjcey4nW5vSk0l89zzYz+7/REMsvSbFavuCt+ypYiIHgsVikKkupqEPl1nP/YEH/y0kVWbGlE0wXszN9I/P5n8zJ5X/DCbDJyxhzvRm00GDh+dt0fP0RrZZCbn8it/1TE8vyzA/fOPWPr0xehwEqmqJGnqISR0I8a5N/hdGLVhfVJZvrEBISA71YbV3HFtiyxL3HzBGLZUeXEmmslM3jszz52ROGIU/Z95fo+ewz58OA0ffQCyAYRG4tjtHbsVj4eyu/+DFg4jGU04GpuxHnwIyYl7Jrjc+OnHNH//HWgaTd98Re/7Hug0SUPxuFv9oBCpruqxcUiy3MZI7Qofz9rEN7+UAXDRsYOYMuK3GzvrDPuIkUSqqhBKFAyGvVqg7PaFUVpcnpIk4Q30QDAqTrcIlZVS+/or+kRyYwlIEqgq3kW/UHTnPZjS971b+Xdh1P500hDmF9cSjqocPCx7pysNgyzTLz9pL45u32NKz6DXnfcQ3LgBa2FRmxdUuFx/OaNpbDGk8NFSECvmMXZgBv+8rOcDzN6li2MrAC0YIFpXjyWv45ms6vUhFEX/wWAg9bgTenw8u0pUUflqfhlay8r3vZkl3TZqiqrR6AmR5rRiNOzf1TZpJ52COSsbpbEBx4SJRKqrCG4swT5kKJaCwj167pMm92ZdmQtVExRmJdK/IHmPnk+LRgmWbMCYlNzps/h7IVpXB1LLs7kt6Ql9Ehipro4ZNf+qlTR+NR1Ljh4r35sZlr8Lo2aQ5QNyttyTmFJTMXWQBRV7QRkM/Jg+jigGUAXLNjRQ1eCn80T33cM+dDjuxkaEoiCbzZjSO89aq3nlv22+WF25CPcGBlnGZJQIR3WjZu+m+9Hjj3DHa4vwh6LYrSZuv+Qgkuw9fXd7DkmScE7Qn5fAurVUPvkYQlVp/OwTCm+5DUvBntNK7J3j5NFrJuMJRElPsiLvSXe4qlJ+/z1EampAaGRecCFJk6fGfh/cWEK0qRH78JFtYopC06h941X8y5eRMGAQ2X+6Etn023dF24YMxWC3oUq621lCAoOMZDZj7aO7aqONjVQ9+zQiGiG0ZTMIQdbFl+61Mf4ujFqc3cfodFJ4+x34Fi8mpSKRuiYFIfSclQSLETUc7dHzZZx9Lpb8fJTmZpyTp+x8hqdqbX/eD/rdyrLE384cyRvfrsdskvnTid0LxM8rrsEbiKCoAk2LML+4hmkTOl7xCE2j/r138C5aREL//mRffsVO6+h6inBVFU1fT8foTCLtpFOQrXo6vn918fZCbEkmsGHdHjVqAFazEat5z7++IjXVRKqrY96D5u++iRk1148zqP/gPZAkjM4ket15d+zv4F20EO/ChYhIGP+qFbh//pGUo47Z4+Pd0xhsNoruvJdQ6VZMmVmoHjeRmmrsQ4ZhsOvlDoqreXuRvKLgW7WCdJ8PMvZOt4n928cRZ7/AnJFJ6nHHc/k54+mXl0R6kpVLjxtEqrP7NUbdRZJlkqYcQtpJp3QoI9WarEv/iGSxgMFA5rnnI5v3j5XNoF4p3HvFRP5z6XjyMrqXwOCwmWI6fbIs4bB1Pqv3LV+Ge85sVI8b/8oVuGb80CPj3hlaJEL5/ffgnT8P14zvqXnlxdjvbIMGx1RYkKX9JmGgJzAmJdNSRqYrzLRS63fN+hkRiSDCYRSvh0jV9piuFgqxLV1ZaBpqYD/LpN4NAqEoVQ1+hNmMbeAgTCkpWHsV4ZwwCYNju8Gy9irCnJXFtipw1eOh4tGH9to44yu1ON0m1Wnllj+M3dfDiGEfOox+Tz8PQuyRrNC9yaRh2ZTWeFmxqYGRfdOZNKzzxAstGNierRqN4lkwD8lsJvnwI/dYZqrqcSOi+mpMKAqh0tLY7+xDh5F37d8JlGzAPnQY1l5Fe2QM+wJDYiL5199E01fTMaalk3H6mbHfJfTrT7SmGhGNIkGbJAnnhAm4fpxBpLoKY0rqfitM3V22VHt46N1laEKQm2bnlj+MbadWsg3JaKTgln+x8eor9A80TRcI30scsEZNqCpVzz2Nf8VyLL2KyPvb9b+qhmlTpZsXPl+NqgkuO34wQ3un9uBof7tE6upo/v5bjElJpBw7rZ0bTAhBaMtmhKKQ0K//LhmfLdUe1pe56F+QRN/cjpN3JEmCvVAovqeRJYnzjx7A+UcP6HJbx9iDaP7+O12WS9OIVFRQ/85bBDds6LGShh0xpqZhzsvXM0wFJB12WJvf2wYPOSBrnkBXT8m79u/tPs885zyMyclEG+pJOeLomPsNdJ3KXv++E83vR7bZfvOTrunzthKK6Io51U0B1pc371QoWTaZsI8cRWDtGgDsw3cuPN2THLBGrXH+AvzFq/RZ5dYtNH//LemnnLbbx3v641W4/ZGW/6/k2esP3WOz4rJaL5urPAwsTCYnredkeXoaLRKh7J470QJ+JKORSHUVOX+6qs02DR99gGvmDJD0NPDcK7v30t1S7eGBt5eiagKDLHHjuaP3u6zUwPp1uH6aibWgFynTjttrLy7ZaqXX7XfQ8PGHNH/zVexz38rlvDR9DQvX1pKTZueGc0bh7KFkEy0UIuuyy4nW1mBMdPZ4nzlN6MIIje4Qk4dnk5nSM0X0exLJaCTthJM6/70kHTAds1OdVowGCUUVCE2QZO86mzH3z9fgW74MJGmvCg4csEZNaDskEagqPy2r4LtFFRRkJnLJcYN2SSEgomxXtFZUgRB7ZoGwsdLNw+8uA/Tj/+vig8jrQb25niTS3Ky7pIRARKMEN21EcbvxLlmEKTUN+8hRuH6cGQuy+xYvQrss2q0ssHVlzaiaQNUEmiZYU9q0z4ya4nYhGU1tZuKR+joqn3gUEYngX7EcTVFIP3nv9V2TZBn7iJFtjFpF/nCWrK9HUQWVDX4+n7uFPxwz8FefK7B+HZVPPApCkDBwEHl/ve5XH3NHPpm1me8XlRNVNGYsqeDBP0/C1omc3YGEomq8P3Mjm6rcHD46f7eztFW/n0hVJebcvDbPaU9xxqF98AYilNf5OOagAgq6UewuGQw49kFG8gFr1NImTaTimx8IrC7GnJ2Df8wh/O/DNUQUjQZ3EIfNzB+O6drVs40/HD2QV79eixBwzhH99ljzvZUbG4i0qJ8YDRJrtjTtt0bNkp6OKSODaEMDCHAcNIHSO2/XBVMlmdSTTsKclaW3JRECg9PZ7UaIA/KTkWUJTROYjDID93AtUmfUvf8u7pkzAHRB6YmTAIjW1CDJMgJdhSW8dfNeH5ttwECyL7+S5m+/xpybS9rUU+HL9fovhT4Z6AkaPvkolt0YLNlAuLysx+NmxVuaYs+9JgS1zUF65+x5oyYUBbpoNLon+WpBKT+vqCKqaFTWrycvw07vnPYqOtGmJmpefB7F7SL9jLNwtBJIiDY2UHrnv/VsYFmm17/vwLSLAs5qMIhn/lxksxnnxIPbfU+tZiNXnbJdB1doGo2ffkxg3Vqckw4m+fAjd/HK9xwHrFGTTSbyr7sRoWlIsszqLU2xehZFFTR7Q7t0vEnDshk3KANN6ErYe4JIVCU/MxGzUSai6J1re0rktKeJ1Nay9PbHiTQ0kjh8BEmHHIZss+H6cUZMLNW3aBF5f7uO+g/eR0SjpJ9+Zrddtn3zkrjx3FGsLW1mYEEyAwu7pwLfk6jBoJ5Z2KK+X//B/2JGzdq3H5LVqifGaRpJhxy22+fxBiKs2txIZoqNfnm7thp1TpwUG1OWJhi+roEl6+rITLFx8pTeuz2m1hiTknW1GU0FTYu51IQQvP39BmavrCY71cb1Z48kaTeVZsYPyqSq3ocqwChL5KTtWfejUFUqn36CQPEqTOnpJD1wL7D3V4a1TYGYhJ8sSTS6Qx0atZpXX9IVPISg5qX/YhswKJZx6F34C1owpP99ZAPehb/skhCBEILyB+4lWlsDkoS/uLjL2Kzr5x9p/uE7fUJXUY45JxfboMG7cOV7jm4ZtR9++IHnn3+eTZs2YbPZGDNmDDfccANFRUWxbS688EIWLlzYbt8PP/yQ4cP3XTfjbXGOgYXJ5KTbqGzwI0sSJx5ctMvHMhnbGjNNE9Q2B0iyW351i5qVmxp55pNVaJpgeN80MpKsjOyXTt9dfMn1JIrLRdWzTxGprsaQnExCnz5knHUuhsRE6t55k1C1LsTqX7mC9NPO1FdiBgNCkpBMJmxDh2FMSibn8it26/z985Ppn5/csxe1C0hGo349LUbNkLg9bdlgs1F0xz0E1q3FnJ2NJS+fBneQZm+Y3jnObimCCCFoWLKcu2c1ExEyQsBF0wZy8LDdc0HJssTVpw7T1UwUhdDGEiLJyZhzcnfreNvI/MOFaOEQ0fo6Uk88JbYK2FDuYu6qGn2V0eDjo1mbuez43XuxZafaEBBrbtnkCZOb3r3vVNO33+D64VvMuXnk/OmqbsWx/CuXE9ywXm/B0thIxYcf4Tz93N0a+6/hqHEFLN3QgCTpZR2dJaCpbnebOkw1FIwZNVNGZov4topkMmLK0LMwhaKgBgMYEh07nUyKcDiWdAQQWL2qy3FHa2vbNImN1tfBb8WozZ8/n2uuuYaTTz6Z6667Do/Hw9NPP82ll17KF198QWKrB2jMmDHcfPPNbfbv23fPCoJ2F6NB5p8XjqO2OUByoqXDeJrQNLRwGNlq7XJFEVU07ntrCVWNupG86bzRHc6wuss732+IzdiKNzfy8NWTeyzIvyOaEEjQ5TXW/e8dPXNRCF2yqraGaGMjBTferL/ot33JJAmhqRhsNvKv/wfuObOwFBa2UV7oCPfc2bhm/IC1qDcZ552/VwqIdwXZZCL3L3+l7p23kBMS2hlng90eixks39jA858WI8sSmSkJ/OuicV0atvr33mHFwnWE0ycTkfVrn7OyZreN2jYkTaPsvruJ1NWCppF10SU4Jx7crX03Vbp57rNiFEXj4mmDGD0gA6PDSf7fb2i3rdrKvSkEqOruuzuLtzShbNtf0mPL3eldFiorpfGzjxGRCIrHQ/1H75N98WVdn9DQ6vsvSftM7aN3jpMH/jyJBleI/Aw75k68QBlnn0PVM0+BgMQx49qUDySOHUdqfR3+ZUuxjx5D4tiDCFdVUv7AvWihEAkDB5H/t+uROnGzShYL5qxs3TBJEgndME5JUw/FM2dWy/5W7PtR54kujdr06dPJzc3lgQceiL0E8/LyOOuss1iyZAmHHnpobFun08moUaP22GB/LbIsdZpNGK2vp+z+e1C9nu0PwU7iP+vLmqluDBCJ6oboy/mlXHP67q9IEyxtH7jOakB+LV/O38qns7dgNRv4+1kjd7oS1EJBak3JpEXcGNH09PHqagAyzz2fqsceIurxkjT1ECy5eQTWrqHyqcf166kbsFOjFiorpe7tNxGRCJHqKmS7nYwzzurRa+0J7EOH0fue+9t9HlU0nv10FWtLmxlUkII/FI3FhOqag5TWeLtcZXt/WUBqQEGk698rs1FiQOGvX5mHKyuI1G7vKN787TfdNmrPfVpMk1ff7/nPV/PMtZPwL16EJEs4DprQ5jsxqFcKI/ulsWhtHWlOK6cdsvvuzpH90pi7qhpV1ZCERr8UA+HKSsw5OTvNKtXjty2TM1VF9Xq7dT77sOE4DpqAd+ECLAUFFJx9Js3B7hvlSG0t1S88i+r1kn7OuTjH7X6rJqfNjNO28wmdfdgI+jzyBFooqHfwbjUhjTbU4575A4rLhTE1DYSg8bNP0fx+AEKbNhJYvw77kKEdHluSJApu+Sfu2bP0mNqUQ7ocsyUvj973PUSktgZLfkFMXWZ/oEujpigKdru9zU10OPaO3MnepPHLL1A9+hI/tHkT/uJVO01DddrNiJaVitEgkforGwhecfJQnvt0Nf5QlHOP7LdHejd5/BE+m7MFVRP4Qwqvfb2Ouy6f0On2GWecxdOvLOKwxiXkBeuQESQeqgeELfkFHPT6K9TXeWIvnbYJBSWEK8qxFnbcvkdpaooJo4polGh9fU9e6h5n7qpq1mxtJqporC1rpleWI5byrGmiWw0lrX364lhdzAWV37EifQiDTjiaI8d1Li8Vqa2l8vFHUFzNpBwzjfTTzuhwO2NKSqz3nmQ0Ys7vfr+xaCvpMVUTVD/zJKGNJYAu/dQ681GWJK46ZRhXnCR+deLUiL7pXDfejnj3RWQliu8eGb/BiKWwkIKb/q/TVUZC/wFY+/QlVLIByWTudtmOJMtkX3IZ2ZfoqzpjYiIEu2cQAapfekEX+xaC2pdfxD5kKAbbrid0uefMxl+8ksQx43CO7/y7CLrLu6Na28ZPPkZxufRQwKoVBDes1zMgDQY9HixEl73uDDY7qTvpA9jhPg4HCfuhLejyzXnaaacxffp03nzzTU455RQ8Hg8PPPAAffv2ZdKkSW22XbhwIaNHj0ZRFIYNG8Zf//rXdtvsr8hWqx4MV3XV965UpQuzHJx7ZD++X1RBQVYipx/aeS+puuYA3y4sx2EzcdzEXh0mmuSk2bnzj7s+2/MFozR5QuSm27t0d+3obezqRWQpKMRaUMMH5iTyQ/UoRjP/OPLYVseT2syijSkprb5IGgZ7x7GN4OZNeJcuRraY0VrevinHTNvpWHqSqKKxtrQZp91EUfbuuYyVVi9/IQSj+qcztnk1+avnYEhKIjE4GLqQEcu54s80f/s1ycEAk44+tktZsLp33ybaUA9C0PzdtzgmTMSS21413uhwkn/dDTR+NR1TRgYZp3d/BXzRsQN54fM1CCE467C+BF98I+Zm9q8u7nCfnsoENn/zIdEW1RJUFaGqhLZuofHLL0g78eQOV2ySwUD+9Tehul3Idvtec2Frge2qLgihT+Z20ah5ly6h7h3dW+FfuQKjw7FbBeySyah/uVvGIxmMpJ9+JpH6OiKVFSQfcVSn3dgPRCQhRJdr7pkzZ3LjjTfib1nODhgwgJdeeomsrKzYNk8++SQ5OTkUFRXR0NDA66+/zooVK3jllVd+E4ZN8flZe98DBLaWknnk4RRdenGPFFdHFZVL7vwOrz+C0Sgzfmg2/3fRQV3v2A02lru49bm5CCHISE7g0b8firWLFd4Xszfz+pdrsCeYuP2PE+jbRSLG5ko3d768AG8gyoXHDeLUQ/t1um3U46HkiacJ1dRScO7ZZEyd3G6bcH09S//yN70/m9lM1pGHU3j+uZiceyfLU9UE/3hqFmU1Xj0x44QhnDx117/wwbDCP5+by8ZyF33yk/jPmQNYc931euanJOEcNpThd9/Ro2Nf/e87ca1YCUIgWyyMePA+7EU938hWUTWEEJiMBlbc8A/8W3VJrMR+fRjxwH09fr5tLL3mbwTL28spyWYzGUccRr8//7rmlj1J89JlrLvvQYSmkX3sMfS54o+7fIzSd/5HxXsfAPqKuujiC8k9+cRdPk6kuZk1d95DsKqKrKOPovcfL92jjXz3d7o0akuXLuXKK6/ktNNO44gjjsDlcvHss89iNBp55513sHbiS41EIpx88smkpaXx9ttv79KgGht9v7rGJiPDQX19990Joa1baJz+OcbkFNLPOKtbremrG/28/s06VFXwh2MG0iu7/VK80R3i1hcXxJJAUh0WHv5L+5f97vDC58X8sqYO0MsMrjhpCKMHdL9Jn1AUvcXLbvrDd/UeA/iLV1H1/LOIUBAA29Bh5F93426dvyOEEESiGpZOGsHWNQe4/eWFsfhXZnIC91/V+aQrVLoVxe3GNnhwh6sARdUwGmQitTWU/ue2WDmDtU9fCm+9rdPjLi9p4H8zSki0Grji1OE7bUi77T6Hq6qoeORBVI+b5COOIuOsc3DP+gnF7SbpkMMwpXW80qtu9PPuD7oL8YKjB5CV2v10eTUQwDXzB5Akko84qlvfi90ltHUrVc88iRoIYMpIJ1Kx3cAZkpLo+8gTe+zcO3uW611Birc0UZiV2EauTQuHEdHobquGhMvLKbv/bpAkJKDwtjt0IeADAKFpuGf/TKS6mqQpU7HkF+zW+2IbsiyRlta9+9yl+/Huu+9mwoQJ3HrrrbHPRo0axWGHHcZnn33GOeec0+F+ZrOZI488cpcN2r5ACwUpf/gBRCiEZDSiejzkXn1Nl/s9/sEK6l16vdsj7y3nib9OaTdDSnFayE61UdccRCCYPLzn+rplJCVgMkjkeKtJFkGcTU60aHKbTC4tFCTa1IQ5M6tNkD+wfp3eAysaJfnIo8g8Z/e6PO8q1j59kM0mNKGBEN0KSneXRneIe99agtsXZlCvFP5+1sh2Llmn3YzBIIGix0ILsjr/orhmzqD+w/dAkjFnZVH4r3+3c4FtO745K5ukQw7D9eMMZKuVzPP/0Olxg2GF1z9axNmlX5Ma9bBmdS8y7ruty8J0S24ufR95PFZ7WfvGa3jmz0UoCu5ZP9H7gUfadSrwh6Lc/cZigmEVCXj4veU89OfuJY2AHsdJO/Hkbm//a7AWFdHnoUcBvY5syy03objdSLK8z2qgmjwh/v3KQj3TUwhG9ksnFFE5ZnyBrn34K5pfWgoKKLrjbkKlW7H26YcppetazG2ZyLI1Yb/Wk2yc/jnN33yFiERwz55F73sf2GutZ7o0aps2beKII9oqTGdnZ5OSkkJZWdkeG9jeRHF7YjUaQlEIV5Z3um1ZrZfXvlkHgMu3vU7DH4p2KJ0lSxK3XjiWFRsbsCeYGNJr94uIo4rG7JVVRKIah4zM5aTJRaTO+4rM6uUYhIr6ylzKvsym8Lb/IJvNhKuqKL/vboSmYkpJpfBf/46tyurefjOWHef+cSZJhx2J6mrGmJqKOSNzt8fYFQabnaI77sG/ehXmrGy0aBTPwgUkjhjV4YqxrNbLik2N9Ml1MrRo5yLSX87fissXRgjYVOlh1eZGRvdvu3K1mo3cfP4YvpxfSnKimVN34npsnvlDLPElUlNNtK4Wc3bbSYk/FOW/n6+hutHPtAmHctiZZ+v1bTtx/0SiKgc1riQ56kUCMtyV+FYsa6MSsTO2vcwC69bEVoZaJILS1NSma7kQgnvfXEIwrNfZCcDVktnYUyiuZlyzfsbocJI09ZBuK8Z0hWQwUPjPf+Oe9RMGu/1XFbf/GtaXuxCCmKdlyYZ6hNBr9O66fAKmlQvxzJ+LbdBg0k46ZZcNjSk9o016/s7QolEqHn2Q0ObNGBxOCm/9V5dx2F9DszeMxSTvllxZcN3a2HdHkiVdCLtf9xOWfg1dPoG5ubmsXr26zWeVlZU0NzeTt5PW5pFIhB9++GGfFl53F1NGBpb8AsKVlSA0Uo46ttNtH3t/RUzY2GKSMRlkkODIsfmdBswtJgPjB+tuBS0chpai3l3l+c+KKd7ShBCCucXVnHxwEelbVmIULbqUmka0qYnghvXYhw3H9cO3epsSINrchH/lChwtGVatDYgQgqqnH0dpbgZVI+fKP+9RAVKDw4Fz4sE0ffsNjZ99DJJEY0oKRf+5u81LsarBz71vLSGqaJgMMledMoxR/TuX/zGbDMiShNriUe+s5qcwy8GfTx3W4e9a05iQho1aDGggyRiSkttt896MjazZ2oSqCd6fuZGBBcnkZez8JZCUaCEnMwmaJUBgNMhIhl03Bo5x42me8T1oAoPDEesS7ln4C/XvvoWSkEht0tFt9jnmoJ5r3ikUhdK77kD1epAMBkKlW2PZhD2BMUlvRrovKcp2xLKcW+ViIMsS9StWYXrvbV1Vo3QrxqSkPdpixr9iGeGyMr10we2i+ZuvyDz/wj1yrte+Xsu84hokSeKqk4fuUlgDwDHpYEJbtwAgmUxYOsmC3hN0+U264IILuOuuu7jrrrs48sgjcblcPPfcc6SlpXHccXoK6OLFi3nppZc4+uijycvLo6GhgTfeeIOKigruvPPOPX4RvxZJlin4xy0ESzZgSHTstGuvP7S907OiCu67YiKaEN1SFa97/11cP3yPZDaT/7cbdlnpfG1pc2zGWFnv56XpaznHlExuuF4vpgYQml6rgt4uRDKZ9Nm8AENycuxY2Zf9iapnn0JxNSNUlWhL/RlA07df7xGjts1ttg33nJ9jszmluZlIbS2WVhOljZVufT8BEUVj1ebGnRq1kyYXsbXGS3mdj4OHZf2qVbHLF+ZV4wgmJms4FT9b+47nbx3Ek9z+cKwIWZIlfMHudQI/5OoLKXusDqWyQs94MxoRirJLK520087A2rsPiseNY9x4JKMRLRym9pUXdU1Dr5cMu4cmSzICwaDCFM46vPNEn11FcTXrkyZNQ2gagbWru97pN0ZOmp2bzhvNonW1GA0yPyyuQJYlnDYzWQRoatlOr7es3umxfi2yZftEVDIYkKx7Jr7p8oWZV1zTUgwveG/mxl02aslTD8WcmUW0rhb7yNG/qu3XrtIto2YymXjnnXf4+OOPsdvtjBw5kscff5yUFh9wRkYG0WiUxx57DJfLhdVqZeTIkbzxxhuMHbv/NJXcGZLR2K102pMn9+bzuVsBwUmTe5O+kwB/a6KNjbh/nKm/AEIh6t5+g17/uavb4/OtXE5/W5T1mgGBRHqSlQZ3iA9zD2dq4zL6RurJynSSctyJWHJ1WaSUY6cRra8juGkTSVMOwTZgu2K7OTubojvvYevt/9QlcrZhMCDJMt4li0kcPaZH/PZC06j+7/P4lizCmJpGwT9uwZSWRkLf/igNDYholIDRSrPBRpYQMddd/xZVflkGoywzou/OXS12q4n/u2DMrx4v6BOEqGzix3RdMaRXJ/U4p07tQ0mFG1UT9M52dLuTgMFup/e/bsf184/Uv/cuwfXrsOTmUnDLv7p9zyVJInF02+sVqrp9ZQFc5JlH1dl/xWIyMGlYzyYhGFNSMSYl6zVSkkTi6J1/11Wfj4ZPP0YLBUk76RTMWZ03Qt3T+FetpPbtN5AtVnKu+DNkDOp02755SbFC+qkjc6l3Bemfl4wh5Mf12cdosgGEIKkH48MdYRs2nKQpU/EsmI+1qDdpx3df33FXsJgMSJKEM+pFlgQO2+5lJtsGDoKBnd/XPUW3Uvr3Nvsi+3FXaPLoySGpXdQhtUZxu9hy8436DBpdELfwln91a9/mmT/Q8OH7KJpgdfIAnCedxpSxvXjz2/Us2dCALMFfTh9OisPC6i1N9M1N6vbLdcs/byZaWxv7WbbZqZHsfJ8yBkuSk8svOazTVWh377F/zWqqnnlSj+FJEs5Jk8m+7HK0aJTmb79mWUWAD7x6+/cx/dO54uShMcNWXudj1eZGeuc4GfwrVl67w9e/lPLp7C3YrUb+ftZICrM6NmzhiIo3GCHN2bW8mtA0Gj75kMDatTgnTsL140xdSBaQzGZ63X5nm7gY7Pqz3PjFZzRO/xxJlsn9y7XYh/V8g8ZGdwhJgiSDinfhAgwOB4ljxu3UIJc/dL8uytsiitznkSc63T5cXkblk4+jBvykn34mKUce3eF20BLX+3Emst1O8uFHsrHGz4LVNfTJdTJ5eE67v4kWjbLpr1fH4pHmnBwOev7p3XpfqMEg4bJSzNk5GJP2fb8/IQTu2T8T2rqFpEmTSejf/U4krSl+6wPkn79BksB26JH0uuDXJ5LtN9mPcdqzK8ZsG8akZDLOu4CGjz/E6HSSfenl3d7Xt2QxIhLBAIzybSY3LYrNauKKk4fS7A1jNRtx+cLc+foiVFVvqvnXM0cwpIvECoCsiy+j6snH0CIRUo87gaZvv+adghMIyRakkODxD1Zy7xUTd/l6W9PmxSVJsVYfsslE2oknM+OF+UTVICBYuqGBJk+YtCT9HhdkJnard9Oe4LgJvThuQtexAIvZgMXcvRW76+efcM3QE1Aaqqqw9OqF0tigT3ZkGUMPvBjTTjqFlGP1pqU9lbjRms/mbOHL+aUU+as4PrqOrL4FZJ73hy5XmOHKiljHAzUQQAsFO1XhqHn1ZZRm3bnX8MF7OMZPwOhov2IQqkrp3XeietxIBgPlmyp5zt+XiKIxb3UNmoBDRu4g6KyqbfotqoHArlx+GwwJCfqKpIfRwmFdBT8cJvnIo7ttMF0/zqThw/cQkQjeBfM7nCR1hdA0LHO+RQgVBIR/+h5x3rn7dbZla373Rk2LRvCvXInBbidh4KBdLlr0ry6m6avpmLOyyTj73A4z+DQh+GVNLc2WPky6+9FuSSi1xj58hC4sHI2CBOaWuJMkSTED+8vaWl1UtqWx5spNjW2MWmmNlxe/WE1E0bj4uEGxTELbgIH0feo5PXAlBE1z5xKWzbpIMRIuX/tsOS0abckW7V6KbsLAQTgnHoxn3hzM2Tmkn3p6m987JIU6BAIJSaJLiTBF1fhpWSX+kMJho/NI2kH4WdU0Xp6+luItTQwpSuHyE4d0TzW/5UW3J7+80fq6VurmAse48Vjy81Gam0k78eRYHVi0vp6mr6cj22ykXHzBLp9nx9T+nkLx+fhi7hYSokFOqZyBSah4G6tAVdt1Pd+R5EMO0xNbgIS+/ZATOo+zCE1t+8GOTX9bUL1eNJ8vFtcrLW9CTu+HRY3Qy1dDxWoJdjBqstVK6rTjafrmKyRJJuO87t/fYEkJDZ99jDE5mcxzL9hjna2rnnuawLq1oGl4F/1C0b0PduvdFCzZsP35kmXCleW7bNSqnn0q5lECkO32bnVEjjY2AnRaL7m3+F0bNaFplD9wbyzAm3LMtG5rxwFEm5t1t1okQmjTRl1doIPsr09mbeb7xeWoqmD+7GIubZ6F6mom5djjunU+S68iEvoNQLYlkH7qGR3OWPvmOtn22JmNMkOK2rrqnvlkFQ1u3W361Ecrefa6Q2PZmpIkxR7aPv+6jUnvzmeRxwIGAydOartS8S5bSs1/n0NoGpHzzsZ6WPtMUX/xKqr/qxvKrMsuxzF6LFkXXkzWhRe32zZcUc60VR8yPeUg/EYbpw5M6rKNz8tfrmHphgZUTTB7ZRUPXDUJQytDNK+4hqUl9USiGstKGpizsprDRneeqQvgWTCf2tdeRgBZF19K0qSeKZDfhhYKEa6swDF2HJ7ZP4MQSFYrzvETYi1EtiFUlbL77kL1epEMBtbX1ZB59d926XxC6C1cerL3n794FVXPPEVC/inY1SBi2xOnKERqarrcP+3U07EPH4kWDmIbPHSnL+msCy+h8olH0UIhUk84Se/p1gEGpxNTZqYuHyZJDBmcx4+1Uf5Q/jlmNYK5YS6+Ic52iU/pp51BytHHIhmN3RYfUINBKh5/WHejGwxo/gB5f+v5LuCgixDTYliijY2IcBipG+N0TjoY/4plekG3bCCh3665H4Wq4l++bPsHkkT+9Td1aVAbPv+U5q+/BCD1hJP2Wm1jR/yujZrichGprIz51j1zZu2SUVOam2LGQCiKXovRASs2NsTU/KfUzEfx1+n6fd9+jeOgCbHEjo4Ibd1K1VOPIyIRJLMZx/iJHc68CrMc3HTeaFZtbqRfXhLD+rSdLQXD22de0ajGUx+vZGOFm1H907n0uMExA2dMTuHyPx/P8Q1+DAaJrB3iaXVvvxG7X+Xvvk/fiYe2eylU//c5XRsPqHnxBRKfeaHdl0INBgkUryJcXYVDC3Nu1Q8AOPImAx130VVUjQ3lLlZv2Z4F6vFH8AWibZpThiJqK1k+QSiidnQ4hBAsWF1Leb2PUe+/GnuJ1L3xGu4+I/jfjBJMRpkLjx1IetLuZ5qpXi9b/3MbWjiEhETu369HkmUsuXkdr+wDAVS/X9cUVBT8mzrvqq1FIjR8/CGR2hpSpx2PbeAg3P4I9721hHpXkH4tzVZ37AW4OzR8/CEiGuHsyh/4NnMiHnsq6RE3EoLU4zuXd4o21FP+0AMoTY04D55M1iV/7PIlmdC3H32feEY3/jtZOUuyTOGt/8K7aCGyzU7imLHcvGgprs0qsqKAAq4fZ3SYzSvbbPiWLEb1ekg5ofOY3TZUn3f7ilFVidR2bch3l8QxY/EuXgRC7JIKfuKIkRTcfCuRykpsQ4bucpxPMhgwpmegNDWCJOn6r12k4wshaPryi5hruWn653Gjtq8wOBxIZkuspbtlJ6KfG8pdfPDjRhw2ExdNG0RyogVrYS/MWdmUuDS+SJ2AbLVzxdYmBu8QyxrdP4M6V1CPd6G1afbHjm6WHQht3RxTXBeRCMGS9TjGdJxl1jpLa0fOP2oAr369FiFgcFFKTGF+8bo6hvZOZeKQtoays15WssVCbMSyDB259VpfX8v/hRB8MXcrC9fVMTTfwYSfXkX1evQ0f0nWZ6GaRtLkKe0Op/r9hJubefiHamqaAkSiKkaDhCxJpCVZcezgfpw8LIefl1VS2xwkLcnKlBEdq7jMWFLBhz9vIhLVGKRC7LVhMHDfW0sIt0xE7np9MU/8dee94XaGb9lStGAAEYkgAO+iX8g85/xOX9ZyYiLW3n10FXgg88jDOz12/f/e0VVFolGC69fR+94H+WFFIw3uEELoxeuL19UzadiuuaB8wSgVdT7yMxNJTNDr7oxJyYTlcrIizVxc+wNF99yP0tyMMTk51ji0wzF+9IH+khQC7+JFJE05hIT+A1C8HiRJ7tSF19qDsDNkawJJU7e3wErrXYgXgUBPvrH26binY/0H7+H++ScQGp6Z31Pwn3t2GoM0pWdg7def0OZNoGmknrDrOo3dJeviy7APH4mIREgct2tasdZeRZgLelG8pRFDs+6C35WwSsHNt9I0/TMkg7FbdYKSJGGwJ+pdTmjbTHdf8Ls2arLJROGt/6Lpm68xOByknXBSh9uFIyqPvb+CcFRFluCFz1Zz8wVjkIxGCm+9jQefmE0wKiAseOaTYp6+rm1q76lTe5ObbqfZG2aosxDP848jBXw4p0zFnLfzKnvb4KEgS2Aygaah+v1EmxpjSgKiVQr8zpg0LJvRA9LRNMH3v2xl7dbmlv316+suOVdeTfULz6KFQvS/+kq0DvQQsy67nJoXX9Ddjy2z8uUlDXz9SynhqIahupzRbjdyiyK7Kb+AtBNPxpyb127VGty0kYpHH6Le6KQy+xiikr7iSLKZOfHgIiYOyULe4fptViN3XT4Bf0jBbu1c3WNNaTORqIZRU5iRczDHuxZjlGXSLrmc8NcNse28gSilNR567aKiv9A0vIsXEm7tmpNl3DNn4Jk9i9y//BX70PZF4JIkkX/DP/CvWokhIYHCqeNpaPB1eI5wRXls5Ywk68+GUUaWYFsUasfefM0/fE/T19MxpWeQ++drMLaqXwSocwW589VF+rMlS/zfUAVlzgxMGZm6MXK7SDv1DEwtdZCNX3wOmkbaiSdhTG6fodrOeEuSnqH55Re6osr5fyC5lWKIEIL6997FM38uloJCcq++dpfqnEwZGeT97XpcP87AUlBI6rTjO9zOt3QJIqLHjCNNzSjNzbGu0R0hSRL5191IaOsWDPbEParTKMkyjlbGTItGUBobMaVndCv559lPVrG65Ts+YUgmlxzXfZkxU0oKWRdeEvtZaBp1b72h954r6k3uX/7aTgM0/7obqH3zdZBos+++4Hdh1AKhKI2eMDlptnYJA+asbLIvvnTn+4cV1Ba3gyaIxaZAr29ThK4MAW37UcW2kSQmDMkiElW547VFNPc6E6Gq/GXiSLK6MEjmrCx63X4nNa+/QmjzZrwL5hMoXkXRfQ9S++rL+JYsxpSVTcGNN7d7Oe2I1WwksH4dRR88gyPrKDymRLLTbEwY0v0vp7WwF73veQCAtFYpulo0QtVTTxBYv46Evv3o8+iTyBZLzKBsk68CaDDYtjfNNplIGDCgzRe4NY3TP0eEwyRG3SA0kAwYDRIDCpI4vCVOFqmpwbtkEeacXL22TpL0Gq6EnSt7jB+ciWvNWk4v+56KhEymFx7J0Klj6D2iENvM2QRauWwfeGcZd18+YZcyX2ta/j4gkBMTMTqchMtKY61Kqp55kswLL+4wfiebTLEV+c4mLcnHHEvtKy+BLGNKTcNSUMgx+RIbyl1srvIwZkAGYwZuf1FHampo+Oh9RDSK6vVS9+5b5P65rc7porW1hCIKmoCMqBvfh18hq1GitbU4J0+l4Kb/i21b+dgjelajEATWro49G61JP+NswmVlROvrcE6egqVXEeUP3qcndwANH7zfxqgF1qzGPftnRDhMsGQDTV9+QcZZHWvMdoZt4CBsAweh+nyENm/CnJdHuKwM18wZWAoLSD3uROxDhuJZMB+hKhjsdr11UhdIskxCJys/oWkoLhcGh6NbnbSFEKBpXaoLRZuaKLv7P2jhMAa7nV633dEuDtsaVdNYWrJ9UjZ/de0uGbUd8a9aieeX+frfY2MJTV9/ScbpZ7bZxlJQuFMB773JAW/Uymq93P/2UoSAVKeF2y8+qFMF920Ewwof/LiReneQEycVMaAgmZH90lm1uREh4JQpbTv8XnjsAN74Zj0Afzim88Ds5ioPzd5wLMbzzcKydrGvjjBnZaG6mkFp0fkLhfH+sgD/Kr0NSbSulrJPv+AtBlFR72fcoAwuP3FIuxUMQO3/3iUh5OXK0k+IWOwMuPifWMy7/hhEGxtZ89+nCfuCZJxzHr4VKwiWbABVJbRlM3U//UxV79Ekr5gLv/yMljUQRQzUUwusdpKvvRFp0WxMGZk7bU5oSktHMhqxKhHOq/2JZQedSkZmMmccqr9YFLeLsrvvQIuEabKm8OksFz5MnH5IH44Ys/NV8MQh2aS8t4Ymo42Psw9DUYyUzNqMJEn84/zR3PvmkpiaP+gKJ+N3waj5ly+NrQRUl4te//oPW/5xfSyzTEQi1L35OgZ7IokjRnb7uK1xjhuPNS+faHMzCf36I5tMWIEbzhlF/Yfv4fnmXSpW5JJ77d8xOp2Eq7bHkNE0VK+XSE0NvqWLMefmkThqNJkpNoxGmUhUwyFCSAYZVD1uHG1saHP+SFVlLJYSratrpxoDYEpNpeiue2M/C01DMpsRIX1yKO+wCtt2z7aNUWvp6LCrROrrKLvrP6AJhCSBEkVEo/hXrcQf1rCeeBbphb1QvR76nHoCHm33X4daJEL5/ffoXdwtFgpuvR1zZucaqqGyUioefQjN7yf5yKPJPLfzOjD33NmoLRmeqqbhWfQLKUcc1en2BlkmI9naUksokddJKKG7iOh2jVs0rVX27v7JAW/UvltUHjMiTd4wqzY3Mm7QzgV73/x2PYvX16GogpIKNw/++WCuPnUYlfV+EixGrJWb2PzPJ5ANBjL/cBFThg9k3MBMfMEoaTt56aUmWWNF5SajTF5699OBE8eOwzVzhl646nTskA0m8ZPPSXnAh6oJlm1oYOWmRkb1axvn2FjpZnNTlEJABqxqZLdbiVQ++Zj+QhOC0rvv0F9sLavZCAYeWWPEvnQOZ2/5EpNQ+TilkP7BrUxqXoXLmkxG75uQBl/K0g0NbCppZMyAjDar6GBYYWuNl8xjTyEx4CdcUcHoY6dx2OS23YHD5WW6dIam8VXKOOpDIFB4b8ZGRvfP6LJ8IjEtmQ1ukFucdRFVsKnKzbHjC/nDsQN567v1RKIamhAUddBaaGck9OuPf+0aEAJTWhoGh4OsSy6j9vVXY4ZFKAqRinK0wYORZMNuaYKac3Ix57R124Y2bcT944+ISJhQ6VYaPvmQ7Isvw1+8qs12lj59Kb37P3oiktFIxnkXMG7KITS6+7B8YwMjiwox/LAOUVsNktQuAcAxfiLeJYsAvY1QZ3HCbe4zY1o6sslE3l+vo/aN15BNJrIv+1Obbe3DR2It6k2wpASD07HTJJSd4f1lAVowqPvYZVn/B2w0pfNJiQNpy2JG9M3g6lMPx5LmhN0sDBaaRv37/4vV4amKQvO3X+3UDVf3zlt6KQLg/vlHkg87vJ1Y9jaMSUl6bWfLytbo7Dr54/8uGMvnc7dgkKV2k/BdJXHUGKxFMwlu2IAxNZXUaV13yNaEYHlJA6GIwtiBmT2ahdsVB7xRS0+yYjLKRBW98WF3asQqG/wtumcgIeHyhnHazORnJqJFI2x86nFoeSlVPHQ/xouv5vElIUIRhaJsB/84f0yHdVGZyQlcfdowvvmljPyMRM7YSbfs1mihEMGSEkQ0ijknl/zrb8TgcJI4dhy+hb/oL7U+fRHF9QAMdG/E9PFiXJPGkdwqgP7V/K1sSp/EqcrPONQgtuNO7jAG0h2UxsbtCSHRtnqHTYWDCWAkMRRCa0n7tqkhTqybi0mopEfcNLz3Lh8nj2fVZr3Adt6qGv5+tr5a8Yei3P7yQkJhBU0IbjrvAvrkdhzPshS0ZGYZDERl0/Y0cwTeQIQ3v11HVUOAYycUcPjo9iu3rIsuof/z/8WkCSQZhCzHinUnD8vGajJQVutl7MDMbul7tibnqr/g+nEGWiRC8uFH6NJDEw/G2quI0rvv1I2xEETdbjb+5Sokg6HHFEC21TTqPwhEWJ9dG5OSwGjUMz3NZgxWKyDFZuD+5ctInnoo0yYUMn5wJne+tojP7YdS0C/ANRdNISE9uc15si65DMf48QhN63TciquZ0rv+gxYKISfY6HX7HdgGDKTXv/6N4vW0SzKRjEbyb7xZ395i2e26QVNGhq59GomAwYhsMSMUhZ/Sx6Egg6KxalMjdc1BMjM7KOyOCRnrN1Jvnto+Rln//ru458yKrVgxGDB0UHaz4zW2UUjuYDIjhOCdHzawZLGfPykqBtDP0Y2ayxSHhYun9UxRuGQ0UnDT/8Ua++7MHR6OqpiMMm9/v4F5q6oRwA+LK7jt4nE9MpbucMAbtRMm9cLlC7O5ysOho/I6zQ5szfETC3n1q3XIskR2qo28jO3LdxGNbn94AYTgi5834DPos6zyOj+rNtXTz1uOFgriGDceuVXPpYHmAEV9QszwJ/CP5+aRm57I1acN22n8x/XTTF3xWtOI1tfhLy4mafIUci77E7TMcpN9YdZU+LBWbOSYmvkYNYX6resx2BNjsZn0pASKrYm8WXA8ZqPMbQd3/KBpQvDejI2s3NzA6P4ZnHlY3zauzKiiUjtkImkrZuufa9tXaaacXIZdcxXiv/MpT8ikOiGTwlAth7pXxQyOEY1AfQNLauu3JXa2uHb1pJdV62sJhKKx7MMfl1XQJ7cTXU5ZIvtPVxGprOD4uct52zQWIeBoTzHfz0qkeIsPRdOvp39+MvkZiS1/Jx+zV1aRk2bj0Jv/wX0hhXWlzeSk22PuGkmSGDcos8uVfWfIFkuHSQrmnFyK7ryH0NbNmLNzKb3z9ljxcO0br9HnwUd363ytSRg4CNuQofiXL8PgTCKtpeA9ddrxRGqqCW3ehPPgKTgnT9H7Xhn0VaJst1Px2MPYh4/kZ3NffMEomoBSYyJLynwcvoNRk2S5SyPsmTdXd5+pKqqq4l0wn4QBAyl/+H5QNSy9elFw481tEiAkSfrVDUkd4ycSbWjAv3IFiWPG4ZwyldCG9WSsitBYHUATeiS8o2J/97y51L35GpLBSM6f/8JqOYOXpq9BCDj3yH4cOXa76Ll/1apYOQhAwoCBpB7XVpfRs3ghTV98hikzi+yLLyPrwoupfOIxFLeL1BNO6rDd08ZKN3NWVlPkr0NB1jOnNQ3vL7/g6EJnc1eI1NaiBQNYCnvtdALR+j0WqanG88sCzDk5OA6agEBPoFuyvg57gglVE7Hvb3mdD39I6eSoPc8Bb9RMRsMuB0knDMmmKNuJyxemb15Sm8Jeg82Oc/IUPLNn6R/IMokJJoyqFFO1ts/8nJpVi0EIXDO+p/C2O5AkCf+qlVQ99zRVljS+yTicqGzEX+Hi4583cdFOZlVC09c7YvsH7bZJSrRw7xUTafrORcPHUGNM5fuM8VjnNHJhnhd/SOHwMXkEwgrldT6OOaiAvIyO3Z/zVtXw84pKIlGNeQs3UphuZeLw7auc175ex+JALxLykgiY7QzAxYnuJViMMsbkZNSZX3HDWYcyY3kV9WMvYpMnSJLdjG3xh6jVVYBg/dAjYNV2d0+yw8KsFVVUfvcDOWXFqLlHg2zEbJQ7LS8IrF1D5VOP6/U0+QVk1W/hOlXv8CwBHxRnoSToySSyJNHoClFS4UYC3vtxI+GIitko4/ZHOHVKH8YOSMczfy4Ns+twTpq8y0oM3UEIQf37/8O7YB7Woj5kXapnh27720qdKIEIIVDdLmSbvVtqIZIsk/eXv6JFIkgmU2x2LVss5F55dZttC//1H3zLluhanC2NHYMlG7AefbHe1VvRkCW9weruYEhKQjIYEKqKJBswJCXROP2zWEwtXF5GsGQDCQMG7pb7tTMkSSLthJPaZDUnjh7D5f3DvDR9DU2eMGcc2qfddQlVpfYNvW5RRKPUvPxf3iw8M+a9+d+MjRw2Og+DLBMsKdFrClvk3wyJDvKu/VubLunRxkZqX34REY0Sqamh7p23yLniKr1x5k7QQxUSteYU5JYnRDKbsQ1u+z4TQlD75mt45s7BYLOR99frsO6kPKk1rlk/Uf/u29DSiDX3mr91mU2teDyU3X2nXndpMqG6XDQMmcjKTQ3IqkKf6g1UpxQSMSSgaUL/7nchqNCTHPBGbXfJSrWRlWrrUFg5++LLsA0cRPP332LKzOKcs47FO2MrZbVeDhmZi+Hjj1BbGnCGq6rQfD4MDgfuuXP03ksG2GaiNE10OotRfT6qXniWcGUFcmIiqtuNtXcfHBM612JMHDWGxs8/5X85RxMyWCAAd762CLPJgBCCG88d3eVq1e0Poyoap1b/RH9/BTz3CaGbb8HaqwiAkgo3UUUjatZdLGtIoybxYK6snE60uorQpo2kqCp/POV0rntqDoGQgixL1A44iasvSceQnMymNS5k2Yuq6e+DkX3TeHdGCdeUzMIsVI6rm8dGez75Y0eQ5rTi9kfayGE1eUJU/u8DLC1B61B5GebsbCK1tbFZ85SG5ZTnZyFMZgqy7PzvxxKaPWG9e3DLnzWiaKwrdcGUVt16o1FcM3+g930P9bgMUmD1KtyzfkKEw/jXrsY143uyLvsTde+8iWxtUYxvQROCknIX9a4AgacfItzSn8qco6v5dyfNvTsG0JydTepxJ9D83bcIpaWhaCTCgKVfMWnSBawtdzNuYAZjutF+xD1vLo2ffYIpLY2cK/6MMTkZ56TJhMvL8a9agX3UaBwHjSe4Yb0e49I0hKJQ9947RCoqsBQUkn/T/+3RViXJiRZuPHdXWitJbVyOBlnPrhWaRuUTj6BtS3ixJtDr33e0MWigF99vi+ehqu2SbTqjf0Eyowek416wEamlA3FCv/44Jk3Gt2K5Lu3Xrz91/3sbz6yfY+eqeeWlNok5O6Np+hex+G5gdTGKy9VlB+5IZYX+n5YsXt+qlZhHTEYA51Z9T1a4CbV5GcUDDsU0bjxHjSvoMGltT3FAGjXfsiVUfPEpJKWQfenlGJ273jqhtjnAg+8sI7G+jJN9y8nMTiX7kstiXWqdEw/GOfHg2PZ/P2t79lrlyv4EilchVBWjw6lrpwEJ/fvjX7mcwmAN+eEGyuw5JFhMHQZyqxv9eN97GzasB1VFMpspuPU2EnYyA9OiUereeVNf+svbv1iaIJYsM3NpZZdGbfLwHFbMWkafQJXu8oiEafjwffJv+Efs918t2EpU2W7wnWEPSPoXV0QihEq34g9GCUdVBLomZXl9AEtBIQCHjLQxf3UNFXU+emU5KMhKRFqtt3sJSAnkhBpIUny8t66QWRu9GMwm7vrjBFIcFtz+CLe/spAjvAYGIWNEg0iESH29HqNoiRnlqB7+L6MU25l/wCBL3PrfBTElEkkCs0kf78EthcmB4lVtMrsi1dW73POuIxSPh8DqVZizc9CC+gtQQ+LztIPZtCGJ3gEjf3vg8XZusBe/WM3ykkb6+so4sbKMba/VSE01rp9/JG0HF9evJXHsWBo++xjR0ilbra/lRLWEi6/sXqPOaGNjbIWjNDZQ8djDFN1xN5Is69l9rTL8ko84Cvds/UWMpsWk6iLVVbhn/9wuIzaqaHgDEZIdlh59QSpuNw2ffESTQeCYdrIehzMYyL7kMmrfeA3JaCTnT1dytTOP5z8rRlUFlx4/GFmS0BQFrXUmoKZ2KGFnKSzE2ruPXrQN7bRPO+PrBaVsrvJwvnuZ/owLCKxbS/m9d+mGRQjso8YQ2tJWcUZVVZ79tJilG+rJT7dzw7mjcNg6ntyYMjNRXM16+MBg6NZkwlJQ2NIPyojXlMg75nF4P1zJkAIneWv13o4mReWgjT/R//pfr+6/qxxwRk1xu6n+7/P67EOupPb1V8j9y193Odj8/syNeD0BLq2cgVkoBN11VD33NL1uuwOA4jUVLFhdw4ABOUwdkdtmyZ7zp6twzfgeNRAgUllByVWXY8nLJ++6G/UOwVu3cP2ksYjCviRYDG3cmwCzV1bx1ncbOKmyiv6qqkeiJDnmrgHd5eCdP49IbQ3OiZMw5+TS9NV0AsWrkIFxrjUsSx0MsiEmdGw2yuSld/3QJidauLy/iqukZQUpycit1NSPzlawepfxoXU4aksxtFzYG0NoGWpLJmLyEUdht5vpk+uktMaHQHDE0HS9RYjFgmPCRO64bLze1doo4w1E+HzuVj4sOJZ6ycb1W/7HouQhRGUjaGBWNVZvaWLKiBw2Vrj1IvK0cciaQu9oAwlqCFpeMKacXCy5uZjS0kk75TRkiwVF1UhMMOH2RzDIEiP7pjGsTxpZKQkMLNRnpo7xE/RiZlVFCwapfOJRPRFiJ4oOmhAsXV9PIKwwfnAm1h3KI1Sfj9J//1N/+QlB5kWXYsnLZ1mDYJM9n6iQ2Vzl4btFZZwyZfuERdU0Fq6pQwAezYimiZhRQ5KQd+KmC1dV4f1lHubsXBwTJ3VbTcKUlk7GWedS/947sdix6uu46DuqaBhaVF1i96KlYeg2fNW1bFpZQpPJyfKNDSwraSA31cY1J/XHUFeDbDbrq5yWeq1t17ZjF/DapgD3vLmEcFQlN93OLReM6bSr+c4QmoZn3lyijQ0kHTwFU0YGlU8+pmfQCoFrZTG9H3w0ltDTetLaD3j46rb1hLLJRMox03D98B0A6TvUbm1DkmUyzj6XaF0dCQMHYdxJjdk21pY2M33eVsJRDY8wYaEl78dgiBk00MtG7CNH6eU9Lfew/pjzWbWkEU0TVDb4+XpBKWcfsX1yFty8Gf+qFST060/OFX+m7p23UL0effyyRP1HHxCpqSb1mOM6nNQZEhPp9e878S1dzLsbrZS7VQRhfKEoJ+Tmo9bpHbMT+v36CeHucMAZNdXv2y6to2kEN2yg5Mo/YsrIIP+mW7pcWm/DYJAxChWDaEkKEUJvhghsmL+cp36sIyobWbSpGYTgkFH5sUQH2Wwm9bgT8C1bgmvmD6BphKsqaf72624VkX61oJSoojEreSQF/moSJBVr374ktGry2fT1lzRN/1x3lc34nqJ7HyRctV178sjGJUxwBCm45lq2VHn4aXklfXKdHDuhsOt76PXi/u6b2M+SyUjm+duVzKueepzefj9XGjeyIn0YhaeeyFFjC9BCYwisXUNw0ya8SxZhSEzkxnNHs2ZrMwkWA6aXHqG+tgYkCf+a1eRcfkXMreOwmbn3TxN57tNiqjc3oiGRHW7EpEWJyiYQxBJ2CrIS0YQgYjDzTcFhXDDEQsJnL8fGF62rxTlxUptYitEgc/vF4/hpeRWJCSYOHZXbLkM15ahjMGdlU/X8s7phCwWpfvF5/KtWYM7NIzxmCi9MX0sgpPCHYwYwom86b323gfnF1QgBPywu558n96HhvXcQikL6WecQLi1Fi0Z1EVzAt3ABBbf8i/Ilpcg/b4WonlEXiah8NmcL3kCEY8YXkkoIh+LHY0ig0ppBccpARnlLQFVJ6NefpEM7ls5S3G7K770TLRRCMpv1RIROFDWgvSKNc9LBuH+eSaSmBtlqJeWoY9rt878ZJfywuByzUWb0gAzSkxKYNqEQa14+BocD1e2m0pLOu3lHo3xVHtsvQQ1x9C8fUjPXjzUnR3fAGwwgy5izc4jW1pDQfwBJhxza5nxf/1KKPxhFADWNAVZu2l6WowaDNHz8AYrLTdpJJ2Mt7NVhrRxA46cf6+1ctrmX73+YSE11zBh4PQF8vhAOR/cTVDLOPJvkI47SNRM70Vls+OQjmr//FpBwTphIVhdiD6Brmm7jk6xDOd+3kFSzRsZZ51L19JO0irBjcCaRfPgRCEki9ahj8DUBS5pjv28dQAmXl1Px8P0xLdmcq64m96rtMdbaN1/HM2+O3rh3zWp63/sABmcSnnlzCKxfh/OgCdiH64lBs4IplLl9rWL9gm8Hn8TAtLUM659JxpEda7juaQ44o2bOycU2aDDBdWvRVBWhRPW06YYGGj//hOyL26vod8S5R/Tj0Xofqxv7Mcyn13tsyyBb//MvIIoAiGKgatEKNr32AGrAT9pJp8T00nZsv9rdfqw5qTYaXCEaLMn8d8C5PHDJKOxpbfXbAquLY64yLRym7p03STnmWPwtNUNIEn0OnUBycgIZyQmM34lqSDiq8sqXa9lc7eGQETkcN6ytdqUpPSNWFyeEiMUQnEqAQ5qW03+c/qUwJCQQqazA/aPeL8y3eBFFd93LiL7pqAE/m6qrYpmj/lUr2o0jwWJkWJ9U6jeWAoIR3k0okoHyxDyOufAEeuforp3M5ARuPn8M84tr6JXt4OBh2TQEK2n+5iv9BaWqMd3E1iQlWjhlSm8Ut5uKO24jUlONY9x4si+/IvYStA8fgWQ0IrbV/6oq369uYk51AdqyhbSsm3nmk2Ke+ttUlq6vIxzVMGlRJi//lq3zq2OZ9GVr18SOAS06hP0HIEkS40cVMq+kmbWlzWSl2qhuDlK8uRFVFSxaW8e9pxVxQe1MfnIOwyBUhjhVBjz0Upvraf7hO1w/zdQTTi66BNls1msHt4lsRyL4i1d1aNSEELz57Xpmragi1WnlpvNGk5GcgGyxUHjbHShuN0aHo50kU9XmCmYuLkMTEqGoxvzVtRgNEuvLm/m/C8aSe83fqHj4AWanj0GR22b0jnGtwxn1ISOINtSTevyJSCYTlry8nWZQOm1mDIbtiVitM4WrX3qBwIrlAPhXLMM5aTKeeXMwJCVRcOPNiKhCpK4W2+DB+Fu5l4WqEq2tJWnqobhn/8ySxP7MSBmF9PwCzji0D8eO77qPHrS4XF9/BdXvJ+Oc89p0l2/9d9p2Xvfsn8k4/w8dKo4sL2ngfzNKsCeYuPS4gaQ5rTR4QoStqeT+5Z/kpOmTuqzLLqf21ZdQNIEsSbhn/4xkMlF0x92Y0jMYmaoxtHcay0rqyUmzcdzE7dcS3Lwx9n8RiRBYs4bEEaMIlpTgW7mcwLq1rWTXJKKNjfhWrqTuzdf0zMuFv5B53gXUv/cuM3NPRhi3e34EsKTUz3K5F8u9Kdxg2bUWWz3FAWfUJEki99q/41B8VK/aQM3L/93+O1l3WQhFwfXzjyjNzSQfdngsTtaaVKeVu/80ESEmEK2rRbZYYjVd/VOMyA0CkxpFSBKjtszRFbyBpq+m45w8FVNqKoZBw3BlFuGs2IAxM5vU4zqfMUebGpFNZgwOB388cQj/m1GCyxvmlCl9SExvPwN0jBtPcFt7CiHwr1yBfdgICv99J96Fv5DQt18bZXJF1ais95PisLTL9vp6QSnLSupRVMFXC0rpn59Mxokn0/j5p8gWa5uZpSRJpJ9+Jg2ffIQEpJ9xVptjBTeWtOrnZCBSU4MpLR05wYYpPZ1oQyOSLGEb2HFG6lFjC1A9Hgxb9AKAsZ4NjPWW0Cdje1xHC4exffcRkyvKSTl2GpKUQ+q04/DMm6urT2gayYcd0em9bpz+eWyG7luxDH/xqjaKHlmX/lFvr6MoeMwOZqWOQpWNtJ7zapogqmr0L0hm6fp6xrnWUhCspY2jr1XphyElldTjTyC5ZYVlMsrcdN5o3a0oS9z4zNxYdl0oqhJKSid3YBGnrl6AJMvk/OGvbe/zpo26an6kpag5NZWM089siXcYkIwmkCUcB7UtVgfQQkFWfTeXeetkNKF3sX7/x4385bThgO4u68ijofr91D75KCLzOJANLfdDNzZba/TnP6F3H/o+8jhZX6yhbLM7lpAjARHZhJBkECogYcrMxDm+6wa0J0wqoroxwJZqD1NG5jCwMJnapgDfLSpn7LoN219imoZnwTwQAtXtZtMLLyJVl+vXY7fhnHKIrqyvashmC+acHDLOOQ/H2HE8/GklqipAFXz402aOOaiwW27bquef0RN4hKDyiUfp+/hTbRJFvl9cRpJsI4lw7Nmoeem/5P75L22OEwwrPPdZMVFFQ3IFefXrddzxx/HUu0KkJFraqCAlTToY25ixzLztQXo36XE6EY1S9cyT9Pr3XRhkmWtOH95uFa6Fwy0uQT1TUzIY9F6NZaVUPPZQSz2fAYxGJKMRY3IKloJCal55abt7WFFw/TgTEYmQEW7CL1vQZANWk0xUE4x1rWFy00oCpXYiR+R2WKqwpzngjBroL96E3FwSjYk4DpqAd8E8zNk5pJ18KgB1776NZ95chBLFPWcWfR54pE0Nxo7HMme1Te3uf+G5/O31t9nQEGXA1LEkzLESE/ZpEYEFePrT1Wy0TUTrN4EUh5UHO1Gvrn37DTyzZyMQJI4chWP8RC47fmynXyohBMqYSdhKSwnMmx3LIFOam0iaMhVrQVsXY1TRuOfNxdQ2BREIrj97FAMKkmO/d/sjsRcqSHiDUQadeLKu5NCio9ia1GOPI+ngKaSlO3Dt0EM06ZBDdbksSUK2mGOpxcVbmqiddhkD69eQmOxoo6oOULa1hprXXsEedDP57DNpzMwkWlen/9JgYFN9kOfeWEVE0bjSvJ6E4kWgRKl95SWs+YWYs7P12q/NGzFmZhFOTEHVtHbxyu7gGDWaxGdeQAsGWPafe1sZKgkJMBgkjhybj91q4oqThnBj+TyMjSpSa0ePwbA9VmQwYBs0mJTD27tjtrX8mTw8h+8Wtajyp9hIcVqR/vJXlIYGMguzaA62LeNQ3O7tK7JoFKVJL2I3JCbS6z934Vu2BHNWdkwwWVE13v5+A+tLmzl346e4IiCyjgTZCNLO9SW3EamqwqEGOaJhMbPSdEMvm0xIkt6JInZN1gQuOHEEgS/WUFbnJSXRwpgBGRwxYgLNr75IsKQE+6hROMaN75Ygt8Vs4C+nD98+jqjK3W8uJhBUSDGl0z9cxo5HCEtGahoC9GqRlmuSLHiSCsk5+XQiK5aSMHgIklEXu07oP4BEWz3NXv1htpoN3Y5DKs1N2ztRKIpe5N5i1Jasr+PdHzbizDycK8o+xdhSiuNbvhTV622j39jkDcUyrQW6iLZBlslO7TgG3uhXKbbm04tNyOiThmh9PeHSrbHv3LZrEJpG9X+fx7d0MQabjew/XUm0rpaEPv1I6N8f188/bj+wquKYNAnHQROxDRyk/313+A5Z8vOI1tZycu1sZqePhWFjOOWowXzy+WIO3bAMk1CxhqPUvfk6+dff1K372JMckEZtG5IkkX3JZe0adwbWrYnpmekvhMZ2MkM7w2CzM+jPV7CtsizcN4/KJx9F9flIO+W02IqutNYbMxbN3lCHTRtVv5+t85bwcdYx/KHqW7Qli/GvWkWGzxub1W/DF9S/oO9+uZJFm93Y1CyusiViiEaQTUacB29v2yKEQGluxmCzsbE2SF1zkHBUXzlMn7+V6wtGxbY9dnwhi9fVEVU0MlMSGNFX16PsKC6h+nz4V63AlJFJODudL39aj0GWOHxMPhaTAcfYgzClZxCprcE+ZBgGm42fl1fy7owSNE1gNqZx77SJbdwvzd4wK594nr7eUgwIql54nsThw1G83liQ/e7vt+AJ6NdfXbqVPi0vK2QZpbkJc3Y2BpsN86BhPPjOUkpr12CzmvjXhWNJT24bI0k78WSCG9YRqa4mceRo7MOGsyOSJGGw2Rl9+y1M/WwpP1Uo2CxGrj1jBNlpNpwt2WQmo4GLjh3Im5/4GewvJSXixVJQQNaFFxPaspnmb7/BnJ1N5jnntTtHa06d2psBBcn4glFG9U+PJWCYMjIwJtoh2FbCyT50GKb0DKL19UgGuY10kSklpZ024IwlFcwrrkGKhDE315GNYISnhGVJA0hPSeTswzsW6W2NOS8XZANj/RsZF9pK0kmnsrnXcIyy3C7dPzHBxHVnt9eztF3799j/G7+aTuNnnyBbE8j72/Uk9OlmbZU/QjSqS0Z9nTGR3JCeSaxZbEwckoF/7hw8Gb2pDlvIDdXjNibyRt5xJCxs4LKNH2LRooS2bkELBsk8+1wAbvvjBB5+awlCCC47vvt1rSknn0bDO2+CJOkNX1uVgMwr1rszeEyJVFvSyA01YEDohqJVf7SqBj/3vLGEbZ4Ao0HivCN3nmSRkmhhS0pfyprWUxiq1evYhOhQ6Di0RU8MQdNQfT48c2aR1+rvYBs4SJ+8tqzukw6eim3wdrGD9DPPpuq5p/Xebrl5ZF10GabUdBK2bOGiw8biGKsnUv3xuAGUL5ZB0Sd4WiS841D2Cge0UesMx/iJNH/3TctD4MT0K5fIloIC+jz0WLvPJwzOYtmKrSRHvdgLCzrUP5PMJr7IOBinEkAgIaMLuvpXrCD50MP5blE5H/28CVkCRRWkhptpMjhQZQMeycobfU7j36f1w5SZGVttCiH0dvArV4AsY7302tgs0GiQydzhJZ+dauORv0zG7Y+Q5rTGVg87ooVCerPLYACE4N4h51ET0BcMq7c0cUNL7Y+1V1Gspg1g8fr6WJNUk0FQVuNtI+RcWe/DGfVh2LbS0TQCLWLNssOBc9Jk1GXzabk4yhKy6ROuQzIYWnpc9Ysda8XGBirqdZkzbyDCVwvKuGha2ziHMSmJojvu6fAad8SQmMiFFxzC+ZqG3MGqFWDswEzyJtrwmXqROnI4KUcera8A+vQl5cium0+CbkSH9k7tesMWZIuFXrffQbSuFmNKCrJ158kNLl8YRdEQkpFms5NUxccx7uWcWqCSd+Vfd7rvNgw2O73+fQdN33yFwZ5I6tFHk9mNNigdobjdNH3+Kagqmt9H7euvUHTH3d3aN91pJSM5gQZ3EM1k45OxF1HvDgISm6JmLj7UiCkQ5j1XEREhU29OJiKbSQ1srw8TkQjB9etiP/cvSOHuyyewvqyZj37eRFqSlfOOHLDTouGoovLoBguhotMwqQpnT57ENp+O4mqmMNXMspafP80+lGPqF5LvkBh02cWxSV3TN1/x+c9bCDlbDAuQnWYjN6NjwYFtWMwGbrlwLDPmJJK24htSo17STjy5w1CKZDJtD/DLcjuvlDk7h17/+jf+tWuwFvVpN7lIHDGS3vc+iOp2YSkoRDIYOsz0TMjNJXnyFNyzf0a2WMk894J22+wNfldGLVJdRc0bryGiUdJPPR3JYsEx9qBu9SfaHc4Z4WDC558CAmOzFcU7pF0di2wyo2VkU9PkAQkUoTfeTBw7Fl8wyvszN6K1SjAp8lbSnNzykhYaVnSj2uY6Kyv0mqtt7eBffZqTeo3jJy0bvzGRxevq6Jef1KYxqNlkICN55y/GcHkZIhREhMOoyFT6NLYJDG6sdLfbXvX7qXruaXKbTGxIGokidAddQeb22WyorBT++xzzk4ZyYngOAEZpe4q36vOhhcP88cTBPP3RKo6omsNwf6meMZeXT+E/bmnz92td62WQJew9pGTQ2o2pBoM0fT0dEQqTMu14orU1eN9/CxGJ0LhpA6akZBwHje+R864va+bGZ+cSVTQuO34wI/ulEyzZQGD9OmwDB3e7ju7w0XnMWVmtx02HnMo1RX4s9gScUw7peudWuGf9jGfObJAkQps3kff3G3apAWWMHSZOu1Jy4/r+Wy6smMfWvBHkHXEoT3+6hoiiJ5GMXPo5rkgDaCqXJK+n6tQrMXnClK6uocGcTEQ2YW4pRXDu0PLHF4zy2Acr9B57skQ4qnH1qe373YE+cXz8gxVUNQSABDDAlwvKGD0gk4aPP6D5u2/pLySKco9kqzkDv9HGlwVHcMO5o0jITwZAcblo/PRjUmy9MQoFRTIhgMo6Pw+8vZRH/jKZaE01FU88iur2kHrCiW0EpfPS7Vx06hg4dcxO75e1sBcpxx6Ha8b3RDNyST69fQZ2R6LYrTGlpHSZOS5JElkXXkzGuechGYy7rdn5a/ldGbXKJx8nWq/HaRrr6uj7xNMozc1UPvEo0aYm0k89DefkqQhFQTIaafaGsVtNXbaq6Qz3nFlIkW3FtgL/smXt0pUBLj55JA++vZTXCk5koL+cI6eNI2nyROYVV7cxaAD11hROrp3Nz2mjsWkRLjtmaLvjyTYborU+ZSRM/5K5zC44kZBkI6REeeXLtYzsm96h7t2OCCEIrFmN4nbHMjiNZiNFNo2qiAkkOmyh0/DpxwRLNjBGVbFFAkSnTmPylMEkJVpQAwGUxgYqn3occ3MzRxncrLX3YtCJR5PqKsf14wxAV7o3JCQwtCiBZ68/hI3XvINQdNdxeIeiU4AhRSkcPiaPeauqKcpxcvykjrPYIrW1NE7/HNmWQPopp2FoVYenCcFb365n0bo6+uYl8edThqFoGm98s54Gd5Azy77FULlVTzRZvpSUY45jW0aEiITxl5cTHTjiVxUKixaV8/9+sSbmNn7u02IeOSWXqsceRkSjNJmmk3/9Td2qB8pMsfHw1ZNp8obISE7oUHC7O7h/mhlLBAqsW4sWCGCwd7+1SbS5mdpXXkRxu3EePBnPgvnINhtZl/5RlxD74D3cP87E4HSQd+11WPLbilAH1q6h8bNPIBKmd20Nab0S6ZuXxYZyF0JAdqQZVH0yl+iu57gx2UhWK6lOC6u3NuM7/O/002oxpaVjG9TWzej2bXeXKZqgptHf6XV4/BE2lLvafJaTZkOLRmn65mvQNIzAueXfUGlJp8yRz8FXX0T/FoOmoz8zozwleA025qeOQLRIprl9ETQhqH3rDZQGfYXZ9OUXOCZM7HbyhdA0lMZGDE4naSefyifyQBaurcX4+iquO3tkm7h6T7Kjosre5ndl1BSvhzpzMp9lTWW0ewPhO+7CLumtP2h5gBq//IJoQwOf9D2BzYY0DLLM9eeM3OFh7BohBC6TQ+9Y3ZIi21FX3WZvmI0VLs47uj/pSVYKMhww+zs233Q9W3PGAdtXUzarkWh6fwYX9WJcRQmJI0eSOLp9PMiUmkby0cfi+uarNp9HJGMsuUBRBaW1XgYVphBtbCS0dTMzm+3MKXHRO8fJH48fHDPmdW+9oWeVAea8fMyZmVgKCnnojBOZPmczRoPcYaPRbcW4EjAkWE5uXzP2NDuR6irK7r0LoQlEWDf6DjXICN9mMoSH5DPOInHkaLRwCNvgIajBAMFNm7BkZ2PJL9DFnVvauey4ypYkibMP78fZh/drN57Y30bTKH/gnph8UaSykoIbbyawbi3h8jI2JPVh/uoawlGNNVub+H5xOeV1PpZuqEfVBNHyMgya/uJUXC5sgwcjmYxgNNIsJ/B0aTrh/y4gO9XGrReO3a22G9/8Usbnc7cQjSgxpRZVEwQ3rNdX4EIgFIXghvVdGrWFa2r58OdNJCWauerkYbtt0ADMuXl61q2mYbDZkFtEhzdVual3BRnWO22n4tzVLzxLaNNGvcymvp4+jzyGFghQ/+EHqH4fwXVr9ZrQxkbK7rmDvo8/HXOXBUtKqH7xhVi/NRGNoDQ0cO2ZR/PD0nIURZCWN5XAHF2pxNq3H7LViiRJnDS5NydN3qbc03HPw5w0O4WZDsrrfGhCcPzEjidEAFaLEaPBgKrpEw6n3cT5Rw1AMshIJnPsuQbICzeQF22ib7buoRBC4Fu6BNXnI/nY42n+5ksOVzZjG3wIszZ5yQ42MD7Rj1JZ0XZyCm2K23eGUBTKH7qfcFkpktGI4YrrWbK+DlUTqJrKezNLuO3izkUFfsv8roxa2kmn8uIvAfr7yhjh3YjJoxJp3f6hZWZTa05hi+ZAQaCoKh/9vIn/u2DXVLHf+HY9v2yycbBzEIO1BvpMO6JN8BV0n/wdry3CF4xilCUOGZnLAK2Jyq+mIyIR+gQXYSk4QU+xlSRuu2gcWbFsqKk7PX/GaWcQqSgnsGaN7upRFI6t/4X3co9q8RhKPP9pMQ+c2Yeye+6kzJLBV+mHEJWNuH1hps9L4IzD9OQBz4L5seLh8OZNRMrKCKxbR9FxR3HoqLyd3O9TCKwuRg0EsPbth22wvqps+vZrvc8VxPT/ADAYsPbp25KRpr+ofSuWU/XU4wBUJ2Qwe8AxDM9KZFihk4IzT+veH2MHtEBAF6EVAlSVSEU5nsWLqH3lRV3Pz9kXkamnmmtCEAwr1LmCqC2rsXVJvRnl34ImGbAVFmLJy6fo7vsIbdnC/HIZ/+pGBFDXHGBZSX0bN293WbK+nmx3JcM9JXydOZmUqJuTCiVsfQbTbDTq4sAGAwmDdp7U4PFHePnLtURVjUZ3iJe/XMNN546i4ZOPCKwuJvGg8aROO77bLsTcq6+l4dOP0AJB0k4+FUmWmVdczetfr0PVdE3N9CQr/zh/NOlJbd3ZgXVrCW0safWJQAsGKX/4gbatjLb9VlGINtRjydOFDSqf0g3gNiSrleTDj8BsNnDCxCKEEFQs/FBf/wiBtaj3LrlGZVni5gtGs6XKi9NuatdqSCgK/lUr8aoGvFmFXHv6cD6ZvRmHzcRF0waRYDESVVRmDD6e4WtmYhYqSVoAkEg97viYDmf9B//D/fNPIATGlBT6PfMCstFIHyGYsGA56htvgxBsvXcOc/oexRhDOQlqmNCISbFMbC0aofGTjwhXVJByzLR2yU6B9esIV1Qgonpj1MisGQihp7ZJEl12hf8t87syaqnHTkMrmU160yrM25RCjEYkoc+eDE4nanMTVjUSa5Miy1Knumk7Y/bKajQNZqaM5idZ4qUj2ytANLhDhCMqmiaIaIJVWxo5Od0SW02lhl38Pa2c4KEn0Svb0a1ecNuQDAby/34DaiAABgOVjz1M700bMaKh6J2Z8AajeJcu0YswjTLb3CGqKnAHtisaWPLzdX25FuMjlCiqx03NN99iO6bzBo7mrGz6PPIEWjCIbLMhSRKeXxbgmTe39UhJOuoYRDCA46AJJPRtu8Kqff1V/ZzA+9mHE/Qb2GwbwaywhUd2sxecbLeT0H9ATDPPOfVQ/MuWxNxqgwIVrEyQqPRDUqKZow8qoH9+Ms99VowsweaRR1MaCrCuQSE9ycotvjDJSckkjhpNkm8LBkNTS9ar1OnLQwiBUKIdumoCG9bTT2vAH2lksK+UIb6tSIBUbaR2wy/k/e16Qps3kzBwUKcZg0IIQhtLcAe1WF81gR438sybg2vG94hIhEhtDZac3DY1jTvDkJiIfeQoGj79mK2334opPYOfB5xOVN1ukPS6t03t4lGN0z9v87O1b38MKakdGrSWi6Bx+uf4ly/HXFCAGg6zKGkwBqEw2lOCHFUIlZXFYkFaMEhw3Tq9FRLgnj2LjDPP7tZ1xa5PlumX37EySOVTj7OprJF3Mg5DNtST6LBxwzmjsJgNJCfq383F6+tZEXaysPBkZBnOyg4wqHQRkdoaVJ8PQ2Ii3kWLYpPEaFOT3n0hLR1Jkkiq3UJTi2fHZ0hgQSSVub3PBiFI1ays+GYdNY0BTvYvx7hsPiIaJbixhKI77mnjCTIkJm7v5mE0kpZi54Ip/fl09hZSndZu9VoTLSIGhqTkNvE0IQT+VStRPR4Sx4zdo+LTu8PvyqgBXHTcYD5+p5oB/nIMRhmLI5GCf/4bpbGe8gf1VhDJio9p4bUsyD6IjOQELjymvUpAV6QnWal36auRjCQ9fVf1+ah75y0UVzNpp55Oep/+WExyLGaS6rBiGzYUc04ukcoKJLOZwhOnYc5O7/Q826is91FS6aZ/fjI5Dv3PKlsssQeu8P/+CcBJc7cwfX4pAEeNzcea6kMymegTqCRV8dJkTcVsNnLchEJUnw81GCD32r9R89J/Cawu3v7ykSSM3VCwl2S5Tcyl8bNPdnChCCIV5RTceHPH+5u3G4WwZOLwhsX095ezNTEfoU3qdjDaF4zyw+JyDLLEUeMKyP/7DfjXrEa2WknoPwDP/Hn4li1FRCKYNIVbzhqM6kzFajEiSxKj+lu4/8pJeAMRapuDvPLlWgT6C/zL+aVccLTu0po2oZDKBj+bK91MGpZNYeMmaud9hWPM2NhKPVJXR/kD96J63NhHjyH3qr/ErmPpt/OwfvQKIzWVLY4CvceZpur3XVFQvB79BbeTQn6AmpdfxLdMT1EfPuQUVgZtyJLEOUf0J7rip7adt6sqocWozVhSwXszS7CYDPz1zBHt3O7+4pVUPfNUrBNCtL6O3IxSthgyWtU6dowpPZ3gtgalRhOZF16MLMs4J0/Fu+gXPV4rydBSbmMdNBj/yhWIaIRw6VZK+01gbqSAv255X9fBVBXq3nkTx/gJiEiEaGNjm7ZMBodDbzTaKn1+R6ob/UiSREZG53qMUUVlwYoKMtesZnHGwSiSgUPrlxJqtHDbi0Ekg8y0CYWcfkhfzAYpFndOVEP0mvspYVUhXKF3xc69+lqMKSmozU0tB48iWn0fbAMH0fzN1wglikWLIqOhotfNKZrG3FV6sk9F1QZ6RbeXtUQbG9oYNWuvItJPP5PmH77HkF/Imwxh3Tcb6JPr5PpzRrbTKAXdLb+tLlUoCmUP3Bvrbp979TUx1ZfGzz+NZY83fTWdojvvQRgMvD9zI0s31DOsdyoXHDNgt2pEe4LfnVEb0TedIbeeSbjxCKSmeqxFvZGtVqK1NUhGgy6rBRzkDHP6nw9us2+DK8jLX64lEFY4/6j+MSHcjrjp3NHMe/V9Cjctwinlo/qGU/PKi/hXF4OqUvnEo/R56DGSHZZY/VVJhQtvWFBwy79QXC6MTmeHcjo7Ulrj5b63lujX51rHUfWLKLYXsa7fZIaOKOKkg3vH0vRPmtybCUOzEZqIuTIz/3Ax/pXLuXlkDsqQMSTZzUTWrWbzM08DAtvQ4ST0G6AbtRbMuXnkHD+NRleo3Xh2hjEtTU/WaeXy3VFlvDW5V11DxWMPoQWCnB5aQbZnM3PSRtJsTmLJ17MZd0L7xJuOeOjdZVQ1+JEkvRD8lj+MjamIeBbMp+nLLzBl52AbNBjnxElYMtvHCFMcFlIcFjZVuom2tGiRpLZtSSwmQ2yF4l2ymJqXX0JEInjmzqbgH7diLSqi8dOPUN0uAPwrVxBYuwb70GE0uIKsmrmAiZqCBPT2V5J27DRETQXuVav1WJqmdRibbY1QVby/zI/d42PXfMaFDz6FxWzAajYSsU+h+ftv9dWCqtL03TckHXIYEZOV92aWoKgCRVV4+cu13H/lpDbHDqxf36YhJkJwhKWerIPHM2tlDXVNAdKTEjqse8s453y99VJVFanHn4glS7/HWRdfStKUqSBJeBctxPXjDCRJajthEeBNzkZpsqBJckyTVTIa2XzjdageD3KCtc2KT2lsoOzeO+n1n7s7nPz8b0YJPy2rRABnHtGfo8fkobjdBDesx5yXjyVXXwE++v4KtlS6udxgIzXiYYx7PWPc63m66CxdNk0VfDW/lJMnF5H5/XsMdiWwzlbAgIQQBoOsC6ioKpEWMYHWtWySxUqksjKW/BHcshmB3mbGjMpZVTP5KWMsqUUF+IQRj1+vV/wlaQi5wXo0SSbB4cTaR7/f0YZ6oo2NzHVZ+WK1leT+ZzJhYDobF5SjCcHWGg8/Lq3kmGFpRKqrMeflISckUPfWG7hn/YTB4SD/hpvRQkEiVZWxFWXj9C9iRs3bKhyhuJqJNjawvEnip+UtPRiLayjMdnDYTkITe5LfnVEDvVbLmJkOmdtXQAl9+mLOziFSXQVCtBHD3cYzn6yirFYX8HzsgxU89bdD2rV230air5FBG/T+adFNG6h7/10idbXbpZOEQPV6UYOtjYLEurJmXvt6PYqqcdZhfTlmfNcCxCs3NxJVNYQmOKx2IZWWVL5JH4/igbIFZSQmmDly7PYssh3r1JIOnkzi6DFUPvYQoVdfJjR4iJ7p2DJjDqwpJvmII5ATbPpMWDa0NEI0oUU9NH31JUpTEynHHIslb/t5apsDPPdJMZ5AhLMP78fEodnkXH4Fta+/SmD9On3FJsskju48JdlaVES/J54BIOO7b3n152TW2gtRZSMvFiv0P6xtnzWhKIRKt2JMScWUqtd9aUJQXrddbX5L9fZC5mhjA7Wvv9LS1cGAOTMLa2HbBAFF1Zi9ogpPIMqUETl8PGtzTP7JbJQ5sYMMS/f8edS++XqscwBAqHQL1qKi7b21ABRFf2EMHUaTN8RWazbjpNXIQkMg4ThoPHkjLmT9K28Rrqok5ahjMKV1sXKXZQxJybrhlHQ5qqTE7a5rc2YmtsFD8S9fGhtDYP06jMNGgRBMblxBr2ANpcogoK1Rsw8fQfMP38Xk2YwpKWSfdTYFGRlMm1C002EZEhLa9IvbRmtF94qHHwBVb1cULF6FbchQAmtWY8rMZOrxB/PTh2uYXnAkR1XNJSnJhiUnh8DqVSDE9jhtCyIaJdrQgNLY2G4ioAnB94vLYzbwox9LOLyvna23/1NPztA0vdnmwEGsL3MB8Gb+NCY1F9NLDmMSKglamIhs0pvUmo0Ij4fQ6pUcpygcB5Rl9Mefno+toQJVSFim6en4jrEHEVy3tkV4WcLae3vrKde2e6vfGIYO78XESQNJHDGS5SUNPP9ZMYqmsdmez8uFJ5MuAhx60mT6mc36KvrZp/GYEvkg+zgUyUB2w2Z8a6rQ0sZCixanyd3Illvu109hMJJ9xZV45s/V30keD/XvvUPWxZfFPCqS0YgpLY3aN19H9Xow5+ejuJoRioJsNmNMScVTXhtbJCuawNtKkHlv87s0ah0hGY0U3vIvIlWVGJKT29STRaIqlQ1+mn2RmBCSqgoiitqpUdMC/u3dAlQV1eMh9YSTqHvjNYQkITscNHz+KUdu2Mp7mYcSkYwcMzqXD3/aHHNHvv/jRnIz7Azr3T5dvjX9cp2YDDKyEkQg0WRyIguN42rn0SdQSSA8EDF6e/uddaXNfLOwjOxUG2cc2geT0YBr5g+Ey8r0zgYlGzBlZm5P4hACS14Bve97kEhVFea8vJhbs+7tN/H+sgARjeJbupjeDzwS+91LX6yhvE6fBLzy1TqG9UkjMSmZvL9ehxaN4lu8CMlkInFM95JwHBMn0bjQ36LDCLLRgMsbjhk1LRpl2b0P8aZhOD5DAof2sXPhOZOQJYkhRSlsrHAjSTC0dxpRRaPeFSTR7dluZDRVlz3agTe+Xc/CNbUomuDHZRWx3nQARqOMzdp2Na14PdS98Wos6xVJAknCNmgIgQ3rKV+5jiRioS5CGzcgND3TsjQhm/dyjyI/VEe/qQcxpLAXoeoaNCWqr5hbCeZqoRC+lcsxOpPapKdLkkTBP26h4aMPkIxGMs5qH1dK6D+AwBpdFFtoGpbcXMwWI3/MdpFYUoxJqBRWNhPYcDC2AQMRmkbzd98QLi8j89wLEEqUhIGD/5+9845yo7z6/2dm1LWr7b0Xr+11793GFVwoNr0mlAAhIQmk9wKphAAhlEASEnoH27jhhnvvXtvr7b1Lu1p1Tfn9MVrtyjaQ9/29yXtOfr97TnJYWRqNZp557vPc+y1YLoDcD8Txqm7W7asnK8XOLYuHXbLcdakwJCYR7tZ98aTERHIf/nYUFAPw2/tm0NzlJTv1euKsRn3hIIr6YtGgy3apPp/+mqYhmky0BCVod1OQET/oAC4IOGwm+rwhBPTSv+/c2YjUlb4Lce/bg23ESPLS7bR0efEa7dSMW8yqy3Np/OUvuL5nD+tSpiFlZvOFZeVIdqsujybLnI0vZH3CVEo8zYyTfLyfNR91Rz9TOiv40pWzMCQmEmppwT5hQlQsHCLoUq9X91A0W8i8+94ownf8sFQe+eIk9hypZ+OpHnqJx2dIoChPnx+cmzbqfVJNX3AgwJKug9iUAJW2fBpsmeSnOxjlqaU/YvkjGIz4zg2S0HVlET2JZd33AM71egVD6e2l//BhnS5hNJG4cDFoKkmXLUQ0mZg+KpNNh5ro94awWgzMHvvPKzT9T8f/T2pDQpCkqInlQPgCMj976SAefxhZUckPdZEU7id18kTslk8vDVpKSrGWlOI/X4lgMJJ6zbVYCgsx5+bp/ZQeJx7nfrI1jW943gSLjbyVD3K4ZogAqQZ/ev8Ul0/JZ+XcT5cQKstPZF55CiM/eh6DKFDibaHTnEy5pw6jphDffAb3vr0kzJqNqz/Ik++cICSrnG1wISsqt12iZ+iYNQff6VPIzh5Srrk2aqtxIdk3UFMz2J9R1ag0l3PTRvpawmjCQD9Nixp0gu5F5ZgRW969VFTUO/nHhnMYDSL3XjmKq6+Zzl/Wn0MQICXBQmbK4K4zUFfLRjUft8kKgsjuOg/zOvrJS4/DYTMRVlREUWDmqAy+/8I+vP4wJoPI/dmFCI01CKJA6sprLzqHs/UuQpFzz+s4jz8xnRbBjioIpCVYeejp3QzLS+Suebl0Pv80wZaWGCi2lJBA3nd+gCk9nY5//I3VyTNYouwnPdgLaJhSUhFEkX6fvkJvtmbQGZ/FuOISFI+Hkz/4PorPj2AyEW5v0xUiRBHPkcO6waMGyVdeSfzkqTo/Kj0DJSH5ItHcoZG0eAmCAIH6OhLmzIuCLYqMfnoHSnsChDvaoWw4znVrcW5Yp7svHDt6ETBhaHT3+aPivA0d/YgifHHpPyc9lfPQt+h841VQlagihTDEO85mMUb5VWGnk5PJI7Baz5Dsd2JJTCJuwkSSli7HvWsHSl8fW+JHs/OtkwDMGZnKTXMLo+W/ry/J5/VP6jDarHzt5kn49+wc3J2YBnVLi7MSaO32oWng8gQRU9Mp+MWvyO7uZnpeXpRy0Ltju36uJjO1WaMJKyLLO3bzRvbiqH3S8fPt1H3SizkhgcyFi5EuoFdk3/8VGn/zS8LtbWihIN0fvBe1qwo7e3D/+heM8vmwZJTTP2cZk0ZmkZ1qZ9PBRjzdIuWiRHLYzWhvHScdwwiLRgyyj5vatiAYjZR88xk8h8N4jEYdGCWKWEtLESQJ16YNGJJTSL/5NgDixk+IAohqv/1wlP9HOETf1s1k3fdAdAzEWY38+t7pON0BkuItn7rY/3fE/09qnxMna7rp94UIhlXK3TUs7zmAJIlIO06iLB7xqcgfQRTJeehbhFwuTrYGaOnVmBKQETUdV6mhRUTOBQRNQ9BUTFlZ3HtlDn987wRuTwgEgVBYZceJ1s9Mav/YWEnz4TOMlkMIqowNmYVqA5r+RQiaiur1crbeycdDSi5hWY2W5RIXLMJ74jiB+jqsZcNJmr+Q5MWXX/L7Gtr7OVLZyZiydFLnzaf7/Xf0MldyCqaMDLynT9Kz+gMWSsm8lzUfTTIwb3x2FL2pybKuEv45cGtV1Xj6vZNRia3H3jhGQpwJSRIJhlVau3384IUD/PyuqcRZjRiTkvXVJxEcZ+T47U4fR893RRD8Gq9vraLfFyYsq4TCKn8wTCMht5ywycLdxjQuNEGZWJbG9mPNFLobubxjL4Z2lQZHHoH5V7LxvIdgWOVEVTenqraRUFevo+9EEURRd06++15M6XrPxJCYSCBo4u3sRcxynsCIysKv3g3A5VPzOHSuk2BYISPZxvhhqYQa66LmAFooRN/OT9AUVf+FmhbtIbk2bcS5ZjW9Bjuv5i/HqxoYWZDIN24YF9OwP3CmnS2Hm8nPjOemBYtJMsRy6BJmz6UvohgimozYx03g4M6TWNasxaLpk5oWDuOvr/3UpNbbH4qSzmVFo93pu+T7LhWm9HRyv/4wmizT9d47BOrrSJy/EPuo0bS/9BfdvHLpCkSLmUMvv8e7GQswps7l/oYPaO0LcfZoF4WuDSy693oEQeCTx7YjKxqFvlbGv/8yNR9oWMvLSb3mWsJP/ZbrI73m7uaN+Jpb0TQNc0Ehjllzop51p+udUTqHxxem7YMPqd2xj42p0zCltXDPdZPINIToejNirioIDKOXSmMKAhoWNYQQKScvbdrBE8FpBAUvydtb+elXF8QIIAhGI+H2NsKChMsQT2jzlmhS692+DcWtA4VKOs+Sbp5MQvZw6tvdfLCzFiV+HMGwwjCTj7tunI5xxGjU9lI6XnwO1e8n7ZbbEU0m4mfMJNzTjff0KeInTyVu7Hjixo4n9epPp8g4Zs3GuWF9NLFp4TDOjetiULMGSbyIBvG/Ef9PJTVV1XD7Qjhspk/VN7wwkmwSWmRAj/fUICkyKKCJEsGG+ou4Z0NDEATeP9rDzhMtaBpsPNjII3dMRLTa0FRdkNU2ajSm5BR6R06l1g2lufH8Yn4S31/dSEA0IaCRm/zp6C3QdRcDUrxOyAUEo4mECePxnjiG0teHITGRvrIJPPXuSQgGdHCD0YggiCyerEtsSVYr+T/48edejw6Xj1+/doRQWGXz4WZuu3w0Ex8uJNzdTaitlc43X0dyOEBTKfK38Y36t7AvWkrBYt0Kpuudt3Bt3oRosZD78LexFOr9BCWyQh46Aauahizr117UFHxB8AXlmPPp8wTZV9HO4sl5GNPSuOXykfxxVyd9mElJtKEBWw43RneJggB2swFvRBx6YBw4jfGgwanaHsaWxPasblxYys4TrQzrb8SoKVEQR73HhYYpev5KKBhF3wlGI1l334ttzJgY2H76zbex4sU3eSNYyPb0acyfmEtyrs49Sk/SNTj7faGoGomak4tosejegJo26HU1JISBkpuqsjuxnH5ZAEGjusXN6Von40r139Pc5eGl9ecIySqNnR6sRonrLiCpm/PyKPrVbwm1tWLOLyBsMKG+8SImLRYc0rt9G95jR7GNGUvCBXJThVnxZKXYaOvxoWkaK2YUXnTOnxc969bq6iXhMB2R58x7+hQoCp2v/gMpKZl+wQJoOGQvfQYbL+cuRRYMHHBqSEebWTApj2SHhS6Xn0WdBzCiggb+igraXa4oiRuDAV99Q3R3rXi9JC0YdFQYXZTMvtPtKKpGLm58m9byVuENBCQz9Mk89c4JfnXdEGCMpjEm1ELujdfQufcqrji4lQ8Nc5BtDtosqfhEM5og4grKHD7XyZxxg6U6udeFTzTzUv4KAqIJg6bw8z4/qQlWpLg43esvHEYVRNoVC3hDuHu9oCooosSW1Cm4hqcxZWyEt5afT+Ejv44dL4IQ4/v4edHx+iu4d+7QF1ADLQmDAXP2pUvP/9vx/0xS8/jDPPKPQ7j6QyTFmfjRFyZ/Lv9MDYcw/+0JFoQSOW4rQsjMQWh2ooVCqKEgrc8/Q/zkqaTfevunQsuPREwkAbwuN11Hj5P1wFcINDTgP3cWubeXrYlj2bG1BYFWxpSkcE3HLm5vPsOepLFYBYVrSz675zSuJIW9FWHeyF/GNF81cxaMJ2nhIrjhJmS3G4PDwZ6KTka7KlnUsZ+wINFkz2TEzddRNDwNbyCMNQJdVzweGlevoduvMfLKxdiSEvFVnEZKSMRaXEx9W390hxUMK1TUOpl11Sh6P9mG58hhXWLMakW0WtEkCZMgkDVvtt6T2fKx7gCsqqg+Hx2vvkzBj37KrpOtvLyxEkGAu5eXR9VJDJLIyrlFnP9oM4XeFjamz9DLOENCEATih3DBimZNprj9JKdqe3B1u/noiZc54RiGFunDZafY+dp1Y9lxvJXDlV0UZMRxrLobTdMwSCJjLiH3JQoCJglGRvhiGiCoKtNnjGT3lhbaXX7sViMl192I+5nfo3g82EaMxD5+wkXjQoqPZ/7DX2JmSCGsqBfx2IwGEW3PFup3fIKloJDMu77EhKcep2HLLoxpaTg3rMNfU42maRgTk0DTsI4Yge/sWeSebkxaGBENNXJ/jlR2MbIgiY/21VPb6o428sKySrvr03ZQGl1vv0moowPznPlYlSAXju5AdRUBVcVz/BiS1XbRiv0Ht0+iscMTRYz+V8J39gyujzcNJvAIZD0KshJFRJOR4q4W4mQfLmMcTZYM5IhijorAhv0NLJiUxzdvHM+bW6swdFihfxAgJLtcCCaTXoIThMG+HLqdTLClGcnhINTSwk1TMynKcuDr6qb4gzfRNE0HiAAIAp5AGGN6Bo4Zszhz+CzHHcMomzSRpaUpiMOuQbvjaiYBaBpv/LgSSVORBRFEAfuF9z8llfOZo/GJZhTRgIyB3SfbuGZOMYkLFhFsbMB7/jyvZS+h/bAX7dBeHuzdSoZhFG2mZAwiXBVVTgHXxxtx79uLdWQ5adfd8JkUGC3yXIp2e/QZV7xenSgeuTaiPQ5zbi6mzCzSIg4HnxWyoiKJlxYC/1fF/zNJbe+pNlz9QWRFw9rZROUzRyidOoaEufM+9YJ7qqoJu5yMD7QyvucMluEjiL/uRtz79hBsbED1enHv34utfBRxEyexek8de061U5rj4M6lIzEZJYYXJHH4XCfGkI+7GtfiadLwqCqOmbN0Dk4oxE51EiFRT7BHKzu5fmw+KSeOcWXnHgSTicT8K/Ue1c7tWIqKybjjzqg6AcBtS4YzLDcRTyDMjFFXEmc1ogaDKF4vhiTdMXt4gkZKxwFENMyaTKmnGfHQLn5ZKdPQ3o/DbuJHd0ym5pkX+ItaDhpYXjzA14L7UZw6/ydu8lSsnS4QJmCQJCRRZNJwvQTlr64enIRkmZzvfB8tFMaUkYFkt9P17tu4tm6O4agJRmPUgXmgvPOPjediJLeWzyik7JVDBMMqu2Uf/QYbqmhEEPWENntM1kWu3k2dHmRFY6K7Co/BghxJaGYRrppdREqClVXzSlg5txjnurWM91XSmDOK0QumM7LwYqV8xevlqp59GIjswgCMRjp+9wi3yjLGRcsouG4VkiiS+vsn0cLhT/XnGwizScKMhOf4MXp3bMdSVELKiisJ1NbgXLtG71319tKzdjUZX76bhLnzeH9HDdu0SUwsyGaBqYtwZYVundTXR/bXvoFz7WoWKh7Omoz4Qvq5HjjbQb8vxJkGl25AiU47KHHXs+TARppqU8i8+94Ycm3Xu+8QbG4CVSW4cxuuMTMxntiBGJEkEM2WKPVFC4cJNDZcRN42SCLF2bHi3ReGLyATlpUYZKYmy7Q8/eSg0awgYIiLJ+36G2l99k+g6kohaTfcROjRX3B341p6rEkottjvCgb180tLtPLgtWMJzvgGDT//sT45SxL2seOwDR+J7+wZ4idPIc4kUPX0M1Hn9I5XX9YFvINB0DTyMjJIXnYlXYKACsx0nmRf8hgEycDKOcW6VdFVN/JW5wFCskplhRstoYEVMwsH5xdB4OoHb6T7zYPUha1MG5vDhGGxVQHBYKD4hlVI6ytRVN3aKNmhV2pEo5GsL91P1dkG2tfVEpRVBE3F0N7ELTTRb7BhE1Xy0pcA4K04TfeH70dJ9sbUtJgd6NCQ+900/eoRwk4npsws8r//Q0SLFcFkRJAkfRcrCBiTk8n79vdiPnuyppt/bKzEbBS576rRFGTGo6gq//j7VsYdeB+rGsJx5TWk3X3LZ46H/6n4fyap2SxGREEgKdTH9c0fY9QUuupOocoyO4zFHDjTQVl+IndcPhyDJLLpYAObN1dzZzCMEQiY7ThTSxg9Yy72XhfBhnr9wJqGGvBztsHFpgONBMMqbk+IrJRGrppVxJ1LR1CUGY9w9ji2FhUtoJc8fBUV0Qc3OdxPhzkFDbBbjaQsmYckCHoTf/ZcVJ+PntX64OxzeXgnuJVwSiar5pVQlOVAFAVmjB6UYvJXVdH85O9BUbCNHkP2Aw/ikBRcRgkiu0YEgZrEYlo6vCiqRp8nyJGX36Wy10QoQfdVSgq4CXV1IkYmsP69u7EAX7S20j5hIdOvW0yGQ5+QEgZq7oJOsjVn58SsCr0njg+iAQFDcgqZEUdtSRSRIyvBYFihuqWP0pxBVQfBZMIU8nBP41pc8elsHX8tLd262Gyov5+Wx39HR7uTLQUL6BbjiLMZEdygCiLj+85TZc9HAKwmI6MKBydvz5HDONevIykUJLmtmoxRyVB4sROze+9u8ruq9T4o6JB5iwXF7UYA5G0b0S5fDAkJCKKI8CkJTVMU1EAgSkYPNjfR9sJzURsU0WjAlJkV1XpElnUzUPQ+5seHmwiFYa+QRXnbOZKjOxndsiTv299D0zTy3zjGuQgMXdN0V+qB8qvBIHDDtAyyXnkFFBm/s4uOl/4SY+aohcNDSPYwdcl0xNuuRlRVDHFxhJ1OGh/9ua5rqmnETxisJATqagk7e7CPGo1osRJo1CsSltKyGPWTI5WdvLDmDBoa88Znc+vi4dFrpA3hwYkWK8r93+XRTedJKl7GNbOLyZ0ySu9Zf+NhnBvXk5qdjWowEV/pwytaEIDpZbGiv+bsbIp/9zi9Oz7BEBdHwtzLEAwGEiMC4zavU0cuDrhDuN1ogUG6Tbizk7qqZkxhBQmY4z3Hwssnkjh9RjQpt/b4ooDnkKxy4Ew7K2YWxpyHPTOTr33jKi4VmqrS/rcXcRw7ysz82VQnFrG8fRcpf3mLlhEjyb7vAdwH9tH3xrso2ctBNCBJEu6kHBI9XSQIMrYRg+0Quadn8NihEM6dO/jrJ43U27IZXZbJPVePieqA9n2ynbDTCYpCuLMD94H9JM6bj2g0kf2Vr9H15muIVhuZd98bc86yovLMB6ej4+vZD0/x2/tncqrWybCjG4lXdJqF56MPCa1ayr8j5fxHJjVNVek9eQpPtxtjaiqmtHRmjM6gqrkXz5EmHaEkK2ihEMeO1vCxaCAYVnF5gmSn2lk4MZd3PqlFleL4IPMyRvXXsClzFpLLhPD8Pn587WwM+/ci9/VhyswifvJUeip7oooKYUWlz6MnLIMksmhyHsEsgcZ9a/XSlcmEfdw4+nbtRBBEbvAc4cDYWwhrAqvmFSNKEslXDCpG9B89EgU9rE6dQVO/CbXfRU3rMZ58cDamCwRzu99/OwpL9p05Q7C5CXNePvbRY/Ce1M0CHTNnkTxlMtqaCkAXFM49sY2u+FIMmoIsGPAY7YOJaYiTc5LfRV6wntElqbS19/H86gpOVTuYOnIZ10xMJWnyZFTgrc3nqah3MnVkBjPHjSPc042mKEj2OAof/XV0t/nAytE8+c6JKO7hibeO86eH5kZXuNkPPEj7i3/GoGmM+uLt/HVdR3TOdRzcgs9dzT/yVuL1GEAI4ow4GB93DKPE28RdjWsJDx/HpPvuwDoEsaqfT6TxLYeRewb9toaGaLUOwv4NRlJXrqL/wH69aY++c/s8+6JgcxNNv/sNajCAfew4sr/8VUId7dHjaqEQwaZGEhctxpSZSai1FcFoiCqHyIoapQBoGjTkjiWlv0NPsHY7lsIiPP4wv3n1SHRy1TQdQdvvC2GQBCRRJCnexKZdVdyuanpJUdOQe3tjzjV15bX4q8+j9PVhHzMO67AyutxBXlhXgdcf5uZFwxj5i18SqK3BXFiIKS0dTVXpePVl3Ht2IRgMGBwJZNzzJVoef0yH5IuS7igQQc++ubWasKJPhDuOt3LlrCK91202k7T4cnq3bgYE0m65lZ+trmB51Xoyg92Ezwn4E7+FbfgI7KNGR529NVnm4bXrONLQSfqYkcxccCHcBwwJiaRedY2+G/zTU/jOVGApLCTnoW9jy8tFEMVB73Ld4jxadvMarPy5M42E7Cso9zWSUlbM8oWxVZ6SHEe04gDQ7vTTHemH/TPhOXoEz7GjEAwyo24HC0f14OusQw2F8J46iXPzJvo+2Y4j0MdVHbvYkzyOvPJiRt7/feSjBxFECcfMwf5m3MRJ9Kz9ECXSBzvqtXE+KRsZI8equtl7up05Y7N08QeLRf/9igKCGKPCYh81GvsFfbmBUBQVdaD6omkUtJ+j/aWzyIXjES6UPvtswZn/sfiPTGrtf3kBz/GjUciqMT2Dgh/9hDuXjUSenUPdj/bpk5mm0tnZSzhFAQRkWcXtCSKKuheXqmrU2nOotUeY8RF+0s/frURLv4p5cxNZPGc4P3/tRAy5VxBgREEiT75zgqR4MzfML8Wak0vazbfSt+MTbCPLSV15LclLlxPq6MCSX8C4z5DysY0ajTEtnXBnBy5TAgPTm6yoeAPyRUlNjHcM4Zjpnmc9a1djzssn9ZpVGFNSEC1WDOs+YoyrmTP2fPL97YiiQJGniTZTMn5zHCv7DiOEgkgJCcRPmYrnxHFd2V5VSVqklzgOneukoq6HsKpxIOAgQ8xhhdnM9qPN7DzRSkhW2XiggYIr51Ocm4fc24tj+syY8umY4hQsJgl/UCE51MdwVyPu4/EkREjZtrLhFD/2B0DfeWTu66fT5UcQINWkoWjglSyDvMBISJrKKUcpfquDHz90MVcrfup0XBvWRdCYBuKnzbjoPQCOGbPwVZ7Dd/oUtlGjSVq4GPuYsbQ++zSqx0vqDTch2e2crOnmLx+dRRIF7r96VIziTPf776L6vHglC9W1ToRTlWSMKNdBIACqinX2Zby/p4nuMddy+bVxFJTmRK9TcbaDCSUpHKjsIt5qZO4ty0j2TSfU1YltpH6c7Xvr6HDpK2NJAE0QopNsvMXIrYvLcHmCvLs9QJU9l2HeZiRRIDWij6jJMrLbjTEtjeLHntAFhTs7Cfd08+f1DdS39aMBz3xwmqe+NjvGM67r3bdx79LBBJqiIPe78Rw8qE+SioKmKHjPnI4mtTirEac7EAEAC5iGQMBto0YjSAZsY8dhKy0lccvbZAR7onqt3R+8T+Zd92BMS4smFcFgoGDl1VxKV7979Qe4Nm/CmJJKztcfwnf2bJT8H6itpfW5P5H6w+/E7BDl/n5Srl5J7+ZNKH4/oZLRiIJElzmJHeYkCqV4Vlww3uwWI7lpcdS36707SRQIhhT8tTW4d+/ElJtP4mXzP7WvpcnhQaSrqukcQmWA0SzT8+H7GCNKN2XeJsq8TaTNvo04RxxctuCi40lxcRQ++htCbW0EW5oIrDmEIuhzhaKBxxfikZcP09zpId5k4asjR6PUVhE3fgLxU6YBukVT11tvgAApK69DQMOYphsSa7JM55OPMbvHzK7EsZR7G1jYvR93cxjHoQPUTryauENrsKhhEpZdiSk5Cbr6LzrP/+n4j0tqqqLgPrg/uqpFVZFdTjzHj+GYPhODw0H+935Iw89+rKPdbEW6OoQABf42Jrz/DrXvyNxxxa28Xi0SCCtRceOBGCDf7qjso8F9lpYuT8y/axr8bd05gmEFgyTg8YW5e7KDrjdeB1Eg3N5Gwuy5mDIyYoiXF4amafxt/Vn2nm4nI/MKHrotlxU9Ku/sakAUBMryEkiMuxjsknHrHbT5fIS7ukhcsIi2F58j3NkJgoDv9Enyf/ATALxHD7O4s57F7Ee0WOgcN5e/uzIR0VjcexzR6+bj1KnU27OZLKZx/c+uI9TYiDEtFUNETFhVo0U5HTIvq5yo7uZUrTO6Elc1cHnDOKZ/Oi9t1dwS1m06zheb1mFEofPFCrj1dhJmxboRCILA92+bxLYjzRgNIlNzy+h4/DeU+pqpseehISAIYELhzqa12JQgBkmgd0caifNiRaWNSUkU/Op37DtYTb1PQvGKDL8Ez12QJLIuKLuYs3MoevQ3Mffq2Q9OR/lsz35wmqe+PnjuqtFErzGOl3JXoAmwdnM7P8zOo/AXvyJQW40xI5NXD/VwoKKJsKJystbJ776cy4CgUt/OHVy24RVmI5J1y60kpdghxR5jEGsySDrYB03X79M0jGqYlFAfWFOZNDyN+nYd6LM9ZRIGoCg3kXoxie5dZ8n98M9oPi+G5BTyf/hjOt96k/59e0BVcRZdhybZor81FFaxDBl67r17YkWJVRX7mLH07dqh79RMJrYq2Wz//SckOyzccXkZ7+6oxeMPc/NCnZytyTJd776tox41DdfWjyn82aMsmD0C8fVN+mEFkUBtNQ0//SHW4SPI+dpDnwl+CDY34dq0Qe8rtbbQ9ebr2MdNiJH68leeI9jjxFpaRqBel2xLnDOXlGUrSFmmC3aHZYUP/3YQPCFUVWPh5EHkn9zXi3vvXiRHPDcvHM0f3j6JrKhMHJ5GmuCn4fe/QwsFEUwm1GCAlKXLL3mucZOm0Ldzhy5+kJZG+h1foPmJx5Ej8loMlGaHOFv4Kk7poLBLhKZpHKx24eoXmFY+Ef+uBjRNn8tU9AVPW7cPWdHoDSjsmXAFt33t6wBs2N/AJ4fquaPidYyyXvnwnjyBYDJHXdeDzU0EGuqZEQwyyXkGS2oKaqRVIQBLyuwk3vNnNE37/0CR/5s409CL32DHIes9FwEIhWRcJ04RP22GvirMyES0WlG9XrrNidEV/rL2PWiRGnDaupf5cmYBz5unEBYkVMnIpfRaw2E15lkWRYG0BAuuSAlMVjSauz14jpwf9IEyGPCeOokpY/Fn/pbzTb0cPqfzqzr6gqw+5+WeFeWMKk3HG5ApznJEB4vc10v3h+8Tamsj3NmJISmJpKXL6Hrz9ZgHONDQEP1v+9hxhNpao7yxY2ljkft0RQ2/JnI0vpSTjlJk0cAnDUGGN7iZUBZLvp46MoMjh6soPL6NBINKfefVPH+wcUDQAJNRwm41MGXEZxsbLpyUy+hQC30tBgjKaKEQ3uPHLkpqoK/yr5pdRL8vhDcgU/TYE3zb5+dsV5AOl58R+YlYu1vpfjqMqMkgQ9+uHRclNYBDdW5eO+IkFFbZc6aLH94xOcaZWw2Hkbu7MCSnfCb4QwPig26Wtu3CpgTYnTWVAXugt7dXYzvbTp8tF1kQdUUUWePg2Q5WzS2Jauo1tNdHFwKaBk53AHnfTqrfexs1Uk42oND16j+wDx+BKXOwj6rJMuOdZzhuVKkXbIwtTcUi+xm7+SVMahitFSoOZzF6yki+dt1Ywk8+isXroqJVYtPaSmb0niajrw8JDdnpxL13N/17d0cT1YLOA6zNvgxEkdljs5HqzlH76iuoAT/m/AJUT+wKPOfh72ArLSX3oW/jPXMaV2YJ23c5Cckq7U4fG/Y38KM7Jsd8pumJxwlUnh38TRr07dnFnGtW0W34Iu5N61H73aheL1pE+SbY3HSRrFnMfZFlBm0KNNRQGMe06XS9/SaqN7IYFUV69u3HPmECCXPn4bfEsd9rR9lVy+LJuditJowGiZ99cSpnG1wkO8zkZ8RHx0fDIz8j3O+h25JMy4guZCURgIwkG+G2NgRRN/7UQiEC58/DpyQ10Wgk7zvfRw2Ho5qvud/8Dg0/+r7e55QkjMlJKP1utFAIwWDAPm78JY+lahof7Khh85FmFEVj48FGikrGQI3eZzMbxZhqoCQOOkrUtblZvaeOKxu2oCoK21Imkhl0MtJTD8EAihzGfWAftrLh0fFhEsGam4uvzxURRRajpeF/Z0KD/8CkFggp7MqYwtKWT5CAE/ElbEqfDk64bvVerrhmFoIkkfedH9D17luM9vVwRsxAkCSdBT/Ek8/c08r9offpNiWQP24E7zsmU93cF12ND89P5PrLSnjszeOkdNbSZkkjrBlw9vmJjzPj9ctomsYVU/Mxq6YohFgQxZgVtqpqn8ubE6L/p5sZDg33/r20v/TXQcgzoPS76X77rVjxWXTy78DKKeWqazClZxDu6cYxfQa2Q4M9pT2JoxnmbUSJgBY0QaT3EnpuRoPINa3bCfibQVV571wnQUnvIUiiwNevG0tJjgOjQaKr188f3jqO0x1k0eRcrr+AI5U8fBhuQIuQlu0TPp3KcLy6m+c+PI2AjnDrcPkwmyS+ft048tLjUWw5uCQRLazz9qyllzaGPN/UGyV3I8D+inaefq8TURS4Z0EBwvO/1XtngkDWvV8mfvKljRVFQeAL/kMYAl2IwIrWHew7fhm1zb18cqaLB4JdmDQ5uuc3GURy02JdDuZPzOHNLVWIokByvJkMq0bj22/ElMX0m6HR+vwzFP7skehLnW+9gXv3LlaGQ4hWK0UPPM6Wf6zFrAYxaQqaBsEj+2HKSMoLkznv6wVN44y9kLAg4RGGCAULAlJ8go5OjYCZhnubGJPRRMK1N5NggppvPBjVBvWfqYg5PcFqxVaq31vrsGFYhw3D296PtrMbSZVRBImK+l6aOz1kp9lZt7eeMzVdXFN5NrYmoiq4Nm0gbvwEUufMIXXOHFqf/ROe48d0gruqxogDXyrMBYXET5mCe+8eBJuN5KuuRjAYyPvWd2n6/W9oVaz4bQ7e3tlDt9HBNLmKw2njcfXru6N1+xp45J5pZCbbMJskxg9L1U0+T55ACwVxWZPx9nl5K2cx3aZEwr2G6HO6dk8dSx+YjGA0Imiazk0VoPZ738I+chTpt90Ro5YSHUtDRMxNKalk3fcA7X//G6rPS6CuDvvY8Vjy8zFlZRM3YSIN7f0cPd9FUbaDcYWJHD1aw4s726LzFOgUjollqZxrdCEKAglxJpZMySMQlNlX0UFRVjxLp+mLA28gjIBAdqCLDekzqLLnMcLTQKm3CZOmIEgGDIlJWIqKSb7yavq2bcWcm0vmnXcj97oINjRgHT4cY/Jny/v9q+I/LqmNK03laEYqSqsBSZPZnDYNNVJHfr8ywOWRCd2YnkaopZkrPOcYZs3GNnkaJcseoP35Z9DCYZKWXIHr442YNJkc1U18ahLfuHocJ2t6EAUozXHw/t83Uv/Tl7jeZkcNBXnNughFkFBUsJok7l42kni7iex4A20vvK1DYjOzSLlmFbbhI1BVjWc/OMXRqm7SEi1879ZJMZyeBLuJsrwEztS7SE+ycu3ci5XPw06n7jl2oUOupumN3yHNbtDtb/znzmIbWY4gCDFSVTXNNdH/DkpmTjv0XZnJKBJvNX3qbivU2RUth+T4O6lJKERRNeKsRkpzE1A62ml+501eDxfTKTvQ0C1OppVnRFe8AMbkZAp+/DM8x45gzs3DPubiZv9AvLejJoq4GkBCyn6Zv607y6/unY4UF0f2l79C3yefYC4qInnJFZc8zpQR6ew73Q4C5Pg62LovGOUgffLqR8yNoA/RNNpefB7BYKDtry+ghcNYS8tIu/4GLAWFANiVIAP4zlNxxZxZs48VLdv5pGAVVfZcyvvrWdx9gOrkMqYumsGUEel8cryF9z6pwWE38eC1Y/nebRNx9QcpL0zGEPB9am9ddjmpa3Pz0np9Z3Nb7ZmoZYsaCND0218ycvpl9B8TQANFNJBdqi+kgiGFquRSCnpqyfN10GTP5njCMHJDPYwWenBMnkz8lKkYU1NpfvIPaH4fkiOBnCtXYIw3o3g8aKpyyfMS7XFkf+XBi17Pz4hjTqCGXVI+iiCgaiofH2qiLC+RdfsaCIUVwoI06HM4JAK1NVGSfvrtd6CGQ4S7uki56uqYiTPUrjttGFMHlU46XH4MK2/F0t1NoPIczb96hKTlV5K28lqSfvEYj//lIMU91dSbM1BFiW3iMDRPMPp5RdX447snsJgMrJhZyMSyNDpfe0UXAAY+zF3IcGuWntAu4FCajRLGuHhyv/cjPEcORa1anIqR2mPVjMvdQdrCi3thF0bc+AlRcr0WCuE5epjs+x8AdOucp/++k2GuGpqMVszhav7umEsosrAs9LVyRed+VMnAqGu+wZh7Z9DV66coKx6jQWKhv5IJZ9dgaE1EmP0QZGYxIj+Jgsx4KtuKaDenoIgGKuKLyZD7mG7sIWHiROKn6j23lKXLY8qpks2GOft/R51/IP7jkprRIHLP/cvo/cBL95YtGDUFOfIzTSYDrv4gbT0+ctQ+FK8PQiFKQvWYzsnE3bw0qggPIDkc9G3fhrmoiJQVV4EgsPtkK8ere7AJMl+uXoNRU1BDvYQEA6KmgaYioeIPKWw+0sxti8vo2bAOT8VpBEUXzA01N9FZU0V9xkhOV/UAIt29flbvro1q5B0+18lfPjqDKApkpdj4yRenROG3Q0P1+y4CSCAIYDDgmDMXf+U5wj3d+kMRKRUMIP4uDPMForMmo0hGso17rywnPdF2kZ5b5/YdNG/aEoP8W9G1l+q5U/BLZhZPzkMSBRoe+zVKfz/hrFQ0W5wOWRdiWzDR78zMJPlTyjNDIzneTFuP9yJ3+4Er4Tl+jLY/P6uXlvoDPN2RTk9fgKXT81k2vRBV0yJCx8l8/7ZJNHb0k/nKan6TMvjdvVxQblRV2v/yAlpAL1H7z52h6Xe/pujXj2FwOEi78Wb9OzWNltwxzKreTbziZ0XHbralTqY/JZdF4zNZtWAektVKnzfE65urooCfv607yw9un0ThQFXRGE/qNSvpfvedi36/Ggjy9JtH6Q/qF2CPkMdsszPKqwq1tCBtWUfmqmvpO7CPpPJRmKbPprnLQ1u3l4/SZpJhKkQDCnISGZabyKRRM8hLj0MNh3B9vBGlv5/Cnz+CZI9DMJmiZSQpLo7E+Qvo3brloptoysrCWjqM/iOHdW7j+Im6CkYwQHZnFWTp2qpGRSbVAu0ur76jEAR2pE1hUddBfThHHBw0TcMyfFA30hDvIPfrD190PTrfeI2+nZ8AkHT5MqxlZXxYDzvPdJEQdHN33bno2HCt/4i0ldfS2uMnXvbil/RdKugm8SazAW9g8BnpdPlRNXhhTQWP3jON/oP7o+hiY78LkzbEVBiwWQ047Ga+cMVwgg0NNP3+N/qu0h7HeXMWq1NnIqKx7aTCLy5TL/lcXxjGtFS9Lw4xSbuusZvb6tZiUoLRfrIYp4Kky+Nd27Ydo6aADN0vPkvRr38XXTiHujpxfrRadzPo6qThkZ+Rdt0NJM5fyHdvmYDrynKsW46yoTqAIBmoGTmPW74w+Z9WY/rfiv+4pAYgiiLD77+H5Gtv5MGaTl0AV5JYPqOQH764H0EQsIsK90qiXv81GmNUzgciacEi4ifqdX+fInC2ppOTkZq0EA4hRNbRImCURL7QupHj8aUcTR6F0x3E1R/E6Q4wv72VDEWXV5LDMs6N60GWcdkr0DLm6hqBmora3QXo57HxQGO0fNDVG6Cho5+S7IsdeU3ZOdjKR+M9rYu2pl6zCsfM2XR/+H7EMl5FSkhAtFiQnU5s5aOwlQ86EjvdAVbvqiOsqqycW8RrH5+n3xdi1pgsSnISGF+aehG6EsBfXUXLc3/Wez1DkqrJILKk2Iy1dBiqplFR04nR40EAFnYfoiPncrxGG7NGZ5Gf8fkmo58Wdy0byd/Wn8XZH6Q0J4G9p9uxmCTuWqFfv561q6Nk8HW+dJoilkEbPqlk8+5q3LLArNGZ3Lm8nILMeAoy4znxmjmqbo6m0ZszDFtyD75TJ0EUSVy4iL6dO2NPRBAId3ZgcDiIGz+B4sefQgsFmdMRpvX5IygBgZHeBkaGWin8+S+jGpCgw6GHJgVbay2tz+7DnJ9P8tLlCJJE8hXLsUjQ8sHqqJ8agCCJUYI1wL6Ekdx462U0P/H7Qa6V10PKFUtJuWIpFXVOnn5+Pwh6r0fToNGWidEgsrQwmWvmFKOGw/Tt2UXvJ9sINTejyTLu/Xsp/u3jF/VF0m+6leSly/FXVdP24nMx1YC2F5/XqSOArWw3OV9/GMFoIl/wMK/7GM3WNJZ37sPYoBGYNIftJn0Xdj5jFNffNAdTTzvdqz9A9fkQBAHPwf1YhghNt/V4+fPqCrwB3ddwfHESvdsGE6zzo9WoZivbcq9FE0SCF27+IsCSoiwHi9r3YQr5aLWkoQoiRZlxPHDjJF5af46Gjn69r+cNMby/nqnuczjfqsaUlsb7/lzOxhUwwX2evGAPyzt2sz9pDJkOI/fevyKq59j63KtRvpuMlwNZM6JiAC5VpL69P4aTealQvF6kxCRklwtTVjbZD3wV0NsWSeF+ZE3GoHft0DS4umMnH2TOQzAYMQhaFFGpBmKteS5cEWrBIF3vvIU5Nx/rsGEkOyxcvWomY1rduH0hRhUmfWpC01SVUEsLYlxcDJH/fyP+I5Pa0BhRks7vH9Qnkpc3niMYVrEoAUp8DbinLCTfImNISbkkiKBnwzqcqz9gn2Mku1LGowlC1EfLa7BRbcthuLcJ0OHjo+69k7ElZRx6Zj+gP2PdfQHWUsQt0hksSpAARuJkfZAX+tso76+nIr6I1HAfSzIHSym56XYaO/uRFQ1N00hxXBryLwgC2V95ENnpRLLbEC162cF3Sq/5n44r4mPHNMx2G1/58ihyCge/wx+U+eEL+wlGkufhc538/oFZOOwXIyovjFBH++AfEU04wWDEnJsXVTd/YU0FJ6p7WOIoYYSngRQhyPWFKu/0GDlS2cmk4WmUX0LB47PCe/oUXW+9jmiP46t33xsV1b3Qnt6YkhIlyIeQ9Oda00jzd9FgzUQTBA6cbmXuhNzopBK36iakbZ3I+oXF7VcQb72PYqOMJssYU1Kwlgyj7YXnQFURDAYkmz3G2UGy2cBmY1IixN9/D4E3XsLo6yXtqqsxpaejaRpnG1yEwipjSpIpyU2gsrGXxJCbxU0b8WgK3tMnURSN1lGzCMsqi2+4AaGoDH9NFT2rPwSg32CnPDeeMy0e8vztLIvrIdxrJvnKq3Gt+wgESF4xSPJdvbsuukjqdPlZOCmXU7VOirPjWR7RZmx9+in81ecH1TwA1edD7u+/5ERlSEhEtNtiJsdAXS3UMcjvOnVS9w2TJHK/9V3Mb79JsOkoqibrqjVHdvJgmZPw3CsoGVuGzWIg2JKoL0hUFU1V6T96OMY94c+rK2iMUGieX1PBkw/O0oFfvkHZLyHox6yGCUhmPKY4zqWNYmRXBUgSWffoSNY4q5FhKWbC9c08WP8OAUs8o+74Jha7ma9fPw7QdVVffX0nKzr36Due4y4qk4qpjNM9/VrNqYiCxkhvI+WhNhLHLIkRKDYkp0DE7VtAo3B4Ae0NXmRFIzHQh6O/G03T1VA0iApBD42ut98gUF2lG422taIGgoRlhV+9epSuzl7uFgwYBV1dRAByA1082PAeaTfchDrqano+WqO7e98Yq+hhysgkYcFCejdtHHxREAg7u7EyCAj7LGUYNRym49WX8Rw6iKbICKJIxt1fwjF56qd+5l8d/5FJTZNlAh2daJopphGbkxaHxaBxZ/06zEqIrUyjOamAGWmFXHsJWLBz9QcossLOpHGomnARebAjKZ8RoXZdKUOR8Z09Q/q48Uwflcnhyk7QYNm0fA6e7eQ58TrMSpASycuKhs0RAUFYET7LssZDGNPSyZqtCwoHmxqZffQ9AkIhnpxSll82nMS4T0feCYKAMWUwWWmahjm/gKDHx4aMmSiCRMgv88L6c/z+AZ2cqWoaJ6q7CSmDE5KiajR09F9S//DCsI8dh/ODd0EQ0TSV7K9+HYMjAVNWlt7L0zQOne1EA9amzuBYwnB+8MVp/OGdOoKRHdRzH57m6W/M/czvqW938/GhJtITrSydmEXrM09z1pTJHsNwUl7czgMPrbxIPxEik0mEgbyw9wRvOLKRwyoWZbBfgqKibV5D9eE9GDMyyX/wG0zqMHAwct4ef5hfvnKYx748E1uC/h3xk6cQN2kygdoawj3d2EeP+VRUZNnwXNSf/ojKBhcdkohD03hjSxW7TrYBUJqbEPWCyw10Rt2ctVCId854OV19GhDYdaqNh68fh7V0GPbyMbhq6njyqEqwxUNGyMUNrVsRFZnOmpOk3/YFCn+lUw2G9ptSEszUtekwblXTWDAxl2vGJOCvqUHr6UJLT8d3tiJm5yiYzDp9I2I7pGkageoqNEXBWjYc78kTtD77dMxnDsUPJzfQSbriRBDAEhkPAJb8AvK+9V1a/vgE3lMno2R+8dxJLHXnMT/2OGDAmJqKaDKhhMMIBgPW8jG4vSHibLoq0NDSoKpqupzUnQ/S+87rWJQAQk8XAnBT62Y2p00jfvgwpl/xFTIuoSCfNHcOXS2NmFSV5HHlMSa3ACMyzNztaEYZEP0Mh2NQ0O2WVBrK5zLCeR5LYeFFIsGp16xC6XcTbGggcdFibho3AtP+FuKP7GBE0xH6/riOyokLeb0vE1lRuWXxMOZPiD0Hua9vcCcsCCheD2dqnbT3+AiqEu9kLuDK0BlSehoHFxiihCEhkfjF00hcuAhBlGII1QORdt2NmPMK6Hz57yAKSHFx2MeMu+h9aiikA14uSLquTRt0l/UImElTFJyrP/z/Se1/MsLOHhof/TlaIICUnEz+D3+KZNV3L/Mn5hDuaMd+PsgxRyln7fnIssTWI82U5iQy/gIdNtFmR3X3YVBlQpI++STGmbhp4TD6PCEmOvLpeeoQm1OncMpRSo7LwkP+MHcvH8niyXmYjCJZKXZmjc3mg521yKrKytnF2F1TCNTXYhtZjjEtHaW/Hyk+PvrwNz/xOKq7jwVUI/UcpuQLT/6XrkH7i8/jPVOhEziHDEI1ss1UNY0n3jpOVXNvTEtEEoUYOPtnhSHewcRnnqbl6GlMWVlR3tpACIJAepKVrl6/3qhIz8ecl4eq1kbfM1R9YWg0tPdTUe8kO8XOn9dUEAzrZqwBVx+lgoWPMmYjiwZ6NJVXNlVy3/IynGvXEO7uImnx5ViKihEMUlSkNl1x88t5cVjGTaLyt7+jS06m1xDHAq0BDh5BDQUJNjbQ+PvfYRtzJZIkRNVhNE0v/xZkDiZOQRCwlpRiLCymqy+ATQvisF86sb24poLj1XrJetaYTPZVdERNYM/WO/nyNaM5XtVNqb81Bvl3WkvWhbA1jbO13fSdOYNcV4O9fBS7tCz8Ib1CkOLrQdEE3IY4zlvzyD/dwNyZs9A0DefGdXiOH8daMozrxk1EVlLpdPm5cmYh8f5e6h/5GQM/Mu97P8BSWKTrHWoapGVQPf5yUkeUkC/oMlxDARJxEyaieLwXlbBOpI0mt2EzIioe0Ur6PRd7uqXfdgcfP/smWc0VxMkDuysN2dWLZLMjms3k//hnuPfsxtXeze9q4+n/405SE638+M6p3LJ4GM+vrtD5YpNy6feF+PW2DuTE+RgEgYfcbyCEQ2QGndzpO0DxzTde8t70Hzmk28UAksVC2o03XTRptz7zNGpVFUIEGCOYTMxctYiTWxs4ryWRYhGYcfeNMfqVQ0M0m8m65z4AOl59mc7XX2VaRJ1Hk8NowDvtdoIG/fivb65i9pjsmP516jWraI4sJswFhcguF6K7G01VGd5fzzUdOy/6XlNODnERpK5ks1/07wPR+fLfOXuskk3pC0mQVK6+6bIYOy1NVWn/y5/pP3wIyW4n7zvfj3rvAcjOnliEtSh+qiXRvyv+qaS2ZcsWnn/+eWpqarDZbEycOJFvfvObFBYWxrzvww8/5Pnnn6elpYX8/Hy+8pWvsGzZsksf9F8Uvdu36aoXmobmdOI5fJCEObq+mygILFk8lrotNrwGm66UDciySp83eNGxcr7xMB3/eIlbtDOsj5+CwWTknivLKcwc3I433vIVTu3pIqSJNParrN5dx62LyyjIHET1JdhNfHHpkPJYQiHG/Hz8QQWjIBC22Hn8jePUtbuZMCyV+QP8GUDp66Xqq/eTdv2NMSXSsw0uXtmki4jec+UoclL1gat4PHqTXlEwAEv6T/GxQ/fUumpWIaCXn8439RKOTNySKDC+NIWVc4s/c0d4YRji7J9pvfOdWyby4a5aRFHgmtlFCILAHVcM5x8bdafdmGsSiaZOD79+9QiyqiIKQrQcE5ZVzjtlhk+ahtARSc6CiNMdoOuN13Hv26O7b584QfFvHiP58mV4T58m1NKMbWQ5jomTECSJ0d95mB/u3YNgMmJImkXrM0f0L9Y0Dvri2VXTH+15GCURu9VIdurgQ64EAjS88AKdrT28lDSXsKZP+FfNLuTq2bGed6qqRXd9ALtOtlGU5aCmpQ9V00iwm5lYlsYPbp9E76snEM7WRz+bGehBQ4g0+sN0PKXrEjrXreX46Nuj72uwZuIz2vhbzjJkQUTqkxBPtjEu1ETPmjVooSCB6iqErR+zcsJEsu/TUXOujzfpgKHIhOQ5dpSch79N77YthDSBR8/H469WoPo8oyq6+eaN43Hv2RXtU/Yf2E/yiqvwVZ6NanrGTZzMtP420kJ9CIBFDaGdr4D8bMI9PXS9/QaaqtIw8QrWWkcxMkliUfchjEYDpvSMGN6dMTkFx4yZrH/sFdwJ+aiCSE+fnz2ndZuhp742G1nREba7TrRGrjeE0Dh92W2MrdnNJrEIT0YhV9c7LylU7d63b7DUajAQqKm5SJg52NSk0wcABIGCn/wcU2YW35sy5Z+i4gxEuKeHvl07o+oqiGK0kjD0EDYlQP/uHZjT07GXjwLAUlhE8eNPIff20vLHJ2j/6wtYVZWZSaOZ0FsZsxgSDAYEk4nse78cXSRrikLf7l3I7j4SZs3BmJw85PWdvFdwLV6DjR5V5pOXV5O1cBiOWbNR+j00P/Ybwl06QEXxeOh67x1yvvr16PclLlpC/6GDqLJeTraPGk3GF+/8p67Jvyo+N6nt27ePr371q1x11VU89NBDuN1u/vSnP3HnnXeydu1a4iI8kY0bN/Ld736Xe++9l1mzZrFlyxYefvhh7HY78+bN+5f/kIEYWgrSwmF6t2/DmJGpEwUB0Wgi/8c/Z/SGPexv1G+6ohHjyjwQlvwCCn78MwqATyuSiZk5CIZeCCuomkYofGmo89Bo7fbym9eO4g/KlBcm6RNdax+yonG8qofp0xdiO7h90FE6EKDzlX/gq6wk3NGOZjLzlDhtQLWLZ94/xa/u1YV4BbMZwWCMqmpPtXuozHTQ2u3lza3ViKLI+Pw4ZFmJCudqmsa8Cbm6/1adi9ljMrF9hqv3PxtJ8WbuXBYLwJk1JosZo/TJ61ITwvmmXjT0CUpFw2aRdPKqqrGowEiRuZAiAeqdYexhH6tCTXjOHovxGQs7e7AUFFL4s0d0DzLgo731VNS7mF6ezmXzdRi1FlG98Bw+BIDbYEeO0D8MosDkEWnMGpOFP6RgNEhomsaWJ/5GXs1xdmbM0rWhI1XpNXvquXJmUfQ3hV0uXe3BJuHyKwgCZCbbePDaMazZXUcwrEQV3PMz4sm68zYaHqlGjdijrGr7BEUUMWuR3xUpP2mqSp4xSJckISsaAUscXdfdR+iA3uNUFdh7uo3yxM6okj7oJXnPkcM66MBux5yfH6N16DlymMR5l5Gy/EpO1nTjjwCPQO8rqZqGMT2dUFsbaBqG5BRSVlyFaDQRbG4kYd58bMNHMHvjJpw1uuKF0SAiRThXzU88RrijA4BjXXZCliJOJJShGo0sCZzHlpCA3NcbUzINe72Y1FDUSkfQNGyRfpVlCFK3NFcvjwqCvhApmVjOJ/ZUTp7tQO7w89S7J/nt/YPCw1pEZchaWorvzGndSkqWkeIGF6ID4Zg5i75dO/TvLC7RBacj8V9BAQomIwNee/qNUrGUDkM0Grlnfhl/2d0BoSD3N62n5+0gIJC66jqSFukCDaLZjBYKEnb2RHfH012nL/qe1JtuwTF1esxuq/PN1/UFiSzTt30rRb/9ve7xJ4pI8Q7Cgn4tr2vbRk6gi663jtB/+DCS3R5NaJFfgWiKXfSas3MofuwPhHucmDIyokjovt276Hz9FQSDkewHvnpJIN6/Kj43qX300UdkZ2fz29/+Nro1z8nJ4frrr+fIkSPRhPXUU09xxRVX8M1vfhOA6dOnU1tby9NPP/1vTWrBlubBGr+mEWxsoOWpP1D0m8cwxOs7rMpelVfb4hnKtD5V28OiyXmXOOJnx+jiZIbnJ3KqtofEODNXRnZDnxaaqvLmK1vxBGwgiJxv6sVmNgwpA2r4pi6g/OrLaX7stzGDynNQB6CEBQm5eEo0KXn8g5OXaDSS+/C36Hr7TaS4ONTlN9LyQWWUYLzpQCMTwhKFgQ7qLJm6w7Gmsm5fPXWtblRNY8fxFh69Z1pMKSYYVnhjy3maOjwsmZrHtPLBVfWnharqSMKB3VYgJPPHd09R09rHuJIU7rt6VIwpKMCw3ARdIFgAoyhwT4lMnydAFj6Et1+jSxRZJQgYv/o9lL/+EbWuF0XTdBSryYwhKQljVjZ9u3cRbGrEMWMmh/rMrNvfQCisUt/uJj3JRnlhMoIokn3/V/BVnaflid8zPlDPCXUYmtmCzWKkuqWPY1XdGOQwDxpO0d/Ti9cnIaJiVWN39gLwwxf3M39iDgvKHDT89IdossxNko2Dk6/FkprKtfOKsVuMLJmSzwe7a/lobz0r55aQYDdhTE6h9ImnafvrC/QfPIBZCccIAeg3V0QQRW5dVEJ6o0p3X4DLp+Zz8FxHzNusZgPxU6fh3Lg+BjwxoMsIYBsxkrQbb6HzlX8AGq1dHs799UNm3HcLSfGWC46ny2/lPvQtut5/FxSV1FXX6ujMZbH0i7SF8wmfPYX/fKW+Q44I7Mo9PdHnsqynilMFJQioLGrfj1EN43N10vqnP1Lwk5/r483dz29eOcyEUIBhnkYabVmMLU2NLoiGRlaKnR/cNomTNT0UZTsYVZjMmj11TOg+zZj+GnosSXS+eh5nSz2WomJCrS2EWppBMpB4+VLcOz5BC/hp/sPvyLr/AeLGjh/8PTfeTNy48ajBIPbRY4ZcSg333t0Em5pwTJ8R5dF9WhjiHViKignUVOsvmEw4Zs0mYdYcckWRJyeW4a+ppvmJcHT36N6/N5rUAAwpKTEo05Bg4HxcPuX9dYho2CdOIukSGpC+itPRY6rBIL6Obtac9dDS7eWKm+5j+a4DrAnnke/vQERDCyv4K89izMqKOY4xI/2SHmqixYo5Z5CbFg4EaXv574iqLhrf/tcXKH7sic+8Pv+T8blJTZZl7ENM4wDi42NXNE1NTdTW1vLQQw/FvL5ixQq+//3v43Q6SU7+r6Hc/ruhDJBlLwjZ5Yomtec+rCBwwY7qbIOL8029lOUl0tLl4eC5TnJS7UwZkf6ZMi+SKPKN68cRivR9Bt4bdvbgPX0Kc04u1pJB5QzvyRMYejoQbYWoAqiywqyxWTR2emjr8VGU5WDy8HSMBpHMu+6h6fe/vYhYbdQUprpOcyhpNIJB4sYFscoc1pJS8r//I0D3rBI4D4BBEshNj8OQbGWJ8zAvZi1DRUQVBBo7+mPQcb6gjH3Ibu39HTXsO91OWNF4af058tLjSUuLp//oEXq3b8VSUEjqNauiK7Uth5t4a1s1kiTw1VVjGF2UwtajzVS39CIrGqdqezh4tpMZozLpcPrYdrSZpHgLiybn8t1bJ1JR56S0Zj/i+q3YBnaskXMRjEYS6s/Q7e4bhLhbrGTd/SVs5aPo2/kJ3e+/q1v17NpJy4qvDKqGaPrvKy8cvF62YWXk//AnpNVU85uiUnpNCbT3+Pj7xnMEQgoLuw4j91chIXEwezEl3mZmOk/RbM2g25SEKMLovmqm1Z/CeTaR2kVzESJEWQchrvGfInv5A9Hv++3rR+lx6w7k9W39/OyuwaZ6+s23oYXChNpaiZs8FfeenTQodkKl5QxPNZM5eTyWwiJWDZlDne4ARoOAFAyQonqYPWIExtQ0in79GB2v/gPPoYORwSrRt2sHceMnYMrOQZBEQKPBmsE7WQsRgxqtv36Rub7zLM0Yx05LKXariW9cp5PgDYlJZN31pU99FkCvhOQ+9K2Y19RwiLhJU/AcPQyCwNgpIxh++SQaG7sxn1dQETiYUE67ksHyOiejipI5uWU/nWI8a7PmYlUCFDsEvnTTtE/93vyM+Bgi/5VZIYx7TmDSZNJCvWiH6wgD4c7IAkBRIBwmUF2F4umPjiPn2jUxSS3U1oq34rReGh2yAOvdunlwjO3cQeEvHo3hj10qUq+9npYnH9f73OEwna+9gmvDOvJ/8BOkuDhMGZm6Zid67+7C0r5ks+OYNQf37p2gaaxPn0F1QhEfp03FZhD45d2X9kqLmziJ3u1bI1w5O2vOuNlxsp2wrFLTIvLIPTexxGai7fH9BOrq2JY0gRZrGnc0bxgsbUoShY/8GkEQaGjvJxCSGZabeMnd6seHmige0i+XlYurYP/K+NyktnLlSj766CNeeeUVrr76atxuN7/97W8pKSlhxgxd1by2Vm/+l5TEKl6URqRyamtr/21JLeWaVbQ8+Qe9X6CqCCYzpoyMGJa7ql58kRVV43xTL6kOM4/8bT8hVcAkari9ZSyanH/R+y+MoVwuubeXhp/+KLoqzrr3y9FavSbLzHMdp0e002NKYLrDx+iiFH75pRSdhHtwP/Vf/7JuCPjAg+T/+Gc0/+ZXqKqi9z9UlbAg0WjLQhEEUu1mFEXjzXUnGB9sJqcgnbiJk6PJ1WYx8O2bJ7B2bx3J8Rauu6wEq9mAtPgqDBVhQhHTQ5NBQlF0ZFxqgjVa5hmITpc/2oMTRQFXfxBPbR3tf/mzrmlXU41gNJJ69UpCYYW3tlWjqBqKqifBx78yC0XRBjfRgKJoeHpc/PzFQwQ0CaMInS4fd1wxgqIsBw1bXooiJWNCELCUDsOcX0CotQUAx7TpxEVU/X3nzg72SkSBSY4QO4wiiqrTI5Iv4cRszsmNIt8cDADz9JN1qH5EVcGKwrz+Ct4bcyOZcRLfXTWNtz+pofZkFYs6D2DUFBxhL6GKE5gHkq3JhG348Oj3qKpGT5+uTq9pGm3OWPdpyWYj+8uD4IrmkbN4e00FiltF8or8fFEmF2LYJpSlcfv4eJLeeQNJFDC9cgDlJ79AstuxDSvDe/y4LmmlafSs+RDnurW6SebYcSCKnI4rQRYNpAedTOs8hqopjPPuZfY0lay7PzuJfV4oPi8Nv/gpcr8upJzxhbuInzKVQF0dhsMbCGVlsdOfwu7EUciikdr3TvLTO6fgcFhQ0XlVIcGIw34xV/KzojhOo8MoQoiYnhMD/Sz0/pPijQW7CEPcI2S3bpypBgIIJhNyb68uwkDsGNPQCNTX06ZYCIYVSnISLgnNt5UNp/Dnv8S5YR3uvbt1FwSnk749u0i+fClSXBz5P/gxvbt2YkpPJ2HuZRcdI+PW25HsdoKNDfQYSpB9KogmJEGl4713MXv7SFpyeVTlBvRkaiksQnb34Zgyjfc+qo62W0RRoKcvQFqilfyHvsVbP3ma4wllqIKIghDhv6FbFDmdbKrs56N99QgIjMhPjFIfhkaXJ8z5tGlc3n0AWTAQXnJpoM6/Kj43qU2fPp2nn36ab33rWzz66KMAlJWV8dJLL2GKDIC+yO7I4YjlMyREoMB9n7J7+rRISfnvk3JJm0zOuBcJ9/WhKgrh3l4cI0fE6Kl97cYJPPnmMVRVi/KGJVFkxvgcmvYdAUUG0URIEzh1oo6bl476L51C9/nTyIisS5xImyWFOXvOc/fC2XRs2YrW3Ig17Ocy51HWZMzhsMfGfJef8WXpqOEw+//xNzRZRgkG6fzrC0x48XkOf/G7uFvauGzReGzNVWzaUUm3Kwk0AWd/gFc3neWu+g9RZB9tRgPZrY0U3fXF6PkkJtmZOjY7Zsc5avllCFU7IaxgFRQWpfhIG1lG2Gxjank6Ne0eCrMcZEUAKDdfMZLKF/cBGpd5z2B+4i1O+AbVTLRQCKG7A5PVRLu7P/JdEbFTo0RaWjw3LBnBsapuGtv7GZaXxPK5Jez7/XMoaqbuXqBBVaOTtDR9xe2fMZXm9rYYF2RjcjKWjHQ6X3ye1DmzsF+zAslqJXnK5GhjXFiykKqzZwAQDQYmzJ/ISmMD7+1qICyrPLemgj99az5ub4g9J1spy0ti1rhBRBdAWlo8D1wns25PHeLIKzBsfRlNVhiXbuS2Hy9HNBrZdqiJg2c7mdrfGFWUMKDisInk//RHdO3cTXzZMNIXzo+59rPGZ3P4jL5jmD85L/p7LxVnt1VH0ZIGgy5sPWrYxXJlY5yVdCghUED1CEj150mbN4eUVSvQ2ppwHT2G3O/RuV+KgvfEccruuoO+dWlkh3s5p8q68PFAClAVDHLwM8/tn4nO7Uf0PmEwqI+G5jqS5kzl8B9+hxoIgCDQllGKHJGYElQFb1hj1g2XU1v/Kls7DGTHiTz4wDXEx1t1hwCnC2N8XIx90YWRtGguvetWE+zqjqUpGAxkLl+Gc99+7MVFGJOS6GhqBE3Db7BgmDIXg6uT1jfeQPYPkpW1UIhw1TnS0m7VX1iygKqK03ovNxTig4+O0CKc5/K23Zw2Gpj84++QMOoSIKq0eKTWcvoP7EOTZURRJCE9mbS0eGSvl7NvvoqnppbU2TNJS4u/yIEgEJJ5UhtOhZxGhsOCKRxEEuHKnsOEa6sIhcN4Tx5j8ovPY4yPp+G1N2j9cA0N6WVszZxBXOt5Lp9eSG2rG1EUSEmwMG1cTmRRHo8nLkXvKwsChxNGMq3vjD4iNA3f1g1s7SiMVj1O1zux2M3E22Lvw/WLR/Cdc11Up48kIc7EU9dfFu3R/9+Op38mPjepHT16lO9+97tcd911LFiwgN7eXp599lm+/OUv8/rrr2P5DB+w/2709Hiiq+T/bqTlZNPV1Q/WRHp6A8Cgi+3I3ASee1jv8zV09FPZ2Mvw/ERSbEb6+7sRNAOSKiOiUW4J0dXVj6ppbDrQSGVTL7PHZDH5EjqImqbRt2sHvspKdsWNoDKuAFk0sMEL5U+/BLu3RCfo9zMvw2vQm7mP/u0gzz48F03WBZAHQlEU/vjmUfac1MVJ19Ue4nf3TEJu3YZmckRkhMAW9hIv+3RyaEihc/de4q68Fk3T+PuGc3TsO0BpqIMpVy+gYKYO87VKArcsGsbWvdWsrPgAW1MYdqtYb/8SDz95DllRUVSNWxeXMXdcNunxJn593wy6d+5C+fAw6kBJdMj59gybwI9/uRkAgxipmgowZ0ymfi+An35xCoqqIokifb0+bL2d2JREBvYrk3ISo++1LFpGhiOZQHU1oc4OjGnpSHFxupVIOEzbhk1kf/kr2ItH0t3jHbwRZaPJeehbhFpbsY4azZmnnuFIm4OwPS96zu9sPscnx3S/N5NRpNvpYebo2B7C2MIkxkacstXLJ+heY6mp9PQG8AU8/PHto1iVAHOdJxBRB6iHEJfA6Z/+AlQN2WJH7B5Es4ba27llXALTRqQjCQLD8wd/76WiJCuenUaJYASIlBpnpK7RidkoYjQM7l6UuMSoYLamqviN9uhxE2+8nZ79h2Lh96KIWzOR97NHyWhvI7VVoaY9C8naBHXnEc0mHMuu/sxz+2fCb7BFx7RgNBIy2Tn581/pCQ1A0xjfd57zttyo+seJyg5KM+NYes8q5hw/hq/yHF279+IbN4GWPz5BoOo8gtFI7re/95kK/Xk//yXdaz6kd+MGfZxKEslXryJ+6TLir1wF6KhEae9+WsNGXstaTPz+Xu569bsDdP3oeSOIWCZOGbweZWOwjR6L95iOnt1vyOeBhvcxRVwhzvzqd5Q++fQlz0sYPQn7+GP4zpzGNmoM4ZRMzr/1AcH6etznKkFR6Nq1B8OIMbruY8AfBWJsO9HOuQYXqqrR3Rtg0aRchucnEf/yZsIDZXpVo6OqESSJlg/WEJIV3jKNRe4NQm+Qvs2V/PTOyfR5QhRnO+jr1Z8+XyCMWFCCqSUAGnQn5yL6a3R3EVEkqApkJNvo94dRVQ2LUcLb7ycwBDmuqSrBLRv5pr2F8PjpFE8sx9sfwNsfIC0t/r89nkRR+Kc3O5+b1B599FGmTZvGD37wg+hr48eP57LLLmP16tXceOON0R2Z2+0mbQhHYWCHNvDv/+5QVY0thxpodfqZNz6HoqzBneRALbgoyxF93V9TTejjNdypGqmKyyfdKDN/hS5J88nRlqgqw7kGFykJlpjjuQ8dpOutN1AifR535hxkUZ90BEkiXFWJYWDHIRkIi4OXPiwrupqA0Uj6LbfT+cariAYDmXd9ifP7eqO9LlXV6Dp+mtKuSoYn2Kiy55NqlOm22AmKJkQlgGQ0RJFGjR0eug4eZkX7LkyagvfvVfgzkqI9vjnjspmgddB6OhTVsjvwzkZCqVOj4qyvfHyemuZeVvhP4T93DpPdjv9C8WQASWJ3lZtA6IIykQbv76zlg111JNhNfPOm8VGXgb59e5Gb6rkzUEVVXD6puRmMnTOXDqeP9CSrLrg8bQaOIeadnW+8FlWt1zSN/qNHEEzmKLp1IKylw7CWDsNfU42v4jSjDenUWbNAFAiGYfvRlmg5NRRWOdPguiipDQ3RYsE0ZAEnq6pOeldlNEFAjMyBgtGIe8+u6Pt6PlpD4sLFSDYb3R+8h3PTBkAgffFi0q692Lg0evy+PsLdXUwqyiUp7jzhk0cxFpSwdlcKh853Y5BEvrJqNA6biYxkG0lLLkfuc+GvqiJhzryoGSeA6vejDlEJ8RqsbBh/K10vHOKKaflcPjWfhXmwENCuGo3q8SBarZd08w6EZJzuIOlJ1n9Ks9A2YiSpK6+lb89urGVl+Huc+GpqGPrJIn8bRk0hFHleNuxv5OrZRfiPH6XtxedBlundDMb0dOS+Pn3xJ8v0rPkwCi9XQyFCXZ0cWL+XCr+F8TNGMW1kBu5dO3VAlaZgHVZG8uIlMednTEmh+HePs/fjc4ROdODwdkTl7/QbKpC4aAn28lEX9bisJSX4Kk6hhUIkyR6kIehG1euh7kffJ/3mW6MWLLLbje/cGXq3bSNQHelzJyXR9JtfRnhr8qA+azBI55uvI8bF0frHJ3TH+Ph4+rImosnpELmCyQ4LY0tS6F2wMGLmKWJMTsaUla0jVQVQBL1vPhBdfQFe+fg837pxfEwF4YV3DlPRrqCIRowGkbvuX0VwjUL/vr2YcnJJWXE1XxFNvL29Gl9AZtXc4ouAXs71H+Fc/xFaKIR4/BAU/RL+zby1z01qNTU1LFgQi6jJzMwkKSmJxsZGAIqLdX5ObW1tTF+tpqYm5t//naFpGm88+wE73HHIooH9Fe386t4ZJH+K3BTo7sSEQiQSYoq3mrxvfieqptDYOQikEARdf24gqYU62un421+iVhwAM7xV1CQWowkCaYkW0ifNwfW2TpgVzWZumZvPP3a3R51/Pz7YxBXT8kmcdxkJc+dFvkdgVn8jH+6uBQQcNiNp+Vm0agorOvciGA+RuGgJ/tnzaKzOJqXpFI70ZBIjtXiDJJDl69R3cICARqC+Lga4YkzPgODgSis12BtjiqqqGv7dn9DXd0L/fQajXgdTVf1/Ea6NIBlIT7RgcinEe3voMSVGS5Oq3kDC2R/k1Y/P8+2bJ6B4PHRGSq0WYHJCmOaFy/nenw+AAFNGpnPHpGSc6z9Ciosj5aqrES1WkhYvof/gfhS/H2SZ/v376N+/j7SbbyVxzsUoW9FiBU1juLeJ+LbNHCqczTk5PoajJ4kCU4Z/tt/bheGwmVg8OY+PDzVRkVDKOHcVgiShDakwqOi+UgOqNs4N66K7JdeG9aSuuv6SIKRAXa0OEBIERJMJIRjEEAzS1dTKEa0TRRNQVIUn3z6ByShhMUn87M6ppN98W8xxNE3j8LlOPAGZYWPG4D97BjSN3eOvpdalr7Y/2FlLIKSw+XATdouRB68dQ+4lSkQnqrt5bfN5nP1BDJGy1Y+/MDkGWv9pkbT4cpIWX04orPDx939FaWTyVxCQJBE0DasaigocGA0iirOH7vfejiH2hnt6Bq+XJCFFAGv+qiqan/w9zUI8H2TM4/Ku/UhnP+bM6LFYZDnKM5Ps9ksmakGSyM5KwljRRbslBQURkUjPyWIhZcVVBJH42/qzdLn8XDmrkPLCZJIWLSHs7MFfdZ57pyRyMnkhw05tRdR00ny4vY2Wp5+k9I/PogWDNPzkhyjBQJTXB+DauB4k6SKLKNCJzZ0v/z2KYJVDIYY7t3EicwHN1nSKMhOYPVZfiCXOm4+loBDZ5cRWPhrBYMCUm4tj9hy07duY4qvjgH3wua9u6sPVH4zOh+79+2iu70AxDi7Ug2GVjFtuJ+OWQV5kPHD38nICDfX4ju7CXzosZj5x798brUYJokioo+3fTsb+3BGZnZ1NRUWsX1JLSwsul4ucCIwzLy+P4uJi1q9fz+LFgxDUjz76iDFjxvzbQCJDo7+unuquALI1EYCQrPLch6d5YLhM3/qPMGZkkHnHnTF+TFJcfNRVVgCkCFpSDYWYWexgX0U7kiBgkERGFw3yaeTe3hhkFIJAuurhsbsm4tYMpCdZkUQRW2YGoc4O4sZNINcWx8t72nW3aFVj3b56rpiWH/n44ER3xbR8CjLicPYHmTAsldN1TurKFjCi/RQZo4bpk73RRH7GSAbEkAciJy2OjOlTkTec0ftRBt24T5Nl3Hv3oAYDOGbN1h+qAVBLsId5PUfZmjolmpRSVE80YYckEykrrsSRn0v2+HKq33gH78mTxI2fwBVXz0R8ayvbq4UYkWNRgAuryeoFABAtHOKDXXVRk8xDFa3M+/hZNJ8XQZIItbeR87WHMKamUfzYE/QfO0rHP/4WFYt1bf4YQ7wD+5ixMdJo5pwcUq5eiWvjBoozEjHMHUPNzkZCYRWTQWDG6Cxmjcn6XFHZS8X180tZMbMQgzQPMegHAeq+/x1Ur0xFXBHrM2aCKHFXlYsZoy+Gooe7umIEjgfCteXj6M5ZkRUEIdKblEMxSm2qpvsHKorGoXOdLJwUK6/0h7ePU1HnAsBhncCvHlqOZLMi7+5CdTqj7/tobz2KquHzh/nkxbdZlK3hmDk7uvvt9QT543sno5XmkKrhdAc5VtVFXno8KQ5LjN7hp0VXX4B9yWPJczdh1GR67OlM/NJtBBrqeSCrlJeP9BGWVb6wdAQtj/8Subs79gCCgLm4hFBLM5aCwuhOt+vdt9CCQdoTCpnffYQiXysGNNQTByCymxRMpqgm6YURbGlh5J73mChk0ZaRS8/cbzK8/hCCZCB5+ZWIZjO/e+kQDR166az2nZP87oGZGOrPI0gSaauuxz5mLAWAGr6BmocejI5LZJlwVyfeUyd1QeFLJK8oX1C4wLpC08Bo1H3twmHQNIyazK2tH4MoUvrwc4hDAGqWwiIYQi0QBIGMW24n/aZbKRNF+l4/SlVzH4qqIUlCjLxc364dTHOG2Zw2DasSYLzoITHsAS6WFgs0NtD021/pjuaSRM43vomtbDi+s2cID7lnmqZz+/7d8bkj8dZbb+WRRx7hkUceYeHChfT29vLcc8+RkpLC0qVLo+/72te+xkMPPUR+fj4zZ85k69at7Nmzhz//+c//0h/wafHKx1WMclfTbE5FiRBqLVUn6di9B1FVCLW30fn6q2Tde3/0Mz2zl9NzvoWEoJvkFVdiysjAX1tD8x8eI6xoJBdeRRc2rBYJdcjgs5aUYsrMJNTehibLSIlJqEnJGHxusnIHuW+2ESNB06j/0fdQZAVz8U34Fb0P81k7yAE1hJrWPv627iwhOZ3taYu5vryUTONniw8vWTWH4NRCAnW1WMtGYMrIoO3F5/EcOwqqSu+OT4ifMg3PsSO68KwokhZvwmQQouRud9lkxON1HLcVsSlpIpwycH1qArcmJpB23Y2kXTeIbpoW7+dcsIdeQxyKIGES4bLJ+Ww90ozDbuLWxbpZpzEpiYTL5tO7fRuCJJF+y+0kHPTh8gTRNIhTQ2jBQLQsE2hsiH6HYDAg97oGJw5BINzRTtuLz2MrG07OBdYkyZcvJflyfazmaRqukMDJ2h5mJIUp+PhZ1A/9OK+9juTFl3/mtbxURCdzg15Szf/eD+lZv46N3cUoEb3Qv288x4zRmTE8JcFgwL1nN73bNmNISSHnwW9gTNFl2owZmdGJTFPkSE9HINlh5ua5Baw90o5BEunzhgjLKqJIjA/fQAwkNAC3X6bHkUleehyr5jqobnETCitMSAxzuEd/Pib1nWNCzzHctTL9Bw9Q8JNfYMrMxNUfuMgmSNVU3tlegz+oIIkCP7xj0kXmtRdGWoIFb1wyzxRdj40Q06cOY3yoH+fa1WiKwteWXEHK1SsRDAaqenpiPislJ6P5/DrKVpIw5xcg2mz4zp3VwRSiSLGvlX7JFkXsiQYDqddep/uxFRSSsHAxVc06pWR4fiKiIKBpGs2//w2Kx8N8jmHOyaXgnkdwjS/l0LlOUtpDDDeFogkNdIi682QF8ivP6ZD+HZ9gvftBLCWlpCZaMSanRFG5SBKekyfoWfPhJRKaQNqttyMIAr3btqKlpBE+fw4iavqGlFSy73sA14Z1+KurQJL044oiceMnsL/KyalaJ5PK0mJ6/KH2dtRAAPe+PSj9bpKXX4UpO5tRRcl09vqJsxq5c+nIGMS2tXQY4+s2kdfYQYLsw2A20vizT8j95nd0JKUkRRfb/nPn0FQ1qo7iO1OBrWw4cl+vXq2I/M64KVM/U6LrXxX/VFIzGo28/vrrvP/++9jtdsaNG8eTTz5J0hDl7qVLlxIIBHj++ef561//Sn5+Po8//vi/lXg9NLbXhxhvTGRCXyVHE0cw3Xmace4qZA1MAIqCp32Q2ByWFZ7ZVE8oYxEAOW12HgG633sHLRDgXHwxTsWIKmr0eYNsPtzE9Zfp227BYCD/+z8i0NJE5XMv8nf7dPo1G3l/28sPf3AdRoPE8apu9p9pZ97WPyP5/QjAjY0b2DvtJixmA7ct0Sd7VdP45FgLbT1e5ozNjuHetPf4ohugUFiluWsQgPBZYc7NwzwkuXqHkDHDXZ3kfef7uumfqmIfO458WWP7Swfp84bQNI0FV0yg6KZpPP7cIRRFA1Xjne3V3HzFxSoB9jFjuWLj74hTgwQFiSvmjaR0XhE3LRx20XvTb7qVlKtXIRqNCAYDZa1V1LW5ETWF61Xd/BJJQpAMUakzAKW/n+533x48kKaBonDOkk1du5V55zsZVzb4kMuKyu5TbYRCCrPHZnHlrCKunFVE7U9+iOx2Q+Q+O6bPiHIZh8YA4GbPqTZSE618+6YJWMwSRyu7SHKYY3btpqxssu7+EoYndhCOeJ5Ikf5t9pe/Qvvf/oLc6yJx/iK63n4Dt2rA3R1EeO01Cr6m94dSlq1AdjppOnAEmxzAGAohCxKJM2Yxf0Yp86aVcL6plz2n2qjv6GfK8HQmXKBbCjpp2j/Ed2XAfaEgM56nvjab3tMVuP78NGriOA7FjyDX34lR0yckQRQJtjQT6mxHfe9dJOtlKJE+jiQKTBiWxonqbl2fEt309bYlw/msMBklslPtVAVkfIKBzt4AnRteiarBuDaup2/HdvK+830cM2fRH1F6ccyYReL8hTT+6hfRidRz4hih1lZ8lWfRVBUpMZFkvx9DyI2CgIiGNT+fxPkLERbq1aM3tlSx80QLmgYjC5N48NqxIMsoHk90hxTu7sYflPnZSwfxB2UkUWDJ1LyYaoNBEol3teKMVDd224ezb0snwvYelk7LZ/4Vy+h89R/6eZjNhNpaB0uOokjclKl0z7+WrUdbKPZD+drn6FMk/m6aiZJXjtlk5EdfnEpqRIA54wt34jtfScuTj0dL/nWFE3llky6qcOx8F3FWIyMKkuj+4D1cH28cdEvXNLynT9F+1/dZu7eeUFjF4wsRamslLCVHS4NJly8lUFdLWksLileMVgo6X/0HwZYWRIuFnG98C2txMdZhw/Td5QW2XXHjJ9CzdjVyr57cUq4Y3PT8O+Nzk5ogCNx4443ceOPncw1WrlzJypUr/0dO7P82SnITOKKOQVF1bbVx/dXU27JICveTGexBAGqLpkUNFrwNTbq/1cDf/gEkkT6ITKrMAERdFISLeFyK10Pbc8+wh0L6DTY0QaTNkMjxqi6SHVaeX32akKwyNSQzUPDMDLv47k3jYur8a/fUs2F/AyFZZdeJNqaPysBuMbJsRgFjilMwGfUVk6ZpzBkbC0OPnouqcvBsJ2FZZVp5BuYL/NDs5aPxHNd3aobUVKS4OOLGDvJNzCb4xd1TaejwkJpgiepBmi1Ggl49GRoNAh5/CFnRTQ41Wab/6GEEQaT4u98jZfcu3Lt2wJrjNB7YTv4PfnzJfsaA2LSsqGw+3AzAhN5K4p1nQFPAYCBp2XJSh9ioqLJ8ESG9Ji6PtelzkEUDZ9ac4aEbjAzP1xddL6w9w8nqblRNY+eJVh65Zxr7KzpQu71cqtof6ugg3NmBpXQYktVKVXMfB892khTsJbWpjtUbBM46Vfr9IQTg5ow+ChtPYikqJu36GxEMBh64ZgwvrNXL9l9aoQMMDIlJ5D78bUB3YqizZPJu2hxEVJJ8Mr+QdTkuwWDANnw4ZyucTOitBBQMmoKzsoY0TeMPbx+npsWNpmlcP7+EhZNilXC6+/y8+vF5MpKs9Hr03dyNC4aRYDehhkL0rF1NuLsLNB2qPtxdz4m4Uk47Sij1NetlPsmAKTubxl/8FC0c5m7TGrYVzCdpeCnXTs3m+MtvcUwrBcGA0SB+qjXS0NA0jcrG3mgJ9VRND1eazTHCKarfT/eH75P91a+TMHuuzkksKUULhxEtFhRZRpAk7OWj6d2+LdovU31+tFCQ+AGEp9FIwvwFMZD4nSdao0n4RHUP9/5uO3cvL6doxiw8Rw6hqirm0mEc/c0fCJknIKNLkZ2qcXLzomG8ta0ak0Hka9ePwxh0IUirQZTYmzwWRYXRfVW41h7F8vDNtF77ZV497AJBYEWwm1JB0nvbkoQyewnPflhBSFbxBTso0zTOxhcREIyomkQ4rHGwsotl0weRnYGG+kFqi6JQW9VGKJyo/3ZNo6nTw4iCJN2r8YJnQwuHaWjpjULxF7bvQ/lzHfUCpKzSKxTtf/kzvvM68jK6LTcaCba0gqqi+nx0vPJ3TGnpeE8eR0pMRpNDuoJPerpe5TGaKPz5Lwl3dWJISr6kK8C/I/7jVPoH4id3T+e19WfwB2UOnO2g3ZpGouzh7ayFJChewiYbq8bqsjfOjevYvfkoyQnl9JgSESVRV+Lfv0/3h9I0yryNTE6dxSm/kdIcB9PLM3n3kxoMksCSKfn4tm5BdjoxJeYiahqKoDegzSYDTZ2DO6o16XO4oWsHRkEj/fYvXDTRn2twRQEpIVll18k2REGgvq6dVTlhrhtmw1pURFGWg5SEiwdNQ3s/v3rlMGFFQxIFdh5v5UdfmBzznsy77tF7agE/jllzLuLCABgN0kV9pgevHcNf1p5BUVUS7Ga+8PNNmI0S3711IsLrL+gPBWAbpSPoBlbgoY4OAnV1WIcNQ/F48FdVYsrOwZQx2GcSRb3nFwwr2NRgFEkmiCKGC/iPxqSkaP+h1ZxKhzkZX9FIZK+evBVVo66tP5rUztQ5o9e0zekjEFJ4c1sV9vSZXN+6FYsaJuWqlRjiHXjPVND6p6d0XTyrjYJf/BKAHF871zR9jIZAj7uSQwXLCIVVMoI9pFZuIqDKBJsaEe02Uq9ayaiiZJ762pyLrqvn2FECjQ3ETZjE4bxpyCH9/vcazNS0uBlRoJ+zKScXt9FOUDSCqiGiYZo+B1d/kKqmvmjvcfO+OkYc+JBAdRVxk6eQfvNt/PHdk7R0edEAu8XAU1+fEyUDd772Mv0HD+j3xmBEMJpID7qwqCGaE/J407yMlRk+cobnxehp2sM+vLJA9bkuEvasZ3xvJbMcHk4nDGN4UTaLp3y+xJwg6C4QLd06/aIgM56smx6g9U9/1NXeQd+Zm8y0/fk51ICftGtvQBAEBJOJgh//HPf+vRgSE4mbPJX+A/t08rQg6r3CoSaYqoq1IFa6KiPJGvVhA33n9feN53ju4bsoXHUlrfuP0P3u28SLRoSCMQiigNFkYGxJCgsn5bFwUh6qpvH8h6c5VtVNVv5y7hxlIr7OTHnzEaa7TmPQFJp+WcUbBTfqFjWaxuq+FEakzyQ30EV3znAuMyVE0ddNxmTCghGH4kVCRUVCEqGnL8Brm88zvTyDkpwEDImJMb+lpP00e5PnRkuCY0v0aoHBkYDsGuyXCmYL5txcZk7IZ/e5HoyawpjeKl0OC11BJXnx5fo8N7C7E0Rs5aOwFBbi2rQRLbJw0IIBvKdPockycndE5Livj+Y/PIbscqGFZVKvv+G/Vcb/n4z/2KRmtxpZObeYcw0udp9qY23aTKa7TjM53IyndAyjyjKZE0EOHfzkOB+lTEMWdX7aAyvKGJ1jpe7pl6I3WjRbuGliEl+K+AT96C8H6IioQZxpcHFfkhlEkemuClqt6XTEZTB9bB5jilPocQeQPhGwiBLtxmzM9//uki7WmqoyKT5AjQDyIJEfTZUZdmIHv22bQaLsRDrRxY++cemB8/cNZ6PIPkXVqGvXeydD6+eCwRBFWP5XoiQ7gV/fN4PKRhdPvnMSWdGQFZn3d9RwxelT0RWe98RxEmbNIVBbE4EpqxgSE5H73TT8+Ieosm4AOdBgBn33+/XrxvL3jefocIxHDNcjhIIYkpKIv4Q3U/z0mVRUNPB2qu4cTlDCaBCiiudjSgZLgiMLkjhyviv6d583iN1ipN2SytPFN2I0CCy05NH69gmuqN+MOKCTB/jPVzJs7Djmim2YIijSFMWLGDFkTFZ9+qJA1VfE4fYh5qkXRN/ePXS++g+0cBjXxxvJXfJlGs67CCsaGnrPbCAs+QVcd+0MXtyShdnnpmzicK6eO5WQrCJJAmFFLwPO8FTiaziJFg7j3rMb+8hynO5gdDfkD8rIshq9/4GG+miyEiSRlKtXIvf08KPRJVRLyaTUnIANm+g6LiDFx2MrH4XvzBlOxpfRZXSACpZwAFFTmd53hsmeKvKv+UoU3n++qZe6Njeji5LJSbuYV/TtWybw8aEmRAEWT87HYjFQ/LvHcW7agGvzx5izsgh3dhBs0r3BmmprKXnij4PlN0XBXFyMr6oKc1ExobZWTFnZOGbMpP2lv+plPlEk/eZbMWZkoGladOK//fIyfvXq0Zj+oCgICIJA/LBSwhu26NdeDfPFpo844yhh+B23MH1URvT9dW1uTtX2oKgazcTzoT+Zh28upfFX66PjQw2FkFQZhhAXzsUXcS6+iMw4G8NyE7BHQBqqKmIcPpIRZ47R44qnOq6AtPwC9pxuIxRW2XWilZ/fNZX4C6yd0pxN/PxbU6lv76ckOyG6wM156Ft0vvYyAAlz5yPZrNhGliMYDPzi7mk0t7uR6i1oAT8ByYQtIiAdP3Uafbt1KoopO4ecbzyMIAhI8Q56PnwPKT4ex+y5OD9aG3tDNU0Xqo5c1O533yZxzrz/tV0a/IcmNY8/zGtvHKWjx8uiybloGsiigYMZE7l8Wj73zikm7Oyh9Zk/6qip+KyoOjuCQKdXoW/njpiVqqbIUdFSVdVo7R4k+za093Nm5BhIPEpqfzv3FQfJuH1+dAeUmmDl0XumU9XcS0FGPBnJFyOKANr/8gIFJ44xLnECR+NL0SIPRWLYw7m4Ahb2HGZ0fy0CGtXrJcaturhmfSFlPS3RGuPN9FkRJcl+htYl6ArpA+8VRQGb1Yg5N5dgaysa4M4fSfziq4hXZEJtbSQvW4ExLQ33wf2o4bAOAAH6du2M4ZeNKEjiN/fpnDQ1PBelrxdDUnIMmnEgMu+8m63v7keu1Y9lROCKqXmkJlopy02MucaTRqRxoqY74iKuizrff/Uo/rb+LIK3n4xgD1sOKsiIJLoMzIw4FauBAJ4jhxCMRgolL4HI6zXWLBxWIwlGA6NHTMe0+iiKR0UQdU7Tp4X31MkYdZTlmUE0cxYt3V6WTs0nfYiJpSbLJOdl88OHR5GRnRwlrZqNEt+5ZQIf7KzFYTcxub8db+0gEV7x+Vk+o4APd9chANPKM2IWNInzF9H11us6nyk1haQFi6LVglSg4f0/E4ycoyIIJC27krTrb6K+1oOwtxlUlb3JYyn2tWLSwoRSs7CX6zys07U9/On9Uyiqxoe7avnpnVPJvGCs2y1GVs65GIWYfPlSFI8H16aNupp9ZHypwQBqKETrc3+KltWCtbUEa4f48rndpF1/E9n33o/39Cns48ZTa8vh4A+eIcfXTurcOeTMm83v3zyBQRQJK6puYGoycN9V5dHxLvcNAmsSZS8LUoPkD0Gtdvb6I6Lf+t+ioAOFctPisC9bQNcABUFRuKbtE3ZkTmN50zYq7QXsTBoDCCTFmzBIAo/cPZXq5j7SkqwEn99NQFGY7TrFHF8VH5d+MVoqFEWBxk4Pk0uLEQyGaK/MlJVNepItZswAmLOzyfv292JekxWVtzZXUtviZmFZPGklJXzoTOCsJYcx3nrkNZsou/4mbOWjUQN+4iZMQtPgxbUVHKsyUTzrPh68dgwmQcN35gz+c2cQbbbo/ChaLLrd10B8zvzxr47/yKT24toKzja4kBWN6pY+Hr5xHPsrOshKsbFgog57bn36KYLNTaBpFDuy2Jeej4CKYDQwpjQNyWvVLVzCIZAkUq5eGRUsFUWB8sIkalr6iA97GO9t5tUtMuHEOZjSRO6cMpLMC0p6SfFmpo7MuOhch4bn2BG0cJjyvmqO24tRIsdwG+yM6qtmrLsGKcKfMezeCJdIal9cOoIn3jqOxy8zsiCR+64aRf+BfexvDLC6WcJiNvDVVWNiiOMAvTs+oeuNV3WriK88+Jk+aQWZ8Vw5q5AtR5rJSLJxw/xS7PO+i2vzJt7vsHHUY0V77SRXzlzEijsLo58zZ2UP2m8YjfjPnaXue98m7eZbiRs3HoDmTg8dLh8jC5KwXSAQq8kyXR+8S7C+nsQFCxk7qYy9DScZ6awkTg0yIbOUwrKL+4wJNhOSqBt/Wgiz+2Qru062sXJuMaM3r+Mf8jBkm36tD6WPY7rdjdhUB5qG+9BBvVwnyzqSrbicDYbJhPvDGCSZQF0dis8HiowmGrlAaTAm4iZOwnviWFQT1DGslC8MsVoZCMXjoeHRn6G43YhWK4lPPEYE3gRAYaaDh27Qr1fYlUXTkYPI/f2YMjOJnzyFpWbdpy0sq+SkxaLPEuddhqVQN5q0lY+KJrS6NjfPfnCKKf1WxhmMnLXksC11Mpmb6rkpcIJin4fS7AXUOGVsadmsz7+L4Wkmrrp8rG7IChyr7IiWeSVR4HxT70VJ7dOid/s2XBvWDb4QKTm2j5hGZ1Uv6Z8hiqspCv1HDpF65dXETZgEwN6fvMjs7mOYNIXQxnc4ZEmNquQIwDWzdbBQzHXvHSLnZzCQevWq6J81LX089uaxSBlXw24xkJFsiwKgkhYvIdDcSP/ePaBpFHhauKV3L1KglzTRjjFBJiwaqW5xs/lQM8tmFDA64jDvuWKZTjIXRYwpqcycXMSptrMgQGagm9zWMyhZE8j9zg/ofudNRLud9Fvv+KeuK8C6ffXsPNGm6z0efI1WTeFk7gq+2LyOBNmL8tFROrubyLzrnuhnDp7t4FhVF8GwSlVzL1sON7NiZiF53/pOFGfQt2M7Pas/0P8euG2Sgb49u+k/sA9LYSGp190YI1H474j/yKTW1uOLOhcrqkaKw8Ltl8cis8JDrDAy+9v5ybcnUd8dYFheIumJVrS5l+lqFOfOEjduQhQSPhDfuH4ch891kPjsLzhiKUA1qiCKhMJqzC7uvxLG/ALW9KdSac8nXfPQISShahqyaOB0QinT3Gf15r4g4EzK5XhVN+WFSTEr8cJMB099fdD9rf2lv9Bz+Bjv5F6DIoA/pPDi2jNR/zXQVdQ7X39FR5bJMu1/fZHi33+2VcTyGYXcsWI03d0DOo8mEq9ayYHff4IWSVzr9zewYmYhajhM24vP4z93FkthEaLdTqCuLlr7b3v+GUqe/BMnGtz8eU0FoihgNRt49J5pMfynno/W0LdtK1o4TKCuluE//ClftZxD7DmCqKnIz1SjPf7kRX3KEQVJXD41nyNHavD0BwlEHrIPd9VS1t7OZINMsyUdUVOJS3CQkFlMf1Od/uGIHxsAikIwJRvRI4GqICsahubaQWSbphGorsI6RGxAVTVe3nSOkzVOxhQnc91Xvobc0ox93PgY77Ch4T6wL2rVooRCtH60nrhl11zyvcakJIp++ziK14MUFx/ddXxaNQDQIdoFhSgeD20vv4S/8hzPpizGiYWPEyfQK1g4nFiOjMjEs5vx+zsJSkaubn2Zkt8/GePVNRCaqpJ+8GMMxnJkQUKVZRLsRnr6Apfs/Q4NNRik863XY14zFxZSMekq1lT0IWyuZFTWLJbUb9X/URBiCcuKgmv9R8SNGx+VzUoL9kTLgQBZmgdJFFBUDaNRjDHxHYikxUtob2wAUcSQmIileDDp7TnVFt09mY0SNy0cxqwxsQo0KVcs0735BIF+wUy3FwrQCEim6BiSFRWPPxTzubgJEyn42aPIzh4sJaUUGo18J95K1779JG3ZhKdFwLfmXQof/Q153/1BzGfDPT24Nm1AtFpJXrr8kmW/Dqc/KmCcEO4nJBqxqEESwx4MqKDpC+pQ27Koq3VYVqPnrGkQkgevpSCKaKpK11tvxFSzQK9odb31uv6sNDYgmC2krbruonP6V8Z/ZFK7Ylo+72yPqJnkOC7J4YmfMgXXjh1U2fMw2KwsSXeQmDTYAxAMBrK+dP9FnxsIgyQytTSZ6qCfMqWJ3cnjMCgqWCxMLf/sHdmnRdfyL3Bmw3lCmkBYsjJ7dCYdTj8Ou4lAKJn/w95/BsZRXu//8Gdmthf13i333nvD2MYFTDe915AQQgiBVHoJEEiBEBJ678YNMAYbcO9d7lbvbSVtLzPzvJjVSGtJLhDy/f3Jc72yrNXs7OzMfc59znWua0PSeUyr2cx+ZyFfGHojLisiOc7C/deP7VGyyLN7F3I4dmhXPs6lQA2FY4c+T6F88MWWMj76plhjg108DLcvzP7SZsxGiUBI1vpN0evetm4Nvr1a3ydQWkLaFVcTLOuYO1OjNi2rd1bpmT5AcXUbg3t1DO6Hqqs7HiJRJNxQj7nkEHI7A87rwbX6KxJnz4kpoQqCwPlTC5nmPcjjWzrNCsky9klT6LtxHTfUriBQOJiJN85GdPfHt2MbsseNKTOLSGMjqiSBqjJkykiyt/upavCgAv2mjIeKHXrZyZAY2/tYv6+GTUXaDmbz/jr65PRj6llDTnhtW9d+G/N9tO3b32NQgyiZpptRhO4QrCjHf+Qw1r79qX3rdYLRublwXASMoAgSWxKHaEQGWQvoz/e6iJBgJCvUxG/a3Fi7CWqy201hzT4uNNVTbU6h0ZbC84u15eWSGX26DIZ3RvtgsQ5RJPOGm3ntiyo9kOy35THv/mfItamIJhO+vXto3bQB//4OYYjA0SNY8vJRVZX8wmzCzUdQBBGjycioqcMR+4TYdbSRYYXJDOsdOwLxzhcH+WxDkAGjL2PhyCQSBg/UjDSjyEt3YjJqSauqqmSldJ2/MmVmUfDQowSKiwmaU1m3fDdppZ/T11PButRR+AxmrGYDM0fnEm5upuXrVUgOB1JiEo3vv4NosZD1k59hzs2jMCsOc9V+vNFnVxEEvAeKcIwYpe98VEWh/LGHNWk+SSJYXk72L37Z5bxmj81l55EGBOBQ2iCGNB9keuNOvJKZOFkbL1ICAcoefgDnmLF4du8mIz2DvOyzOFbjITXByuyo12S76a4aDHYJaIC2wxZFVFmO9phrevzefyj8KIPamaNy6FeQzIFjjUwemtGlR9TY6qfpcDGfZJ5BuVWrmW9+aQPVbdqCd/EZfTirGzaXKsvUv/UG3v1FOEaOIvWSyxAsFuIDXm4tW0ytNYVhF5xF5MW/UJeXT+oll8Y8GCdDEAMYJAgrKKqK02biunmdZ8FGAOfx1subCTV4AZnG1gC1TT5y0joCsv/IYWpffZlwUyOSMw6rFGS6azffJo7AaDRwfVwVpQ/8AduAQaRcfAmVUUkm0JQXMm6+teu5VVYQbm7G1n8AAVXko2+KkRUVf0jmn0uKCAQjhCIKBkkgP91BnN2kzy0pwWCHULOqooSCpF52BbUvvoCqqiSccSaS00lhVhxHKjStS1nRFo92JwXP9m1gMGiDyJKEweHENmAAxrQ07aFu/24//pBgRUW3limHGoIsqF3HJxnT6OetYFiggpSb70FUIqjr1iIc3EhwxyDiJkwk6ewFNC9fgmgykXP3vYSqqzDnavN+vxuoUt3kJd5uwmkzcewjq+bJparUv/c2zrEdxBZfIKIP6iuKitffVVHieIQqK2N+NjhOPsAaDMm0+UIkx1u6tT0BCJSWUPHk41oAEWIUDpnXsImPM85AEUQmJQSx9unL6h1VfJk2Eb9oAkGkzpLMIY/IiG6OLTkciA4nha015Pjr+UvSZajRBGXJupITBjXJ4SDhzFm0fL0KQRDIuPknmDKz6J/rpabRSyii9cAyUp2YomrvcZMmY0hMpOroEd3l3dp/AKDdK/G716GqMkgCaRddjOSMY7STboXIj1S2sOibowRDMtv9Ao4mG1eaYxPh6SOyCEVkDpW3MGlIRpfyfTuMySkYk1PoHYzgXVPNv/pdhqgqXDFvEAPzEomzm5BUheJ7H0R2u6mxpJDub0RUFeTWVqpe+AeFjz4BgLVff3wH92si1aEQtS/+C8FgJPuOO7ENGIji9er3HZEIgdLibs8pbse3/OTYCloMDvrNnoJJ6MuwT5ejyp12jKqKGgrRtnGDdrzSYq5P3UnK3TfrPfnyOjdPv78Lrz/M+X1M9Iv2mAEEqw1rYSGOEaNwffUFkdZWUFQS/w+YkD/KoHawzMXT7+9CVVWWri/hiZ9M1K0PKus9PP3qem6sqeRY7+n6Yl7u6sg6lq7az3h/MaLdjmPUaD0otq5bQ9umjahhzRjQ2rsPeb+/j2/+9S4lxDNhZD7eD97W/MWKj9G29lsco8eQccPN3ZIdQMuQ1EgEyeFg7IA0Vm2vpLLBQ7zD1ONCkJ/hpLZZK7EKAiR2Ys159+6h6tm/6hqDstdD3LjxzE9N59KpYwmVlVDzwruEQkHC9fVgcxCoqUGI9nkkZ1wXceDWjRuof/M1reafmETqvX+M2cxFZKVDFxOYMiwr5tzjp06ndd1awvV1GNPTiZs4Gclqxf6Xv6OEwjpl/9zJBRglkaKSZoqr23juk73kpTm5rZePxnfe1EgWBgOOocNwjhqDaLGSesll2kLdqRTl3rKZtEsu07UB27EynMkcJcxPyhdHz1Wg/JEHNG09RUFVFGpf+hfNny4l3NCgWQB5PDQt6yScGwxqCvGpDpSAn9rXXkH2dtDEZU/sQPzkoZms3l5JizdEvN3E5KEndww3ZucQrooGNkEg/+or8PfwWtnn5fCmvTy704+iCuSmO7j3ilHd7ty97VYpqgqiqCmclBSDopAWbMaoysio6zoNKgAAnVtJREFUbG61cHthMudN6cUna4v5Zmc1sqJJNnU2ju0MQZLI/8N91L/3Dm27dmFUIoQkEwKqPud4IqRdejnJ88/RkhazmXqXj7MnFpAcb6HB5Wf68EzEqjKCZrMuJGAbOIjWS37C5zvrsSXFc409mVQ0zcT2viWKgmfPLurffRvBIJH1szt0gWHQ+rTuhia9EyorKt5A1x2IIGijO2eNPbm3ImgEkgdvHMf+3cdIWPUxpg9WY77kUgxDhhFubkHx+Siy5bEqZQw/K12k/12kro7mLz4nac48Es+ag2g24z9yCPf2bVp7IBSk/t23KXjwEUSHg0hqJkJ9DYIoktBJ+LszmpYuxirLWENe3J8uofDJZzQptkhYL6/XmpOxR3zEEdIIOYqC4vfHkMzeXHkIt0+7Nl8c9dHfaNJ6zUYjCdOmET91OrWvvoxgNJG68FIcw0dgOI61+d/AjzKoffSNZlAJ4A1E+HxzORdN1zTIth2qJ97bhCKIJIXbaDE6AAFEEUUFQVW4qvIz6t/zgyAQf+QwaZddAWgsK1Vun9RXkN1tHPab+cQxmlBEoWVnNRcg6P5DaiSCZ+dO3Fs2EzdxkvZnnSjGh1d+i/rxmwioJJ41l9SLFnLfdWPwBiLYzIZuXWUBzhHLkZuO0GJwYMrM5M6/ryM53sLdl40gtH5trMWICrZBQ4gbr/XQfK4W2jmSajjMe6Ui0xURC6CKEpZuxKdbVn3ZoUDS3IzUUMNVZ/Xj/dXHMBtFLphWyNsrD0cDnaCXDJtaA6zdU02i08yUBx+FUBDRYtE/v2ixaoLDUUiiyDmTCthf2qzNYclQUe+hwbUX2lmDkQiebVvx7t6F7PGQMONM8n7zB6qf/zsRl0sTVzZICJauC2mf3ERea7qAG499THzEC6gooVBUiLjjmoVqajq0PBUFxetFVVXqXnuZto0bEC0Wcu6+F9cXn2s7yHbWqEHTCuwMh9XIY7dOoNUdxFRTiqGuEqIahKqi0LTkE7z79uIYM4akuWdrs1x330PTp8tQQyGSF5yLo7AAfyfLDlVzMEUNhyi7/w8sso0iYMkCQaCy3suh8paYsm07rL37aPJboRCCwUDyhReDLBOorKC4qBbFL2ruDCps2FfL0MJkLpjam3qXn/I6D9NHZtE3J6HLcdthSEgkaf45ePfs5tLqr/gqbRy9DD7mpKYQaqjHlNp1l7T0810kfPomCWEPiXPm4Zg1l7++s5XaZh+iAL+8ZAQzR+dQ9NQzuIsPIgoCyeeei7WgkC/fWMaSuDEgmKDGz5/f28kTP5mEc9x4mj//VJMZEyV8RUWgyKghmbrXXqHwqWcArWRa9sgD2Nwe0jNnUWVOwWI2sGBSQY+f8XTgsBrJ+OZjAqVHCakq1f94lsJn/o4hIQFjaip7xH74DDbWJw1lavNuPbA2LvoIz3at/J184UJSL7sSz84d+o5UjAoWHDxWj7uxBYeiIigy1fYMupPlluwOvZohWq0Y4uIoePBRWjespWnpEj5KmUq5NR1VhZ941uJoqka0Wkm5KLYXJnVaj4KikSWDLqCw9iBDR/UhZcEcSu/7nT7S0vjh+zEqQP9N/CiDmvk45fB2k0WA3DQH39iTQBC5rGolq1LGMLVlL0GMfJ43gziHkSTZp2UxgGf7Vj2oxU+dRss3X6P4fRji4nGOm8CRHR2Mr1JLGs2qmXhChEQjq1LG4jHaWdAYQPlkJa8cUAgLBi6dmodgtZKw6H2c0SDpWrmChJmzCRw+hOhwIBzHPlRVlY++OUbx7kOct38RZygy1eZk3rVlIQsKDS4fH3x9jMt798Gze5dOXrD06oVzdMfwtXP0GJqXL0UWfSiigd0+G2XZc5nTsAlBFJh+/kX6aysbPHz87TGGqU6yDUaIhAGVgD2BteuKEQQYNzCdKUMz6ZUZR0lNG/1zE0hLtBEMyTz02la8gTAGSaSqwcsVUd3HkyE53oJBFIgomhO3ffQYvAd26xlke6nEs2sHCTPOxFJQQOU5NxD65F3sapjC667utux76Zl9SXSYaROGE1+8DUFVkRwO0q66lrrXXkZuc9Me8CWnE9njRTAaSFl4KaHKStxbt+jqCvXvvYMa3WUDYDKRddvt2IcO6/K+kigSeOdlGvfuAVnGOWYcmTffStvG9bi+/AI1FCJUU4M5IwvHyFEYnHGkX3Zlt9cm3NBAxZOPE2lxYe3fH8XvpzKhg3ASisg4bd3vpmwDBpL1szs0rb7BQ7BHy3WWggKyit9HDWqB3GQU6ZujzVHaLAadaXkqsOTlk3bF1RhXfcmt1mMES0vwVyiUr1xOwSOPx2TulfUehJWfkBpoRkKlfNW3vHksnpDcURhduXInu5PsDDm8j6jsL64VK3Chsi1hSkz/t7lNk3YyJCTS6/EnCdXWIiUlU3rPXTrplk4VE9fXq4i4XIiKwuWVK7CccyFZ8+cRLi2m+KkXICKTft312Id0/U6Phy8Q4en3d1FW28aQwmRuv3AoBklEbm3t6BeqKkoggGS1kve7PzLg401UV6lsSBrOIE8ZKaEW7XWyrIs+1L38bwqffIa0q66l8eMPMcTFkXG9xlJs2HeQRCWIMcqIDmxeAwvO7HJu2XfeRdU/nkVuakTx+WhcupiUc88ned45tAlWynbIRKJWWMsSxnLHWQ6sffvrTvDtuGbOAP764W6CbW6QjOxvldhvHcxXxySeqa3R5tWiUIJBlGBQVwz6b+JHGdSunN2PB17diiLL5IUamJ7aUfIZ1S8V79xhbNtjJz9QQ86hUhKDrdRYUshurWBAv0FIJXZkdxuCJOl1etAelsIn/kzE5cKQmIhgMDC8t8zKLZqlTDhi4JXcBWT5GxAElUpLGooo8eFeNwFZIGDU+l7vrysn1WHgbMFIdJ8ICFT99c+EGzT5osQ5c0k5r0NybNuhBiq/XsM5NetBlaOPt8ColoNMa95FRJDYm3IhCefOBVEkUFpK3KTJ2KPBUVUU2jasJ9zYQNadvwI5giEllYRXdzK88RhZwSYMyFQ88Si9Hn8KjCaeeHsH3kCE/cahzM8wMMrhB0Xh/ffXUepzIqsq3+6qYmTfFPrnJZLTadi2sdVPKKKgqJoySlFph8pBZ9S5fBwqb6EwM07vC14+sx+hsEJNk5dzJhaQWRhHyYdmzW4GtGa00Yg6eBTHqlqxmCTe3tJIOH0mogDDjircMaLrexkkkfkTC1An3Ixn52jk1hacY8cjORzYn/4btS+/SNOWrTQmZDP41utJTEvUdpNGI6Ha2hgyQ+DwIQwpKVq5TJQwZ2VhG9S9Q7oSCuHZvp32gOnevBH7iJGEGxs7mu2KQrhdVeMEaPzkYyIt2o7UX1yMqkJQNHf0RCFGL/R42AcPiSm/AdS9/hqWXTtYaEymKKEvw845kzNGZp/0XHpC/JSpxE+ZSvXzzxJoH2RXFNzbt5EY1WH0BcKEZRlT1IwX4KAjPyagjXMVMb14N69mz6efaMSihFAQEJNSUBtqyQ40UG1JRRW0YJyf4eDDb44ya3QuiU6rPleaft0N1L/9JoLJRGa0X6wEg7hWroipasQnODBIImX//AdyizazVv38c/R57oUY1R1VVZEVNabE+9W2Csrr3CgqHCx3sfVAPROHZJB80ULqXv43ANYBA/Hs3I6t/wDM2TnMOmciJcuL8AciJE6/AenDl1H8PkSbTQuGUcgBP/GTpxA/eYr+f/4jR4jf/rVmcwOEBYn4Pt27EFjy8vXZUGSZ5uVLSZo3H9FoIn3KRMRd6wFICblYWLWCxnKN3Zg8/xyc4yfqThJZKXYeuagP5Y88wDMZ54KoJY6hsKwNvnd6Pqptaax54F8MGJDDlOv//+zH742sFDuv/HE2ex9+Aqn2EL5/raZx1lmkXHgxgiAwbXgW04Znsbe4idqjr9JkdPJe1mwiooEDR8Jcdu7NDGo6SJvJQeLUiTQtXYwSDJI4e45eOmhH7+x4fnf1aIqr2/hyWwXZx7bhMjo5Zs3RFxpJDiPQkT2blBAZNcdYnj6F+fXrsShh8i9dSOsHb+uLXNv6dTFBrdUTZGTzft0bTUUgN14io2E3IiqSGmHc4VUI4nx94eiMpiWfULnqGzY6+mHYupjL7r4Ki83Gb64cRcWDUcdeQAmGCDfUo6Rm6mK4YSS+iR/M4OKPUPx+vOkpKE472hIq6HThzkhLtOI0CZxbsZo8bw0Bbz6R1oHIHg+i08myNUfYWObH5Q1jkDQ1+7svG0mfnHhsFgO3nd+x8PoOH9J2RNE+iSEpmcC8S3hmux9h3y4sJkkv3SiqVnI+EQRBwDlqdJf/i7vqev4cHExaUym1L7zPuHOmUThdK9uaMjJIPu98mpYu0UuxkcZGLH37kXrhxVh6Fep90292VrJ1VxlT67eTY4mQdM65iFYLir+jM3Zk814q8ocxwGRBQuvn+UuKsTc1YUrunuqvfXipw8MOgbRLL6P3di8VESuCQWLEccLGvkCYlz89QE2Tj3kT8rrVCw3V1YIskyfXk9/cQl7uPE1fVFG0UQG7o1sptS7Hqa3Ff+QQoawCLJmZ2IYOw7NDc4ZGUWhatoS4M2byj0/2sbe4CbNRZPzoWWSsexezEiYjIwGTIuqMx6kte5GUCIW+Sj7ImsnU5j3IRhMzfvZzIsVHOOOVlzCrERp7j8RvcVBR76W0xs3GfbU89dNJuoFl3IRJxE2YhBIOU/fGaxx9+VU+c45gfiBMe5FasliIm6zJmukD8oAakWMW6+LqNp55fxeBUIQ54/JYOKPDS6w7xI0Zi73/AHyHDlL7yov4Dx4AQSD3N3/g+UX7mXR0NRYlxAb/DG585m8AePftpfr5Z0FRcYweo8/H6uekKFT+7WmsgQA+0UTQbCdl4kRyL13Y43lIVhtKtN8rGAwIooR7105q//U8lxqT2Nj/LIYF3RgEVRczblq+lOYVn5H3uz/qu7a2DetQ/H6mNW5nVeo4BFFk1tg8+LbjmtWZEnknfSYRQWJLjYx121FGjznxdfpP4kcZ1ADizSLSkX1a7wFo+XoVKcfNS/TPTWBx/hiUElXPeEIK7GuU+bI5m6bWABd/9QR5/jpQFdzbt9Lr8ae6sCnz0p3kpTvpZQni27KDZWmT0bJy7XWmnDzme4t4u9VIWDBw0dAEMj9dzEZnf7bFD2KiWEvKlMm4l3yEHB3yPd6HaPygdFbZU0gNujCqMoLJSPwtd9D0+H20K8JKJxhy9Bbt4820mbQaNSZd3Uf7+PV1E9h+qJ64goE4Dm0BWUY0mzGmpiGaDYzql8Le4mZUVeWsgfGoh7VgMaVpN6X2bMKCgUtatuB4/Utaz5obk0kaDRK/GhjGVVSHqMoYG8op+c3dqIJAiSGFLzLO0N2/Q9H+584jDfTJ6SofZorKHYHGzowbP4HVHgfBsPaQKopKXrqDkho3RoPIJdGF5lQVUtqxt7iJxKZKzqlYjVGVCb5zGF9aHLaBgwg3NyF7vNiHjcCzYxu1xgS+SB2P6Fe5ttFL794i1f98jqL9lTQZ4zi3TXM29gH+w4fJuPlWap5/FhQFtzWBF329CBW5WZ1/ATc1fY2lqQbPpo14Nm+i4PGnMKXEBiclEMCzZxeOYSMIVVQQqqslftp04qefwb1TVbYfasB8eDcJ296lqjKDjGtvQLLbeW/VUfYc02Sd3lp5mD7Z8V0sYpLOOZe6l18EUcCSX4ApMwslGKT88UcI1dYgOZ04ho8kUFpC3MRJ+IZPoqnVT7/cBN0kNFhVRdkjD7ImbhCbE0II0jEun9WXnHYvMEDxejlS3syBMpfm3xaUabGnMOT5fyJEwvQ3m7HsqGLPsUZG9UvF/nEyodpaZjTtYH/yQOTLb2bSkExsTjOkjMc5Ziz9VRVBkvjls+v05MrjD+P2hbsQVFxffoFn2xY+TZpEieIkLJmQlCCSwUDmvDl64E676mrN9FdVNYHqTiXLt1YewhfUnoOvtlcyY1Q2KfFWZo3JYfexRspq3QzITWTswI7uluR0Eqyq7AiWBgOt+w8w/chK0oLNiEDC7qUo4XmIRhP2IUMpfPpvGlGjGy9KVY7ox7IpIUTJSN6Vl8e+JtoL9klm/r20iGDyFM6V12OXVNKvuQ5Bkqh/41XUcJjscB0X73mH7Dt/RfXRDTorVpZVPk0ZR8W7BxkzqJXLZ/XFmJICosiotiP081WSeNGl9DqzL/7ca6n829MaSzOpQDuAIBARDByq8xGbQv6w+NEGNcFoRHI4NPkWQcCQlo4S8COYO4gKJqPEb26ZxoGyoWxeWoSgqKiqSlK8hX2lmghumq8eFO0mjjQ3owaDCD3omslv/gtJVZjZuI1mUzwuUxyjB2fR0BLgJU8+AzPN/PzyMVisZmqbDzFl3RpQVezDhiOIIrm/uw/XyhUY4uJInDs/5thOm4l5D/yS6o8+xNDSRGTSbO5bdJRBaRM4o24LFoeNzJtu6fF62EaPw7XLpO8eq9rC/OOTvRwqa0FRChmfa+bCUSnEjZ+IGKUz/+T8IRRXtWEyimTHGSj7NhHZ5SJRDPHAWANCaxONXx0lFIlQ//YbWAp6Yc7uKFuZJYHoJkxjbkWDjMdsoUPQSwv+Fkll0N4vKVn1MnGTJ5M87xz9OIb4BHLv+S2t336NMSOTxJmzydhcgdEgooTCDGo9xvxBvUg/fzIWqxmjQWTPsSb+uXgfiqpy7Zz+TDpuULY7pMZbyfTX6wmOqMj4jx3F2rcf5Y8+hNzWBpKEajTyftYs/JIFVIUXNrl4wLIL7769BKQ0hrqPxeqKqArmjEzy//gA7u3baLZkIu4PQUjGoxgwuOo7vVbF9fly0q++ruO/ZJnyRx8i1NgAikrSOeeQv+D8jusjCYxKEyl99iNC4RChulrq332LzJtuxeUO6KQpCZWy3YeoTUpkwMBcfbA9bsxYrL16Ibe1Yc7LRxBF2rZuIVxfp1mzuFy0rvkWFJl1LoHlOyQkSSLOZuLBG8dhNkoc/nojQVliQ8JQ7R5T4KNvinnwrLm4vvwCBAHHiJGErOZOyQYIoiYmIEWfqZmjc3TmbCjrl9S/+RpKOMy8Ky7TB6vbIYgiTZ8up3n5Evqlj2e3o7dm0Jtg1W12OkNubWWfJYcjjhxURF7NPYdhvlImTuhH3lUX0NioJUlx4yZoyiSqNhOnqCrvrzrCrqON+i4y+lXpu0Gbxcgfrx3b471l7dMXwWTSSDqiSFzf3sSrQV0dUkJF8fkJexowJCQg2e3d9qOUUIi2TRuwDhhIICogfnyyHigvp/KZJ1F8PpZnTqXYlEFfbw2f2oZwxTUzCRzZrbmISx3LvyAI2Pr2I/MnP6Ph/XcJ19WyM74fh+259GqpYPQn73BssZYAte9cHRE/0s6NMPsMtvsdfD3mBvpkOOibKMKqckRFRpRERgzueZzjh8CPN6gJAll3/5YvPliFLKsMr93F0Tt+hjm/gNy779UXbqNBpC8ubjcWUWrPot/sqbQFNCFRgMPOAoZ4S5FEEXNeXszEfnWjF18gQmFWHIKqEKnXGqVO2c8NFcvJ/d19rG82sv2w5gZ7tDnMuqJ6Zo3JxTlqNO7NG1FDIXwHD9Dy7dcknjmL9Kt6lr8xW830uvoqABZ9e4xASGaHvTd7+/Zh4Yw+9OnVs1J6yty59K9cS4krjCBKjO6fxo7DDbra+0Yxm2tnTsdg6MhKRUHQd07ljz2s9XJQsRb2JWn2WTT869kOooQo4j9yiIYP3kWyO0i9/AriJk2mbdMGAseOIsXFoXg1Ak4/jzas7kVAMhgYOSCdCa1FmDbsIBwO07xsGZb8Xtg79ags+QVYrrle/3nu+DzcvjA5K14j1VOPunwrbcf24fz5nQC8tHy/ThB6bcVBJgzO6MImPVrVSmOLn6G9k7FbjPTOjqdh1mTU93cjC1oPzj50GJG2No32H50HEm02AtF+AoJIW0SgLWrJkxuoIygY2OvoxVBPCaKqYI6Px71jG/FTppFy/oWYfCHEg5swGkRt/c/rA6WHoscTNAf2TvDX1Golwmj/p3n5MpLnL4jZQUTa3OhqzrKsKZIA500t5GjVLlBkpjdu55VNwxBpwP5NKY/cNlUPbO3zVfp3b7WgS34Jgm7xst3Zl7AMYVkGQpTWtNE/L5E9QTsHMmPZbjm4sQ8bjn3EKFBkLIW9EQSBsyfm88XWCkJhmb3Hmvntvzdx37VjcNpiA5EpLY20K66i+l//pPq5v+Gfeyn/3hfCF4hwwdRezO7npHn5EtRwmDMr19G7dxDb2RcyZkAqoiCghEO0rF6N4vOSMONMEmbOZt9hETWq8+o1WGkeMpFBC0bqiW44IvPuV0corXUza0wOZqOB9fuqKSpxEY4oGCUBp81IOKJwwdTCboUd2lHn8rF8QylWk4Hzp/bHeePPeHtDNW6jg4uJJ3FgP3x7diEIIvGTp1D1t2e07xnI+dW9Mco07ah85ikCZaU6EUy027EPGar/PtzYQPmjD+ql+oAscE3Fp9hlP6jgf3o9fjmCIIpY+/VHCQZBVUi/7gYEgwHHsOHUv/U6oDEcFUFkbv0mDKqmPOJatkTToIzei6rPR0lNG2+tPEQoolDZ6GO9JOrEE7NRYmD+f5fW/6MNagBvbmtmRySHifU7CLtcSCiEqipxb9tCfLR+HolaJ4jBIL2NRuzGVnpdeTVnjsphy4F6XIPOJyPLjyiHcYzqYBGu2l7JB18f1Rb+7DjuunQEtsFDNIdawDF8JNbCQgRX7CBt+8IacXWIp6rhsCbbdRrITLHrCgeCKJCRfGKNPUEQ+NUNU9i1uxT7hy8iLa3D3X8Bh4yJoEJOqgOjoftZOjUSIVB8TP85UKL9O+fii2jZsw8AY1o6jR99qFnWiyKR1hZyf/0bsn9+J5VPP0mwohxDUhKCyUR5Ul88QRuiKJKV5uTGcwbS9P4uWjopFMgtLSf8PAZJ5LIze3PkPc1hWAV8Rfv03/cwDaFj7Z5q3v7yMAJalv3YzRMwmyQmzBxFcOBDmupGn76Ys7NRFQVjappmVS9A/IRJzE3KYeX2atp5DQ9v9PHz/H7YjhbxecZk9lny2BE/kFlN2yhoaaRpySe0fr2aXo8/SZzNxEM3jGP3sSaykm30zZ5KzT+fw3fwANY+fUmad3bMuZpTkmMVN1SVcGNDjHWPpaAAS34vjla3EhSNTI7u5Ppkx/PM7ZNxHS3m1Q+q9MUGf5gjla26ZcnxcIwcTdzE/Xh2bMOck4e/RNt9ZqgeaqQMwrLGTE1N0HYT6SOGsLr+kF4JGN+8j6kteyg7LOIcNpTsn/5cP/aCyb2QJJFP1hQTkRXaPEE2FtV1K3hQ8+8XCFVqRKw311XiNmkL5OJ1JUzI6SBxCcAAtZm8YR078tpXXsK7S9PabF2/jsIn/szImeOo2lROKKJiNkrcsmBwzLD6knWlrN9XSzii8OqnBxAlMaZnrKgwZ1xejNdZd1AUlcfe3I7HF0YSBaobvRgMIgf8FhRvmPUvf8AMVxGiqoJBRPF5NWeC6Pfc/NkyfTayHaqiEIiuL/r7+Hy0rF5F6sJLibS00Bwlv7Q3P6Y37cQu+zskw4LtPXnteRFMJo1N3MmDzZSVTaS1lRFtR9gd30+7ZxStz4YkETdpMq3r1iJIBlIvv5L9rYFOSYFCpJNOZzAsd2rE/Hfwow5q+6MlxIBu8I4259FJLSDc1Kg/iGo4TLCsFEEQWDijzwmbwCs2l+s3++GKVlzuINk/vxPPzh2au+3IUQBMHZbJjv01HK5x0ycrTre7cYwazWdf7ma9pQ8Jspc7xnQ/ONkTJgxKp8UTZF9xM2MHpsW4L/cEgySSd2QTLc31oCjML/6CEWdfh5Sdx/hupL2CNTVaOTQhAVNWNqG6Wi3D66OJuMYN6E/hE08TaXEh2h2U/FYzwERR9IyzeeUK9rYI7MuYTn64kbPPm8Zb+0XkGjeyCtVNPirrvWTOmEnbxg2ocgRDfDz26PU7EQRRxJyXT7BaC2yWXoUEq6vwHzzAdeOyeGlTI4ZQgBviqmj6+AOS5s7XB7LX7q7WS0mCEKG83q3PYJmzsjBnZcW8T97v/kjbti0srZDYXBUhO+jl+rMH8kbUfTgCfJI1nd/f8yuWv78L6Vgt59etITncicXm8RBpbcWYnExSnIUZnRiGxy9gnSFZLNhHjMS7excoCqLF0mWoVRBFto1fyBdbyxEEgQM73Fy65h8EKytInD2HtBGjyAi5KDOnExENqIJIemJHeUtRVdbvraG22cekIZlkp9hJv/pa0q++Vj/3UH0dN2RksWxrNdWNXs4am0tS1Bx05qgcth9s4EiVRmEf11qEQYmAAt5dO/G1utlX7cNpMzEwPxGH1YgkCjiCbgp8DST4k4GuQU32+zp+6BzY0QhDiXPm0fzZciS7g7Tjqhz+w4c6+nkeN7LHzfzJhTjsFqoavUwZmtllp1XX0KY/1yrEBDSDJOCwGpncSbk/HJF5YUkRB8tbGFqYxM0LBiGJIr5gBF8gggpEFJWKBg9OqxElWgpOCrVCuINc4d25o+PziWIXckj7d2zOy9eE2KM7JcFgQIqLJ1BWSsWTj+MVjLQaE/AabOT7akgOtyJEP4tgMCBIhk6zth2kkNY13xI3TiNFZd7yExo//gh7WxuPnzMcr6cvbW+8iBoOk3bN9ThHjCTlooUIRhOi0cjgYIQ4uxGXW9EEIfTrJTJ7bG6PCjc/FH7UQW1YnxS2HKjDZU2k1ZpAKgEco0bF7LjMuXkYEhK10pqikDBz1ikdOyPJSosniKyoSJKA3WpEMEgxEkkAkZKjZO1dQ3VcPyLF9QR9/THG2WkIiXwTP4xwRCFgsPDBThe39zr12nNxTRtltW765cYz5RT6RTpUVW9niaiMzTLjGK4t4Eo4TPVzf8N38ADm3DyC5WX6w2NITSX53PMRjSbiz5ihH05yOJAcDlRVxT5oML5DB0FVSYr2BCv8EktTJxMRDZQo2SRXh0lPTKSi3hO1glGJd5gwOZwUPvk04eYmTGnp3bpkd4ecu++hZfUqEEXsAwdR/shDoCrYBYGnfnk39e+9Q3BHBS7AW7SXggceAaBvTgLldR5CEQVVhfTEE+90RYuF2tyhbNy8m2BYoaSmTQsK0WtpkASdgLFgcgFf7d1MfMTTkaGKIlJ8XBezx1NF5i234fricyItLhJnzYlJzEAjxazeXExIkQCVjJ1f4/EehUiEhvffxVrYm4VXzED6dAd1xkTmzR8TI3r86YZSPt2oOa5/vaOKP906MaYvJTkcWB3ayEW7kEG4oYFQTTXGjEwEQeCeK0ayr6SZLzaX4yp3UmlOY09cHzIjLZR+tJ+GlgAqKvPH53P2pHyqj5QxZOUyJBEM723Gn3Mv1uMIUmmXX0XNC/9AVRQu7Q2vu0z4AhEWjkmFPdtwjBxF8nkXdEsGcoweQ9v6daCqGFNTkZxxCIJwwnGFURWb2KMUIgA5/loqbJkoCBiMBu68ZCS9s+N0Kn9EVlj0bTH7ipsIyyq7jjayqaiOyUMzsVsM9M2Jp6RGm32cOiyT/AwnLy0/gCBA24AxCDvLEASBFsmG09us3yuC1UrKBRd1e345d9+L65vV+PcXEa6vx9q/P4kzZ1H/zpvsMuXydfIoUsKtVFrTQVXpF6xm4ZhUnL4WjElJOMeMxb1lM3IoTPPST7T3Mxj0RBVAstn1ZAbACqQ88XTMeUi2DrKR1Wzg4RvH89Dr26hu9KKoYDKI3HLuYEb1685b/ofFjzqoXT0tj+HV27EfWYMkikiJCaRffV0MPVk0Gsn/4wP4Dh3AmJSsS/CcDLeeN4T3Vh2hzRvigmmFmI3dl+72ffYN3yYMJSIacCsWPvx0N9dfPolgSNbnRhUVapu8hCIRlqwt5UhlC1OHZ3VLvwZocQf487s7CYYVjAYRX0Dm8ll9u7wu0tpKpLkJc26eHiSS5i/Ad2A/oepq7EOGYh0yDI8/jN1iwL1xA/4jh3WF7c4zPJGGBozpGTiGDUc0dW3CC4JA1u2/IFBSjGi1Ys7SFg5P3xEI5VrJJCwaqDMnc+X03ijuNhr9Kued2V9nqYkWi/53pwrJZif5nHMBcK36Uiu9tA/O79mtZbXR0kqoqkpXdLlweiFOm5HaZh8zRuZ0Syw4HtqQvfalKdHj3H7RUD7dUEZGso1Lz9R29n1zEkiYOwTXO9shJIMkYR8+kowo6+x4hJuaqH72r4Sbm0icN5/keedovnPhsK6ILxqN+ufsDt5dO0nxNeA3paIKAvn+mk5OxgI+VytyXh9m3tCLzzaVUlTlpW9hRO+pFZW6YqTOqhu9J7wmzV98TtPiRSAIxE2eSvqVVyMIAkMLk0lwmPlr2QzcipGIaKCULNToYgewdm8N507pxdxkHw2SViFR0TQbjw9qjuEj6P3X5zQpObudkWhKICV//C11UcmvzFtuwzFiZJdzTLvsSmz9B6L4fTjHjD2lsYT0+mJ+4tqNW7KSHnJRbk2n3pTIwFQj/fM6krlQWOah17dR1+zTiTiqqv1/sLoa38EibsoxUzo4H0dSAn1z4hEEgT7ZCbjLKkh1GjBc/ASrNx1j05ajXOb9XD+2we4goIqs31aB1WRg4pB0nZAi2WykzD8H5p8Tc96mzCzWlKeRFmrBqIQRVIWB7hL6eyswmnNIO+cy/bWJZ82l6rm/6T+rqkrCrLMIu5qp+fe/kFtdJJ19bgyb+WQwGSUKs+Kod/n18mNP+pg/NH60Qa3ktTeoXrocp9xRQ460tGi9iIzYnY1oNuMYNqLLMVRVJVRTjWSzd8mwHVYjN53Ts+dYO8JJaYi+qKCtIOJRtUuel+5gRJ8UthzQmG8NrQEeem0bDS4/YVmlrM5NZrKdPtnxyH4/vv37MCanIlot7H76BdSEidiUCMZwhJIaB4qism5vDc1tAaYMy8ReX0HlX/6sm0Hm/f5+RJNJl8gBqKh38+sXNuL2hclNd/CzXLmDlNhN5lv7wj9oNCeyceAc4vLzuG3h8JjfC6KItXdsyXbowCxMGyqQouogE4dk4nrh78w8egRUleTcC1F7zaFl1Vd4dm7HPnQ4iXPmnjINvzOsvfugigJb4gdS6shmkjWP/sNH4t2j6YBW9htP/d5aRvdPxWo2MHf8ifsix2Nwr0T65cZTVNJMvN3MuZMLSEmwdlv6TZk0EaXkKJ5dO7D1H0jqdTfiCavEdZJJa0f9O28SrKoEVaVpyWIUf4CWlSu0Xey06aTe+bOY15fVtrH61cWkuGsYMH8WfaeMRvZ6uaBhPWucg7HLfpLDHbJazc40/raqmVBkE4qioqggibD9cD1ZyXbOHZXGqGSV0hptDNogieSld3Wt7ozm5cv00l7rt1/HiHfnpjmYkyvycZl2M8lIHfcVUBhd7Mx5+TFC2sb0dNo2b8KcmxdT/hXNZui0M/UfPYwaieils7YN62KCmuz3492zC0N8Qoyazqkgad7ZyO+9jR3NPirfX0e+vw4xFMtEPFzZQnNbB7MUICPJxkhzG2UPPaMnFA6LhYL7HtK/c3X9VwSXLKZSEHCMHsu38lCaDQkERBNmJYRoMGDMyeXhlzfR7NfcLg6Uu7j5JGtNwszZJO77ilbVzqVVX5IYbmN68y5tNOWTd/GkJ+EY1vG8BstKO0qYgoDc2kr54w+jBrQh7bpXX0Ky27skC7LbjWv1V4SbGrEPHoJzzDg9UbtiVl8kUaCu2cfZkwpOSKL5IfGjDGr+4mJqli7XM3RAU6GQDBgSu859dAdVVan+x9/x7S8CVSX9xluIGxNL2VUVhZavVuI7fJj4yVP0PlpnjL1kHl89/zVVQRmDUeK8mQOjpyPwk/OGsPXgalRVq91XN3b0D8IRlV1HGihMsVD24B+R3R5QFUzZOaS0VDKCg0xz7UZBYLV1Hrc949Y95FbvqOLXbNNnWUK1tXj37Y0ZOP58cxkffX1MX2uqG70cHt6XnMJC/IcPYcnPJ+GsudT+6596rV9B4O2s2fjdBsQDtbheDXLP5V0z5KKSZj785ijxds1l4NGbJ3C0qpWcVDtJYojiQwf1h9715QpM6ek0LvoINRQkUFKCMTm5Sxm3HYGSYmSPR7eo7wxLQS+qLriNtTuaCasClQf8/DIxDgH4NnE424MFCF8e4vPNZTx04zg9+1VlmbZNG1D8fk1s2d69Kr4kivzykhEEwzImg3jCwCuIIulXX0vSOedSuauIu5/fgC+skJPq4DdXjorxwFNDoY5+iqLg+my5/ru2dWsJXLEQhI5FdcW/P2ZyxTrNAPP1wwQKHsA5ZgxxX3zOnMadYDCA0aB//5szxuALdHoWAFnRZKXkpkZ8q56nl0nkImsmwrmXMWZkATaLEc/uXQRKS3CMHNWFTm9ISCAU8Gu0d4slhh4OMMAWwqQYEFSVkGjUg5cowEXTNVaftXcfsm67Hff2rZhz82j88H2NVaeq5Pzybqx9Y2XVlHAIJRCk4eMP9cVXMJliXqdGIpQ/8gCRlhYtaTr3ApLmdnghutxBDlW4yEtzdmsfkzD9DGz9+yN7PFQ88VjHvR8IoMgy3t27UPw+EnoN0ftjBklg2rBMFg6Pp3nZUohEqDUn8X7mLIKSiVmf7eay6zRBhObPPtOTAffmjeTMHUdjq5/Xcs9mlOcYU6wtNB04RGNWf+QoS3PPsUYWfXsMk1Fi9phczKauu31BFLnjhqm89vlBdjvPZFbNJmgXaohENLJNp6AW6SS8rZl+oicJ7Wh4/92YoObdX0TVX/6sXxP3po14tm8n66e3A5qT+LVzB/B/jR9dUGteuYLGRR/FBDQpmrElnDmrSy+iJ4QbG/C1q5oDTYsXdQlqrd9+Q+PiRRotf/8+cu/5HZaCgpjXmCwW7vvlXJrbgjhtxpjFDCAvzUllg3aDJThMNLV13FgHy1sI5qjIHo8ucxNuaMCIwozmnQjAMVs2RSEnYbEjYwzLCsH4hI43kWVaVn2pBzVVVVn0bXGM9YiAgMVmIffXv4kRXVbDYepeewVkmbAgEYzakCgKVDXEKtID+IMRnv14D6GIgihoLuT3XDFKr60rYSOi0YQSHTI3ZWQSqqtFVdofwLBOMjkezStXREteIubsbHJ/8/suJaUGg5Ow6op+Tojs34MxEmG/vUAb9g4rNLUGcLUFMezeTNOSRZr3UzSwtHy9ioKHH9ePqyoKTcuX4Tuwj7gJk0iYPiOm1BysriJYUYGt/4Auu/mwy0XZfb/ji7jhuB19UAWRmiYfu442xrigp15yGRV/fgLF7+8irqzNSpmhk3B8amu1zmZTEQiUlWPJySX/wUeItLgQjEYqHnuESFsbqiJjqi1HiuuPLBoQ0MZY2kuNA92lGJUwakAlP1xOivcYCY7+tG3ZTN1rL6OGw7i+WEH+/Q/GsC2zfn6nPkOWdtmVMd+DPxhhjZjHpY3v0aYY2ZM5ghIpGWvIS2/VhTPYBmhlVfvQYdiHDqN13dqO7wFo27xJD1ZKKETl008SKD6GYLPpAQ1RxDl+IgmdFHRCdbVEWlpidnHtQa2sro0/vbUT0Hq5d02IIzve2EXerL2SY0xP1/UMjSkpNL7/Lq3rtfOUbDaumHcN31ar5KU7ObNmA+WLN+oswi9SJ+A3aCSa1fVwVluApDgLxpQUghW+aDJg5fr5A1m0thSXO4UpYycTfvgeLIpCXNhLm9GOYDAQiSh8trkcUYBDFS386tIRdIeUeCuDC5L4pKKVutRpXOZehigKqCpdEu528ggAkoQxJRXBakX1+aL3FewWUln3xSHGDUyjf14iNf96Poas0ypY8O7eh/+uO7APGUb6tdeDIND4ycd4d+/S+p3nX/idqi7fBycvMv9/DM2fLu/oJQCmrCwyrr8RJRCg5ZtVyL5Tc6XWGqHalyGLElWJ+dQ1+2JeEygv61AJEARCNVXdHksQBJLjLV0CGsCvLhvBvPF5zBufxx0XD8MYbUIbRIGMJBvG1LQOFXijCceoUVjyC/QbJSjGqoiIAlhNEhlnze5QmgeNjt7pfDo7SgvApKEZDI9KLHW+CeMnTibv9/eDwYBZjdDHW4FRjWAyiiyY2jFHE44oFJU0c6yqtWPToUKzOzb7E41Gcu/5DbZBg5EcTkI11cheL6LJjGi1IprNOMeO7/Y6tqz+SvOWCgYIVpQT6UYrceLgDMxGCYtJwmQQcQ4bhmAykRuox6BGEAQwmyTsYS8N772N3NamqfCHw6iRCJGmJm1gP4q2dWtxrfiUwJEjNLz/Lr4D+/Xf+Q4fovyRB6l74zVNobzTmAaA/+B+VEXBEvIzzlXEHcXvc0XxUqzB2GTAnJtH7788S5/nXkDN7YXS7nUmCKRedQ2mhFiVlYxpkwkLEiHBgGSQsA8cqNn/yCrGpGQMzjjyH3qUrNt+CorClKbd9PZWER92M9PayG3nD+HsCfmYDCIeazyqqN2XgmTQ7jfAV7S3YwcpCJrAbieY0tLI+dU95P3m910Sudc+P8iawy28kjGH5XkzuPX2BVwyKolbK5cxp2Y9lQ/dT6C05Lhr0NHLFkwmLL067i33ls063d3vD6PozD8j9sFDYgKqMTk55r4X7VoZtbi6jUff2E4wLBMMK0yq3Yb85gtUv/APqv7+F6Bd07Ejoci56x6c4ybgHDuOnLvvxb1tixYsIxHktjYyF/2Lu8ZYuWpaHp6N61HCYY6aMzR5YVXtCABCx64+6/ZfYB8+AtvAQeT++l6sFhNXzu7H7RcOpSAnGcnhQBAErqlewZlqGZfM6KNpqCoqEVmluLqDTXs8XO4gn6wtISIrlEZsLB1xKenX30TBw4/qjtbtSLvqGpAMYDCQfvV1iCYTBQ8+iiknF0SRffH9WJEwmq93VvGXD3ZT2eCJSbaO2HLYlDgEkxLmG6mA+2tz+d1z31L99RpaVn1JqLoK15crcW/d3OP5/lD40e3UjElJBH1eLROy2si77yFK7rkrqiwiEqioIO/XvznpcSS7nazb76D+4w95yzKGetWB/NJmzp1SwIJJmlBq/OQpuDdvBFFEMBiwDTqxozFAsLaWUGU51j59MSRo1OYLo2wy2edjob2ar9ucZGYmc8WsfhgsBnJ+dS8tq7/ElJFJ0tz5CAYDoYZ66l59maG+AHuSbZS3hLGYDcwZm8v0kdnYLQZMhb351J3CQVsOfVLM/DQi67Nody4czqufaUys6+cPPGFTV7LbNS1A4IL6tTQOmkDOZZczZmgWDQ1uFEXl8be2U9vsQ5YVslLs1DT5UIELp3YdIDXn5mFIStaYkrJMy1cryfrFLxFUMGfndPFB6/x3cksLaiSiUZm7cXvOTXPw2C0TqGzwUJDhxGGZQmtuDle2trE9LhcvBs4cnYMU6H5xUGWZho/ex7trJ6aMTMwFBR2Jiwqh+npsUZHotk0bOn5nNuM/sB/jpMkx54uqMt6lKcwbULAGQzjWLoMRd8a8ryCKVLiC/EMazbg4EZsapuCSi0iY0LWXMum8M3ANyiVYWUHy8KEcboNnX11DRFaZNz6Pi6b3RjQaEa02EEVMcpgL674FQSD5/AtJ7pPC8D4pTBySgcc3nKR9Kfj27MYxYhSO6G7eMWIU7q1bojsPFWvvrkSknlDT5NVL4Yog4QuEGS020oCCGtRIIe6tW3TBYdCG67N+ejttmzZh7defuE7XUTAaAAEZgddz5rGgbh3pQRcNSXn0OU7DU7RYcY4Zq7EeFYVgWQmB8jJWbG/TzwlgeNsRJCWMKoPvwH4OHK7hgdd3EAh2aDoak5JiBJCPd3pWw2F8Bw9g6z8AwWBkh703Rc5e5FXXM69hIx9mzsRvtHDB1N56f8mYlETWT3+O3NbaZcheEARy7/0djYs+wmkyM/jihRji49m8v06v5ozse+psQq/J2WNPMX7yVOKi/mvtZXxjYiL59z9EuLGBtetrCB1sip4XVNR5GHL9TdT8+58gy2zKGE12qyYJtzlxCBHRQL1fZcf2I/SPRKsIciRmHve/hR9dUMu6/Q7q3noDgxwm4cJLUQMBZK83mjnJBA4dpOoffyfrtttPyoayDx6CMbWA+je2EopoD8TiNSVkJtkZMyANQ0FvDp99C8GqKkbPGochvqtuYWc0LvmE5mVLAO1GyrvvwRi2X90br5G3ZwfXRiII5SZM5w8BSxzWwkKshbFu1KbUNHLv+S0Af1RVTcRXVVm3t5bthxqYOiyTqrHz2LO5kbBooKhVGxhvJ0cUZsXx8E3d74iOhzE5mbSrrqVp6ScYk1MYf90lGBK0B1JVVTYW1VLZ4NEXjVBY5v7rx2IzG4jvwSBS9rg7SsSCgKBq1ignQuaNN9P4ySIira0kn72g21JymzfEml1VWMwGBuQl0Pjxh7i+/ALBaGTGLwZi66ctzmqchbgJk2jdsA5ECeSIbmvj3rQRVJVAWSlSQnxURUZAMBpiegyWXoW4N23UdzSmnNiRDHNOLtk/vxPX6q/w7tkDsoKAitKumH4cimvaCEpmVqVq/cTZHgNdO5YaEvv2JpKWTOXTT/KKcRwhoxbgv9hSzuyxucTZTFjyCzBn52i7HEXBMWo0SXM6+ktaT8mOP9gfS1Y2tsFD9B2FY+Qosu/4JcHyMuxDh8WIeHcHjz/MofIWslPtzJuQz+ufHyQj2Mj8mo2En18NM2fFkELM+V1JOvYhw7q1eXGOGYd39y5q9x6izeTkjVxtOD3ebmJaN8+w4g90MHdFkYjLRVqCA6MkEpa1sriSmgGNVaAoSA4n//70EL5AJ03HkdmkJHT0MT07tqFEjuvRG6M7RYOBnDt/xccf7KRKTKbMmkEvfw0/rV5G7i9/ha1fx2dVQiEqnniMUFUlotVK7u/+GOMzZ0rPIOu222M+z68vH8nWg/WYjBKjO1HklUCA1jXfaNdi2hkkOi0smJTP0vWl2CwGrjtJf6u7sRlBEDClpjFhuIGtR10IgiYY0T8vAWdcBo7nNceBgs8PsnuvhRx/h92MikB52kAG1exBCYcRTSY9cP438aMLasbkFHJ+cRepqU4aGtwEyssQbTYUt5uwIHHYnoe1uImEgwdiZJh6QrzDRCeCEyrwxdZyxgxI4+0vD7HxgIdwxMlXiw/z1E9TenQGBmj+dFnHcSIR3Fs2Yz7/Qv3/QrWdaNhojCRDN7uR4yEIAnaLgT++tJn6Fj+iILC/tJmMLavBqUnoyLKC19/V0fdUcbz1RTveXHmYDXtr9IBmkATyMpxdRHOPR8p5F+I/dAg1HMLau08XUkB3EC1W0i7v3mcMNJr9o29so8kdRBIFyo9UcMbaKM0/GKT+7TcoePBRvEX7qH3pX6Bqg6aWgkJKf39vbC8LNCV8yUjBY08Sqq3BnJOrU+wB4qdMA0XFf/QwceMnYsnLZ+3ualZurSA3zcG1cwdwzJzOYvtEpmUEyKw5iGi2kLrwMrrDwLxEBEHQ5LOAESfJypuWLiZUW4sxKwwGVQ8ahuhCLxgM5P3m9wTKyzAkJHYrjtu0fCnNn30KgrZL7tyntA0YeNJEA6DNF+KPL20mHC2T3blwOA/cMI7WB36N4PMS8jbR+OEHZNx4C+5tW7ENHNRjibk7CJJE5i23kaGq5L6+jZomH6D26CKeNGcu3r17AK0caxswkPMkA55AWJO/Gp3LsMJxNC75BCUQIHnBeRhWV2k6rHKAkGjVlX+Kq9t4b9URCtrqGNNelZckbAMHkXzOufp8l7VvX4bHb6WkTWZx+lQSZA+/vfUMbOmxzFjv7l2Eamt0V3XXF5+TftW1dAeXO8hrnx/E7QuxcEafLnJTlX99mkBpKQDu7dvJ++3vWTC5F+dMKohpIXTukZ8qBvdK4rdXjaa83s3ggiR9yL793rhiVj9EQWBPVgoDDbCvwo3DauT8s0eQeflYwvX1GNPSTpnD8J/Ejy6odYYSCFD51J9Q/H5U4M2cebiM2g7DddDH5dHKTqS1BdfKLxBMJpLmzI1xY3baTNx09kBeWNrRSymtcdPmC1FS4+5QH1DhaGUrNouBXplxMV5L7RBMpo4mN3SZyUo6Z0FULV3EnJuHqZuZrWB1NcHyUqz9+mNM6nhgAiGZ2mY/iqoCKgdKXczwlLLF0otmYxw2JRCjYPGfwro9NfpcSm9vJRNSFUbmxNO0fCnm7ByMQ4az6Ntj1Lv8zJuQT7/cBO2z5+ZS+MzfUHxepLj4kz6E/mNHibS0YB8ytNsHRVYUFq8pobE1gIomU3Sk1ssZnV4jmrS/q/nX85qWI1D36sv0fvafJF9wEU2LFyHYbJgzs/EfPojkcJBywYUY4uIwxHVNLgRBIGH6GSRM196lot7D218eJhRRqHP5MBlFNhVpJrLl9rGMnjWTWy8a0e2sWrC6mvD773CrwU7DyBn06Zt1ynM+59atY1HWDEL2eC6fMxCbpVO/1GDoMvvVGa3ffo0a0vqewYpyTfEk8fS0+g6WabqIgZC2k1mzu5qbFwyiLdBhtaN4PYTqasm69bYuf9+y5htav/0GS+/epF1yecwOQgkGadu4HkQJ397dXLx7N6VZQ8m5+CKG9iCUa+lVGPU9bMaUmYVgMCAC182LDdDpV16t//v2BU6Kfn0vzlCbVrItTSIyeBhPv7cTf0jmGPE4kwcwyFuKpU9fMm+6tcu8Zv+K7VzkM9JoSqBvsA6nIVYLEzStRh2S1KUE2Rn/XlrEkcoWFBX+9tFu/vrzKborAqBJ10UTsXbpOujoibd5Qzz57k5qGr0M75PCmIGpvLHiEGKUeT0g20HFK6+gHNyLMT6B1Cuvxt4picnPcJKbZKbuzdc4um8vis+HMTGJ7DvvwpqRyfXztdeqkQgNy5YSrq0m0ZWGmNo/pkf638aPOqhFWlt1NpJbstFsjNO177ZVh7gcbQEtf/xRIs1NCKKI79BBrH37Ire5SZozD1NGBqNybaQ5DNR7Itgifob7Smhaq3LGiL68//UxjXhhkvjn4n2aDmOijd9fM7pLYMv55d1U/ePvqMEg8dPOwHEcbT3YZyit195FtkUhfVAf6t95C//hQzgnTCRp3tkEjh2l8pmntNKHIJL/4MO6CK3FJJGVYqO22YcoCAzulUTOxCu58bWX8Qpm8i65iKT4/7wLbXqilZomL4NajzKncQvGWpnGPd/o5ZnVYy9neyNEZJWD5S6e+MkkfahXNBoRO7M0gU83lrJ4bQk2s4E7LxlOr8w4XF+t1BitgoAxOYX8+x7sUjpZsraElVvLdUaXySAycGAuaeOupuHjD5EcTjJu0ByDO+vctf87ac68mNKcEgwimEynleG2eoMd2p6ySr3Lr4veyYpKjUfuNqCpqkrln/+E3NaGTRDo01BGr2l/6vK6gD/Iqs2lRCQjZ47OIXnB+fgPHyahrp7zk9votXAm2ak9L5LdwZyXT8StlYIFkwnJceL5tC7nriiY1q4gEsgE0YDJINIry4kgCCTOOxtXp+pEy6qvSI4ODQdKS1DDERCg4b13NPfv6ioMcfExQ+YVf/4TocpKTdlfUTAoCn2q95CwJxlhyNVdzqcd7Uo3p3wdDu0iPtQGQKPkZPcbKxh1R57OElUR+Cp1LAsevqvHYzjHjafX6lX08jdjSErudnzINnAQiTNn07phPZbCwi46n53R1BZAUSE90IQxpOILRGKCmrX/AALHjgJgKewq6ffZpjJqm7Xe9v7SZvYWN+lzdS8uK2J0cxHjq7cgoRLy+aj+69PkP/SYbgoK0LRsieb4Hq0ghRsbqHvzdXI78RIaP/mI1tWrUcMhfHv3UPDIn7qtCvy38KMOasbUVE2zsKYGh6pgMUl4Za080zuqPq+GQpqiuarogqGB4mMctGRTdWQJZ543Gen155hozWVF4iiur/wUmxwgsmQPg6fP4J7Lz8blDvD5pjJaPBppoK7ZR1mdm95ZsT02a+8+9Hnm792ea1WDh0fe2N7u/8g9pcVE1q9DDYdoXr4Mc04u3r17dGKCajRSv2kLOxMHIggCZ47K4bdXjWbd3hrMRolJQzIwSCLOMWNRVRXxBF5rx0NVFFrXrSVUWUHc5ClY8gt6fO1dl47g4zXHGLhpI0alkzmnqqKGQlQ0eIko7SU7gWZ3oEelilZviCXrSpAVFbc/zGufH+TBG8bR8u3X+ucONzUSqq+PGc4FrR8V7lQCnT02lwumFiKKA4mfGpsxp19zPXWvvoQKpF1zfbeB67uUTfrnJpKeaKO22QsIXDitN4vWHKOkpg1FhfOm9Or+D1W1g3GpqoTr63F99SXx06frA82hulqefmE1pcYUVFFk0/46HrtlArkPPsIjr2+nzuVDfn07180bwMTB3ZflQNvRbj1Qj6yoDHcG8R05DJEIxrR0sm7/xWndJ6CpgNh3b+ACKZk98f3o2yeDmaO1LD1lwXm0rl5FqepgRdpEjCYjt9W5sa5bQcuqL0EQtIw+6lythsOE6ztseJRwmGBpaRfNxxajg0jESBr/GaiqiiG6g6o3JfBmzjxUBL7+YA+DeyVxsNyFqsK5kwtOeJyUCxdi7d0X2ePBOWZMtz17QRBIufDiLnYxxyPc1MhZCR5qivcwquUAgigS/LgNrr9Jf032HXfStmEDAHGTJnU5hih0LyQ8suUgTtmPQe1wHY+eHKHampigFmlujmGTw3FJoariP3wYtV3HUhQJN9Rr4y2C8F+n88OPPKgJokjuvb/Df/AAkjOO+xLSWbm1AqfNyJxxeYC2eFn79tXsHKLYZ8xiRdoEwqKR+A8+Z0wgwMDAETJ9dTjUEIKqoIZCeHfvpPDSy4E49hxrorzeS0RWUFSVxChBItLaSvOKzxAMBpLmzY/RTOuMXUcbCUdkFFVjJNeX1pAYlXtSI5omI4Kg2T5EIhAO8/xWD/XmowgGA7uONPLTC4ZysMyFLxghN81Br8w4TcT0NK+ba+UKmpYuRg2FaF2/loKHH4spdXZGotPMTWcPoiW+iYa3S7VzU1WdEXpmXyfvH1ORRIGUeAs5qT1nz8efZ/vzYO3Vm0hjI2o4jCCKGLopj80clcPRylZEUcBmNjB/Qr6+awqUluLbvw9Ln77Y+vUnbvwEfbj7VKSTThVGg8jvrxnFV9sqCUUUkuMt3H3ZSCrqPcTZTT0qLHiDMsqoiYh7tmqWIqpK48cf4DtQRHbUSqf50+VUGnKQo5WGepefUFgrc9Y2+3SbnRWby08Y1F5YXMTekugoRO1XpEbLsJr2qdzj3/UEJRhEjUToHaymt68aZ8FkXcBWMBjIvvd3/PmtA4TQdqjPLdrLzUWr9CQlcPQohpRU5OjgVMKsjpkz0WjElJ1NqFabW5TsDjaK2axJGoFQZ+CMrw5z+ayT92JPhJVbK/jw66NYTRK35/ai2G1DFkQUQUKQFQoznVx8Rm9MRom0hBNXOoSoZ9z3hezxUPbg/eSFguRGItpzIcu4N6wn45rr9d2+aDTppe/uMH9iAQfLW6hs8DCibwoj+qSweOkWzmzazjFbNmuThjOs9QjmqOt9fVwmO+vM9DpYT366g8bWALkz5+DdvRMlFNJJNelXasLRqqpS++K/CJSVaZ/faES0WKj6+1+00QeDgfSrrsU5dtx/tbf2ow5qoD0Y9qEao8oCXDG760OQ/cu78ezYjmgyEigvp3xLI+Ho/FeLOQ5FFBEVhYRgmxZUJAlBkrB3mtC/fFZfRFGgtsnH2RPz9cZqxVOPa9mnIOI/fIi83/6h2/N02joIKaoKtslTEYt3o0TC0MleHos2wBmqraXWnIwqCCCrlNS6eW7RXspqtV3Bn9/byd/umNptb68nHKtupcHlJ7OoSF90BEEkVF3VY1ADTemh9ZtVqIqCYDCSesWVKD4f5uxs+g4ZxoBGLy53kH658Sc8nzi7iYum92bRmmJsZgPXR3sgaVddgyEpiXBTE0lz5nZrnjiyXyp/uGYMdS4/A/MT9Tm8YEU5FU8+pgVbUcTatx/2wUNIPGvufzSgtWP5hjJWbClHllVWb6/kiZ9MIj+j55Jgc1uA+1/ZQjjcl/SMeK6oXIGgqqjhMP6oCSRovZg+/ioO23JQEchOtmI2SSQ6zai071BFctJOXHLbc6xJ99BrDaqktpcGVPWURaQ7wzFiJHWvvaz/7O80xwdgzMwiIhzRd1veQARTWhrBSk0WTHI6yX/oUcLVVRiTU7qMc+Te81tavv1GE9KeNp2nn9tIJCSDrLJqeyULZ/Q5rXscoLLegy8YITPZxkffHEVWVDyBCK9lzuHKizLZ8HmxNvMnifTJSThhIvafhMutla+NlRWgKtAe0EDz2YuLi5nBOxkcViP3XRcrGDHCMYzyPy2nv7ecenMS7xacw5RcEwPyEnlrW5DQ9moMu2pQVS1Jc1iNPPDoU0jeNoypafgOFNG6fRuWcARrYgKeHdv1ZEiwWDXeQLttVCRC3euv0Lj4Y/LvewhOszT+XfGjD2qnAtFoJG68ZrvgGDmayQm72L+5WRtCTOzPrNbdELXAUKMK9Ma0dOImdmz5u5OIURWFcG27OoZCsLy8x3MoKmnuOB9BwJCWQeGTfyZUV0fF44/oZpyS3Y5zzDiaV3xGvq+GKmsagtFAv/xEymrdemAMhRVCYfmUH/gN+2p4Y8UhTZTWl8ZsU9S3ySBhKeg6a9YZ3j17CNXUaO7WikLg2DEyrrtB/31Wij1Gkqikpo3qRi9DeiXplH9v0T4a3nuHgQ4Hz91wcwyFXDSZSOnEEu0JOWmOLou67/AhbQpcUUBR8B/YT+DYUdRwmOQF5530mKeLnUc63JFDEYXaZt8Jg9qOww34QxEUBSpMKdSZEsmQ3QiiqCdjAMnnns/C6ufZ1dCEsd8gzrxyJqAlQ3ddMoJPN5aSmmDl4jN6JoWoikJegkSZS0FFYO+AMxhU+w0RVzOJc8/uool6KhDMJpCkWEm69vdTVYpKmhnRJ5ndx5oQBLj0zN5k5w+j4cP3UcIhUi9ciGQyIRV0X5qVbHaSO/WdEhxm6qJ9IovZgHQy47zj8MWWcj5ZUxwVF44l4ggCDB6Sz+02B3uLmxjcK4lBBf+53pDsdhNpacGUldWlt7pkXQmfbiwDVC4Zn0lB+wkZjJjS0zCmpJJ68aU9lvNURcG7bw/IMvZh3ZORQJudFE0mlHCIac27mO49QJ97/8G2o82I4gEAncksh2TCEYUd5R6mDM2mbesWit78gLfTzsR/4BgT8m2c0X79BQFzZmYXAQJUFcXrxbN9K/T+zxPVusP/XFDz7i8i0tyMY8TIHhvJY6aPILlfG2V1bgYVJBF4Yb3WkFVVBFEkad78GIbk8WheuQLXZ59iSEnRmrlR9QTHyNHdvj7S0oLkdiGK2torSQImo4hosWLJLyD9xluof/N1BJOJzFtuw5yTS7C6ikuLd1BSeAaO0WOYMDiDr3dU8dG3xxAEGNknBdsJxguOx5rd1XpTfJ+9gJlXDCFD9WAfNhzJ4aBt2xbcG9Zj7def+Okz8B/cjyU/C5IyNa3E9tK8JGkZZQ/YeaSBfy0p0p5Xg8ijN0/AIalUP/d3rS4vCFT+/S8Y4uMRrVbSrrj6tNl47fAFwlTbMzAetxCooRD+TqanJ0JzWwBVheR4y8lfDAzvnUydy0dEVjEaRNKTOu6ThhY/X++oIt5hYuboHAySqNm/dBKRfi9vLtdleehfmEbchI4ZH8lqJe+XvyIPaGz1s2Z3NdkpdgYVJNEvN4F+uSNOem41/36B8/YVsc3RD2N+AeddNx+HdfZJ/+5EEI0m0q64ivp330Y0GMi48Wb9d4vXlrByawUqKklxZu4eZ0Wq3oWcOoK4CRNp27wR36GDGNPTT7n38ouFw3j984OEwxEu9e2k+JcfYOnXn8ybb9X7j90hVF+PGgryxZZy/T4/VNHC+VN6sWR9KXaLkRvP1ujQQwqTGVJ4Yn9CVZYJlJViiIvr1vvskzXFfLuritx0J7edNwTKj1H112dA0BT1837ze31nrCgqy9aXRpnL8PHWOv72hwdwb92MKT0Dx5ixJ70+da+/gnvbVgBs/QeQfccvu32dIIoInRJdNRQiWFNNn+x0TUJNEpCjotegEZzeW3WEMf1T8e3bw+r4ofgkTSpve2WAGZfdiGn1chRnPOnX34Dc1EjF00/G9uEE8ZQ1d/8T+J8Kas1ffE7TksUANC76kMSz5mHr3z9Gkgc07TqLSWLasCxEUSB880+offlFZE8bqQsvO2FAC9XW0vTJx6jhMLLXg23YcDKuv0krVw4f0fX1DfWUP3Q/4wUTFcmTcTnTmDE6N4ZkEjd2HHHHMSXbnYT7d/q/2WNzGdY7mUBIPqnK+vHom5NAaY27w19sxBB9F+U/dpS6V17S+ogH9uP6ciVKIEAtKskXXEzCzFkkzplL27q1mHv1IvnsBT2+z/q9NfqiEpEVdh9pZGKho2NGTFUJ19YQrqkGQaDa5SL/D/ef1mcBjXRy38ubiUQUUrPncFVBGLaui/b8FBKmdaVbH49lG0pZvr4UgLMn5nNuT0SPTrhgWiFZKXaa2gJMHJyhs9WCYZmHX9+G1x/GYBCpafJy3byBDC1MZvqILL7ZVY2qgiKZyJp7FvE9lLxavSHuf2Ur4YiMKApcPac/k4fE7rD8wQjVjV4ykm363KQqy3i2b8WkqkwK7ERoK8Jh/c/sVBOmzyB+2hlArMTapv21eq8vrfowrhc3gByhceliTXswHMazYzuCQdKd6E+G9EQb91yhqZ3UvrYDJRjEt3cPLV+vJumsud3+jeurlTR+/CEIAom9z6NNtKEoKkaDxOyxecyfWKDPtZ4KVEWh8s9PECgvA0Ul/YabYp7PwxUtrNxaTjCscLDMxZJ1xUzdu1wfnQjV1OA/ekSfARQEsJolTUABsFsNmNLTT2g1dDzcW7boZA3vnt1aK6BTqVIJh2latoRwXS2OMWNp/fYbfXdd+eTjFDz8OPffMI69UTf2fy4pwhOda1UUjcmbNHI0xuJdum6kKggIvQfwdpmBY9WtpH10iN9eNZq+/3wRVZZp+uRjvEX7cI4d1+3a90PhfyKotXiC/OOTvczY/CUp0RtLDgVp/OQjBEki+85fYeunhYeyWjdPvLMDRVXJSrbz26tGY0xOJveeWGmtSEsLqhzRKfXtUELBDoaDqqIGAziPE0LuDO/uXSjhMNaIn6t9n5G04DxSTtD8PRk6Gz+eDs6f2guH1UB1k4/pfeNh+wa8ScnYhw7ThsLbP1M4jNzWqn02oOXb1STOmk3KeReQct4FJ32ffrkJ7DzSiKpqSvGL15UwZdgk4idPoW3Deq0/JCuA1ueJRDUrlXBYGzauqSbxrLn699UT9hxtJBiWCYUVyg2JbE7P4bJHz8F3YD/G9PQuqvPdYdn6Er0Us2xDKQsmF5w0YxYEgQmDMwiUluDfsobggIGYc3JxuYOEIrLupnywvEX/m6vnDGBU/zSKq1oZ2jv5hD2ckpo2VFUlzt/C9KYdhN7fRCT3JxiioxEud5AHXt1COKIgCgL3XTeG1AQrTZ8u0/oxsqzNYWXEkknUSARv0T5EkwnrAI1RqwSDKIHASZVy2j93O2SvF/fWzfSyGmjxiERkhT6+yg6nZzF2pxAoKY4Jam2bNuDeshnboMEkzJzd7TVX/H69T6fKivZzD2havlSXuDrr6Are6r8QbyBCarxF3x2dDkI1NQTKyvQg1fzp0pig5g9G6Oy75w1EMKakdJC8FCVG/FoQBH55yQheX3EQSRS4Yf7JB96PhzknJxpkFQwpqV2Fvj94j7Z1a7TrIIoYkpKJNDZoz7Gq4j96hLQxY5k5Wpv9O3NUNiu2lKMoKmaTRHqSDXP6SK5SjfxzTS3NEZGzxudT2+yjvN6NqkJjS4BV2yq4YFpvBIOB1IWXkrrw0tP+LN8X/xNB7e2VhympbqPAnE58sBVjVOEcWUaVZXxFe/VFcvnGUn2ItLbZx8FyF0OjpQhVUQjX1eLZs5umTz4GQSB++gzSLrtCfy9TTi6Wgl74jxxGtPSsHtEOc3YOgijqArbuLZtxjh3fhbLejoi7jZYvVyIYDCTMnoNktVJS08abXxzCIIlcP3/ASdU8uoMkiswZl48SDFLy+9/Q4PWCAMnnnkfcxCmIRiNqdKHrTLE2Z526W7eqqkx2evlIgKjqGC2eIBFZJf2a60iKSl/Vv/MWnl07QVWJj/ZTGj96n9Y132p6e/uLKHj0iROWJTsHd5NBJDvFjuRwdHUmd7chCGK3pWiH1aiPaditxlMukfmPHKHyL0/p2XLeb/9ISlY2CXYzLZ4gggATBqXH/M3ggiQGn0L/Ji/NgaqoXFm1AqscRPCJVD/3N010Gth2qB5/MEJEVhEE2FhUy5k2F64vPtcCmiBgKexN1m2xHm1Vf/8L/ujMU/y0M3CMGEnV355BVRScY8aSceMtp/T5VVmm/JEHibS4OEM0kDJsLkrfQYwWz8D/Qbm+qAqipFnkKEqMlJLv4AHq3nhNc744eADJ7ojpXbfDOW48rtVfEaqpxpCQSMIZZ/Z4TsakZIJRqbyjCYX67rGm2ceGfbWnLUqgDeJHb2DJgCk9dqc8uFcS+RlOiqtbsZgMLJhUQKqtECUYIFhZSdLceV36l4VZcTx4Q/d2S6eC7F/cRdXzzxI4chjZ1Yx753acndodwbLSDu1KRdHGmNp7oYqiedt1wnlTepGT6sDlDjJuULruTJE1cggPj+zQuN1yoK7DsVsAYw9myf9N/E8ENV8wgqLC6pTReMxOzsyIwIG9GkXcZMLar4PgkeQ0Y5AEIrKKoqjE2bQ6vaooVD7zFIHiYx0itmjK8SkXXqyrC7g+/1QbD5AkMJl1dezth+p544tDGA0it50/RC8v2gYOIu3qazvsXepqqf77X+j1p6e6/SwVT/6JcH0dgiDgO3iAnF//hqff36Xr1v3twz386SffXW+ttayCiM+HEM2q2zZswLNrF0pExjZwEBGXi2C7wrokEX8KZbx2NH78IS1fr2Jw4hgOOAoQjCb65sRjNGhZpTFZSx4ybr6V6gNHeXPZXqYv/oyq5Z8Rn+jseChFkUhjwwmDWr/cBK6e05+N+2oZkJfItBFdk4SmT5fTtEwrhaVcchmJZ86K+f1dl4zgtRUHQYVr5p54Z9gZ3naFe0A1GPDu3UNk/VpuDjVROmIqKQU5DOt94p5NT0iKs/C7y4fie+B1bTFRFUJ1Hfp7qfFWJFHQe3op8VYidceiu19AELANGqzv7ACUgB/fwQO6OkXb+rX4Dx8iFJaptKQRv/swyXW1p0QkibiaibS2oIbDiIQZVbyWwlvPA/riTYkjUFaGY/gIJIcT/+FDmHNzYxTkQzXVHTuwUEgzT+0GosVC/v0PoXi9iDbbCZmsWT+7g7q3XkcNBEgccSbCHhfaODXdEk2UYJCal/5FoPgYznETSL3kspiALjmdZP/8TpqWLcaQnNJFus0gidx7xUjc/jA2s0Ena2XeFKvf+p+EYDYTiBrvqpEI9W+8HhPUEs6cSW15GV7VwPK0ybQZbJynHKHf4Hzixk2ImU0Dbfc4ZsDJJwHH9E9j19FGdh1ppDArjtmj/++URNrxPxHULj6jN39/azMDmw6Smeak8JbLCFWU4923F2u//tgHd2QeF0wrpMUToqLew+wxOTpzLVheRqCkOCaggcbM60yFdm/drHs5qcEAodoaDNm5/Gvpfl1O6oXFRTz1047sM27cBOpeeUn/OeJu43BFC6u2V5KT6mD+xDwkUUSVZa3XhJYnBkpLUFQ1Wu7Q0OaLPb/TgT8Y4cnPK7g8omJCs/ZAEjXbEVnGt7+IhLPmEqqu0kpYcXG69t2poHXtt6jBIHNr19PPXk7KTbcyclDXYCMIAp8Xh5lV8hVxER+EIRj0aomDKGKIj8eUn0/j4kW6lmDaZVd0YXyNTRVJdW0h4jEjDzofsVPJR1UUmpZ8AopWEmz86EMSZswERdGPk5Pm4A/XnJ5zMoC1bz+N2hwKaSo1Rw7hO3AAImHyDu2j8Imnv9dQam52MtWjRuPdtxdUNcZPbHifZM6d0ottB+sZ2juZiUMyUPJsNH++XLsvJQPxk6doCh1R4pNgMiPFxSG3tmoSbTm5RAwmXss9G7fBhoJIyY5GGnz19M9LZPbYXH0W7XgYEhIRrVbkSARBMmAbOJB9xU0sXV9KaqKVK2fNwxyV8XKO66r/aB8+gsZPPkaQDKiqorOSu4MgCKekGmJMTibnF5oSSFpYpqh5D0cqWxmQl9jtTJ/ri8/x7t0LkTCta77BNnBQjGs0aMlou1tDT+fWnhD/NyAIQowXn2CK9lIVhdpXXsK9ZTNSYiKfW0ZQZslAEUTeFMfxxPzJWHoQHT8ViKLALQtOrqH738T/RFDrlRnHLwLrCbVUIrQKVD9XR+7d93YromsxGbjt/K4WMpLTGaP8LdrsGJOSSLviqpgs0TZwMOH6em0XKEmQlMyuo426Sy5AOBJLfxYkicS582n5aqV2+HkX8NQHuwiFFXYfbSQUkbloem8EScI6YKDubeUYPgJJFJk7Lo+vtlfCiVQrTgHF1W20ySKv5cxneNtRbBlpTEkMEKrsyJZtvXsT99s/EG5sIHfKeFzeyAmOGAtzTi7+o0cQFIV+UiuFg7N6zLANkoCps0IJKrm/+QNyawvWfv3xFRXh+vIL1GCQ1qZGgqUlyB4PcZMmkxRtsH/+t9dZ7hiBAAx7/lNu/12njFoQEC1mXQNSNJk49ovbUQJ+kubNJ+WCEys+nAj2wUPI+tkd+A8fxDZ4KPXvvg2RDjHpcHPTactRHY/MW3+K/+gRRJM5xs9MEATmjc9n3viOcpIYH0/NVXezbH0Jacl2rq+qofn+P6CEw6RechmJM2eT95vf07R8GaLFTPKC8zlS1ox7yQFCgrZEfLW3AVWF/aUuTEapx5KdYDCQ94cHaF3zDYa4ONSRE3j2pa2EIwqlNW0oisqt5/a8CBqTkil45E8ESosx5+SecD6yHUo4TN0br+I/coS4iZNIPvd8ZLeb1rXfItntxE+ZpieeZqPEr7txa+8M2efTXBvajx8d51EUlXdXHWZvcTOj+qWy8Ize3ys5UVQVjy+M3WrQXdi/KwSDgYxbbqP+zdcQjCYyb/0pAJ49u3Fv2QSKormcD0hCiUQFryURrz9MwvcIav8v4n8iqKmKQiiqGKKCrpd2OjAmp5B+/U00f7oUY1o6Gdfe0O3ClLrwUkwZmUSaGrFNmsIj7xXR3BYAtB6HQRK5dl5XS4jUixZq6gCixJE2EA/vBbRZp+LqNv112b+4C8+ObQiShGOUtotYOKMPM0ZmI4qCPvT9XZCRZENWVVpMcWzMGMOc8XkkD3Dg278f2d2GtV9/bAMHI0iS5olms4L31BhjAFk//TlNSz9B8QdIOufcE5aMLpjWm0/2TGXc0a8RgdQLL8aSlwdoSjCR1hZ03nE4rJV8FYXmzz/DUtgba79+rLYN1BU4dqlpePxhHFYtgxUEgexf3EXd66+AKMXsgl0rvyB+2gy9HPpdYB88RK8AJM46i/q33wBBxJSW2kXI+nSgqir+QweRvdq4xYlo7O2oafLy2sojKCo0eFopXbsIR0gT1m744D3iJ0/FmJIaM1uYnmsA4zGIKEiCgCqoqKp2P1bUnfg7NyYm6qShslq3vquLKCq1xxntdgdDXByOYSNO+rp2uL78As+2rZpL98oVWHoVUv/WG0RaWxAkCf+xo2TeeMspHy9x9hzcWzejeL2YMjL1UZx1e2tYu1tj7369o5KCDGeMg/npIBiSefzt7VQ3enHaTPzhmjE9Ks6cKpwjR+E8zuHat2d3RzIOzFTKeN8wEBUYlJ8UMz/6Y8H/RFATRBFLn74Ey8pAOLlvV0+IGzeeuG5KJse/V7t0TXmdm6bWgN6Yzkm188frxlBW66GqwUP2cSy39nmXQkcEi1kiHJFRVRjbqbatDYp3aqwHwry+4hB1Lh/nTu71vYJacryFuy8dyeodleSkOZgzLhdJFCl86hmtR/I9pW4ku520y686pdfG201cd+/VKMFLQFW6jFE4x4yj+bPlyF6vpkXXaS5GbmtDNJqIM4m4Zc2SRRJFTIbYIGrt3YeChx4DoPzxh9H3Uiqnpdxw0s8yeQqWgl5EWlxY+/X7Tsod7WhauhjXFyu0eaeMTPJ+f99JlVHavKEY+6RwJ4cdQRA6mK2dkOg084uFw1mxuYykOAvbDzXoEnCTh536kHZOmp3cNDsV9V4UVeXcSQXdvi5YWYHs8WDt0/e0r4/c2qqLE6BCuKFeY+i2E8GOUzk5GYzJyRQ++QyRtjYkh0PXw2z1BIlEL6SsaOMV3xXbDtVTGzVTbXEHWbm1nEvPPPVS/qlCOk5YeNjQfMbNmIzXHyY1wdrtTtO16kuali7BkJhI9s/uOKmX3v9r+J8IaqAp5LdtXI8gSjGuuj8kOgcYo0GkIDOOFxYXsb/UhaqqXDCtUNeg7AyLyUBKnJU2TxgVlU83ljF9RFa3N+BbKw+z80gDEVnlX0uLePyWCd8rsPXJiadPTiyFWxBFhP8DXyToWVhYcjgoePQJwg0NqLJM5Z+fQA2HMCYl4Yhmq3fcfAYvfrQDXwSumDcYUzfMrLZNG2n44F0EowkpMRHF5yP5/Au/88B3TzBnZ2PO1nZobdu20LR4EcbkFDJuuPmUKPP6+a5b0zHvVF1FpKXlpIrovbM1Mk67TdLKnOlc0bwWJRgk7fKrkH0+6t58DVWWSb1wob6IDcxP1D28Lprem2NVrWSn2GPMM08EVVEIlZZy11l51CgW4u2mbu/NltWraPjofRBEzHl55P76NzGBunXdGho++gDJ7iDrZ3d0YQYnzJqNe/NGlFAIY3IycRMn07L6K02MVxBOa9fXDv/hQ1Q9+1fUSERzC59/DlOGZbFqRxXBUAS71diFwXoqWLW9gs83l2M1SbrxsApUNXpP+1ingsQzzsS9aSPhujrMeXkknjkT0Wzs4vsYbmgg0taK5HTS+NEHqOEwIZ+XujdfI+euX/8g5/ZD4X8mqIlm8wlpv6cDjz9MRZ2b7FQHcXYTqqpS3eTDbjHE1KcdViP3XDGSFZvLSY23cOboHO59YaNu//D55vJugxpAZYNHn6FxuQOEIopOq22HGolQU1ZDRNYWAFEQaPWGvldQ+7+GEgwSbqjHmJbexa/qeIhGo77AFT75NJEWF8aUVJ3okZpo53c39zzUK/v91L32sp7lm3Jy6f3UX2LPJxSi8ZOPCdXWkDRn3nfe5bcj0tJC3csv6or0dW+8qosWnwosvQrxuHdHrWLMXbQSu4NBEnn4xnG8/OkBVFXlqrPGkpe+UP996f2/12TOVJXAsWMUPvl0l2M4rEaG90np8v89QVUUKp9+UlPTURTSr71BV0iJuNtoXfMtks1O/NRpuL5coROwgqUlhJsadTdo2eOh/q03UCMRFI+H2lde7DKMb0pNo9dTz0QDfDKCJJH3+/to27gByWbHeQKySU+oe/1V/ZyalnxCwhkzSHTaeeq2iTS1BUmOs+is3e7QtmUTjR99iBQXR9atP8WYmkp1o5cPvz5GKKIggD7EDODxfXcD3xNBcjgoePgx1FCoxwSxbdsW6l5+CUQBY3oGurS4qqJ08n/8/wr+Z4LafwrtArSKog0f/+Ga0Xz0TTH7y5pRVbjpnIGMHdCRwfXKjNOJJxFZwWSU8AcjiKLmRdYTJgxKZ2NRHaBSmBXfJaAB1L/9JhOKS6hKnYIA5KXFnbaSyH8L3v1FNH78AVJcPBnX3hAzfNqOcHMT5Q8/gBIKI1rM5N/3YAz1/EQQzWZM6T2r03eLSKSz8Ya+A+qMhg/eo239WtRwGO+hQxy86E5qPDJnjsrRDU9PB7LP21HuUxRNHf80kHHjLTR9ugzZ7SZp7rxTtopJS7Tx26u6l2kL19frfZeIq7mLGsXJ4DuwXzNwHTFSF5sO1dXGsIWbP11G3ISJqIpC+SMPEWlxIYgi/mNHMGXnEG52aeQMSYpxe1ePtz0Jdv2OQJPrag+EoGlGJs78HhJgxk5Gq4JASAZvq5+kOAsZJxE4kD0e6l59GTUcJuJqpuaVF8m793f4AhG92qJVuDUxaaMk6iMeqqLQsvorgtVVJEw7A0sPmpinA0EQTlhpaV6+TFcjCdXU4Bg2DM/OHYhmM6mX9ew03xmyz0fNC/8gWFFB/PQzTkmr9YfC/3RQU8JhGhd9RLC8jIQzZ+EcfXL69o7DDQTDsjbcCqzeUUVRabNe2lm8tiQmqHVG+/zKR98cw241cPnMnm0zrp7TnxF9UwiFFUb07T5D9h08QC93Pbf5FuGzOBl9/V3fm0X1XVBS00ZFvYfBBUndaiTKPh/Vz/1NW+BEkZqX/kXu3fd2eV3bxg3IXi8oCoocwb1lM4mz5/zHzlNVFGR3G5IzDkEUkZxOkubMo/nzz0ASMSSncPSOn2Lt15/MW29DNJoIVpTr83FrE4awdUcNYVmzCnrs5tMv9Zoys7ANHIRvfxEIAikXLjz5H3WCaDaTehIvrp5QXudm19FGCjPjYrQN46dNp3XtWhDAMWoMhytbeX3FQQySyE3nDCIv/QQuA+3ScwIYli7WFPdVkaeXHeW8sIwRQJIwRhVMZHcbcmtLTL+r4OHHafzoAyKtLSQvOA/R0nFNDQkJJMw+C9cXKxCMRtKuuuY7ffbTReZNt1L9/LMo/gDhBZdx90vbicgKeWkO7r1y1AmFwpXOgVdVUTweQBuw7psTz8HyFgySwI1nD6Si3kNqgpWJQ7Tr07R8Ka4Vn6GGQrg3b9IMN//DpfDjYcrM1FSDIhEEQXPFyLjhZgSj8ZSTm6aln+A7dAjkCK6VX2AbNPikqj8/FP5nglo4IlPZ4CE53kpNoxejQSJu00pav1mNGg4TKCnGlJlJoymB9746giQJXDG7XxcPpfQkm5ZhySpGo0hOqkOfqBdFSD7JIpeX7uSuS0ec9HwFQWBY7xOXe5zjJ+D68gscqkKCXcD8f9DQ3VvcxD8W7QVBG2R95KYJXVhcit/XoUKiKESam7o9liEhUZMSCoVAlLr1TfuukL1eyh97iEhTE4bERPJ+dx+S00nKBReRNP8c3Nu3aWWuUBBf0T5av/6axLPmkHjWXGpf/rcWjO0ZRDk/iIJAbbPvtIOaIAhk3f4Lwo0NSHY7e6p8vPjMtwDcvGAQI/v+MN9hTZOXx97aTjisYDSI3LxgEKP7azub1MuuxDluAqosY+nTl4f/ulZX1Xn24z089dOee9Atq77Ud7iRtlbC9XVsaRQpb1P4MHMmU1y7ictIpfd1NwIgOeMwpKRoihbRfpdks5F+zXU9vkfqRZeQvOB8hKjl0+nAd/gQxxYt5V1xMK0GO3PG53Hu5JPvfiz5BRQ+oZVh/7l4H/6gZl5a1eBlf6nrhMPz7X291vXrEESR1KjiUKSpgUvqvsFtMpB78UU4stP076Ad/sOHYmyfwrU1P3hQS7/6OgSjkUhjI8kLzovZKZ8qZK+vw49P0Ab6/6/wPxHU/MEISx/+B8Nrd/Fs5hlUxOWBKHCj+wjxnVQqQg31PLWmhDZvCEGAv3ywi8dv0foAqqKgBAIMLUzm0jP7sO1AA0MKk5g+IouUeAsffXuMRKeZ6+Z9v57L6SD5vAuwFPRCdrfhGD32e7Hqvis276/TBYrNRolDFS4mDIotAxqiGpLtw8LJ51/U7bHiJk4iVFOFd88eHKNG4xjds2bm6aJtwzoiTU2okQhhl4vW9WtJmjsf0HY/aiSMqmqfQ5Vl5OhD6Rw9BnN2DuHmJuYqiby84rBuRNor8/QfftACW3up7MVl2/QA8uKy/Tx/16kptPgOH9KcDUJBUi+9goQZJ+4XF1e36T2cUERhb3GTvqAKgoC1dx9Ac8YOdaJHtivVdAfv/iIi7d5ZURiSkrG43QgClNsy+NCZxflTe2lODmiko7zf/RH3po2INhvOcafW7zpZf7U7yH4/VX97hk8TJ1BnN6EqMp9tLGN0v9QuzOMTIc5u6lAZQsVpO3nJN/2a60i+4EJEk1nvZVU9/RThpkYkoL66BMcTXXuX8VOmEig+phkCm02YT+A6/5+CZLORecPNJ3/hCZB8zgJ8+/Yg+3xY8guwD+o66/vfwklXwauvvpotW7Z0+7tf/epX3HLLLTz77LM899xzXX5/zz33cOONN37/s/ye2Lv9EEPq9iALIsW2bFRZBVnlS0MhC00l0VJUHNa+A3Cv2AhoG4v6Zj/PfrwHtbGeOUWLEQJ+7IMHc8bP72TGyA7Nw56sKhZ9e4xV2yuJt5u485LhpCV+N7HhnnCqTruqoqBGIjELQzAs4/WHSXSav9cAaf+8BLYdqicUVlBVlby0rqUqQRDIvO12QjU1SDZbt/000Ba81IsvJfXiUxdBVaN+TSeTShJtNp2mL4ii9nMnOMdNoOG9d7Qe23G7SVNGBqaMDMYC6alO6l1+BhUk6Uak3wed9XTV0xDXrX3lJRSfxpirf+9t4iZOiinbHY92RqskCkiiwIg+3e8IJVFkweg0lm+vBQQumdGzP1ug+FjMDFT8tBlIViuj+1soKklnx+FG+ubEMzUD2jasx9p/AMbkZCSbnYTjJMlOBFWWCdfXISUkdmsQ2xMUrwcUhbBgiIpiAQK6Seqp4sJphTS3BSiv9zBrdM4pJzPH73jCrmb9C4+4NAb08c9e3IRJGNPSCdfVYR8yFMnW85qhKCqKquql0FBNNS3r1mJKSyN+6nTaNqyj4cP3kWw2jTWa890krLz79uDZvQv7oME92meZ0jMo/PNfUXw+RIfje60p3xcnfSrvv/9+PNGacDuWLFnCO++8w7Rp0/T/s1gsvP766zGvy+pBlPe/jQSnhQggqTJWOYhfMiNIIpGcQgp+OotgVSWt33xNxWMPMrnvHNbXaCQQFc308dzadag+DwJahuw7eAD7oBNLw+w51sjyjZrNuT/k58/v7eLJ27oKs7ZDVVXqXH4cVqM+IPyfQLC6isonH0f2+XCOG0/GjbdQUuPmz+/tRJZV+uUl8MuFw7WS6nfAlKGZGESR4upWxg1K73GYUxCEHkWavyuUcJjKZ54kUFyM5HCQ97s/dnFNaEfchEn4jxzGu3cPtsFDulqdRCLavFsU3l07uz1OXrrzhD2m08VN5wzkxeX7QYWbzulZdun7Ij3Rxh+uGcPe4mbyM5w6Vf94KAE/g5f9k4JgBFGSyCyZASO77+HZhw6j+bPl+s/x0VEZURC4bt5ArpunPS9VTz6q7TwEkfwHH+7xO+r2fMIhKh57hFBdLYIoknPPb3WHBX9xMTX/fA4lFCLtyqu7zJAaklOwDhjIzJK9vG1JISCZGdM/jfzT/P6sZgM/v2jYyV94EiScOYvWb78GIH7q9B4Xfmthb6yFPScToJkKP7toDxFZ5cJphcwZkkz5Yw+j+P0IJhOh2lpav16lsUa9Xmpe+jcFDzx82ufsP3KY6uefQw2FaF23ltSLLyVu/AQkhwN/8TE8O3dgLSzEMXI0giSdEhv3h8ZJg1qfPn26/N8jjzxCv379GDCgQxlDFEVGjBjxHz25/xT6De3N1jFnYN/2DZc0rWP32AuwxjtYeEYfjHYTzcuW4i3aB5EIU5rfZVPB5fqQJUBQNEYzPU0v71SGkCvqYhMB9wkou4qq8rcPd3Moakdy+4VDT2pSeKpo+PB95GhS4tm5g0BJMZ9sadNLXkcrWymuaaNPds+zUi53kJKaNgoynF16SIIgMHFIht7o/m/Cu2e35iYuy8htbTR/9inpV1/b7WsFSSLjup6rBqLNhiEujkhU/9BykkXlP4XR/dMY1U/bNZ1Odpt54y1U/eNvqMEgqZddecJdWjuyUx0nLbuF6upQ5QjWSAAi4Nm7h5QeiCmW/ALy/nA/gaNHsfbtGyNM3A731i0deqkmE74D+4mfMq3L63qC78B+Qg31qKEQKtD8+adkRSWgav79TyIuzTG+7pUXcYwcGaOwIggC2T+/k5SKcsbYbAiJyRgN/3cq8mmXXq47Dphzux/l6Qzvvj2EGxpwjBrdhQX82ucH9TLxJ2uKmRQf0Hf6aiiE/9DBWGZv+LuNDARKSjq8DsNhGj54l8ZFH5J+zQ3Uvf4yaihEi8lE+nU3nlSY4r+F066flJaWsnfvXu6+++4f4nx+MIy99Wq49WoAjn+kwq5mXZFCEEQGpZs52BhCjigoKmxKH02e6CU13EbCjDP1/sOJMG5QOovXFevi6PPG93wTVzd4OVTRovemFq0p/o8FNdFkRrfUVlVEowmn3YQkag63qqpit/R8G9S5fDz06lZt56pqIwyn04/4IdF5IRckqUtJ8XQgiCK5v7sP15dfIFmtJPZgOPlD4LuUaqx9+9Lnr11L/vuKm6hz+RnVL/U7yS6ZMjIRTSaUSARVEDEmJ+Na+QVxk6fofbHOMGdln1D2y9qnrzYSEQ1sp7KYd4YhLqGjxGkwYuzsoNyJ7q+qKjGyKVEIoojlFPpSm/fVsGF3FcP7pOhWUz8ETsXHD6LGpos+AlWladkSCh59Iqb0ajR03DOCoFlYiWYziqIAAnGTpiB7PTR/ugzBaOwx2TsZbEOGICxZpAXISERnrbpWfq6PpqihEL4D+/+/G9SWLl2KKIosWBDrbhwIBJg4cSKtra3k5eVx9dVXc+WVpzbj8H+N5AXn4T9yGFQVc24uP7tsDFsONxGRFfrnJhAMK+Smz+lRmbw7pCZYefK2Sew+0khBZhwFJ6jD261GvbciisJ3WowiLS149+3FlJkZE3RTL7uCcEM94YZ6Es+aizk3l8uTQ7h9YWqbfcyfkHdC/7XtO0oIhSPIqoCAJu/zfxHUPHt2aYr8gwYTP0HLdm2DBhM/fQbuDesw5/ci+exzvtd7GBMTSbvkxP53/y/j652VfLjyAGMa9+KSfUy46XJyBp14x6kEAiBJ+rybaDaTf99DuLduxr1jG779Rfj27aVlzdcUPPQY4cZGmpYtRjRbSDn/wpMKMzvHjUdVZPyHD+EcO/6UAkxnWAoKSL34Ulyrv8KSn09yJyPa9Guvp/r5Z1FlmZSLFn5nGbd9xU3845N9BMMy6/bUcNelI057BjFQWopv/z4sffp+Jyq7EgxS99br2njRrLNwb9ncYV8kSYSqKmMcMW45dzD/WLSPQCjCFbP7YY2zk//Aw3h27MCYkqLrjibNP0djjX7HUR9zVjb59z1I26aN2qhBOAxGI+bcPG0MIOqJpwaDyB7P9xbq/k9AUE+nOw3Mnj2bzMxM3njjDf3/lixZQmNjI4MGDSIUCrFixQoWLVrE7bffzs9//vP/+En/EIh4vYRbW7FkZHznG+D7YMOeat7+4iDpSTZ+celI4k9DOTvc2sqOn/0CJRRCVRTSZpxB3uWXYkrqmQocqKtHNBkxnYAuHGxo4KO7H+fjpMmERQMmCe6+eiwTh/53e6VtBw5SdP+DKEFNFaHfL+8geeLpq0T8vwRfZRUHHn6UkKuFnIUXkbuwe0boqcLjC3HnX75l7P4v6O8pR0ImYjAz7e1XkHooTZa/8x6VHy1CkCT633s3SWNiSQCbr7qOiFsTLxYMBsa88m923XEX4dZWBFHE2b8fQx9/JOZvqhs87DxUT+/cBAbkn9z09PtClWVUVUX8Hszfv7+/ky+3lAOaO8Q18wdxwRknr8a0w1tSyp57f4cSDiMajQz8w29JGDb0tM6h+OXXqP18ha6xmjp9Kg3frkUJhTTyzb+exxj3f9uvqvtqFdXLPsVeWEjvn9xMqKmJogceIdTYCAJYs3MY+fdn/k/PEU5zp7Zr1y7Ky8u59dZYs7vzzjsv5ufp0zVa8osvvsiNN96I7TTLQk1Nnhirlu+C1FQnDQ2nriAPgNGJp+mH0WA7GfpmOnngOo3CHvKHaPCfuliqZ9du5HBEV1uo+/IrGjdsouCxPyHZuu7C6t97m9ZvvwFVJfWKq0iYdka3x3Vv2U0vfx1z6zdyyJHHoHQLfTI6rut3usanCSUUouxv/0AJatdDCQap21WE0uf/LQ+n00XF35///7V35+FRlWfjx7/nzJ5kJvtGSAIkBAgkAWQVA4q0goALaq19rYjghlXhV7nUFvelalvX2qrFtq9F9BWlFRWsVJCgggthE5ElLCH7nplss53z+2PCQMy+ziR5PtfFdZmZMzPPPM7Mfc6z3DcNRcU4JC0n/u895LHjm2TEOFd7/exWFH772leUVtUzxF6GDs98qaS4KTp2usVMK+66Wk6/u8E7nHT05VebpccypY6lZk82KAraiAgqqupxWq2eQpRuNzUnc5u0q6Sqnode/xpFUZAkqUfnhnuaq7qamr17KDWGsm13RZP7hkcFdupzXflVNkpjBWnFbqdg57c4Y4d1qj22vALvvJeKhGZMGpFDEnAUFxM8I5MqO9DL37X2yBlTGJrhqc5dYXWAzoyjosK7wKru1ClKiqtbvSjozu+FLEuEh3fsKrBTQW3jxo0YDAbmzm1/vmHu3Lls2LCBY8eOkZ7e/ZVDQusMcUObLK32/Oi4sOfmNstVqNjtVG391Ht82YZ3Ww1qhmHDQVUZW3OCcY58oi7t2rh8d1RnbcdZWnL2Bq22Q5lf/J3qdrMrJJWs8AlIwE05lUxvJai1p8rmoLLGjgrstYzkgop9gIQ2PMJb+eHHJI0WSZK8iwlaGrqLWbIM6+gvUBoasJx/AZqAQOrjktDmn0SWISSz6ez0kdwqQMXp9qwdzj5S2m5Qa8g9BYqKITGxz5aBu+vqOPXIAygNDewLHIEcOcV733mjOreHDRqLwsoyqiQh6XQEtlE8tDVh8+ZTe/AgoKKPiiJg9JgOlRXytcC0DGoPHgAVjElJPhnl+rEOBzWXy8WmTZu46KKLCPKDcVPhLF1kJPGr7qV43drG1YAuVFVF38IEvqTVIun0qPYGkCS0ltZXPeqjooi/7zfUZO/GkJCIeWLLe1R6k+p2nU38qtEQNm8+xuEj+rwdXVGVtZ3St99ENhgYsvwuTCPPzomEXvs/ZL19DEXy/Ai8/XUJ06d1La1QcJCeQKMWa52T7Ig0zCNH8pMxIURMmthqBg7ZYCDm5lspWbcW2WQi9tbbUV0u6o/noDWb0ccOQdJqCc48uxn8uxPlvBI4nSHRCaDTMzN5BueG4eGxZu/csF4nM2bY2eFHRVXZdbCIqhoH08fGEGo2ULL+baq3bQXAMn1GlxczdJY977RnqN7hIF7NRw13o9PqkIALujC0bkxIJH7VfdR+fxBT8kgCRjWvl9jucwwf4U3KrY+J7XTmFF+JvfV2bLu/AbeCefKU9h/QBzoc1D7//HMqKyu57LLLOnT8pk2bMBqNjDzni9zfnFvy3t8Zh48g4f7VVH/xOdXbt+HIyyPvD08Tt+LXTUqTSBoNQ1f8P0rW/RPJYCRmSdub440JiR1esfVjjqJCavbtxZiQSEAXzl7Bs5/Htmsn9rzTGBISvFlA/J1it1Oy7p/gcuF2OCj622sM/93vvfcHJCag0Z1EOScbS1dpNTIP3jiZrH0FmE06MjOGtJmb8AzzeZMxN2ZtURWF008/iT0vD1SFqF/8kuALmu7lK6tqQEHmRKDnZGl0VdMM7nGRQay6bgLZR0pJigv2blUAeO+zHD7NzsPtVvnk61yevv18qrd+6h1yq876jKjrb+iTqzV9TKz3RClMsnN3Uj3WtPFEmvUktbG1pS3G4SO6fbKlCQxscYWpP5M0GiytZIU5crqKf+84TpjFyC/m9F0c6HBQ27hxIyEhIU02XJ+xaNEirrjiCoYPH47T6WTTpk188MEHrFixAlMnMgD4k7ofDpH/pxdQHU4irvkZYT2YWLe3SLKMcehQSgvyUV1OHIUFlK5/27uv5wzTyBQSH+r8RszOcJaVcuqxh1FdLs8esaU3e39Az3BZreQ9+3scBQWYJ00mZtktzU4gNAEBJD70qOd5fJAGrCWHcyuprnWQnhSOUd9Gm85Zg/Xj9VgaWeaOK8fxj82H0etkbru8e3OEIUGGDuU0bI2zpNiTvPlMVv3/bGoW1CamRPL+5yewy24kCS5ooVhoUlxwi4FhX065d1+V3aVQWlWPNiwcZ0kx0Jj3s4+GH7UWC/H3P0D1FzswxMRiuSCTqOjgXp8fHkzqGpw8985e7E4FjSxRb3fx6G19U8eyQ78StbW1bN26lSuuuAJdC6UuEhIS+N///V9KS0sBz4btJ598kquu6t6Krr7kqq6i6G+v05CXi6zT4a6pQW2sJVT27juEZM5sVn25OxxFRZ48acOG9eiVoKooTSsZn5Mlw7prJ/VHfiBo0pRWM6K4a2oofuPvOEpKCF94WbNA1FH1x3MAybsQ4buvD2GyDGfciDDvVUTFhxtxFBSA4qZm3x5qv9vfakFHfwlom3ed4v0vTiDhKQL7yE1TWrwqkg0Goq79BSXvvIWk1WEcPoKSt94kbN58b5qw9KQInv1Vx7Nr9CaNxXL2c6PVYohtPnRtCdTzu1unkV9aS3RYQKcy34xPDqesuh5FUTHoNESGmJBX/pqS/3sL3AqR1/btVgpDXFy/3r7h76prHd5zOreiUlRR12ev3aFfisDAQPbu3dvq/c8//3wPNcd3iv62xlMORFX5cWY4zxlkz51FVm3fRunb60CWCUgZxZC7VvbYWapxRBLmSZOxfvkF2pAQIq76GeApWlj0xt/ZFjSOnJNHmJjRwLWXTWz2usVvvkHNvr3gdlO05jWMw0egC+v4CrbKT7dg/fIL9HFDPVcqksTn4eP52jYUaeNB4qMCuf/688553XOTH3bzzfcAl9VKydo3cFmribzqGkwjm5YHytpf4L3iqLA2UFpV3+o+v5DZFxN80Wxyn3yMmuzdoKrUHtjP8Cef7vX30VmagECGrryH8g82ogsLI+KalvNvGvXaLg3RLZqVxNCoIKpsDqaNjfYMt0ZEEnfHXd1tuuCHosMCGB5r4WSRDUVVmT+9a1MYXeEfp79+wHVOstEzJL2+sXREx9IQdVTFRx965xLOFFjsqfISkiQRs2QZ0YtvanIFWH/sKN8ZhpIdMgqnrOOzw9UMP1TC1B+VpHeVl5+9upNl3DZbh4Na3Q+HKHtvParDgaOggJCLZiObTOw/ZsFhV0Fxc7LIhrXWQXCQgbD5C6n74RCOokIC0zIITPP9KtnCv75C/eEfQFHIe/6PJP3xhSb/75Pjgqmw2nG6FDSy3O5GeUmScOTlefvUWVKM6nb75UIAU/JIhq78da88tyxJzao3CAOXLEncc914ThTYMAfqiO7hZO5tEUGtUcSiayh45WVPKhhZRtbrib9/tWe5fAvsDjc6ndypLCNn6KKjPSU7FDdotW1m4u6qHw9pmidNoWZfKe7G1XZuJKpqmlcRDr/8SgpefhHwTH63ldaoLjcX697vPdnXw8JxVVRw5opWdTpQXS7CF17OsPX7+P5kBW63ilGvJbBx2EobHMywR5/oibfbqqrPtlK1bSvGxGFEXX9DuyVMnKVnq0CjKLjrapsEtRsuGUVUiIkKm52fTIpve07tzHOOTkc+tB9ZlggcNapTAU1VVUq376DiVAHmadN7vbaWIPQUjSx7q0P0pU5nFOkLvtp87bbZcFZXobrd6CMiW1yJpKgqr75/kN2HSwgw6rj3FxOa7Ws5ll/N/mNlJMUFk5HcfM7EZbNS+tabuKxWIhZd3W5G7p5SfPgET3x4AicyRr2Wh5dMbjFzictmxW2zeVaJtTLfV3fkMAUvPIuKJ4AmPvwYstHEqUcewF1XhyRJxN+3GkNcHPV2F+9/foKaeifzpye2mZaruxSng+qs7Sh2O8Zhw70VtyWdjpA5PyXyqrYrTVd/sYOStW+AJBMwZgxDfnV3t4aGd+wv4M1PDpNozcMgqyxZeTWhwR0/iSn713tU/fcTFJcLTUAAw5/6Q6vpoBSnk9p9e5D0egLTMnxa/qO/6YtEAp319aFi/r7pB2QZbrt8XK/mpOwLfrn5eqDTmM3tlk44UWBlf045igo19U7e3Z7D3VdneO/PLbbxh7f24HAp6LUyt14+tlk1Y63ZQuwtt/fKe2hL9Kjh/H5EAqVV9USFmNC3soxca7a0W/3W9s1XZ8vW6/XUfX+QwPTxmFJG47ZWE3LJpSgN9Sh2OyaDgZ9f3DdLegtfe4W67w6gKgqaIDM0XpmqTqdnaLUdwTMyCRg1GnddHYah8d0ODNlHSnG4VI4GxGHSazhVWtepoFazb4+3n1WnE0dxUatbLPKf+wMNp04CnlI7fbXvS+h5iqry+oeHvLXfXtt4kJdWdLy6wWAmglon6bSyd3m2LDXfX3S8wOr9b4dL4YdTlc2Cmi8ZdBqGNl5Z7jlSSvbRUtKGhzPlR3Nr7TGOSMb25RfeH1xDfCL5Lz6H/XQuKAp13x9EMhrRBAaR+NCjvTLE2pL6w4e985VuazX6mFicFeVIkkToJR3LvK+LiKSnKtplJIVz6FQlTpeCCm3W8qo79D2l699GY7YQvfgmdGFhBGVMoKq0FMXlQtLrW0x5BZ7ExPXHjnqHTm1ffyWCmjAoiaDWSQnRZi6dlsgn354mKsTU7ApkVEIIkuTZECtLtDj86A9+OFXJqxsP4nApfHOoBL1ew/hOtNUybTrmID0lu/d5sq8PG4ajqKhJui61oQG3qlJ38Ls+yzYQmJ7uXWmoi44h4bcP4iwpRhsa2mIezN524YShWAIN5JfWMGl0VKsLS5SGBvJfet6zT0ySKPzrKyTc+xvCr1hExOgkKk4VYJk2vdWhR8lgQBsSiquqEkmWMST23WozX2g4cZz6o0cwjR7T5eQA/kyWJG6aP4a/bzqELEvcvLD3CsgONCKodcFlFwznsgta3ugaGx7IA4snc/BkBSNiLV3OUNDbThXbcDfOWzpcCicLrZ0KapIkETX7IuS0s3kYg2ddSPX2bagul7d+G6qKNrzv5gJilizDljoOxW7HMn06sk7X6mKfvjIxJbJJdo2WKA0NZ08IVNVb/FKSJCJnZrabzFaSJOLvX03lx5uQjAbC5s7vkbb7o/qcY+T98RnvKtL4e3/T6ZI2/cHU1GimjPEkIhPzox03qIPaiUIrL6zfR53dxdWzkvjplM4VMGzNkIhAhkT4d7qb9KRw/r3jBFoNqKjdGiJ9+9OjfLo7j9CgeO5e9itC9BK1+/fRcDyH4FkX9tlCGGhM23N+32Qu6EnakBCCJp5Hzd49oKpEXNH5xAW60FCiruvZGoZFFXWUVdczcmhIk6F2d309qr0BbUjbqzHdisKnu/MprarjwvFxPVKLr+77g54hZlVFxbOVZCAGNRDBrCsGdVD720eHsNZ55l/e3Z7D9HExmAP8PzN2T4gND+SRpVPIyatm+BALMWFdm/PKLbbx2Z583IpKuc3O+mMKK67J8BYpHGy+OFDInqOlZCRHkJneueS4MTffhrO4GNlkRBsc0jsN7IQ9R0p5deNBZFkiOFDPIzdNQa/TUHtgPwV/fglUFfPUaUTfuLTVH993P8thW3Y+DpfClweKePr28zuViaQlppEpSDqdZ1WrRtOkeKYgDOqgNthFhZiICumfuTn90f6cMv75yWEcToXvTlRgDtB3ekhXH+M/G5Q/+fY0DteZOVIHJwqtjEoIpfSdt7yLcWxff0X4ZVegC2/5fR7OrfI+hwqUVtV3O6gFjB5D3F0rqTv8AwFjUptUeh+oVFVla3YexwtsXJAey5jENgoAnziOy2olIDW1X5Sv6Wn+n36+Fy25dAzmAB1ajcRVs5L88iqtweFqlgzXn8RHBTFrfBwaWSLcYuS6PszG3Vfq7S4+/iqXT745jd3pbvW4vNJaXI1LsF0uhfzSmr5qYq9IiDKj03p+IhRFJSLYcwLk2Spx9spMNrSebWdGWgx6nYxeJxNg0PbYsHzA6DFEXH4lASldK9fT33yancf6z3LYebCIF9bvo6Cs5WLGlf/dwunfP0Xha69w+ndPeHLBDjKD+kptxBALL9yV2f6BPuB0KTz7f3s5mldFqNnIb355XrspmXxBkiSumzOyXwUzp8tNbnENESEmggPbP5H5/Vt7yCutQUJi37EyVl03ocXjJqZE8uGXJ5v83d8czq3EWuckfUQ4V1+YhFYjkV9WyyWT4wkP9gSvmGW3UPjXV3FXVxNx9c/QtFFf8eLz4omLCKLc2kBGckS3SuwMZsfyqr05R2VZoqCstsUThKpt//VWWnAUFeIsKfGrq/++MKiDmj/bc7S0MRkoVNoa+PirU1w3J6X9BwptanC4ePjv32BtzCJ+z3XjSRrS+gpVRVU5WXRm5aHK0bzqVo+NCQvgiZuncaLQyrAYM2GWnssX2hc+2nmyMShLRAQbefimyVxzUfOhPV14BAn3/bbDzzu6jaGy/kB1uXDX2NBYgn1WW/GC9Fj2Hi1DkiS0GpmU+JAWjzMmDsNZXg6NJZ+0If65+ro3iaDWRXaHmzf+c5jTJTZ+MimezIzOV8xtiyfbR+Mmb1kSZ7g95NBJTy00u8MzjPi3jw6xZN6YVnPUyZLEyKHBnCqygQSjE9r+gQ41Gwg198wVmq3OQVFFHQEmLTV7spH0egJSx/bairgd+wqxN14NlFbVU1bd0KeJaP2Rs7KS3CceQamtRRcZScJvHujRElQdNW54OKtvmER+WS1jEkOxtDLCEL34JrQhoTgrKwi/dIFP2uprIqh10Yas43zzQzEut8qbW44wLNZCfFT3lyufkZEUzrSxMXxzqITEGDPzpvX8BtO6Hw5R+s5byAGBxCxZ2upk/0ASHmxEPSevaGF5HX94ew/3X38eiTEtZ/v4f9eOZ+d3RciyxPnj+mYoJ7+slife+BaAq05/QoKjDADLjAuI/sUve+U1RwyxUGmz43QraLUyIS3kBR1sqrd9ittqBUXBWVaG7ZuvCc6c1SevXWFt4Mvvigg1G5g+LoahUUEMbec3RjYYiBzkdeJEUOuicmsDLvfZK6mqGnuPBjVJklg8dzSL547usec8l+JwkP/i86gOO0gSBX95mcTVD/XKa/mThGgzN8wdxfptOVTXeuYeVOB4QXWrQc2g03DhhOZFM3vTjn0FNDjc6BQncbYC1MardtvOnb0W1G6cN5qoUBNVNXYumZIgRgcAOSgISaPxFt+VA3vuO96WBoeLR/7+DbV2J1pZpqCstsWhYKG5Qb36sTsunZaIQafxVvEdnRDi6yZ1iupwoLpdjX+onlI4g4DqcjFlqIlbFoxBr5W96cxGtTOs2Neiw0zotTJOSUut1oQqSaDRYoiP77UVbXqdhisyR3DjvDG9WkmhPwm56GKCJpyHJiSE4AtmEjRhYp+8bkllPU63gqJ4Mv7sP95+Mm7BQ1ypddGIIRZ+v/x8qmx2YiMC0HRjAjmvtIaCslpGJ4Zi6aNtBZqgICzTz8f21S4AIhZd3Sev60vO8jJyn3gMpa6WgCFx3HPDnZwoqyd1WJjfZYCZlRFHpdXOodxKlJ+sIOTQl6DT4yws4OgtN6GPHcLQVfehtbRdTUHoHlmnI/aW29o8pt7u4pX3D3Kq2MbM9FiunDmi2/Oe0WEBGHQaXG4FjSwx0Y+Sovs7EdS6Icik6/ZG0u+Ol/OnDQeQZQmdRubxm6f22X656MU3ETZvAbLR4BcZLHpb5Sf/wW2zgqriKC4iuvgoyVOn+7pZLZJliUWzPOnFIiPNlE5Kwbb7W4p2bAfAUVxExeYPibr2F75spgB88MVJDp2qwOVW2fLtaVKHhXV7xadBp+HhJZPZ9X0xYRYjk0aJoNZRIqj52I79hWezNug9GRgmjY7qk9eWJAl9dOdKzvRnmqAg0Gg81c3BJ1n7u6PJcnJJQpL9Z85LsdupPbAfbXAIppH9Z89iT6htcOJ2n1l8JFFnd/XI8wYHGbikh/LRDiZiTs3HkuIs6M/J2hAX2b9+aPuT0J/OJTA9A01wCMEXXkTAuDRfN6lTAjPGEzR+ApJOhzEhkbB5/pGJX3W5yH3iEYr+voa8535P5Scf+7pJferS6YkENWYmio8KIj2pf1eo7u/ElZqPzZkUjyTBiQIbmemxYoK+F8kGA3HL7/R1M7pMkmVib257fscXHCUlOMvLURsLxlbt2E7oTztWkHUgiA4N4I93zKCuwYU5QCcy6/uYCGo+JksSP5kkhhiE/ksXFooky6iApNNhGt53pYb8hVYjt7ohWuhbIqgJgtAtstFE/H2rqdzyMdrQMMIu9Y9hUWFwEkFNEIRuM8TFEXPjUl83QxDEQhFBEARh4BBXaoJPuaqrqPr0v0hGI6EX/wTZIPINCoLQdSKoCT6jKgq5Tz6Oq7ICZJmGY0eJu2ulr5s1IKiKgnXnlyi1tVjOn9FmzTNBGEhEUBN8Rmmox1VVCYoCikJ9zjFfN6nXKKrKh1+c5MCJciaNiuKnk+N7del3ydo3sO76EhSFyq1bGP7E00ga/9msLXScoqhU2uwEB+nRanwzY6SqKvaCfFzlFRgT4tGG+Feu1HOJoCb4jGwKwBCfgKMgHyQJ88RJgOcLVF7dQKBJh8kwMD6iO78rYtNXp3A4FfJKaogOC2B8cu+V+qk9sM9bAdldXY2ruhpdWFivvZ7QO+rtLh5/41vKqhsw6TU8sHiytwJ5Xype90+sn20DVQVZJuamZVimnd/n7eiIgfGLIfRLkiQRv+o+bN9+g2w0EDThPBRF5dl39nI0rxpZkrjn5+NJiusf1XsLy2txOBUSooOaXYWVVtXjbEyH5lZUSqvqe7UtgePSsX61E9WtoLFY0Ab3jz4Umtp9uJRyawNOl4LLrfBpdh4/6+MSNKrbjXXb1rM3KApl//6XCGqC0BLZYCB4xgXev3Pyq8nJt3oDwIas46y6boKvmtdhm3adZOPnJ0GCSaOiWLYgtcn908fFsOXbPFBVtBqZSaN6N79n1PU3YExKwt04pyaGHvunIJOOM6dHWlnGHNC9BOpdIsvIQUEoNTXem/z5ql8ENcGvBJl0KKonOaxGlvpN9eXNu3K9ial3HSzil5eMalJkMzo0gKdvm05ReR1xkYG9PqwqaTQEXzCzV19D6H0ZyeHMnjiUrw4VkzI0hDnnxfd5GyRJIv7X91L4t9dwlpZiTEhstxyPL4mgJviVmLAA/ucnI/lo5yliwgK5bk7/yPgeHmykzl6DqoLJoEWnbT6hH2TSkTy05WFAVVVxVVaiCTAhG0293Vyhn5AkiWsuSvZ51WtDfDzDHnrMp23oKBHUBL8zMyOOmRlxvm5Gp9x1VTpvbjlCg8PNtbOTkTuxslFVVQpfeZnafXtBlom7cwUBY1LbfZwgCM2JoCYIPSDMYuTOq9K79FhHYQG1B/ajNtZ5K333HRIfeLgHWycIg4dIkyUIPiabAjxLpQFkGa1FrFQUhK4SQU0QfEwXGkr04iVoIyIxjUwhevESXzdJEPotMfwoCH7AMu18v933Iwj9yaC8Uqs79D1V27Z6UjQJnVL3wyEq/rMZR1Ghr5siCILQzKC7Uqv+PIuSdWtBVSl7fwPDn3gaTWCgr5vVL9iyd1O05lVUt5vyjf8m/KXnQfbP5edOlxuQWlxaLwjCwDXovvHWr3ahOhyoTie43dhzT/m6Sf1GzZ5sTz5BtxsA2w+Hfdyilm3bk8fyZ7O447nt7PyuyNfNEQShDw26oBaQmoqk1wOgKir6IUN83KL+IzAtzdN3kgQqBKX4dkNoSxRVZd2Wo7gVFZdb5Y3/+GfgFQShdwy64cewufPRWoJxFBZimX4+2uAQXzep37BMmYZsMNJw8gTmiedhio2lptTm62Y1IQE6rYzb4bma1OtklIYGrF/tQjYaMU+egiQPunM5QRg0Bl1QkySJ4BmZvm5GvxWUMZ6gjPG+bkarJEnijkVpvP7hIWQZblmQSu5TT+AsKQag7vvviFmyzMetFAShtwy6oCYMfGOHhfHsr2YA4K6tJaewwDsPWLNvrw9bJghCb2t3HOaXv/wlo0aNavHfa6+95j1u//79XHfddaSnp5OZmcmLL76Iu/GHRBB8RTaZPGUyNBoknQ5TyihfN0kQhF7U7pXaQw89RM05dXQA3n//fdatW8fMmZ7SFqdPn+bGG29kypQpvPrqqxw/fpxnnnkGh8PBPffc0zstF4QOkGSZ+N88QPVn25BNJoJnXdjhx6qqiupyIet8UMNKEIQuaTeoJSc3X+H2+OOPk5KSwujRowFYs2YNFouFF198Eb1ez/Tp07HZbLz88sssW7aMkJCQHm+4IHSU1mwhfOHlnXqMo6iI0888idtmwzxlGjHLbmlWzVoQBP/T6WVgJ0+e5MCBA1x22WXe27KyspgzZw76xqXyAAsWLMDhcLBr166eaakg9KHS997BbbOBqlKzN5uGnGO+bpIgCB3Q6aC2ceNGZFlm4cKFANTV1VFQUEBSUlKT44YOHYrJZOL48eM901JB6EOyTufZjwegqkhaMQQpCP1Bp4PaBx98wOTJk4mJiQHAZvPsU7JYLM2OtVgsVFdXd7OJgtD3In/2cwxxQ5EMRkLn/BTjsGG+bpIgCB3QqSX9e/fuJTc3l1tvvbW32gNAeHhQjzxPZKS5R55HaN2A7eNIM7F/es7XrfAasP3sR0Qf976+6ONOBbWNGzdiMBiYO3eu9zaz2dNIq9Xa7Hir1UpwcOcLHpaX16Aoaqcfd67ISDOlfpbtYqARfdw3RD/3PtHHva87fSzLUocvdjo8/Ohyudi0aRMXXXQRQUFnnzwgIIAhQ4aQk5PT5Pj8/Hzq6+sZMWJER19CEARBELqlw0Ht888/p7KyssmqxzNmzpzJp59+isPh8N720UcfeZf3C4IgCEJf6HBQ27hxIyEhId4N1+datmwZ1dXVrFixgp07d/Lmm2/y5z//mcWLF3dp+FEQBEEQuqJDQa22tpatW7cyb948dC1kV4iPj+cf//gHFRUV3HLLLfzlL39hyZIlrFy5sscbLAiCIAit6dBCkcDAQPbu3dvmMenp6bz99ts90SZBEARB6BJRWEoQBEEYMERQEwRBEAYMv6ynJss9kzi2p55HaJ3o474h+rn3iT7ufV3t4848TlJVtXu7nAVBEATBT4jhR0EQBGHAEEFNEARBGDBEUBMEQRAGDBHUBEEQhAFDBDVBEARhwBBBTRAEQRgwRFATBEEQBgwR1ARBEIQBQwQ1QRAEYcAQQU0QBEEYMAZUUDt58iRLly5lwoQJTJs2jccee4z6+npfN6tf2LBhA6NGjWr279FHH21y3Pbt27nyyitJS0tjzpw5/POf/2zx+V5//XVmz55Neno6ixYtYufOnX3xNvzKqVOnePDBB7n88stJTU1lwYIFLR7Xk31aU1PDgw8+yNSpU5kwYQK33XYbeXl5Pfq+/ElH+vi+++5r8bP98ccfNztW9HFzmzdvZvny5cyaNYvx48ezcOFC1q1bh6IoTY7zm8+xOkBUV1ermZmZ6rXXXqtu375d/de//qVOmTJFXbFiha+b1i+89957akpKipqVlaXu2bPH++/06dPeY7Kzs9XU1FT1/vvvV3fu3Km+/PLL6ujRo9V169Y1ea41a9aoY8eOVdesWaN++eWX6sqVK9Vx48aphw4d6uu35VNbtmxRZ86cqd55553qggUL1Pnz5zc7pqf79JZbblFnzJihfvDBB+q2bdvUK6+8Ur344ovVurq6Xn2vvtKRPr733nvViy++uMnnes+ePWplZWWT40Qft+yaa65R7777bvXDDz9Ud+7cqT7//PNqamqq+tRTT3mP8afP8YAJaq+++qqakZGhlpeXe2/buHGjmpKSoh45csSHLesfzgS1c/vvx5YuXapeffXVTW5bvXq1OmPGDNXtdquqqqp2u10977zz1Kefftp7jMvlUufNm6feddddvdN4P3WmT1TV88Pa0g9uT/bp3r171ZSUFPWzzz7z3pafn6+mpqaqa9eu7bH35U860set3X4u0ceta+k34cknn1TT0tJUu92uqqp/fY4HzPBjVlYW06ZNIywszHvbJZdcgl6vJysry4ctGxgcDge7du3i0ksvbXL7ggULKC0t5eDBgwBkZ2djs9mYP3++9xiNRsO8efPIyspCHURFIWS57a9XT/fp9u3bMZvNZGZmeo8bMmQIEydOHLDfgfb6uKNEH7fu3N/UM8aMGYPdbqeqqsrvPscDJqjl5OSQnJzc5Da9Xk9CQgLHjx/3Uav6n4ULFzJmzBhmz57Nn/70J1wuFwC5ubk4nU6SkpKaHD9y5EgAbx/n5OQANDsuOTmZuro6iouLe/st9Bs93ac5OTmMGDGi2Q99cnLyoP8O5ObmMmnSJMaOHcsVV1zBpk2bmtwv+rhzdu/eTUhICOHh4X73OfbLIqFdYbVasVgszW63WCxUV1f7oEX9S2RkJHfeeSfp6eloNBqysrL485//TF5eHk899ZS3D3/cx2f+PnO/1WpFr9djNBqbHBccHAxAVVUVMTExvf12+oWe7lOr1YrZbG72OoP9OzBmzBjS0tJITk7GZrPx7rvvsnLlShoaGli0aBEg+rgzDhw4wIYNG7jjjjvQaDR+9zkeMEFN6J7MzMwml/szZszAbDbz0ksvsXz5ch+2TBC6Z/HixU3+njNnDjfccAMvvfSSN6gJHVNaWspdd91FWloaN998s6+b06IBM/xosViwWq3Nbrdard4zAaFz5s2bB8DBgwe9ffjjPj7z95n7LRYLDocDu93e5LgzZ1ghISG92eR+paf71GKxYLPZmr2O+A40N3fuXAoKCqioqABEH3eEzWbj5ptvxmg08pe//AWdTgf43+d4wAS1pKQk75jtGQ6Hg9zcXEaMGOGjVg0cCQkJ6HS6ZmPax44dA/D28Znx8h//v8jJySEwMJDo6Og+aG3/0NN9mpSUxIkTJ5otxjl27Jj4DrRD9HHb7HY7t99+O+Xl5axZs4bQ0FDvff72OR4wQW3mzJns2rWLyspK721btmzB4XAwa9YsH7as//roo4+QJIlx48ah1+uZNm0amzdvbnLMhx9+SGRkJGPHjgVg4sSJmM3mJhPxbrebzZs3k5mZiSRJffoe/FlP9+msWbOwWq3s2LHDe1xhYSHZ2dnMnDmzD95R/6CqKps3byYuLs67sk/0cetcLhd33303hw8f5q9//StxcXFN7ve3z/GAmVP7+c9/ztq1a1m+fDnLly+nvLycp556iksvvbTZqkihuaVLlzJ16lRSUlKQJIkdO3awbt06rr76auLj4wG44447uP7661m9ejULFy4kOzub9evX8+CDD3pXKun1em6//Xaee+45wsLCSE1NZf369eTm5vLHP/7Rl2+xz9XX17N9+3YA8vPzqamp8WaxSEtLIy4urkf7NCMjgwsvvJDf/va33HfffQQFBfHCCy8QGxs7YOeO2utj8GQUmT9/PomJiVitVtavX8/XX3/NM888430e0cete/TRR9m2bRurVq2ioaGBvXv3eu9LTk4mKCjIrz7HkjqANg6dOHGCxx9/nN27d2MwGJg/fz6rVq3CZDL5uml+74knniArK4vi4mJcLhfDhg1j0aJFLF68GI1G4z1u+/btPPvss+Tk5BAVFcWNN97IDTfc0Oz5Xn/9ddauXUtZWRkjR45k1apVTJ8+vS/fks/l5eVx8cUXt3jf7373O+8XtCf7tKamhmeeeYaPP/4Yh8PB1KlTWb16tffEZKBpr49nz57N/fffz/fff095eTk6nY7U1FSWLl3K7Nmzmz1G9HFzs2fPJj8/v8X73njjDaZOnQr4z+d4QAU1QRAEYXAbMHNqgiAIgiCCmiAIgjBgiKAmCIIgDBgiqAmCIAgDhghqgiAIwoAhgpogCIIwYIigJgiCIAwYIqgJgiAIA8b/B5HIW3RwjXDkAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 504x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "x_data = new_train[:, 1:]\n",
+    "y_data = new_train[:, 0]\n",
+    "\n",
+    "distance = np.zeros(len(x_data))\n",
+    "for i in range(len(x_data)):\n",
+    "    distance[i] = np.linalg.norm(x_data[i])\n",
+    "\n",
+    "color = ['r' if c==0 else 'b' for c in y_data]\n",
+    "plt.figure(figsize=[7, 5])\n",
+    "plt.scatter(range(len(distance)), (distance), c=color, marker='.')\n",
+    "#plt.plot(range(len(distance)), [np.mean(distance)]*len(distance), c='black', lw=3.5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# K-Nearest-Neighbor prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8261306532663316"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "distance = {}\n",
+    "for i in range(x_data.shape[0]):\n",
+    "    distance[i] = np.zeros(x_data.shape[0])\n",
+    "    for j in range(x_data.shape[0]):\n",
+    "        distance[i][j] = np.linalg.norm(x_data[i] - x_data[j])\n",
+    "k = 5 \n",
+    "prediction = np.zeros(len(distance[0]))\n",
+    "for i in range(len(distance)):\n",
+    "    if sum(y_data[distance[i].argsort()[:k]]) >= 3:\n",
+    "        prediction[i] = 1\n",
+    "    elif x_data[:,1][i] == 0:\n",
+    "        prediction[i] = 0\n",
+    "    else:\n",
+    "        prediction[i] = 0\n",
+    "        \n",
+    "np.count_nonzero(prediction == y_data)/y_data.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 267,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f3ff7f63a90>"
+      ]
+     },
+     "execution_count": 267,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color = ['r' if c==0 else 'b' for c in data_train[:,0]]\n",
+    "plt.scatter(np.linalg.norm(data_train, axis=1), data_train[:, 99], c=color)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Blue Switch Off & Row 82 > 3.5 & Least square prediction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9227386934673367"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dum2_train = data_train[data_train[:,1]==1]\n",
+    "d2_train = dum2_train[dum2_train[:,82]<3.5]\n",
+    "\n",
+    "A = d2_train[:,1:]\n",
+    "b = d2_train[:,0]\n",
+    "\n",
+    "x = lstsqr_classifier(A, b)\n",
+    "\n",
+    "pred = []\n",
+    "failed_k = []\n",
+    "failed_ls = []\n",
+    "failed = []\n",
+    "for i in range(X_train.shape[0]):\n",
+    "    if X_train[:,0][i]==0:\n",
+    "        pred.append(0)\n",
+    "    elif X_train[:,81][i] > 3.5:\n",
+    "        pred.append(0)\n",
+    "    else:\n",
+    "        dist = np.zeros(A.shape[0])\n",
+    "        for j in range(A.shape[0]):\n",
+    "           dist[j]  = np.linalg.norm(X_train[i] - A[j])\n",
+    "        k_nn = list(b[dist.argsort()][:5])\n",
+    "        \n",
+    "        k_nn_pred = max(set(k_nn), key=k_nn.count)\n",
+    "        lstsq_pred = int(round(X_train[i] @ x))\n",
+    "        if k_nn_pred != y_train[i]:\n",
+    "            failed_k.append(i)\n",
+    "        if lstsq_pred != y_train[i]:\n",
+    "            failed_ls.append(i)\n",
+    "        if lstsq_pred != k_nn_pred:\n",
+    "            failed.append(i)\n",
+    "        pred.append(lstsq_pred)\n",
+    "        \n",
+    "np.count_nonzero(pred == y_train)/y_train.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 277,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f3ff5eaeb00>"
+      ]
+     },
+     "execution_count": 277,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color_ls = ['r' if c==0 else 'b' for c in y_train[failed_ls]]\n",
+    "color_k = ['red' if c==0 else 'blue' for c in y_train[failed_k]]\n",
+    "#plt.scatter(np.linalg.norm(X_train[failed_ls], axis=1), X_train[failed_ls]@x, c=color_ls)\n",
+    "plt.scatter(np.linalg.norm(X_train[failed_k], axis=1), X_train[failed_k][:, 82], c=color_k, alpha=0.3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/ass01/PhilippPetersens_prediction.csv b/ass01/PhilippPetersens_prediction.csv
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diff --git a/ass01/data_test_db.csv b/ass01/data_test_db.csv
@@ -0,0 +1,501 @@
+Running,Blue Switch On,Battery level,Humidity,Magnetic field,Controller beige,Controller bisque,Controller black,Controller blanchedalmond,Time since restart,User had coffee,Controller brown,Controller burlywood,Controller cadetblue,Controller chartreuse,Polution,Radiation,Hydraulic pressure,Overpressure relief valve 1,Overpressure relief valve 2,Controller cyan,Controller darkblue,Controller darkcyan,Controller darkgoldenrod,Controller darkgray,Controller darkgreen,Reset Trigger Level,Sensor Threshhold 1,Sensor Threshhold 2,Sensor Threshhold 3,Controller darkorange,Controller darkorchid,Controller darkred,Controller darksalmon,Controller darkseagreen,Controller darkslateblue,Spring Strength Left,Spring Strength Right,Spring Strength Center,CPU Temperature,Max Fan Speed 1,Max Fan Speed 2,Max Fan Speed 3,Brake control,Manual brake tightness,Motor oil level left,Motor oil level right,Controller forestgreen,Controller fuchsia,Controller gainsboro,Centrifugal Load,Uranium Enrichment,Error correction percentage,Anti-matter stabilizer,Wave-function amplifier,Flux control,Spin Up detector,Spin Down detector,Neutrino Catapult Stength,Second Lense curvature,Third Lense curvature,LASER load,Controller khaki,Controller lavender,Controller lavenderblush,Controller lawngreen,Controller lemonchiffon,Controller lightblue,Controller lightcoral,Controller lightcyan,Controller lightgoldenrodyellow,Controller lightgray,Controller lightgreen,Cruise control,Voltage main,Voltage secondary,Counterweight,Second Counterweight,Smoke formation,Bending of test plate,Particle size of grinder,Water temperature,Espresso quality,Pressure % of 12 bar,Noise level,Controller magenta,Controller maroon,Controller mediumaquamarine,Controller mediumblue,Controller mediumorchid,Waste level right tank,Waste level left tank,Helium reservoir,alpha-radiation,Active motion supression,Blade density,Blade rotation,Controller mintcream,Controller mistyrose,Controller moccasin
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diff --git a/ass01/data_train_db.csv b/ass01/data_train_db.csv
@@ -0,0 +1,2001 @@
+Running,Blue Switch On,Battery level,Humidity,Magnetic field,Controller beige,Controller bisque,Controller black,Controller blanchedalmond,Time since restart,User had coffee,Controller brown,Controller burlywood,Controller cadetblue,Controller chartreuse,Polution,Radiation,Hydraulic pressure,Overpressure relief valve 1,Overpressure relief valve 2,Controller cyan,Controller darkblue,Controller darkcyan,Controller darkgoldenrod,Controller darkgray,Controller darkgreen,Reset Trigger Level,Sensor Threshhold 1,Sensor Threshhold 2,Sensor Threshhold 3,Controller darkorange,Controller darkorchid,Controller darkred,Controller darksalmon,Controller darkseagreen,Controller darkslateblue,Spring Strength Left,Spring Strength Right,Spring Strength Center,CPU Temperature,Max Fan Speed 1,Max Fan Speed 2,Max Fan Speed 3,Brake control,Manual brake tightness,Motor oil level left,Motor oil level right,Controller forestgreen,Controller fuchsia,Controller gainsboro,Centrifugal Load,Uranium Enrichment,Error correction percentage,Anti-matter stabilizer,Wave-function amplifier,Flux control,Spin Up detector,Spin Down detector,Neutrino Catapult Stength,Second Lense curvature,Third Lense curvature,LASER load,Controller khaki,Controller lavender,Controller lavenderblush,Controller lawngreen,Controller lemonchiffon,Controller lightblue,Controller lightcoral,Controller lightcyan,Controller lightgoldenrodyellow,Controller lightgray,Controller lightgreen,Cruise control,Voltage main,Voltage secondary,Counterweight,Second Counterweight,Smoke formation,Bending of test plate,Particle size of grinder,Water temperature,Espresso quality,Pressure % of 12 bar,Noise level,Controller magenta,Controller maroon,Controller mediumaquamarine,Controller mediumblue,Controller mediumorchid,Waste level right tank,Waste level left tank,Helium reservoir,alpha-radiation,Active motion supression,Blade density,Blade rotation,Controller mintcream,Controller mistyrose,Controller moccasin
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