{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extracting Phonemes From Speech Samples\n",
    "\n",
    "My best single model for the recent <a href=https://www.kaggle.com/c/tensorflow-speech-recognition-challenge> speech recognition </a> kaggle competition. Was a model based on the idea of extracting a probabilistic map of the phonemes present in a particular speech sample and to then using that phoneme map as a feature set to predict the word. \n",
    "\n",
    "The dataset provided consists of examples of 30 different words with one word appearing in each 1 second sample. Since there is no phonetic information provided other than which word is which the first step was to turn each word into a phonetic spelling. \n",
    "\n",
    "<!-- TEASER_END -->\n",
    "\n",
    "\n",
    "I started working out my own phonetic spellings of all the words by hand when it occured to me that someone had definitely must have done this for me at some point. So instead of reinventing my own phonetic alphabet I went in search of one that I could easily use. I immediately found the CMU pronunciation dictionary.\n",
    "\n",
    "http://www.speech.cs.cmu.edu/cgi-bin/cmudict\n",
    "\n",
    "Using the CMU dictionary I mapped all the words to a set of phonemes (e.g. bed-> B EH D , dog-> D AO G, etc). I wasn't completely sure whether or not using a phonetic dictionary would have ultimately been judged a breach of the no \"external data\" rule of the competition. However I don't think it makes any sense to call the knowledge of the english language which I carry around in my head \"external data\". Since the way I would phonetically spell the words for the most part matched the way the CMU dictionary spelled them I decided this was all right. However in the CMU dict seven is S EH V AH N which doesn't seem right to me so I used S EH V EH N instead. I also decided to change bird from B ER D to B EH R D. This change was not so much a disagreement on the way that the word sounds as it was a result of the fact that the ER phoneme appears only in the word bird in this dataset. I was hoping that by telling my algorithms that there was an r sound in bird that the networks would better be able to learn the R phoneme without hurting the EH phoneme too much. In both cases I don't think that the change in phonetic spelling had too much of an effect and so post competition I am reverting my solution to match the CMU dictionary phonetic spellings.\n",
    "\n",
    "## Metric\n",
    "\n",
    "Since we are not provided with an explicit set of labels telling us where in each sound clip a particular phoneme can be found we have to use a metric which doesn't depend on this information. Using the Connectionist Temporal Classification (CTC) loss would have been ideal but getting keras to play nice with it is a pain. You can make it work by calculating the CTC loss in a lambda layer and that out as the predicted value as done <a href=https://github.com/keras-team/keras/blob/master/examples/image_ocr.py#L457>here</a>. But actually getting this to work nicely with both the keras backend and my pre-processing pipeline turned out to be more work than I expected and I never managed it before the competition ended. \n",
    "\n",
    "Only a maximum of 6 phonemes show up in any given word and most phonemes appear in multiple words. I decided I would try to make convolutional phoneme detectors which become very activated only when they are fed words that contain their target phoneme. In order to keep the phoneme detectors from learning each others sounds I apply a softmax over phoneme activations + a silence channel. This ensures that the sum of phoneme probabilities plus silence probability is 1 for any moment in time. I then collapse the timewise phoneme probabilities down to just a bag of phonemes model containing the maximum probability of each phoneme at any point during the clip. I can then compare this to a vector which is 0 if the associated phoneme does not appear in that word and 1 if it does. \n",
    "\n",
    "## Architecture\n",
    "\n",
    "The network begins with a set of feature extraction layers which somehow boil the input down to some intermediate representation layer with a time resolution somewhere in the viscinity of 0.01 seconds. I experimented with both pure 1D CNN input layers and spectrogram+2D CNN input layers with similar end results. The results here use a spectrogram input.\n",
    "I carefully controled the receptive fields of the layers so that the activations at the mid level representation layer would depend only on very short snippets of the input audio. I tried to keep the receptive field duration at somewhere between 0.01-0.05 seconds. The wider the receptive field the better the network could seperate words that had a particular sound from those that didn't but the resulting phonetic maps tended to look less and less like the phonemes I was targeting.\n",
    "\n",
    "To this mid level representation I apply a single 1D convolutional layer with a number of output filters equal to the number of target phonemes plus 1. The last channel is intended to represent pure background noise. This timewise phoneme representation is turned into a bag of phonemes vector as described above.\n",
    "\n",
    "I briefly tried using this model as a feature extractor and then feeding the resulting phoneme maps in as features to other classifiers but I found that I got much better performance by simultaneously training a command recognizer on top of the mid level representation layer just before the phoneme convolution. I also tried feeding the phoneme representation in to the command recognizer directly but training this way was less stable since both the command recognizer and  phoneme finder shared 100% of the phoneme finder coefficients and what was best for one was not always what was best for the other. \n",
    "\n",
    "The rest of the architecture choices (e.g. 1D vs 2D CNN inputs, number of layers, presence/number of dense output layers for command model etc, etc,) don't seem to make too big of a difference. There are of course better and worse choices that can be made but it is the choice of targets (phoneme groups, and commands) that makes the biggest difference. \n",
    "\n",
    "Since we are only allowing the network to attempt to distinguish word groups on features that come from approximately 0.02 second long sections of the audio and we know that there are specific sounds which seperate each group (the phonemes). Hopefully the network will learn a phonetic representation which looks something similar to our own. A network based on this structure was my single best performing model in the competition (0.97 F1 score local 0.87 public LB) and so this representation is at least useful even if it hasn't quite learned what we think of as our english phonemes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I've implemented this network as a submodule in the package I and a team mate wrote for the competition. Instead of reproducing and retraining the network in this post I will just load the network architecture and weights directly and then explore the resulting phoneme maps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "\n",
    "import keras\n",
    "import keras.backend as K\n",
    "import tensorflow as tf\n",
    "\n",
    "import IPython.display as ipd\n",
    "\n",
    "import tf_speech_recognition as tsr\n",
    "\n",
    "cmudict = tsr.get_cmudict()\n",
    "\n",
    "from tf_speech_recognition.models.phoneme_finder import group_encoder, command_encoder, preprocessor, load_batch, weights_dir\n",
    "from tf_speech_recognition.models.phoneme_finder import model_specification as mspec\n",
    "\n",
    "training_model = mspec.training_model\n",
    "phoneme_detector = mspec.phoneme_detector\n",
    "command_model = mspec.command_model\n",
    "bop_model = mspec.bop_model\n",
    "\n",
    "training_model.load_weights(\n",
    "    os.path.join(\n",
    "        weights_dir,\n",
    "        tsr.make_weights_fname(\n",
    "            train_sets=[\"train\"],\n",
    "            weight_type=\"best\",\n",
    "        )\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "audio (InputLayer)              (None, 16384)        0                                            \n",
      "__________________________________________________________________________________________________\n",
      "lambda_1 (Lambda)               (None, 512, 129)     0           audio[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "lambda_2 (Lambda)               (None, 512, 129, 1)  0           lambda_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_1 (Conv2D)               (None, 512, 129, 8)  80          lambda_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2D)  (None, 256, 129, 8)  0           conv2d_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)       (None, 256, 129, 8)  0           max_pooling2d_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_2 (Conv2D)               (None, 256, 129, 16) 144         leaky_re_lu_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)       (None, 256, 129, 16) 0           conv2d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_3 (Conv2D)               (None, 256, 129, 16) 5392        leaky_re_lu_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2D)  (None, 256, 65, 16)  0           conv2d_3[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)       (None, 256, 65, 16)  0           max_pooling2d_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "reshape_1 (Reshape)             (None, 256, 1040)    0           leaky_re_lu_3[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "batch_normalization_1 (BatchNor (None, 256, 1040)    4160        reshape_1[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_1 (Conv1D)               (None, 256, 360)     374760      batch_normalization_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)       (None, 256, 360)     0           conv1d_1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_2 (Conv1D)               (None, 256, 256)     276736      leaky_re_lu_4[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_5 (LeakyReLU)       (None, 256, 256)     0           conv1d_2[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_3 (Conv1D)               (None, 256, 256)     65792       leaky_re_lu_5[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_6 (LeakyReLU)       (None, 256, 256)     0           conv1d_3[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_5 (Conv1D)               (None, 256, 64)      16448       leaky_re_lu_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_6 (Conv1D)               (None, 256, 64)      49216       leaky_re_lu_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_7 (Conv1D)               (None, 256, 64)      180288      leaky_re_lu_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling1d_2 (MaxPooling1D)  (None, 128, 64)      0           conv1d_5[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling1d_3 (MaxPooling1D)  (None, 128, 64)      0           conv1d_6[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling1d_4 (MaxPooling1D)  (None, 128, 64)      0           conv1d_7[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_8 (LeakyReLU)       (None, 128, 64)      0           max_pooling1d_2[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_9 (LeakyReLU)       (None, 128, 64)      0           max_pooling1d_3[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_10 (LeakyReLU)      (None, 128, 64)      0           max_pooling1d_4[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_1 (Concatenate)     (None, 128, 192)     0           leaky_re_lu_8[0][0]              \n",
      "                                                                 leaky_re_lu_9[0][0]              \n",
      "                                                                 leaky_re_lu_10[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_8 (Conv1D)               (None, 128, 64)      12352       concatenate_1[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_11 (LeakyReLU)      (None, 128, 64)      0           conv1d_8[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_9 (Conv1D)               (None, 128, 128)     8320        leaky_re_lu_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_10 (Conv1D)              (None, 128, 128)     24704       leaky_re_lu_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_11 (Conv1D)              (None, 128, 128)     90240       leaky_re_lu_11[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_12 (LeakyReLU)      (None, 128, 128)     0           conv1d_9[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_13 (LeakyReLU)      (None, 128, 128)     0           conv1d_10[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_14 (LeakyReLU)      (None, 128, 128)     0           conv1d_11[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_4 (Conv1D)               (None, 256, 33)      25377       leaky_re_lu_6[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "concatenate_2 (Concatenate)     (None, 128, 384)     0           leaky_re_lu_12[0][0]             \n",
      "                                                                 leaky_re_lu_13[0][0]             \n",
      "                                                                 leaky_re_lu_14[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling1d_1 (MaxPooling1D)  (None, 128, 33)      0           conv1d_4[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv1d_12 (Conv1D)              (None, 128, 128)     49280       concatenate_2[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_7 (LeakyReLU)       (None, 128, 33)      0           max_pooling1d_1[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "leaky_re_lu_15 (LeakyReLU)      (None, 128, 128)     0           conv1d_12[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_1 (Activation)       (None, 128, 33)      0           leaky_re_lu_7[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "command_conv (Conv1D)           (None, 128, 12)      105996      leaky_re_lu_15[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "global_max_pooling1d_1 (GlobalM (None, 33)           0           activation_1[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "command_logits (GlobalMaxPoolin (None, 12)           0           command_conv[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "phoneme_probs (Lambda)          (None, 32)           0           global_max_pooling1d_1[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "command_probs (Activation)      (None, 12)           0           command_logits[0][0]             \n",
      "==================================================================================================\n",
      "Total params: 1,289,285\n",
      "Trainable params: 1,287,205\n",
      "Non-trainable params: 2,080\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "training_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The majority of the layers in the model are there for predicting commands. I found that I needed significant extra complexity to perform well on the command prediction task but that giving too much complexity to the phoneme detectors often led to better seperation of shared phoneme word groupings but often the phoneme maps looked less like what I would intuitively expect. Since I didn't have any good metrics for evaluating how \"humanly intuitive\" my phoneme maps were I decided to try and keep the network simple previous to the shared mid level representation and made most architecture tweaks to the command detector part of the net.\n",
    "\n",
    "To help in working out which bits of the architecture above belong only to the phoneme detector branch here is the model summary for the bag of phonemes model. The phoneme detector model is exactly the same model with the layers after the global max pool chopped off."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "audio (InputLayer)           (None, 16384)             0         \n",
      "_________________________________________________________________\n",
      "lambda_1 (Lambda)            (None, 512, 129)          0         \n",
      "_________________________________________________________________\n",
      "lambda_2 (Lambda)            (None, 512, 129, 1)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 512, 129, 8)       80        \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 256, 129, 8)       0         \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_1 (LeakyReLU)    (None, 256, 129, 8)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 256, 129, 16)      144       \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_2 (LeakyReLU)    (None, 256, 129, 16)      0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 256, 129, 16)      5392      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 256, 65, 16)       0         \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_3 (LeakyReLU)    (None, 256, 65, 16)       0         \n",
      "_________________________________________________________________\n",
      "reshape_1 (Reshape)          (None, 256, 1040)         0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 256, 1040)         4160      \n",
      "_________________________________________________________________\n",
      "conv1d_1 (Conv1D)            (None, 256, 360)          374760    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_4 (LeakyReLU)    (None, 256, 360)          0         \n",
      "_________________________________________________________________\n",
      "conv1d_2 (Conv1D)            (None, 256, 256)          276736    \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_5 (LeakyReLU)    (None, 256, 256)          0         \n",
      "_________________________________________________________________\n",
      "conv1d_3 (Conv1D)            (None, 256, 256)          65792     \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_6 (LeakyReLU)    (None, 256, 256)          0         \n",
      "_________________________________________________________________\n",
      "conv1d_4 (Conv1D)            (None, 256, 33)           25377     \n",
      "_________________________________________________________________\n",
      "max_pooling1d_1 (MaxPooling1 (None, 128, 33)           0         \n",
      "_________________________________________________________________\n",
      "leaky_re_lu_7 (LeakyReLU)    (None, 128, 33)           0         \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 128, 33)           0         \n",
      "_________________________________________________________________\n",
      "global_max_pooling1d_1 (Glob (None, 33)                0         \n",
      "_________________________________________________________________\n",
      "phoneme_probs (Lambda)       (None, 32)                0         \n",
      "=================================================================\n",
      "Total params: 752,441\n",
      "Trainable params: 750,361\n",
      "Non-trainable params: 2,080\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "bop_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Phoneme Maps\n",
    "\n",
    "Lets load in a hand full of held out example sound clips and see what the evolution of the phoneme maps looks like in time. Did the network manage to figure out which sounds correspond to which phonemes? Looking at the plots below I think you will agree the answer is at least partially a yes. However some places in some words identify positively for phonemes which aren't present and some phonemes are better detected than others.\n",
    "\n",
    "In the plots below the x axis corresponds to time within the sound clip and the y axis corresponds to the predicted phoneme presence probability for that time. Local maxima of the phoneme probabilities are labeled "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def annotated_phoneme_map(\n",
    "    phoneme_probs,\n",
    "    phoneme_labels,\n",
    "    label_threshold=0.4,\n",
    "    smoothing_window=3,\n",
    "    ax=None\n",
    "):\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots()\n",
    "    for phone_index in range(phoneme_probs.shape[1]):\n",
    "        cur_p = phoneme_probs[:, phone_index]\n",
    "        cur_p = scipy.ndimage.filters.uniform_filter(cur_p, smoothing_window)\n",
    "        max_levels = scipy.ndimage.filters.maximum_filter(cur_p, 20)\n",
    "        maxima = np.where(cur_p >= max_levels)[0]\n",
    "        vals_at_maxima = cur_p[maxima]\n",
    "        t_mask = vals_at_maxima > label_threshold\n",
    "        maxima = maxima[t_mask]\n",
    "        vals_at_maxima = vals_at_maxima[t_mask]\n",
    "        \n",
    "        for index in maxima:\n",
    "            ax.annotate(phoneme_labels[phone_index], xy=(index, cur_p[index]), fontsize=16)\n",
    "        \n",
    "        ax.plot(phoneme_probs[:, phone_index])    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "dev_labels = tsr.get_labels_df(\"dev\")\n",
    "\n",
    "dev_loading_kwargs = dict(\n",
    "    labels_df=dev_labels,\n",
    "    preprocessor=preprocessor,\n",
    "    augment=False,\n",
    "    data_directory=os.path.join(tsr.data_dir, \"raw\", \"train\", \"audio\"),\n",
    "    forcing_kwargs={},\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The phonetic labeling isn't perfect but the general structure of the words (at least the command words) roughly matches what we would expect intuitively. Not all phonemes are detected in all the words and it has trouble with phonemes like \"V\" and \"IH\" which are less lound and has trouble telling apart certain similar phonemes like \"AH\" and \"AA\". Not surprisingly the model has particularly bad trouble with labeling longer words like sheila and marvin. The \"SH\" in sheila is a particular trouble maker since it only appears in that word and sounds rather a lot like white noise. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Command Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "yes -> ['Y', 'EH', 'S']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c2f6390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no -> ['N', 'OW']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25dc5156a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "up -> ['AH', 'P']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26181b4940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "down -> ['D', 'AW', 'N']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25dc5c15c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "left -> ['L', 'EH', 'F', 'T']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25dc4d9940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "right -> ['R', 'AY', 'T']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25dc394e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "on -> ['AA', 'N']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25dc3a3be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "off -> ['AO', 'F']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c534438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "stop -> ['S', 'T', 'AA', 'P']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c4f5f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "go -> ['G', 'OW']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c113320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for word in [\"yes\", \"no\", \"up\", \"down\", \"left\", \"right\", \"on\", \"off\", \"stop\", \"go\"]:\n",
    "    print(word, \"->\", cmudict[word])\n",
    "    b_files = dev_labels.index[dev_labels[\"word\"].values == word][:9]\n",
    "    b_labels = dev_labels.loc[b_files]\n",
    "    example_batch = load_batch(b_files, **dev_loading_kwargs)\n",
    "    \n",
    "    phone_preds = phoneme_detector.predict(example_batch[0])\n",
    "    fig, axes = plt.subplots(3, 3, figsize=(12, 6))\n",
    "    axes = axes.ravel()\n",
    "    for i in range(len(axes)):\n",
    "        axes[i].set_ylim(0, 1.1)\n",
    "        annotated_phoneme_map(phone_preds[i, :, :-1], phoneme_labels=group_encoder.group_labels, ax=axes[i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Numbers\n",
    "\n",
    "The model also tends to do a pretty decent job on the numbers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "one -> ['W', 'AH', 'N']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262dd0ae80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "two -> ['T', 'UW']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c552438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "three -> ['TH', 'R', 'IY']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2618388dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "four -> ['F', 'AO', 'R']\n"
     ]
    },
    {
     "data": {
      "image/png": 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vX8+zzz7LAw88wKWXXsodd9zBmjVrRvsTC4JwvDJeGWNbMsYjRYRxOaGVwhfGTjFsBFDe+Q4g2t4OStU0+ShNvmsFyjLGgZVCqlIIwtjg3zIkGghjExw7fDv0GJc12glsFAEqFvMmzRa9bTVedBG6UCD3/PMD7jbw8LXGW8PXli1bxooVK7j88sv5xS9+wSmnnML1119PJiPF/AVBoDJjPA5WCpl8N3xEGJdjVwtjO2wEEKkSxioaJdLait1ZPfmuNmOsXRds27NSNCQkYywIY0GQHa6TMdbFIvhNdozG0nwBc/bsik2oeBy3WPSWBxrf8XaIRsk8+dSAu+23PI9xS7yl7vvxeJy///u/59ChQ9xxxx1H9dEEQZhijJMwLrdSSAOi4SHCuBwrFzb4AMC1BswYA0RPPLGmtFNYx7jVF8bZbHiS9TLGSVz5AQrC6BOcaIIL2zJh7PiZWiOZCluzQ6lEW4CKxdCFYmidiLS10XDWWWSefHLA3QZWirZE24DLXHnllZxzzjn8wz/8Azm5MBYEYZysFEX/GFhelWLdunU89dRT3H///bz3ve/l1ltv5frrrx+zMRxviDAO0NqbfFeRMbbCjHE9YZw47TTyW7ZUNPkIy7UFk+8y2VAsq5iJIRljQRgbfC9dmDE2oqFY1r6lyUglUfE4+BPtajLGoZXCv5iNx0mddx75LVtw+vvr7jawUgyUMQ645ZZbOHToEP/8z/888s8mCMLUoszmNaaT7/ymQ72F3tBWIQ2IBkeEcYBjgXZryrU5A1gpABLLzsDp6sIuL+fkWynCqhSZTOkka5qohgawrFAsC4IwSoRWCr+1alnGOPD6G8kkSikivp2i1mNsesK4ULrLY86bC1rXTLQNyFgZokaUlJmi7Z1t7E3vZfHixTXLvec970FrzRe/+MVj/qiCIBznlE0MHg+PMXjiuB7SgKgSEcYBQZF+s8HLNIFXlaIvDaaJSiRqVmlYtgyA3JYt4WvassFv5AG+lSLMGHtVKYBRsVM8sfcJLv4/F4dXhIIwralrpfC7VwZWCr9WseFXmYnOrhTGRixemTGOxYk0e5ngoHRjNf1WPykzhelbsCxHLnoFQRiCcbJS5J08iYinXwYSxtKAqBIRxgGBuKyyUjj9aSJNTWFJp3Lip54K0Sj5zeXC2K9XHIl47Z+rMsZG0hfGo2Cn2Nm7k8O5w6SL9U/YgjCtcKqsFBGzbsYYINLYBEphnjCrYhOelaKAtrz1jJgZlmp0+uqfVLJWlkazsSSMXRHGgiAMQbmVojh2Tb8KdoH5zfMB6C16xzBpQDQ4IowDgoxxtMxK4dq4femarncBRjxOfMkS8ps3h69p20ZFvYyzkUpVTL4z/HJtwKiUbAtM9XIiFgRKGePo4FYK8DLG0VmzwqYeASoWwy36k++U8u7+BLaovr66u81YGZJmkqh/p0niURCEIamwUvTXVIwofzzyyCNHvZuCU2Be0zwA+greMWzp0qWYpkl7ezuf/OQn+cxnPiMNiMqQzncBli9Uy60UThEn3VfT9a6chmVnkH7oYbTWKKXQtlUSxslkjZUi6Ko3GlaKwDskJ2JBoMxjXGal0A64bo2Voumii7DPOKNmEyoWw+3rCxvyKKXC0osDWSkydoZUNCUZY0EQhk/5ccIqZYzXrVvH3LlzKxY9/fTTj3o3eSdPykyRiCRCzbB+/Xrmzp3L4cOH+da3vsUdd9zBueeey8qVK496P1MJEcYBVmClSFZVpegfMGMMEFu0CKf3Jzg9PUTb2kIrBfjCuHryXdxL0gcZrGMhzBiLp1EQ6tQxLutgWZUxbv/4x+tuQsXj6ILX+U7FvcxzMPF2ICtFppihJdGC6e/Pdu26ywmCIIQE523D9DzGvltz+fLldSfvHi0Fu0AikiBpJkPNsGzZsnAfF198MWeeeSbXX389H/rQh0j5yYPpjFgpAsLJd4mqOsaDZ4yNBu9EG4hfBrFSeJPvPBO8loyxIIwudp0GHwBOsUYYD0RYlcLPGANeJRnT9Cbi1kEyxoIgjJhAGDe0QrF+KcjRoOAUiEVipMxURYWKAGlAVIsI44DQSjGyjLGKeydP7TcE0JZdaaXIZEjn+3BUUK7NOzGPxuQ7EcaCUMZAGWPHws14wlj5Hv+BMII6xoUCRiCMlSLS1IQziMdYqlIIgjAigvN2orVi8l0wMS54OI5zTLspOAUS0QTJaCljXI00IKpEhHGA7f8YoonKE2p/vzeDfQCCk2eQFda2DWYpY+xkM3zk9b/hlyuU3/nOyxiPhjCWyXeCUMaAwriIm8l4NYyNwQ953uQ7rypFYKUAr2GPm64vjLNWtlIYSzwKgjAUFRnjUrm2YGJc8LjwwguPeheWa+Foh3gkTspMDSiMQRoQlSMe44CKyXfeCU4HJ9TGwTLG3snTDTPGFsr0TsxGMkk+n+GI00tncyCMR68qRZAxFk+jIFB/8p3/upvNolKD2yjAq1usixZuoWSlAK9hj9NbK4y11rUZYxHGgiAMRXDeTrTAka3hy8HEuICmOs3FhkvB7waaiCRoMBs46V0nob+p6y4bNCASRBiXKBfG/olV573XBhXGMU8YB52yKsq1JZNkbO8WiRUp63wHuFnJGAvCqBII4/JybeDd+clmh/QXQ2VL6OqMsdNbO/kuZ+fQaE8YR0QYC4IwTILjVcLPGPuitHxi3LGSd7y5TPFonFQ0xT5736hsd6ojVoqAioxxBJSBznuGeKNx4FmaqsZKYVVMvut3ve3aESoyxkdTrq230MuBzIHw79BjLJ5GQRjaSjGM2daqzGOsYqUax5Hm5rp1jDOWdwtUPMaCIIyIciuFa5cyyKNIoBESkQQpMxUer4TBEWEcEFal8LNKhhlmjCODZIyNYPJd0Z/tadkV5dqypmecD4SxisdBKdzcyMu1ffu5b/OFR78Q/i2T7wShDHtwK8XwMsYmOA5uLocRK2WMjeb6k+/KhbE0+BAEYdiEVopW71+7tmLEsRJYKeKROEkzSc6SiXXDQYRxgJ0HVGW2qeCXeBqpx7gsY5yNe8UJQyuFUqiGBnRu5Bnj7nw3Xfmu8G+xUghCGWHG+OitFEYQz/39FR7jSHMLTjpd48GrmzGWeBQEYShCK0VL5d+jxKc+9SkWtS1i/4/3E4/GSUaTZOxMxTHsoYce4vLLL6ejo4NEIsEpp5zCDTfcQHd396iO5XhDhHGAlfMqUii/ynbExC34HuPUYB7jwatSZP1ztBUtLWskEkdVlaLoFCtOugVXMsaCEBLcmgwEcdjB0vKrUgzPSgHg9KerPMZNYNvoqsY89YSxTIYVBGFIguNV3J9cN4rHjVwux7p16wDoeaqHqI6SNJO42g3vNH/961/nve99L4lEgh/+8Ic8+OCDfPazn2X16tWcc8457NmzZ9TGc7whwjjAKZYm7YDfjcbL6g7qMY7Xm3znnSAjLS2hMLb9jDGA0dAQ2jRGQtEtVpRbCZ7LiVgQ8DMuypsjALVWimFVpfDWcdP9NVUpAJx0ZZOPQBgnzaRMvhMEYfgEx4mYl3i75ur3o7UelYl369evp6+vj7dd8jacPodNT2wiZXo6JmNl2LBhA1/+8pe59tprWb9+PR/84Ae58MILue6663j66afp6uqa1u2hhyWMlVKXKaVeVUptV0p9qc771yilDiulXvAfnxr9oY4xdqFSGEdMtN8mejCPcXDy/Gnut+xJ7/GEsRkI4+ZSxrhcGCcbjqoqheVYFcJYPMZCPaZFvNbDKXhiOLzrU2alyOXCLpWDEZRa1Pl82LwHvMl3QE3JtrTlCeVGs5GoEo+xMHKmbbxOd4KMccxPvNnH3g034K677qKtrY2//oe/RsUUD/7kQZJR7/iXtbLcdttttLe3c+utt9asu3DhQr70pS/x2GOP8cwzz4zamI4nhhTGSqkI8E/A5cDpwEeVUqfXWfRerfVy//HDUR7n2GMXSt5E8DzGYcZ4kMl3sRh5E75tP8gvdvyiwmPsZYy9k7RtGmFzAZVoOKqqFEWnSNEthh6h0GMss+AFn2kTr/VwrJqLW+/1Ijqfx0jE669XRrl9wojVCmO3r7Jk29aurcSMGHMa5xAxIkRUROJRGDbTOl6nO47l2b2CY9YxeIzzr27l0De/hdaaffv28cgjj/DhD3+YRGuC5rObeezBx3CzLgB9+T4ef/xx3v3ud5NIJOpu78orrwTg0UcfPeoxHc8MJ2P8VmC71nqH1roI3AN8YGyHNQE4hRorhfZndA5W5knF42FWOG/nK8u1NZdljKOqtOmGhqOqSlF0K60TkjEW6jA94rUeTrEkhiHMGGu74Nclrn8SKKe8RJsqr0rRVN9K8dKRlzit47TQX2waplibhJEwfeN1uuNanmUz0B3HUJWiZ906On/wA5zubtauXYvruqxcuZKCU6D17a0UC0WefOBJAPYd2kcul2PBggUDbi94b7r6jIcjjE8Cyr+dvf5r1XxIKfWiUuonSql5ozK68cQu1mabrCIqmURFIgOupmKxCmFcXq6twmNc1kpFxeOhJ3kkBBniQCCLMBbqMD3itR52oWSfgJIw9qvLlGeDB6LcV1xRlaKl1kphuzavdL3CshnLwtdMw5R4FEbC9I3X6Y5je8eoyChkjF9+GQD78GHWrFnDkiVLOP/888nbeRrPaOTE2Sfy0E8fAjwrhTA4wxHGqs5r1X0D/y+wQGt9JvAIcFfdDSn1aaXURqXUxsOHD49spGONU31SNcEpEhmiKYCKRMglPdWbd/K+x9jPGMfj5JKeqC7PGKt4DF0Y+dVhIIwLTgHHdcLMlJyIhTKmR7zWw7FqYxgg75ddHIaVotw+Uc9j7KZLwnhH7w5ydq5CGEeN6DHHo2VZ/PKXvyR/FHYr4bhj1OIVjsOYnc44RYhEIeofZ47SY6wdh/wrrwDwzONP8PLLL3PVVVfR09NDV3cXbs7lij+6ghc3vkjhQAGzyaShoYFdu3YNuM3gvXnzpuc12HCE8V6g/NuZC1T0FdRad2qtA6X3A+At9Taktf4XrfUKrfWKmTNnHs14xw674JVrCzA8YTyYvzggl/KEcM7OoS0LoqX0cCCa7bKksxGLH50w9jPFgdc4QISxUMb0iNd6OMW6GWO3GGSMh2GlKMsqV1SlaPJKKjl9JSvF5iObAXjzjDeHr41Gxnjfvn0888wzvP7668e0HeG4YNTi1V/2+IrZ6UxopfCPS0dppSju2oX2y7/+2/r1AKxatYq2tjY+d/7neOUvX+EH3/8BAD2/7aGgC1xwwQU8/PDDA15833fffQBcfPHFRzWm453hCONngSVKqYVKqRjwEeC+8gWUUrPL/rwSeGX0hjhO2IXSlRv4GWNrWMI47wtjz2NcKtcGkGsoNfgIUPE4bvHorRTV1SnE0yiUMT3itR41wjjIGHsnjfIM8EBUiOFykRyJoEyzosziS0deoinWxPym+eFrZsQ85sl3luWtb9sS19OA6Ruv053QSlEqK3k05LdsAaCoNT/79ROce+65bNiwgQ0bNvCFH3yBBTcs4NFHH+XNZ72Znid7yFgZrr/+ejo7O7nppptqtrdz505WrVrFBRdcwLnnnnvUH+94ZkhhrLW2gc8DD+IF5P/RWm9RSt2slLrSX+wLSqktSqn/Ar4AXDNWAx4znKqqFEYUHHvQGsYB2QZP9YbC2CwJ4/LOdwFHa6UIMlFFtxj6i0GqUgglpk281qNm8p33PCi7aAwwA7ucgTzGACqRwM2X4m5b9zZOaz8NpUp3w0dj8p0I4+nDtI7X6U5opTj6yXdHckfIb3kZlUjwhFWkK5Phc5/7HEtWLOErB76Cs9ChY1kH73rXu/jMpz+D1Wnx/JPPc8kll3DzzTdz++23c9VVV/Ef//EfPP7449x+++2cd955tLS0sHbt2lH+wMcP0aEXAa31A8ADVa99tez5jcCNozu0caYmYxwDbQ1awzgg8BHn7TzYdliVAiBreiVSLKNkGzPiiaMSxoEYLjpVwlisFEIZ0yJe61HdpCfIxBSDjPEwJt+Z5cK4cnmViKMLpVuPvYVelrYvrVhmNDzGgSAOBLIwtZm28TrdCawUkaMTxi8efpE/e+DP+P7OUzlp6VJ+/uijNMZ+gUrJAAAgAElEQVRiXH311bzQ/QI9hR6e3v80cX/7f/anf8ZfffGv+PXPfw2fgq985Succ8453H777XziE58gm80yf/58Vq5cyY033kh7e/tof+LjhmEJ42lBtcc4YoLrDNoOOiCwS+Rs38tolr7WTNTxNh8pCeOjsVLYro2rPZFd3QFPhLEg4FWWqVeVojj8jLERHzhjbMQrM8bpYprGWOXxYTQ8xpIxFoRpQGClCOsYj0wY78/sR6PZ17eXhSdfzJ2miXZdkskkucNeMqDgFGiOeROHW1paeNtdb+PyBZeH27jsssu47LLLRufzTCGkJXSAU6yxUiic4U2+i3nCOO/PKg2sFJZjUTRcorbGVSUvsIrHwLLQjjPs4VW3gpaMsSBUUW2lMCKgjLBRz4jLtcWrrRRxdNlklX6rn6ZYU8UyZmT0hLFkjAVhClNjpRhZsiwou9bvZIm0tBCdORPbr0SStUsl2eJluiYZTVa8J9RHhHFAlZVCR2KgneF5jBNVwti3UgTtYlv832EgboNJPXoEWePyk23RKcrkO0GopvriFiASQ9sjE8aZOHQ1VpZuAz9j7FspCk6hIhsTIBljQRCGRWClMKKACjPGWmvufuVu+ov9g64eCNyssjCaGkNhrLUmZ5cmCSfK7oSnzJTUMR4GIowDqq0UGChDD8tjnPXPn+GP0RfGwQ+7OeO9HJwwA+/iSHzGkjEWhCFwrMqMMXi3Ki2/g+UwJ9/dfZHBN66O1AhplUigfStFuuhd9DaalceHqBE95smwgSAWYSwIU5jASqGUlzX2L+C392znG7/7Bhv2bBh09UBvZOMQaWomOmsmOpfDzWQrhLFkjEeOeIwDqhp8aAeUoYdlpQgm2OWdIGPsnZxLGWMNqJIw9k+4bqHIwD31KimvW1x0i0Qcb01Vtl1BmNZUN+kBv4OlJ2aH1xI6RlcTdDXV8xjHcTLexW4gjGusFIZJvzt4pmcoxEohCNMA1wKzwXsejYdWiuDYEvw7EEHmNxtXGE2NKMO7e2UfPjSwMDaTZKzMqH2EqYpkjAG0rpnRrl3vQm44k+8CYVxwi7iUPMZhxrjKShF4F8tnuA9FeYa43EqRMlPYjmSWBKGm8x34jXr8jPFw6hhHIuTjBrl4vaoUpYxxENv1hLFYKQRBGBKn6B2fwLOA+cepfss7tgwlYAPxm4t7nTmjM2YAXlvofFkXvWorhQjjoZGMMZTKpFRkjDUYenge46gbPi+apaoUwQ+8WhiHHuMRWCnKb89aroXheNc0KTMlGWNBAP/itjpjHEPb/p2aYVgpAHJxhRUFKwoNZa8bZZPvBssYH6vnX8q1CcI0ILBSQEXGOLjoDvTDQJRbKYzGRqJtbYAnjHMzcjTFmoiqaI2VojybLNRHhDGUyqSUXVlpW2MYDM9jHClVlyhGS5PvShljr1RbYIcot1IMl2qPscKb8NdoNoowFgTwLnDrWSkKlRekQ5H3F8tFHMqn1ql4Ate/mO2z+gBoMseuKoVkjAVhCuNaXlUK8I5bI8wYB1aKXMzLGEf8jLHT2UmuNUdDtIHPnvVZZjXMCtdpT7RzJHcEV7sYSgwDAyHCGEplUsqsFK7jEjE0KpkccvVMxKIxD/0JKJglK0Xwww4yxkHWN5x8VxzB5Du3UhgHpMxUxXuCMG2pZ6WIxPxblgaYZv31qsj5myi/4IXKcm1ipRAE4Zgot1JEE+Gd60AYD5UxDqtSJMBobAqTeG4mQ87OkYwmufqUqyvWWdiykIJTYH9mPyc1njSan2ZKIZcMEM4GrbBS2BqlIJIa3ErhuA55w6E162VwCyZhVYrgh9vkbz4QsEboMT7KqhRlLaFTZkpaQguC1l4cR6vLtZkox0LF4xWtmwcj75+rsqrygtMoyxgPZqU41niUyXeCMA2osFLESsLYv+jOFIfpMY4pIs1NKNNExWK4Wa8qRUO0oWadhS0LAdjZu3O0PsWURIQxeFduUGOlUIaXJRqM4KquNe3bJcxSVYqslcVQBnM/9DHvPafaSjECj/EAdYwbY43YWjJLwjTHLnilZGJVF7KRGLjWsG0UrnbJm14sZ6gUpkHGWGtNupgmoiI1J5/RyBhLuTZBmAZUWClqJ98NmTEOq1KA4SfwjGQyLNcmwvjoEWEMpcl3ZRN3XMu7jWokBp/JHtglWvv9yhRlHuOsnSUVTdHxviuAcmHsCXA9Ao9xdVWKglPAUAYN0QbJGAtCUAy/KoMbCOPhTrwrL36fobJqjJFIgNZoy6Kv2EdTrKkmCx01omKlEARhaCqsFLHQ0hloiuFaKXIJhYp45VuNZHLQjHFboo3WeKsI4yEQYQylyXdlsze15QldIzZ4peHglmqr/xsumAoVK2WMG8wGYoYnrmusFCPxGFdZKYpOkXgkPioZKkE47gmFcXXGOAquXdPeeSDKJ7xk3EphHF7Q5vN120HD6HqMxUohCFOYCitFIrR0BppiqM535VUpAozU4MIYvKyxCOPBEWEMg2aMFW69NUKCE2lbv3f7tWCWMsYZK0PKTBHzf/zh5LujKNdWr/NdLBITYSwIAIEfr56VQtsYw2juAZCxy4Rx1axww7dVufk86WK6pusdeFUpbNdGaz2CwVciGWNBmAbUVKWozBgPWZXCzxjnTcISkaosY5yI1j/mLWxZyI7eHaPxCaYsIoyhTBiXeYwt/6Q0RE3S0GPs/4bLhXHWzpKMJmsyxsfiMTaUgeVaFJwCcSM+KuWhBOG4p+BnV+JVYjUSQ2ln2FaK8gkv1bcyVTxBIQpH0gdIF9M0x5qrV8f0b40eSy1jqWMsCNMAxyqzUsRDHRJmjIeqY2zlMB3PyhWI6KGsFAALmxfSle+iJ9/DY3se444X7sDVgycApxtSrg1Kk+/KrBRuwYF42XsDENzuaPN/w8Wycm1ZK0vSTGJGvL9Dj3FQru0o6hg3mo1hHeNYJOZ5GsVjLEx3QitFtTA2QTvDnnw3VMb43gsMfve7v6KpoS2cyFJOIIwt1wrjfqRIxlgQpjha+xnj8s53QcbYO5ZZrkXRKYZ3nMuxXIuiW+SEfJSDKZt+q5+WeAtGMoXV3TOklQLgiv+4gp5CDwCXLbyMk1tOHu1PedwiGWMolWsrt1IUfbE5hOgMM8ZlVgqqJt8FP+xS57uj8Bi7JWFccApextj3GEtVCmHaM4iVQuGEd2mGolwM12SMEwn2tcOhYhe7+nbRWC3CqRTGR4sIY0GY4gR3lCLlGWPfY5zrRflWrIGyxoG/uL3fyxgHCTojmcTOZgYVxmfNPIszZ57JubPP5SOnfqRifcFDMsZQ30pRsKGJIa0Ub/S/QZQIM/q85QrRyoxx+eS78GQZjYJhjMhKEdYtjpXqFgceY1e7OK5DxBh8oqAgTFkGzBjHAGfIsosBFVUpqjLGKh6nu9E7ETnaGXDyHRy9MHYcB9d1MQwD13VxHIdIROJaEKYUQcKtwkrhZ4ztLC0Z6Gn0rF3tifaa1XOWJ4zb0i6cUBLQRjJJvugdwwYSxq2JVu5+390APH/oee559R4RxlVIxhjKrBRlGeN8sfK9AdjavZWF5onELTC0omiqisl3yWiyJmOslELF4+j8CDzGjuWVZ4s0hA0+gowxHFuGShCOe8KMca2VQil3+JPvfDHckeioOVkYiQRdZVq4rjCOHJvHOMgSNzQ0VPwtCMIUItQcgZXCawlddIoUsenwOs4PmDEOJt619njHh3KPcc4aXBiXE7S0D1rcCx4ijKEsY1zmMc4HVoohhHHXVhYn5qGAhGtUtITO2llSZioUr+Wtm41YbMRVKWJGDDNihlUpRBgLgs+A5dpiKOUOO2McnGBmJWeFz3f07OCWp2+haBr0lW2+3uS7qOFdFB+t7z+wUQTCWCbgCcIUJLRSBOXavMl3/f7Eu46+wa0UgTBu7/UmzQUT9oxkkrxvsxiWMPYv7oP1BQ8RxlASxmWT7+yMV66NfO+Aq3XnuzmUO8Ti1JsAiDtG2ODD1a7Xr9xMopSqaRWr4nHcEXqMY5EY8Ug8rGMci8TCDJUIY2FaU8yAMsCsOhkYJkrp4U++szIYyqCjoYO05Z0s7n31Xu599V5eKGxHK8XCyAkA9cu1HeOFarUwloyxIExBQitFWec7NP15bzLcDF+nDmRxCKwU7f2VyxnJpDfPCWioPhbWIRDGYqWoRIQxlBp8lGWM7bT/w812Dbjatu5tAJzStAiAmK38ltDR0ByfjCa99yKxioyxisdHXJUiFokRM2JYjkXeyROPxI85QyUIU4JCv2ejqOpER8QE5YbNOYYimDDbZDaFGeOn9z8NwMbMKwBcHjmLqIoyr2lezfrHKowDIZxMJiv+FgRhClFtpfC1R3++G4D2ITLGaw/ZpNv+PKyGFXqMUyVhHGiPwWiINhBREckYVyGT7yA0vZcLY6svEMadA662tXsrAEuaF9EHxG1CK0XW8jLNKdO792oaZkWTDhU/NitFb7GXlniLWCkEATwrRbWNAtAREyPCiDrfJc0kqViK/mI/BzMHw2L4z/VuBuAP3JN4/COPD1rHeLQyxmKlEIQpSD0rBZD2hfFQGePn+g2KDctpymoiGJWT70wvOTAcK4VSisZYowjjKiRjDH6ZFBXe1tC2XcoY57oHXG1r91baE+3MbPJurcYsTdEETDP0AAU/zpgRqzhZGvHEyISxb6WIRWLknTzd+W7aE+2j0lBAEI57ipm6whi8ig5GfHg1hYNulY1mIxkrwzMHnvG2oiK83OtdCLcXYnVFMYiVQhCEYVBjpfAEcrrnAAAzIy0A9Gfr648eR+EaLTQUoTGSrLRS+Fp7OMIYvAl4gW1M8BBhDJ6VIpoIb8O6uRxohasSQ2aMl7QtCWukxgsu+ZhCKRXehg0zxpHqjPEIPcZOETNiEjNiHMkdwdEOHQ0dkjEWBPAzxrWeX629Q5yKDU8YZy1vwmzKTJF38vxm729oT7SzfNZyHO1guJqWghpwfalKIQjCkATn6yorRe+RvQCc8KbTiTiadO/huqunHQOMOFrFaU60ho06KjzGwxXGsaaazPRXt73BDa/uGcknmlKIMAbPSlHe3CPrZXt1tGlAj7HWmp29O1ncuhgV89aNFVyK/m2MoB5q0izzGNdYKUbgMXY9K0UsEgtrGnckRBgLAuBnjOsJYy8eI/Hh1QIOrBTBpJTH9j7GebPPC7tFtWZA5QeOtTAepSqFIAgD4dcaJhCvgZWi28sYdyw9k4YipPtr9Ufecclr73hmLVjKiU2zOZQ9BIBqaCB/FMK42kpx/+EenuievllkEcbgZYzL20EHwthsGjBjfCR3hKydZX7T/LDFczzvUAiEsW+lCCffGbGqcm3xEVkpLMciHolXtIdsT7RLVQpBgIE9xq4Xjyo2vOkUGTtDKpoK7/Tk7BxXLLqCBc0LAGjPGOh8fsD1xUohCMKQpPd7/zbP9v719Udf+ggAHctW0FCAdB0rxWGrdEwonno6JyZP5EDGE9RGMjXijHGj2VhhpeiybN4oWOwvWGi/A990Q4QxeOXayrreudksLrApmYJc/Yzx632vA7CgeQFGIo5qaCDmT76DUsY4OMHGIrGKLFJnI2xq66n7w3u161U++PMPhleBUGmlCGhPtEtVCkEArypFvE7G2CvziTIr7Q93bbmLb236Vs3ygZUiKMU2q2EW588+PxTGbbnIoBaoMB5l8p0gCAPR94b3b/Mc798gY5zrwrShaenpJAvQX6htvHG4WDompBcv4YTUCRzKHsJxnYqqFEebMd6S9ipq5V1Nl+WM9JNNCUQYgy+MS4JTZ7M8t1jxqaZeni3WzxgHwnh+83xUNMoJN91IWz90pzSWa9VkjE3DDDPGq363ij8/87f8r3ce5M7Nd9Zs+86X7mR7z3Y2HdwUvlZwCqGVIqC9oV2sFIIAA06+0/5x3TArrRT377if9dvW11yYBpPvggvaKxZdQcSIsKBlAQAdheigHStHq1ybZIwFYQrTtw/MJCRavb/98/rBQjdtxSiR1laSRUVfnXJtR4qlY0Lf3PmcmDwRW9t05ju9qhQxhQLikeHVbq/2GG/uz4XP943A7jmVEGEMXk3BKivF3hne8yfJ1V3l9fTrmIbJ7JR3K6Tt6qs57bR3YEdgd9/ucPJdtcd485HN/Nsr/8bFfXM5b2eM7zz3HX6999fhdg9kDvDQ6w8BpTrJ4J1og6oUAIYyaI23SlUKQYCBPca+MFZm6VDnapddfbvoKfTQla+8IxQI49PaT+OiuRfxkaUfAeCkxpOYlZzFor4GdGFgK0UQ70db/ujxzsd5vuN5EcaCMJXpe8PLFgd11/071nsjGea5bSilOLEQZ6/qqVn1cJkw7p05ixNTJwJwMHMwnHyX0Caquqb7ADTFmui3+nFc72BZLoz3F6Znwk2EMXjl2qom3x1s9X5UT8eMUp3jMl7vfZ15TfOIGKVM1Nl/di0A23q2lSbfRSuF8Tc3fpP2RDtf6DmHLzwcZVHrIm793a2hFeKe39+DRtOR6GBbT0kYh3WMfSHcFm/DUIZkjAVB6wGrUrjKi7+ILmVEDmQOhA14ghrF4MWY5VqkzBStiVa+e8l3w5NO1Ijy8B8/zHv2zcAdJGM8KzmLhmgDu/p2DTnsXK72ovvJ3ifZ0byDHtc7IYqVQhCmIH37SjYKgGgMDext1LwpNReAhcVWuqOFmov3wEphOAW64glOSHnlYg9kD6DicQoxRUIPv0VFYBvL2F4yb3N/jjObvAvzfSKMpzF1PMYH2rznW2Ixentfr1lld3o3b2p+U8VrC1sWYiiD13peI2tnMQ0znBwXM2Js79nOxoMb+fSZn6Yx1oiZtfjiW77InvQefrbtZ1iuxfrt67lw7oWsOHEF27u3h9suur7H2M8Ytze0A8d+61YQjnusLKDrWikc0xO2Rm5v+NrO3p3h8+09pRgL7FHBiaYaQxkY8figk+8MZbCgeUHFPuqxe/duVq1axauvvhq+prXmjaLnPdywbwMgGWNBmJL07YPmk0p/R+IciRjkTMWCmacAsDg1H4CtXVsrVj1ctDGcLKliD0cshxOT3jHuQOYASim2nPJuDndcg+0Ob+JcUIEnXUyTc1y2Z/Nc3N5MVMG+vFgppi9OsdSBBnAzWQ62KeaarWil+J1vdfjd/t/xix2/YEvnFnb31QrjRDTB/Kb5bO/eHpZ9CjAjpmeHMGJ8YNEHws5375jzDs6edTZ3/Ncd3Lf9PrryXXxoyYdY3LqYvf17w8xz0Sl6VSn8yXftifZwuyDCWJjGFL1MR11hnI/gFBSRbKkmZyBaTcPktZ7XwtefO/gcAGfPOnvAXalEAneIajILWoYWxq+95u33/vvvp+Bv72D2IDntZZF/tetXRCIRyRgLwlTDdepkjOPsMr1z+ZKTVwCwdMFbAXh1z/MVq+/u60a5vbTjcLho0RJvIRFJcCBzgN5ijs1LPkR309v4ux37KO7ejXXoEIMRCOP+Yj+b+3M4Gs5qauDEuMm+gsW2bdvo7e0drU9/XCDCGHwrRcljnM+m6WyGy2e9lZTr8sgbv2Hzkc188qFPcuOvb+Qjv/gIRbdYI4wBFrcuZnvPdnJ2jlS0dKIOBO0Fcy+gMdaIEY+D66IchxvPvZF0Mc3NT9/MjIYZvP2kt7OkbQlAeOK2nEqPcUeiAzj2uqmCcNxT8P288aaat7KbnqPQn8DIvxG+tqN3By3xFk7rOK1CGG86uIlZyVmc1HhSzXYC7n3zCj71hx/m9dzA4nhhy0L29e8L7Rr12L17N8lkkr6+Pn7zm98ApRbz8wvzeaXrFbLxrGSMBWGq0X/Im/xQnjGOxtnpC+NF884CYM6yt9KU1by6e1PF6ru7O1FOH3OSjRwp2iilOCF1AgezB7nt1d/hRho5pWcv399zmAe+/Lfs/9KNaNvm9T9fyc4/vprOf11dsb1AGPcV+/hdr5dkWNGS4oRohOd37+Xuu+/mwQcfHKMvY3Iiwhj8Bh8lYbwvfxCtFAvbF/PH6X5+eXgjNz91My3xFn565U+5ctGVKBRndJxRs6lFrYvYnd5Nd767ImMcCNrLF14OgIp71g23UGRp+1Kue8t1uNrlykVXEjWinNLq3U4JbvVWV6UIMsbHWh5KEI57BsgYa61JP/lbXm+dgzr8e8+LjJcxXti8kMWti0OPsdaaTYc28ZZZbxlw0orlalaffjabZ8/jDzdtG1AcL2xZiEaH1oxqHMdh7969LFu2jFNOOYUXX3wRrXUojN/mvI2IirCzaacIY0GYpOzNF9k1yAXygPTt8/6tslK8bkaJOyUrV8PppzP/MGzr21Gx+mHbIeL0smjWSWGFiqCW8c8OF4gV3uD7j/wKE9hw0kIyv/sd6YcfJvvsszhdXRy67TaKe0uJgpjh6ZT+Yj/P9vazsCHGoW1bSb++kyMuzJw5kx07duC67sg/63HKsISxUuoypdSrSqntSqkv1Xk/rpS613//GaXUgtEe6JhS1eBjr+21YZzXdgr/X08fjUaMV7pe4c9P+3NOaTuFv3vH3/HEh5/gtI7Taja1uG0xrnbZ0rmlQhi3J9ppibdwwdwLAK/zHYD2a6L+6Wl/ynfe9R0+e9ZnATip6SQaog283PkyWuuSx9jPPHc0VGaMe3L1fY+unj4/ZsFjysdrNQMIY2vPHu5acoA/WWzxW5WH/oOAlzE+ufVkFrUsoivfRVe+i739ezmUPcRbTnjLgLt5uLOXrkQDf/HIL0g7Dnfsrn+L8uSWkwEGtFMcOHAAy7KYP38+p59+Or29vezbt4+XDrxE0kryzjPeycXzL2ZbYhuZ4LMJU5ppF7PHOTnH5UPPb+dDz2/HGqaXN6S6hjFg9/azyzSZ53jn9yf2PkExCgutVnapTq57ZRc/P+Q1+0hHEzQVM8xuSNFtO1iu5oTUCbyYLtKtZnHu7mdo7OvjLdlenl72B2DbHPj61zFSKebd+UMAetevB+Ce+5/lY9/bCMCuA7v47eFuTujtYt26dcw0IJ9M8c53vpN8Ps/+/fuP5Ss7rhhSGCulIsA/AZcDpwMfVUqdXrXYJ4FurfVi4HZg1WgPdKxwbKsmY7xXe7NA5888gxbX5fNtZ3Fi6kQ+etpHw2Vag/qDVZw962yaYk105btoiKbY45vXP/nmT/KzK39Gwp/kZ8S9/elCAW3bFH7/e1Zsh1jeoVA4zM6d/8gfnnQWP3/t57zR7wVSvYzxszs978/qJ7fTl7fI2Tm+9tTX+ObGb7Kjdwfv+cl7+OpvvyoCeZow0fGqXZdN9/8HD/3Ld7HHyx8b1OCMVVopHv3NWu4730AB32lrQR96haf3P01XvouFzQs5Y4Z3x2fNljU8uMu7VXj2CWfTZzvsr1O/89/2dTKrkOeq+3/K++MG6w5202fXFsB/U/ObUCh29u6kJ9/Dx+7/GNc++tc8vXMvr3dm2LFrB91mD7/s2UL7m+bjYvDUCy+z5dAWWq1WzjrrLD669KMUjSKbMpumbfep6cJExazWmj1bXuT1l1441k1NO767+yCv54u8UbC471Btd7qB0K5bkzHu7D3E//7+/+BV0+RNyQ5ufupm/vI//5Jbnr6FJU0LyUdc1u16ir9+dS+v/eejWNEUJ2qHmRlvQvERy+KE5An0pi4mqgvc+NJh3GyW8158jtfnzOXg4lNxDh+h6dJLiC9cSOr88+lZ/zMy+w7wrUe2k3e9hMJDzz9LGoW767csfctS3v2WP6CgYZ3ZzP6WDnbs2FH3M01F1FAHXaXU+cDfaq3f6/99I4DW+tayZR70l3lKKRUFDgAz9SAbX7Fihd64ceOA+73ta9eCctHBXU3XAcffXNQAZQQ7rx5w+FSH/616zXHDbWqtUZEIRBQuni2haNjYhk2T3YDy19dKUf1hwr8r9qkAl5zhsrVjCUeS7Zza9TqLevYDmkLEZEfrHFwM5vUdJGXlibplJ9eIJjV7D5GEl0nO9TeQ7m3FchQNEUUUSLsa00piRkFHbOxIFreYwHAjRBIZHA22a6AdA60VKIg6UaKYKK2o+CTK/89AV73ViwpHieKvv/yPgy+h1Cat9Ypj2ssExevtf3stNgVA+78lDZFSKUNlGF6caFBolAalNVqB7S9X+fvSFf8ovOW9dRSuYYAqDVeh/djzcHApGBYGClNHyasiUSI4uBhAgxNHoSgoC9sI7AomVrSFbrMB03UwXU1HsY+o67K75US2dJzMmw9v5+yD2+iON3L/kreztHMX89KHUGgMNAYuCk0mksPQChODtlgXKTKY2qagY3TRSJ+RIBJ1cGyTWNGkwcnTpHqIGQormqA7nsQyC1iWgZ1twXBMFGBo7X8nquL7EUafpUvO5ooPXzPg+6MRr/52xj1mf/vI/fz6yQdKx/1oFB2JVC2lvVgtH2v4Vr0TQ+WyuLp0finfhutiuDYYEVyjeg/ednA1hnbRhhGee71NKX/pyo+tyscTPK9jiap+SZc9C95S4TZUxTEmwMHANiJElA0otBMJz+GVm3dB69LYtUa5jjcIpSASwQW046BQ2BGFjhpEdATQRPz1LWWjHIWrY+xqPYkdrfNZsf9FUo7Lb09axpLuvczMdfHUnDdzauce/uDQNnChN57k/iVv49TO3czp7ySi3fBzasDRBpgWZiJPznFxLU//uEoTixeJotE6RjSWw3EiuLlGDMcADNCVPwFd89krvvXal7R3jvAOZYPnZ7XyNAyud+zTSqE0oTZU/s/MMEz++03fHHRbw43Z4RS7OwnYU/b3XuDcgZbRWttKqV6gAzgyjO3X5W36Wd7hbK7/5mjb7uwx2CbAQHdBB56T441j1zC3X6+SysCVpIQJ5GXmj9euJiReY8k0X8z+xPsjOM6Vn1MG6iyqgaO5mTHenUqPUPp2TMCFL7x69/DWHSzeB+Lo+oMIo8htW+EKrhmPXY17zD7/4jN8yf230gtjdV+3ygcAACAASURBVA4cjOHE/VTsSBwcF6s/m0P9c3o5h/1HwPY6z83SS3+57Z7Bt2dT//iUHWIck5A7E+8ftW0NRxjXuxCovowazjIopT4NfNr/s18p9Wr1MlXM4BhO1qPMZBoLTK7xyFjqUzaWzfC/hsy515Y5GTkTFq+fn1zfPUyu8chY6jOZxgIV4/kuN3z1u4MtOxrxChMUs3/l/TOZvn8ZS30m01hgco2nbCz/zqdu/Pehlh9WzA5HGO8F5pX9PRfYN8Aye/3bPC1AV9UyaK3/BfiX4QwMQCm1cTRuVY0Gk2ksMLnGI2OpzwSNReLVZzKNR8ZSn8k0FpCYnUhkLPWZTGOByTWesRrLcKpSPAssUUotVErFgI8A91Utcx/wcf/5HwOPDuZ9EgRhzJB4FYTjC4lZQZhEDJkx9v1MnwceBCLAj7TWW5RSNwMbtdb3AXcCa5VS2/GuYj8yloMWBKE+Eq+CcHwhMSsIk4vhWCnQWj8APFD12lfLnueBq0d3aMAIbgmNA5NpLDC5xiNjqc+EjEXiNWQyjUfGUp/JNBaQmJ1IZCz1mUxjgck1njEZy5Dl2gRBEARBEARhOiAtoQVBEARBEASBSSyMh2qROcb7nqeU2qCUekUptUUp9f/7r/+tUuoNpdQL/uN94zSeXUqpl/x9bvRfa1dKPayU2ub/2zYO4zi17LO/oJTqU0pdO57fi1LqR0qpQ0qpzWWv1f0ulMd3/N/Qi0qps8dhLH+vlPq9v7/1SqlW//UFSqlc2Xf0z6M5lolG4rViPJMiXv39TmjMSrxOTiRea8Y0KWJW4nXIsYxPvGqtJ90DbwLCa8DJQAz4L+D0cdz/bOBs/3kTsBWvVeffAv9jAr6PXcCMqtduA77kP/8SsGoC/h8dwKsLOG7fC3ABcDaweajvAngf8Eu8GqDnAc+Mw1jeA0T956vKxrKgfLmp9JB4rRnPpIvXsv9P4xqzEq+T7yHxWndMky5mJV4nLl4na8b4rcB2rfUOrXURuAf4wHjtXGu9X2v9nP88DbyC13loMvEB4C7/+V3AH43z/i8BXtNavz6eO9VaP0Ft/c6BvosPAGu0x9NAq1Jq9liORWv9kNY66CH1NF5N0qmOxOvQTHS8wgTErMTrpETidXhMdMxKvE5QvE5WYVyvReaEBI5SagHwB8Az/kuf99P4Pxqv26F4HY4eUkptUl5nI4ATtNb7wTvQALPGaSwBHwF+XPb3RHwvAQN9FxP9O/pveFfUAQuVUs8rpR5XSr1zHMcx1kz09xwi8TookyVmJV4nlon+nkMmSbzC5IxZidfBGbN4nazCeFjtL8d8EEo1Aj8FrtVa9wHfBxYBy4H9wDfHaShv11qfDVwO/KVS6oJx2m9dlFeE/kpgnf/SRH0vQzFhvyOl1P/E60R/t//SfmC+1voPgOuAf1dKNY/HWMYBiddKJlW8wnETsxKv44PEay2TKmYlXofY8RjH62QVxsNpkTmmKKVMvKC9W2v9MwCt9UGttaO1doEf4N2SGnO01vv8fw8B6/39HgxuW/j/HhqPsfhcDjyntT7oj2tCvpcyBvouJuR3pJT6OPB+4E+1b4DSWhe01p3+8014Hr9Txnos44TEaxmTMF5hcsWsxOvEIvFaxSSMWYnXARiPeJ2swng4LTLHDKWUwus09IrW+ltlr5f7Zz4IbK5edwzGklJKNQXP8cznm6lsEfpx4OdjPZYyPkrZLZ6J+F6qGOi7uA9Y6c+ePQ/oDW4JjRVKqcuAG4ArtdbZstdnKqUi/vOTgSXAjrEcyzgi8Vra52SMV5hcMSvxOrFIvFaOZzLGrMRrHcYtXoeanTdRD7wZj1vxlP//HOd9vwPvlsCLwAv+433AWuAl//X7gNnjMJaT8WYN/xewJfgugA7gP4Ft/r/t4/TdJIFOoKXstXH7XvAOFvsBC++K9ZMDfRd4t3r+yf8NvQSsGIexbMfzXQW/m3/2l/2Q///vv4DngCvG8zc9Dr8LiVc9+eLV3/eExazE6+R8SLxWjGdSxazE66BjGZd4lc53giAIgiAIgsDktVIIgiBMC5RSP1RKaaXUtwZZ5j1KqV8qpTqVUnml1Fal1Kpxnp0uCIIw5ZGMsSAIwgShlGrAK+LfjDep5SRdqtMZLHMT8HfAfwBr8Gp7vgXPa5cG3qW1Li+bJAiCIBwlIowFQRAmCKXUx/BKDj2A57O8Qmv9i7L334Xn6/tHrfUXq9ZdCGwC/ktr/a7xG7UgCMLUZcKE8YwZM/SCBQsmZN+CMBnZtGnTEa31zIkeRz0kXseGbdu2kclkOOOMM3jppZdobW3l5JNPrnn/zDPPxDBqnW8HDhzgjTfeYOnSpaRSqfEc+rRnMscrSMwKQjXDjdnoeAymHgsWLGDjxo0TtXtBmHQopca1vfZIkHgdffbt28e8efP49Kc/zfe//30+9rGP8bOf/YyHH36YtrY2bNumubmZq6++mh//+Md1t/H73/+e0047jZUrV3LjjTeO8yeY3kzmeAWJWUGoZrgxK5PvBEEQJoC1a9fiui4rV64E4OMf/ziFQoF7770XgM7OTnK5HINl/YL39uwRi7EgCMJoIMJYEARhAlizZg1Llizh/PPPB+DSSy9lzpw5rFmzBgCZ/yEIgjD+iDAWBEEYZ5599llefvllrrrqKnp6eujp6SGdTnPVVVfx1FNPsXXrVmbMmEFDQwO7du0acDvBe/PmzRtwGUEQBGH4DCmMlVI/UkodUkrVbUHotwP8jlJqu1LqRaXU2aM/TEEQhovE7MSzevVqlFJ1H4888gh33XUXAKtWraKtrS18fO973wO8bHI0GuWCCy7g4YcfJp/P193Pffd5nXwvvvji8flgwqgj8SoIk4vhZIxXA5cN8v7leH2plwCfBr5/7MMSBOEYWI3E7KRg3bp1PPXUUxWP5cuXc88993DuueeyYcOGmsfy5ctZu3YtWmuuv/56Ojs7uemmm2q2vXPnTlb9P/bePE6uusz3f39P7V29pZM02dgJRIxcZEcccNhhvCwiV5i5Azj6E3S4g/K7Co6j41UEQVFnxAzXFcigQIAwcdgEWRyRxIQ9LFnIRpJOOr1W136W7/3jnFNbV3dXN71U0s/79apXVVedOudb1fWc85zP+Xyf59ZbOfXUUznxxBOn4NMJ48RdSLwKQt0wYlUKrfUflFIHDbPIhcA92jXErVRKtSql5mqtO8ZpjIIgjAKJ2frh6KOP5rDDDit77uGHH6a7u5vbb7+dj33sY4Pec/XVV/P5z3+e5557jjPOOINvfetbfOMb32DLli1cccUVzJgxg5dffpnvfve7tLS0sHTp0kn6NMJEIPH6Pkn3QD7FXY/8nk9/+tNVF3nqqac488wzJ3lgwt7KeHiM5wOlU6K3e88NQin1OaXUGqXUmj179ozDpgVBGAM1xazE6xixzUFPOek0nT/6ERv+4lR+9s/fpKmpiUsvvbT4lmSKvgcfxOru5vLLLycWixXsFl//+td5/PHHSaVSfPrTn+bss89myZIlXHHFFaxZs4YDDjhg0j6aMCXIMXYoHvsK3HYw/GgxpLqA6ldpTjjhBD772c+ilOL6668fcnW/+93vOO+885g5cybRaJTDDz+cG264gd7e3sn6REIdMB51jFWV56pOp9Za/xT4KcBxxx0nU64FYWqoKWYlXsdA59vw8zMh+D8BsG0by7Lo+tWv2PNvdxL9wAf4wZ49NF15FeFsFhoaGPj97+n4+jewe3po/9//PzM/+1nS6XTZas8991zOPXe4q+3CPowcY4di1+vFx/kkUP0qTSaTYdkDDwBw77//O7fddhvBYHn6c/PNN/O1r32Niy66iJ///Oe0tbXx0ksvceutt/LQQw/x7LPPyiTXacJ4JMbbgdJfywJg5zisVxCEiUFidqJ4+pvuATrfDcCiRYvKXj5l9iz+4ytfofOHPyR93vnEPvxhks8/T/TII7F7e7FTqSkYtFDnSLwORT4FgQjYOXDsIRdbvnw5iYEBTo3H+cOePfx26VIuLrFdPPvss/zTP/0TX/ziF/nhD39YeP60007j4osv5thjj+WKK67g2WefndCPI9QH42GlWAFc4c2cPQnoF++TINQ1ErMTwdY/wfon3MeenWL58uWsXr2a/zj7bFacfz6/+MUvmPl3n+bgBx+k4SMnk12/juaPf5wD/30pRiyGzlSvPiFMayReh8JMQ6zVfexYQPEqjX+zbZu7776b1oYGbp4zl6hS3HXHT8pWc9ttt9HW1sYtt9wyaBMHH3wwN954I8899xyrVq2a8I8kTD0jKsZKqd8AHwNmKaW2A/8MhAC01ncCjwHnAxuBNFDd/S4IwqQgMTtFvPlIUb2ycwAsXryYww47jA2ZLPFTTmHeEUcAED3icBaUKFMAKhbDyWQmfdjC1CLx+j7IpyDaAsndBcW48irN8ccfz0svvcT/POEEZqYznNHUxJOvv0Zvb2+h9frzzz/PhRdeSDQarbqZCy64gBtuuIFnnnlGKsBMA2qpSnH5CK9r4O/HbUSCILwvJGaniORuaN0fujeCbRWednI5rM5OQguqzpcqYMRi6KwkxtMNidf3QT4Nrd7kUy8xXr58OQsWLCgsct9997F69WouXbwY4/U3uGjWbB7d9C73338/11xzjbReFwYhne8EQRDGg2QnNM6BYBTsfOFpc6drBw3NHykxjuKIlUIQakNrMFMQLbdSLF68mOOOO65we/zxx1m4cCHHzG5HxWKcMmsWc5qapPW6MCSSGE83Ot+GXW9M9SgEYd8juRsaZ0MoVlayzdzhJsbhERJjFRUrhSDUjJ13k2HfY6ytQYtUtl5PBgKkQ0HOO/xwab0uDMl4VKUQ9iae/BqYGfi7x6d6JIKwb5HaA437QTBWrhhv3w5AqOTybjWMaBQtibEg1Ebeq+BSUIwHV6Uobb1+a5VV3HPPPdx0001lrder+Yyl9fr0QhTj6UZuoFDvURCEccLMQC4Bje0QinLVqQehteawww7D3LEDgkGC7e3DrkI1xHCyYqUQhJrwE+NY9cQ4vWsX9/3614XW6/edey6/+cvTufcjp3D/hRdJ63VhSEQxnm5YmbKJQYIgjAPJTvc+3u4qxlYxwTV3bCc0dy4qEBh2FUY0himT7wShNkyvCU5shntfYqXIbdrELz/+3+nu7eX2z3+ej33sY2z5vz9FRSM46TSBxiauPvccab0uVEUU4+mGmS2UkhIEYZzwE+PG/VyPsVnsXJffsWPEihTgWSnSkhgLQk1UWCmuOu8EHNOkbdUqtv713/Dwe9uIGwaf/OQnAXCyWYxoDCMSxcllpfW6MCSiGE83rBxoZ6pHIQj7Fik/MW73EuOiYmx17CL+0Y+OuAqxUgjCKKi0Uth5+h58kN3fvonYccdy77nn0Hff/URNdyKszmQwYlG0beH09NLS0iKt14WqiGI83bAyohgLwniT3O3eN7a75dqsovLr5HIYsdiIqzCikhgLQs34V2X8yXe2idmxCwIBDly6lPjJH3EX63CbBDq5HMpTjHVO4kwYGkmMpxtmFqz8yMsJglA7BY+xV67NLLFEmCYqOPLFOSPmVqWQuqqCUAMFK0WLe2+b6HweFQ6jlCI0bx5QrCOuMxmMaBQVjeJkRRwShkYS4+mGKMaCMP4kO6FhJgRCgxJjbVmo0MiJsYrFQGt0TuJTEEbET4zDcTBCYOfRpokKhwEIzZsLgLnTU4yzWVQ0ihGNoOXKjDAMkhhPJ2zLLYhu5dyuQYIgjA/J3W5FCvCsFMUDr7YsqEUxjrp2C2nyIQg14Fspwo3uCamddxXjUAiAQFsbKhzG7OhAOw46m3UV40gUR04+hWGQxHg6UfA96kL7TEEQxoHUHtdfDBBqKCjG2nHAcVDB0IirMGJuYwFp8iEINeDX4w83eImxb6VwY00pRWjuXMyOnYWrMComirEwMpIYTydKZspjyRmzIIwbyd0liXG0mBhb7gloLR5j5SvGctAWhJHJp0EZ7hWaQBgcE22aGKFwYZHQ/HmYO3cWYsqIxlCRKDqfd09aBaEKkhhPJ0ou75a2rBUE4X2S6nYn3oHb4MMx3U5cXqmoWjzGRoNYKQShZsw0hOKglJsY+1aKcPHqTHDuXKydHQWF2IhFUdEIgHj5hSGRxHg6YYliLAgTgpV1lStwFWMAMzMqxdiIipVCEGomn3RtFABGsGilKFWM587D2rMHO5EAQEWiGBE3zuTKjDAU0uBjOlFaQkoqUwjC+KC1qxAHPKUq5B2szQzaVO7j0VgpMu4B29EOCoVSatyHLAh7Pfm0W5ECioqxGShMvgMKJdvym7cArmLsZDzFWBJjYQhEMZ5OlCnGYqUQhHHBn8jqJ8a+cmyVKsY1TL7zrRRZ9wT2H575B25edfP4jlUQ9hV8KwV4iXGxjrFPaO4cAPJbtgDuyad/ZUYUY2EoRDGeTohiLAjjj+36iDF8xdjrcmdm0ZarPZSqWENRaaXYmtiKJdVjBKE6pVYKvyqFaWA0NhYWCbTNBMDcsQPwFGPPSiEeY2EoRDGeTohiLAjjj+MlxoHKxDiNHsXkOxUrt1Lk7Bx5R+JUEKpSxUrhmPmyk9DgzDag2P3Ob/ABYqUQhkYS4+lEWVWKvets+a677kIpVbiFw2EOPfRQ/vEf/5Gs7OCEqaRSMS5YKbIwlsl3npUia2XJ7WVxKgiThpku+vnL6hgXrRSB1lZQqpAYGzG3XBsgbaGFIRErxXRiH6hjvGzZMhYsWMDAwADLly/nlltuYWBggB//+MdTPTRhumIPpRgXPcY1db6LlZdry9pZ8lJWURCqk0+6Xe/AjT1vsmtpYqyCQQKtrcXEOBIpKsY5EVSE6ohiPJ2wSj3G5iAVtvT29NNPT904h+Hoo4/mpJNO4qyzzmLJkiWceeaZ/OIXv8CRYu3CVDGklWJ05doIhSAQwMlk0VqTs3OiGAvCUOTTJR5jv46xOcjPH5jZVtL5LoaKimIsDI8oxtMJs7qVwldhSznyyCMna1Tvi2OOOYann36arq4u2tvbp3o4wnRkkJXCS4ytDNqsvSqFUgojGkVnM5iOiaMdUYwFYSjyqRIrRbgw+a5UMQYIts0kz7uAa1dSEVGMheGRxHg6UaoYl1gpjj76aA477LApGNDQONohZaZoCjcNu9yWLVtoaWlh5syZkzQyQahgkJXCb/CRRVu1T74DUA0xnHSGrF2cgCcIQgWO4x7PfCuFEfQU48GJcaCtrfDYnXxXXq5tyatLmN0wm0sPv3Ryxi7UPWKlmE6Ye09L6Ec3PcpZD57FQH6g7HnbtrEsi97eXn75y1/y0EMPcdNNNxEIBKZopMK0p9JKUaIYj2byHYARjeFks+S8E1dJjAWhCmbavR9kpcgPslIEvcRYRSIowyhYKXQ2h2mb/Grtr1jysyUyuVsoIIrxdGKQYux21PKTTR+l1JQnmtsGtpEyU6zvXc+x+x1beH7RokVly33hC1/g2muvnezhCUKRIesYZ4rl2mpOjF0rRdarICNWCkGoQj7l3pdZKSxv8t1gjzFQSIgNz0rh5LKs7V5L1s4Stl2VWSZ3CyCK8fSitBJFyQF30aJFhEKhwu20006bgsGV05/rB2BD74ay55cvX87q1at57LHHOPPMM1myZAn33HPPVAxREFwKVgov+S1r8OGdcNbQ4AM8K0UmW2al0FqP52gFYe+noBj7dYxDaDsPtj1YMfZsdr6FolQx/nPHn93VeVd9ZHK3AKIYTy/MDISbID/gJcnumfPy5cvLJt81NQ3v650MhkqMFy9eXPBDn3766Rx11FF8+ctf5pJLLiEej0/6OAWhaKXwvI2BEKjAqCffgWelyGTKLBSWYxEK1PZ+QZgW+CJP0D2GuXWM80BwSI9xITE2DFQohM5lWb37VaD8ykx23XpyGzbQ8vG/ksnd0xRRjKcTVhaize7jkgPv4sWLOe644wq3I444YooGWCSRTwCwvnf9kMtEIhG+973v0dnZyZIlSyZraIJQTqWVAtxLvKXl2mqcfGdEo+hMhkyJ7Ul8xoJQgZ/IFk5Gw4XnjMqqFJ5i7HeWBFc1zmbTvNrpJsa+YgzQdceP2f3tbwMyuXu6IonxdMLMQMRTg+u8JXQi5ybGG/o2DHsp+YILLuD444/n+9//PplMZsjlBGHCqKxKAW5lCjNTrEpRo8dYxbzJdyXJsCTGglBBITEuVYyr25YCM8oVYwAVjbCZTnJ2jtmx2YXW65ZpkvjzanrTaZncPY2RxHg6YWXddrWBSN23hO7P96NQpMwUO1M7h132pptuorOzkzvvvHOSRicIJVRWpQC3MsUoW0KD2/3OSacLVSlAJuAJwiAKVoqiYqycPKCrKMblk+8AjEiUPtudwLd/0/6Y3sntB448kg/+eRUnrX2Dz3zmM1x99dV84e+/wLqedRP2UVKpFCtXrhQfcx0hifF0wsy4E4OCkbpXjPtz/SxqcytQbOjdwFVXXYXWumq95bPPPhutNV/60pcme5iCMISVIgpmelQtoQGMxkacVIqMLVYKQRiSQVYKL/YUgzzGRnMzBIODFOO0F2OzG2ZjOW6c3vOlL/HAgQdy5/wFnHnGGSxZsoSv/vCrXPrbS9mR3FG23s9+9rMopbj++usHDc/vKrtx48ZBr1mWhVKKb37zmwC88847PPHEE2zdunXUX4MwMUhiPJ0oKMbhulaMHe2QyCc4Zr9jCKogv333tzIzX6hfvINquZUi5lal8Cff1ViVwog34KRShXJtIImxIAyi0krhnZQqQw+KNaUUwba2QYpx0vES49jswvMH9/WxOBrj1MZGVjz4IIcffjh3fudO7JxNZ7qzsFwmk2HZsmUA3HvvvWXlTkeL6ZV0XLfOVaX9pNq/xeNxDjroIC6++GIeeOABUZYnAUmMpxNWtkwxHk6FnUqSZhJHO8yLz+MLR3+B3239Hb9+59dTPSxBqI5/kDZKVOFgzK1KMUorRaCxERyHbCZZeC5v5wcdLKUBgTCtqWKlAFDGYMUYYPZ11zHjsssKf6tolJR21zErNqvwfPb1NwqPw0rxve99j0RPgu7fd9Ob7S28tnz5chKJBOeffz6dnZ088cQTY/8o3j5i3bp1ZQLQsmXLePHFF3nsscf49re/TSQS4fLLL+fss8+W+TQTTE2JsVLqXKXUOqXURqXUjVVev0optUcp9ap3++z4D1V435h7h2LsT7xribTwmQ99huP2O46lby2d4lHtPUi8TjJ2Rbk2GPPkO6PRbXGbSfcXnitVjP2D5aOPPso555zDLbfcwpe//OX3+QGEqUTidQxUm3xHdcUYoPWSTxA/6cTC30YkQkq5cTUzVqw4YfX0EJjlJso6n+eCCy5g3gfm0fVEF539RcX47rvvZsaMGdx1113EYrH3VUvfT4x7e3vZs2dP4Xm/pvJpp53G3/7t33LffffxwAMP8Mwzz/CVr3xlzNsTRmbExFgpFQB+ApwHHAlcrpQ6ssqi92utj/ZuPx/ncQrjQZliXL+JcX/eTQpaIi0YyuDQ1kNJ+wXdhWGReJ0Chpx8lyt2vqvZSuHW4s5kyxVjH2lAsG8h8TpGComxF1cjKMaVqGiUFCbxUJx4qLz+faDZLWmq8+42jrnyGOyEzSNLHwFg586dPP3003zqU59i9uzZXHTRRaxYsYLe3l4q8bvKlt5s2y5bxrdSAGzYsKFyFWVccsklXHjhhfzsZz8jnZZj4kRRi2J8ArBRa71Ja50H7gMunNhhCROCmXGT4kIx9PrEb+7REmkBIBwIF8rpCCMi8TrZFCbflVopwu7Jp+89rLHckxF3FeNsLlV4brjf/jHHHEMmk6Grq2t0YxbqBYnXsVCtwQeeYlxDYmxEI6QNNzGOBWPM+IsZvLTxDxwYDhPwGlw5XmLc+MFGFt+1mBM+dQIAS5cuxXEcrrjiCgCuvPJKcrkc999//6DtVHaVDYVCREu8zuAqxpFIhHA4TCKRGHHs559/PrlcjjVr1oy4rDA2akmM5wPvlfy93XuukkuUUq8rpR5USu0/LqMTxhcr6ypZgfpWjH0rRXPYPXOPBCIyAal2JF4nm2pWimAULG/yXSiEUqqmVRUU41xRMR7uty8NCPZ6JF7HwiArha8YV7dSVKIiUdKGRVOoiWjATVTTafe4YxQUYzeue7I9QFGwueeee1i4cCEnn3wyAGeeeSbz5s2raqdYvnw5q1evLrutXLmybBnLsggGg0QiEfL5kQWgAw44AICOjo4RlxXGRi3Gt2p79MoSAb8FfqO1zimlrgHuBk4ftCKlPgd8Dor/XGESMTOu9zEYKR7M65BBirERxnIsbMcmYEih9RGQeJ1sqlop3JNPbVs1+4sBjEY3Mc7li5NrSq0U/qXZgYEBli9fzkMPPcSPfvQjaUCw9zJu8QrTKGYHWSl8xbhWK0WEdMAmHo4TC7kd8dLZAWZCQTHW+Txa60Ji3JvtZfXq1bz11lvccMMN9PX1Fdb3iU98gjvuuIP169dz+OGHF55fvHjxoMntlRUs/MQ4GAySy40sAPkT9Go92RZGTy2K8Xag9Ax1AVDWcUFr3a219v+jPwOOrbYirfVPtdbHaa2Pmz17drVFhInCtkDbnmJc35PvfI+xrxiHPTVA7BQ1IfE62VSrY+wrxtboEuOApxhnzTQRTw0rVYz9S7NtbW2FBgTXXnvt+/8MwlQxbvHqLTs9YnaQlaJUMa7BShGJkg46NIYaiQXdxDjrXaUx/MTYzJOxMmRtt+pLf66fu+++G4Bbb72VGTNmFG533HEHwJgm4ZmmSSgUqlkxfu899wLD3LlzR70toTZqSYxXAwuVUgcrpcLAZcCK0gWUUqX/oQuAt8dviMK4YHkKlK8Y17mVIhaMFRJiP0GQDmA1IfE62dimK1UZJbtTXzG2zFEqxl5VCitLS9i9YlKaGPuXZh977DHOPPNMvTgdDwAAIABJREFUlixZ8r5mxAtTjsTrWKhs8GGUKsY1WCmiEdIhLzEOeIqxlxgHmn3F2KQ70114T0+yh/vuu48TTzyRZ599dtDt6KOPZunSpaOuue8rxuFwuCbF+NFHHyUajXLssUOeHwnvkxH32FprSyl1LfAkEAB+qbV+Uyn1LWCN1noF8A9KqQsAC+gBrprAMQtjwfRqnRbKtdVvktmf7y/YKKBEMa7jMdcLEq9TgGOW+4vBjTM7B6NNjD3FOGdnaY4005npJG/nUd4V99JLs6effjpHHXUUX/7yl7nkkkuIx+NDrleoTyRex4idd2POtxOUlWurZfJdlLQF8UCsoBin8+6EV6PJ8xibebqzbmI8Nz6XTS9uoru7m9tvv52Pfexjg9Z59dVX8/nPf57nnntuVB+lNDHu7+8nFosNuezDDz/MihUruO6662hoaBjVdoTaqWmPrbV+DHis4rlvlDz+KvDV8R2aMK4UFOO9oFxbrr9go4BiYiwT8GpD4nWSsa1yGwW4MaYdtJmHUO2JsYpGIRAgZ+dpDrv1VHN2jijRQctGIhG+973vceGFF7JkyRKpZ7yXIvE6Bqx8+cloQTmuUTGORMkY0GjECh7jjJcYFxXjfMFffEjrIax6dhVNTU1ceumlVdd5+eWXc/3113P33XdXTZyHwjTNssl3fmL86quv0tXVRT6fZ9u2bfznf/4ny5Yt46yzzuKWW26pef3C6Kl9jy3s3eS9mochrypFHauv/blyxbhgpRCPsVCP2HkIVOxKg14ia+VQwdpqGIM7ocaIx8k6OdpDDQRUgLydr5oYA1xwwQUcf/zxfP/73+faa68dVm0ShH0GO1c1Ma5VMdaREFlD0UCEsBHGUAYZ0xWPjKbSxNhNlg9tOZQDrjuAP172Rxoi1ZXalpaWstrCV111VdXlgsFgmd3Csiyi0eggK4WfgEejUdrb2znmmGO47777+OQnPykT7yYYaQk9Xch75Z8izcUaq3VKIp8oV4wNsVIIdcxQVgoAO1dzcw8fozFOTltEA1HCgfCIV0puuukmOjs7ufPOO0e1HUHYa7FyxYl3UGalMGpQjDMRN7GME0YpRTQQJWu5SW1pgw9fMT645WCgWDFpPKks13bVVVehtS7cMpkMW7duZfny5Vx66aWSFE8CohhPF7zawIQb614xTpvpsm5EYqUQ6pqhrBTgKcaj280G4o3kGCASjBAJRMjb7sFyKAXq7LPPHvWEH0HYq7HN8vKIJeXaqOFENBN24yWu3WNLLBgj7c3DKW3w0ZPtoSnURHtDOwB9uT4OYHzL4JV6jP3OeFJ+cWoRxXi64DcMiDTVvWKcsTKFCREgVSmEOqealcJvPGCPPjE24nFyyi4oxmIhEoQK7FwxxqBwxcYIGTUpqumQmxg3OG4SHQvGCmXZjBLFuDvTTVusrWDt68v1VVnb+6PUYwzUVLJNmFgkMZ4u5Abc+4ivGOdgglSmtV1r+crzXxmzwluZGEtVCqGuccwhFWNl50efGDc2kjdsosGodH0UhGpY+epWinBtSmsqaAMQd9zYjIViZL04Kzb4MOnOdjMjMoMZkRnA4MTY6ulh5z9+DSeTYaxYlkUoFCLsNSaRxHjqkcR4ulBIjD2PMYxr97u07fAPb2/l5e6t/P3v/57HtzzOtsS2Ua/H0Q5ZO1s1MZYEQahL7GE8xs7oqlKApxgbDtFAtGClEAShBLt6VQojVFtinPYS4wbLXT4WiJFx3ONL6eS7jmQHc+Nzi4pxtjwxTq9eQ//DD5N9550xf5RSKwVQUy1jYWIRj/F0Ie8lxr7HGFzVODjyDN5aeCWR4oFdvWze+UxhwkLKTI16PVnLvZwVDRZn4YuVQqhrHKtKVQovxpz8qKpSAOjGBqwARIIRQkZITggFoZLKqhR+g49QbVpf2vATY9d2EQvGSOocKhIptJS2c1l2pXZx7sHn0hRuwlDGIMXYybgT9vQYFWOtddnkOxDFuB4QxXi6kBtwE+JguLhDscYvALdl3XV1Zgdoj7kTFdJmeri3VMX3eVW1UojXUqhH7HwVK4WvGI+uwQeA1egeIH3FWBJjQajAypeLOp6VwqgxMU4Z7rGkIe8uHwvGyGGiolGUYUAoRCrdh6Ut5jfOx1AGTeEmEvlE2Xocrzybk82O7WNYFoAoxnWGJMbThVzSnXgHJVaK8QvAbRl3R5O0HRY0LQAgZY1eMc54jUiigaJi7JdrkwRBqEuqWik8j7Ezeo+x1ej+9qOBiFgpBKEadr7q5DsVqFExVq6NMOaFVjQYJYuJ4am2KhRiIOVe+ZzfOB+AhmBD4fjk4yvFTnpsirGfGIdCIVGM6whJjKcLuQF34h0UdyjjWJniPU8xzjgUE+MxWCn8Iut+NyIQK4VQ51S1UrjJrXIs1Cg9xvkG9yAfto2a6hgLwrRjkMfYt1LUVuM3RQ7laCI5B/CqUijL7TwJGKEQqZRrm1jQuKCwTGVi7KQ8xTgz+qujUF0xlsR46hGP8XQhX6oY+x7j8QvArZ5irFWUBY2twBg9xp6VoiFY7C4kVSmEusbOQ6iiG5YfY9qEUSrGZiwMJoRNRDEWhGpYFfNjjABaK4xgjVYKnaUhB2g3ttzE2C4qxuEw6UwCQxnMaZwDuMektFWeAPtWirF6jMVKUZ9IYjxdyA1A2E+M/Xa1Y/NFVWNb1g1mbUQLivFYPMZVrRRSlUKoZyqbDUBRMcYadec7MxZyE2NLu3WMJTEWhHIq6xgDWitUjX0xUk6WWB60Ls5pyRp2QTFW4TDZzABzGuYQ8uYPxEKxwhVNH+d9WilM07V0iJWivhArxXQhN1BUjH1Lhd/0432SsR12590zX61itDe0EzSCY7NSeIlx6eS7oBEkoAKSIAj1iWMNmRijzVFXpeiLuLHUmDdk8p0gVKPayag2UMEarRR2hoYcOJ6gEw1GsQyNjnpe5XCYXDbF/Kb5hfdU8xgXJt+Ng2IcCoVQSoliXAdIYjxdKPUY+8pxfuTEuJZWs9uzxYRVG1FmRGcQD8XfV2JcWq4NEOVMqF+qVqXwDrDaHvXku02qC4CDnTb53QtCNaxceYMPPMXYqC0xTuaTxCwDnS2vgpRr8BuFhDGz6cLEO3+ZQVaKzPh5jJVShMNhUYzrAEmM9yEyAwn+/atfpGfnjsEvVlWMB4Zd39Nbn+aEe0/gkhWX8Nqe14ZcbquXGIdw0CpKW7SNeDA+aCdS02eoohgDMglJqF9GslKMMjHeYHcws1/TmNHyuxeEalRWpQC0Y2AEnZrenjSTNFgGTs6b0+LNEcg2uLGqQ0GcfL4sMW4INQyyUuhx9BgDkhjXCZIY70N0b9/G7k0b2f3u+sEv5pNucw8o3o+QGK/rXUfWzrK+dz1/2vGnIZfblnEP3LMDKRwjRkukhYZQw7g1+ACIGBGpYyzUJ9WsFEYQlOF5jEeZGGe3cVCnxkkkZPKdIFTDzg9qTuVYAYyAXdPbk2aSuBVEe1aKlrDb2S7V4KZEVgBCNuWJcdXJd+PnMQaIRCJipagDJDHeh8im3EQ0m65ISG0LzLTbDhqKyvEIVopkPkljqJHGUCP9+f4hl9uWzRM1FI0kUEYDISM0opWiP9dfVQnzFePSqhQgirFQx9jmYCuFUq5qrOxRVaXIWlm2pndwYCfYiQHCgTCWtrAca5wHLQh7KVoPLtcG2JaBMsyaVpHMJ2lwggXFuDXiVlIa8C5UWkFF0NK0RdsK7/HLtZXaC8ezwQeIYlwvSGK8D5FNugpwPl1hYfAT4EilYjx8YpzIJ2gKN9ESaaE/N3RivCdv0R4Ooe0UGO6eJR6KD1uV4srHr+Qnr/5k8GcYSjEW5UyoV+z8YMUYIBhBKWdUk+/e7XsXW9sc1KmxBxJSw1sQKvFjoSIxdkwDw6jtBDJlpog7oYJi3Br1EuOom/SanmLc5M/HwbVS2Nouu3JZLNf2/j3G4CbGohhPPZIY70P4iXE2VZHw+pYJXyk2DHSoYUQrxUB+oKbEuDtvMTMUxLaTOMpNaIdTjG3HZktiC9sHtg96LWNliAQiGKr8pymTkIS6xbEGK8aAHYyyvtkYlcf4nZ53ADg41YiTGJDEWBAq8WOhYvKdndMYamTF2HRMsnaWuA6jPcV4RmQGAImI61E2g25i3BxuLrzPn/dSKvi833JtlYlxJBIRxbgOkMR4HyKbdBPiIRVjTylOr16Nnchi9+wadn1JM+kmxuGWYa0U3abFzHAQ0+zHUUEsR9MQbBiyJXRvrhdb2yRyiUGvZazMoIl3IFYKoY6pNvkOeCES5v87sZVt4cG/86FY37uehmAD83RzmWLsN74RhGmPNVgx1raNnbYx1MhJZSrvHpcaVKRQrs33GCfCbqJqGpqgVaEYe/a+0pJt77dcW6XHWKwU9YEkxvsQvlI8yGNcUIzds9/cli3YpsLp6Rh2fQP5AZpCrmJcLYn16TYt2kIBcqbbQjNp28Mqxl0ZtxxVIl89Ma60UYBYKYQ6Zggrxa6g222gM1T7QXN3ejfzGucRbG7G6U/QEnEP2MNdsRGEaYUvkJQkxs7AAI6pUIwsngyY7vEwriKFcm1BWxPLaQaC7uS9vOG4inFkaMVYO06hGsV41DEGmXxXL0hivA9R9BgPlRi7irHd14djGehk77Drq8VKobWmx0uMs6a7vqTtFDzG1eog+4lxtXUOpRiHAiFJjIX6w7EBXdVK0RcIePe1H+j6cn20RloJNDVjDwwUlKy+XN+4DFcQ9nqqWCns/n6+fnQTyxqjbo3jYfAFm7gRw/GSUJ3N0pSG/qC77qxhE7JVoesdFEu6+YpxaYm28ahjDBCLxchkMjhObWXnhIlBEuN9CD8xzqWGSozdy0J2Xx+OqSA7vArlT75rDjfTn+/H0YODNW07ZB1No2GjHXe7SdsuTFTI2Tnydp4b/+tGNvdvBmBPeg9AVXtG1s5WTYwjRoScI2fSQp1he57GKopxn2F497XbIPqyXmLc3IQzIIqxIAyiipXC6utj5X4h/hSLjjh3JulZCxsDsYJi7GRzNGUgodxjTM5wCFdUfisoxla5fUKFw+j3Ua7NMAwMb1/R1NSE1ppU5TFcmFQkMd6H8D3GQ1opwqWKsYJ8+XLJfJK+rKtMOdohZaYKirH/dyVdpnvGGyGLctydTMpyCn6slJliY99GHt30KL9997fuezzFOGWmMJ3yyRIZK0M0IFYKYS+hMEO+SmLsNeHqVaNIjHN9tEZbMZqbsRMDhTJSohgLgkcVK8VAXydmQNERDIwo+CRNPzFuKCrGuSzNGU2/dxKbMSyCFYlxpcfY9xcHZs7EyWRq6hJbiWVZBX8xuIkxwMDA8Mm9MLFIYrwPkU0NYaUolGvzFeN+HNNAVUzo+c6q73DtM9cCro/K0U4hMYbqqlW3lxhrsxdDu+vzrRT+enYmdwLw6p5XAdiT2VN4/0C+fAeQtbLEQmKlEPYS/PrC1awUhcS4NjVJa01/rr/MSuGXkRLFWBA8rMFWiu4+d77MrmAQhpkPA8XEOB6KlyjGWRozkMCN1bQyCdrliW6lx9hXjIMzZ4LjoMcwac6yrIKNAoqJcTI5fClVYWKRxHgfIucFU61WCqVMtFlUbNf3rmdT/yagmLD6VSmguvWhO+8mBpl8Z0Ex9iffAaSsFDuSbovqN/a8gemYBcUYGDSpL2NliAWqWCkCEalKIdQfBSvF4JJsfcq1HvVRm/8waSaxtEVrpBWjuQmdThN2DGLBmCjGguBTpY5x98BuAHoCAXKZnmHfXrBShBpLFOMcTWno8+yAGWViOG61C59Kj7GT8hVjtwnIWNpCD5UYi2I8tUhivI/gODbZdIpAMIhl5rFKEl5yCbcLl3e51598Z4QczA73TFtrzY6B7QzkB0ib6ULFiJEU4x7T3XGksjsI4m4zaTmFnUjKTBUU46ydZV3POroyXShcOa0y2R5q8p1YKYS6xLcCVTQbAOjDTYx7qc0v6NuYfMUYwB4YcD3+ohgLgksVK0VPungVcnfivUFveWDdA/xp55+AEitFuAlME23b6KxrpUhrd05MCvdYU6oCD/IYe1aKYNtM9+8xJMamaZZZKRobXbujJMZTiyTG+wi5dBq0pnl2O1BhpxjYBY37Ff7cprv5h1Pa6Akb5De7CnFfro+UF/C7krsKO4/SxLhayTbfStGX2sa8Bveyb5li7CXGfmvNVzpfYU96T6EHfTXFuFq5NrFSCHWJ/5ussFI81dXP9oZjgKIKNRK+KjwjOoNAs6scOYkErZFWSYwFwaeKlaK3RCXu8IQYn4yV4dY/38q9b98LuMekoBEkGnXFG53N4mRzNHp5bV+uj6RX9q00MR7kMfYqUQRnjT0xrlSMA4EA8XhcEuMpRhLjfQS/IkVL+xz371I7Rf92aNkfcJXh19qSvN4CDzQ1YW7bAFCwOwBse/m5opUiNLLHOKwUu5Ob2T8+C4CU7RAPFj3GO1I7OGr2UcyNz+WVzlfoznZzaOuh7jpHoxg7+TFNcBCECcP2PMYVk+++v2UX3a2fRGlNjzNQ0++2N+eWO2yJtGA0FxXj1kgrXe+tJ7tu/fiOXRD2RqpYKXpLjiO70p1li7+0+yXyTr5w5XIgP0BjqBHDS4zTL79M9s21NHuOp55MD0k1ODEOBUIEjWCxjrE/+c5XjMdQmaIyMQZXNZbEeGqRxHgfoZgYu8pwmWLc9x60uomxk0yyu9m9xPtgU5zsexsB2Nb1bmHxLX/6XZnH2G+LOZTHeGY4yM7kDvaPzyGoIGkNVoznN87nlPmn8Nx7z5GxMhzSeghQrhhrrd3Jd0MkxkBZn3pBmHKc6uXaNqdz2MF29rOCmNiFKzDD4Z94uuXavMQ4kaDJNOjp2UHvvy8d37ELwt6Ib6UoUYx77AFCtmvP68h2ly3+wo4XAFf80VqTMlPEQ3GMqPv+7f/rH9jzo3+hyctrO1IdWG4J8kET6mLBWIli7E2+8xRjPYpaxo7jsHbtWhKJxKDEuKmpiYGBAV7sS7KyTybhTQWSGO8j+BPvmme7iXGhZJttwcBOaFng/tnXx+5WCGjFnmCQP3T/GYCtW18rrGvH1jfp63PbRTeFmwgHwkSMCG++++ag7faYFq1BRV+ujwVN82kMBEjaRY/xztROUmaKefF5/O2Rf4vlzeI/pMVNjEuT7ZydQ6OrWinChqsOiJ1CqCuqWCn6TIuE7YAymGXMBaAnO/yEIIDerKsYt0ZaMZqKVorYjl6SUci8/gaOo1m6citpb9LraHnhhRdYsWLFmN4rCHWBNbhEYp9O05YP0WY77MqVN67yvcUZK+PaJPJJmsJNqIh7nPErUzSl3as6HakOTC8xdioS44ZgQ9Fj7E++a3Ntgn6inN++HW2abO5K8fEf/xfbe91GV3bJRL63336bBx98kK6uLhoaGsq20dTURG8qzWfXbuHG9dvH8AUJ7xdJjPcRMl47aN9KUVCMBzpAO2WJcWer4sTgfNoti9837cZJpXivcyNNaU2r0Uh33KHrtTUANHq1j8N2mE0dm8qCG1wrRYNyD9ILmhYQDxhlHuMNva5VY37jfA5pOYS/3P8vAZgTn0M8FC9TjLOWu4OqphiHvctmUplCqCuqWCm2ZEouv4ZcL30tiXFfrg9DGTSFm4qKcX8/4fXbSMYgu2EDq9/ZwdcfWct/vLpzhLUNZt2uBE8++0defvkVstnaaysLQl1RsFIUFeN+I0OLE2GuA7vMog1hV2oXm/o3cUy76/ffmdpJ0kwSD8VR0eL75//LvzDvY+cBblv2omJcXme/qmLsJ8bpDJk33+Tdc86ld9ky7v7TFtbuSPDoMy/wox/9iNtuu63QuGPNmjW0tLTwd3/3d/zVX/1V2Taampp4ubGNbtNiQzpLxpYueJONJMb7CL6VonW/Co9xv3fG6SXGVm8vu2bAAdH9+EgmyxvzDAZeWsOO1E72SxjMaVlA34IWute/TjQYJWSEcByHoBUkR46urq6y7XabFmGv9uOCxgU0BgMkLced3BCI8kbXGwDMa5wHwBeO/gKLZy7miBlH0BxuLlS/gOKkhmGtFKIYC/WEb6UwipdDt2SKJ2/5sGth6hmhhBQU20EbyiDg1zN9/g/EOwdwDEU65LBl5SsAvLlzdJPxelJ5rvzJUxhWBtBsfHfTqN4vCHVDlZbQfUGTVhqYQ5BddtHS4NsoPnn4JwHYmXSvYLoeY1cxjixcSPM5Z7Po/9wKuJ1ZTS+cK60UDaGGYh3jdBoVjWLEXRHIyWTYfcstYNskX36Fh1/ejsKh482VBINBcrkcb731Fl1dXWzevJljjz2WAw44gLj3/sI2Gpt4df6hhLSDreHt1Ni66gljRxLjfQQ/MfarUuR8xbjfK13TcgAAXb3byYUV+zfvz8mZLMmI4vVXnqBD9zJXN7NffD/65sQZyCVowt1x9PX1EbSC5AN5du3aVbbd7ryFYbvbnt84nxnBAI919XPCi2/x8cP/ulCz2E+Mj2g7gt98/DfMiM6gJdJSphgPlxiLYizUJVUmAvmJcSC/lZ7oQQB0V/geq9GX6ytMdO3UAxAMknz2WZq1G4cDMUi+6lqe3to5fBODSlZt2sNsx73EbGnFy2vfKXtda82f//xn/vCHP4xqvYIw6Vh+ubbiVZpExGaG0chcFWanzvF299sAvLDzBdob2jl1wamAmxgP5AdoDDeyx3ZPLtPHLQLcyXWHtR7GW91vFRVjcxiPcTqF0dCAEXOPV4nfriCz5iWMeJyeV14nkbXYP5IDx+b000+nvb2d119/nRdeeAHDMPjwhz9c9eNticRJNDTy4c3uZ3itX9pDTzaSGO8j5FJJQtEY0XgjShlFK0UhMXYv6b7Xtw2A1zM7+W9ZdwfzwvYX2BPJMy86h/0a9qMrlCXdGCKWcHcKHR0dhJ0wOSNHh1f3GGBbJseA7WD3vEIjAVrCzRyr/szM9O/Zls2zX/sFXHr4pRwcW0D/dTeQeeONsjE3h5vpz/eTSCTQWpOx3R1OtZbQfmIsirFQVwxhpWgy8oRyG9kaOxhN7YnxjMgMfvvubznrobOwGtzf/JwT3IN65oDZhDe+gwrv4e2OBLZTW4WWlStXsmr5XSwKdtI2u50Op5ltWzazatUqNm/ejNaae+57kH9/7r/4xWtvyYx4ob4p1DF2FWM7k6E/ppkRauGcYBtBDf/jP/8Hj2x8hJUdK/nIvI/QHG6mMdTIjuQOUmaKhmAD39uxlGQUbmn6Lzb3bwbg9ANOZ1P/JjJeOA9SjEs8xjqTwYjFUDGvZv+fXiQ4by5tV15BeMd7HNYU4C/muDF64IEHctRRR/Hee+/xyiuvcNJJJxWaeVSyxglgODYf7tpBxMyzandX1eWEiaOmxFgpda5Sap1SaqNS6sYqr0eUUvd7r69SSh003gPdV+k1LayKA1znlk3c989foWdnbcZ7rTXb1r5O27z5KMMg3BArt1LE2iDsXq7Znna9idEV7/GonsVhVpQHjujBCsCRcz7EfvH96M31kTp4NrGeFOmXX+G9tZuYmZ9JMpzklV2vFLb72B73jHtL9+OcPdDPwMYneXjt9/lvvIxh9fLQ5nf5/EszufXmDlLPPc/OG24sdBoCSGfDvLN7F9/9l5t45JlHeHHniwBVW0KLlaJ2JF7HEceB4UqtDWGlaFEpIvn36A810xg9kG2JbVXf3pvtLShQfbk+osEot6y6BYDuYA5CIeafcyEAmcP256COd5hx4PdxYn9i0+rXRyzhZlkWf/zjH3Eci7jK88FFR5AMz8TKDPD444/z4IMP8uTzK1m/4R0ePeqjPPnBE1nx5rpavx1hnJCYHQV2eVOdRM8urKBiRmQGR0fbeTIV5ajZR3HTypsYyA9wyrxTUEoxr3EeO5I7GDAH2JbYxn9Zb/HyXdexfX6Y6569joyV4YwDzkCj2dOi+MFFBpuT5XEbC8YKVgo7MeApxkUhp/mcczEPW4RCc1lbhmarl14nRtIO8qEPfQilFAcddBBnnHHGkB/vxZzNEXaOz1x+GbNS/byWEMV4shkxMVZKBYCfAOcBRwKXK6WOrFjsM0Cv1vow4IfAreM90H2RVX1JjnvxLT7z5uZCnVOtNc/e/VN2vPMWv//Fv9VU/7Rjwzr2bN3Mh04/B4BIQ2OJYry9UKoN4M3sVhryDUTih7CheyEnth6IGVJcPf9/cNHCg9nvvZcB2BJN0qBD7Pnxb3hv7WaO6V1MzInyXO45tNZs7Bvg/77xDrMzW7CdPfzNngEGln8Ny7H49inf4kBzG+9mGtm15N9oPPkjzP3uLeQ3baLrjjsgn2LdXV9g/roNzI908BcnP8SbqRv415d/xOKZizlq1lGDPuNEWym2ZHI82dVPztm7JzpIvI4jZobUktNI/uoTxZnwHnbCq6ltD+58tyWTx8juZFbv6xjaxmj5OE9seYJdqXIb0vaB7Vz4yIVc/B8Xs65nHX3ZPjb2bcTSFt8/7YesPkyz9q+OYOacgwDY8aEjmZVJcfYrM/nh4/+BdeVlbL7wQvoeXj7kR3jjjTd4VwVZtuAjBBd9lI9+9KPMPuBQ9hhtnHnmmaRSKV547kn+66APkYpEiFgW3+vLDzpZFyYOidnBaMcZ+thnZd0qMIabvnR3u1dFI6EoZriBpuwANxx/Azk7h0Jx0tyTANfOt7ZrLZZj8eqeVzll/il87r9dzXf/4rts7t/M7Wtu5wNtH6Ax1Ehvs2LlBwx+1LWsbNMNoQbMbJqOr3+D5LPPEjn8cFQggIq4wk3zeefygnLr+Z9o7SHf30nbni62/etPaG5o4JprruGv//qvCQQCVT/apnSOdzN5/ubIhRxwwAEcohy26QCmxOOkokZKvJRSJwPf1Fqf4/39VQCt9S0lyzzpLfOiUioI7AJm62FWftxxx+k1a9YMud2f/8u3SGUyaNyafxqFVgY6oMgaAXJGCBPb1XPpAAAgAElEQVRFo5MlnzLRZp5YKIgRUOQDAexgiJiVJ+w4KK3BMtHKIBBSaAd0wADlG4m8O+Xe3M/nPjYJoICQtgk6TmFhB8gbQXIEMLUiikUUmyAaUBRrN6jCe0wN2UCIkHbIqwBdkQYsw0BpmJvupzGfAdtGJ5IQDrkzYhsbUOEIKAWGAmW469MahXbFrFQKcnkyc+bRF4kxa+d7KO0QiMdp0ElsJ0ieCIajsaxeBprnkA9FCDg2YTOH0jZN2qHByhMyMrwWN+iPzqDBCdCajxAJpIg5OTI6RafO0mS1kWQOqw8/hkN3vcJhO9bTlm2mTSUwlSISaWBj40ye+OBHOGfjaublkqiAg8onaTc7OcF4k/nswQH+eOg8dscaiIQcevtmkus8gpQZIhJLEG5MYkWgj2YS+RDZ7Cbi9lxi+ZnYhIlqTUg7hf+f+2Uo7wY4Ftp2UBoIBjCMoPudef9zR2ksDDY3zCARCAOaZsvioHQPIRwUGqVBK4VGeT8KG207EAyiAgEc7W5eOe7/w/+PG/4oDAVKEYpEuOZL/2fI3zuAUuolrfVxwy40AlMVr8vuuZOdOzYPen64vcvwu54hXvSeVqqWA4Uu3lduzLTROG5rckMV/k8FbJtouo9I2gQD8o1hcpFmQrZBhBhhGsipNJbRQ9RO0BdoJ+0Y9IYaWHHU2Ryy+w8s3PMCXe0f57X2RRy1+efMNUPMstpIBzLklE2vMYDl/sCwFdhoWu04fS0n8sp+izhyz0YWd7xGxFC8E91KkzOP9bOPYmvbYuYk1nHGu6tosmyUrdGRsGvnUO7n0FpjKkgZIbriLWgUYTNHm9lP2DbJOBGcSIikHULnIRDQhLRFwLEwdRjDgNkogloRwCGkTUJWhkA2TybSiBmMEjJMHAI4ykCrIKDdOHH/QRX/i+Lfg/9zquqzY0FTud3a3+mOpDiOj37s4xx30keHfMd4xKu3nkmP2Q1vv8pjj/wGqPjmK9amSx+Ubaq4ryv++6oMRWu05e2HgwFUKIRSBtqx0abp7jvDYTC8Y7Ft4WQy6MQAWjsEZs3ECMcATdjJ0mJ1ErcSWATojB5MLtBAyknwZryDCEewwDQ5ItlBIrY/7wZ3YiqbRfZBaBSbjR10GF2EdJAFqTb2i84mqCKgNQmzn7SZIhaM0RHooj+UYVYmwu54moX5+cR1DK0dBpwk5E0CtiYWihOJudVjdFc32jDQM2YwkDVpTieww0EI2KicImA6EHD3MwqwAgFMI+gdrpQXLgad8RZ6o3GO6tlOWGkShiLRECWez9FqWhg2BLJ5LCOMGQ5DUIHCzXHcLAlHBdAq5P9wivvMoX4o/nIVCw31wypdVJfFtZ88VW6rYk1jDdERaG+fz+WfvnbYZWqN2eBICwDzgdLm49uBE4daRmttKaX6gZnAmM0xi/qf5KPO2trf4O6XwfJu1YRFDfjCz9jKgI4v1SabGkCr99gvb+iLmPbgxQGIeLe0d/OdCP7v0Si5D+J+B9UcCf5yKe82Ev6/x99+KXn41is/qbqNLt3M583ruDr4W04tmx2/CVhdeD/j2QXXHOa1sYjQ5gjrrOCt7AHA8InxODEl8bp712quyz041rdPLQ7FGCsl6t18KuNPlzzn3+fhtjUlv/ttK6G6i2JoEo+U/wcB/Opqifvg3YrXAhT3e9UYKpZLf/e1/pb978Nm6P3RPsJtT6WHTYzHkUmP2ScffZDrcneO5a2jR1HMNMyK5yufAwjhfjKfymOVvy7r+eJvvg/g98X11lKNsFo/jsr8odocV4PisdI/hvuFJfztlpYmrtyPDEfpsVfj7pcqx1C6rnrIY+qEX+z+ODB8YlwrtSTG1fL7ypOJWpZBKfU54HPen0ml1Ehmtlm8j4P1OFNPY4H6Gs8ox5IAvs0E7Zbr9HtZC/9nxFPlA8dhm1MWr/+rvr57qK/xyFiqU09jgbLx/JgbvvHj4ZYdj3iFKYrZ/+Xe1dP3L2OpTj2NBeprPCVj+TWf/eqvR1q+ppitJTHeDuxf8vcCoLK6vL/Mdu8yTwswqHCn1vqnwE9rGRiAUmrNeFyqGg/qaSxQX+ORsVRnisYi8epRT+ORsVSnnsYCErNTiYylOvU0Fqiv8UzUWGqpSrEaWKiUOlgpFQYuAyp7iq4ArvQefxJ4ZjjvkyAIE4bEqyDsXUjMCkIdMaJi7PmZrgWexHWz/VJr/aZS6lvAGq31CuAXwFKl1Ebcs9jLJnLQgiBUR+JVEPYuJGYFob6oxUqB1vox4LGK575R8jgLXDq+QwNGcUloEqinsUB9jUfGUp0pGYvEa4F6Go+MpTr1NBaQmJ1KZCzVqaexQH2NZ0LGMmK5NkEQBEEQBEGYDkhLaEEQBEEQBEGgjhPjkVpkTvC291dKPauUelsp9aZS6jrv+W8qpXYopV71budP0ni2KKXe8La5xnuuTSn1lFJqg3c/YxLGcUTJZ39VKZVQSn1xMr8XpdQvlVKdSqm1Jc9V/S6Uy796v6HXlVLHTMJYvqeUesfb3nKlVKv3/EFKqUzJdzRJRUQnB4nXsvHURbx6253SmJV4rU8kXgeNqS5iVuJ1xLFMTrxqrevuhjsB4V3gECAMvAYcOYnbnwsc4z1uAtbjtur8JvC/p+D72ALMqnjuNuBG7/GNwK1T8D/ahVsXcNK+F+BU4Bhg7UjfBXA+8DhuDdCTgFWTMJazgaD3+NaSsRxUuty+dJN4HTSeuovXkv/TpMasxGv93SReq46p7mJW4nXq4rVeFeMTgI1a601a6zxwH3DhZG1ca92htX7ZezwAvI3beaieuBC423t8N3DRJG//DOBdrfXWydyo1voPDK7fOdR3cSFwj3ZZCbQqpeZO5Fi01r/TWvv9iFbi1iTd15F4HZmpjleYgpiVeK1LJF5rY6pjVuJ1iuK1XhPjai0ypyRwlFIHAR8GVnlPXevJ+L+crMuhuB2OfqeUekm5nY0A9tNad4C7owHaJ2ksPpcBvyn5eyq+F5+hvoup/h39He4Ztc/BSqlXlFLPK6X+YhLHMdFM9fdcQOJ1WOolZiVep5ap/p4L1Em8Qn3GrMTr8ExYvNZrYlxT+8sJH4RSjcBDwBe11gng34BDgaOBDuD2SRrKKVrrY4DzgL9XSp06SdutinKL0F8ALPOemqrvZSSm7HeklPoabif7e72nOoADtNYfBq4Hfq2Uap6MsUwCEq/l1FW8wl4TsxKvk4PE62DqKmYlXkfY8ATHa70mxrW0yJxQlFIh3KC9V2v9MIDWerfW2tZaO8DPcC9JTTha653efSew3Nvubv+yhXffORlj8TgPeFlrvdsb15R8LyUM9V1Mye9IKXUl8HHgb7RngNJa57TW3d7jl3A9fodP9FgmCYnXEuowXqG+YlbidWqReK2gDmNW4nUIJiNe6zUxrqVF5oShlFK4nYbe1lr/oOT5Uv/MxcDayvdOwFjiSqkm/zGu+Xwt5S1CrwT+Y6LHUsLllFzimYrvpYKhvosVwBXe7NmTgH7/ktBEoZQ6F7gBuEBrnS55frZSKuA9PgRYCGyayLFMIhKvxW3WY7xCfcWsxOvUIvFaPp56jFmJ1ypMWryONDtvqm64Mx7X42b+X5vkbX8U95LA68Cr3u18YCnwhvf8CmDuJIzlENxZw68Bb/rfBTAT+D2wwbtvm6TvpgHoBlpKnpu07wV3Z9EBmLhnrJ8Z6rvAvdTzE+839AZw3CSMZSOu78r/3dzpLXuJ9/97DXgZ+O+T+ZuehN+FxKuuv3j1tj1lMSvxWp83idey8dRVzEq8DjuWSYlX6XwnCIIgCIIgCNSvlULwUEr9XCmllVI/GGaZs5VSjyulupVSWaXUeqXUrZM8c1UQBEEQBGGvRhTjOkYpFcMt8N2Ma3ifr4s1/Pxl/hH4DvAIcA9u3b9jcX04A8Bfaq1LS6oIgiAIgiAIVZDEuI5RSv01bjmSx3A9WP9da/2fJa//Ja7n51+01l+qeO/BwEvAa1rrv5y8UQuCIAiCIOydTFliPGvWLH3QQQdNybb3FjZs2EAqleKDH/wgb7zxBq2trRxyyCGDXj/qqKMwjMGumF27drFjxw4WLVpEPB6fzKELY+Cll17q0lrPnupxVGNfj9euri62bq3eYGrhwoU0N+8rJWyF8aKe4xX23ZjdsmUL3d3dtLe3s//++1ddJpFIsHv3blKpFI7jEA6HaW1tZc6cOQSDwUkesVAv1ByzkzHLstrt2GOP1dOZX/3qVxp3Zu6g21NPPaV37NihDcPQ11xzjdZa68svv1xHIhHd09OjtdbaNE0di8X0ZZddNuQ23n77bQ3om2++eVI+k/D+ANboKYrHkW77erz68bhs2TL94osvlt36+/v1Zz7zGQ3oL33pS0Ou48knn9Tnnnuubmtr05FIRC9cuFB/5StfKcSssG9Rz/Gq99GYTafTurm5WQO6vb1dm6Y5aJnvfOc7GtAXXXSRfvjhh/Vzzz2nb7/9dt3e3q4PPfRQvW3btikYuVAP1BqzMvluilm2bBkvvvhi2e2EE05g6dKlOI7DFVdcAcCVV15JLpfj/vvvB6C7u5tMJsNwioD/2nvvicVYEGrh6KOP5qSTTiq7hUIhli1zG1Dde++9WJY16H0333wz55xzDtFolJ///Oc8+eSTXHPNNdx1110cf/zxEoOCMA4sX76cRCLB+eefT2dnJ0888UTZ688++yz/9E//xBe/+EWWL1/OxRdfzGmnncb111/PypUr6enpKRxTBWEoJDGeYqodiJubm7nnnntYuHAhJ598MgBnnnkm8+bN45577gHw6/wJgjDByMFYECaPu+66C6VU1dsPfvADZsyYwV133UUsFiscD31uu+022trauOWWWwat9+CDD+bGG2/kueeeY9WqVZP1cYS9EEmM65DVq1fz1ltv8YlPfIK+vj76+voYGBjgE5/4BC+++CLr169n1qxZxGIxtmzZMuR6/NeG8mEJglCObdtYllW42bbN3XffLQdjQZhkKq+mrlixgpdffplPfepTzJ49m4suuogVK1bQ29sLgGVZPP/885x11llEo9Gq67zgggsAeOaZZybtcwh7HyMmxkqpXyqlOpVSVVsQeu0A/1UptVEp9bpS6pjxH+a+y1AHYoBbb72VGTNmFG533HEHAPfccw/BYJBTTz2Vp556imw2W3XdK1a4XT5PP/30yfkwQl0gMTt2Fi1aRCgUKtxOPvlknn76aTkYCxOGxGt1Kq+mvvXWW2itxV4oTDi1KMZ3AecO8/p5uH2pFwKfA/5fe28eJ1lZ3f+/n7tUVe/T07P2DDAzLLIMCmRggCiSiHxBjSyJUZIIuCIJJoFvCMo3GFRMgqjkZ4C4kcAMKKg4EZHFqIAYBjIDss8KzL50T+9d612e3x/33lq6q7uqh+7qnu7zfr3qVVW3bt16bnWfes49z+ec8+9vfVgzh6ET8VlnncV9993HypUrefzxx4fdTjrpJFavXo3WmmuvvZauri6uv/76Ycd98803ufnmmznrrLNYuXLlJJyZMInchdjsQbFmzRrWrVuXv5111lmi9RcmmrsQe62IyAuFWlGxbonW+jdKqSWj7HIBsCrM+HtGKTVLKbVQa713nMY4rVmzZg2LFy/OP1+7di1//dd/zde//nXOPvvsYftfccUVXHnllTzxxBO85z3v4Utf+hJf+MIX2LZtG5deeimtra08//zz/Mu//AstLS2sXr26hmcjTAXEZg+e5cuXc9RRR+WfX3bZZSNOxp/5zGdkMhbeMmKv5YlWU6EgL7zuuuvo7e3N73PxxRdz2223sXnzZpYtWybyQmFcGA+N8SKgOBSyK9wmDCXVDf+2ArY/nd+0fPlyjjcM2n/0I5Zt2sQvHnqIpqYmPvShDwHQ9/Ofs/HkU9h44tsZ+PWvueSSS6irq8vLLW644QYeeeQRkskkH/vYxzj33HO54447uPTSS1m/fj2HH374pJyqMKURm311Ddx5Ltx2GvSX9y+iyfiiiy6ie98+0foLk8X0t1ffh8f/Cb55Mng5oHQ19cwzzwREXijUhvGodK3KbCsbRlFKfZpgKWhmOmz7XoauLfDbfyVoZBfQ+Y1bST33HH0/fZCvAq1/93fU19cD0LP6HqzZs3F27yazcSNz//APSaVSJYc977zzOO+80VbiBKGEqmx2Wtvrujth70vgpmHH02V3iS4+v/rVr/LVr3512OurVq3ipptuKpmMy+mMZTIW3iLTf4595O9h3XeDx2Y/AN9ctJilp5zMrL/8Sz7wp39Ke10dt61ejRGLlbz16quvZvXq1Xz5y1/m2muv5ZxzzuH666/nG9/4Rsl+Ii8UqmU8Isa7gOJQyGJgT7kdtdbf0Vqv0FqvmDt3yjYMmjh6tgX3W34ByQMA5HbsJLV+PXOvvpojH32EpvPPo+f+H+J2d5Pbto30Cy/Q+meXYNTX4/cPTN7YhelEVTY7re11YC8sOxuUAR0bS17yBpP0/u//ct+997Jy5UrWXHUVdx12GA98+grR+guTwfSfY7c8BrHG4LGTBuCYhgaO3LyF1x96iL6BAT5qmJze2srZZ59dcrviiivYsWNHibzw1ltv5eKLL+a//uu/ePLJJ7n11ls5/fTTRV4oVMV4OMYPApeGmbOnA33TXft00PS8CcoMJuNtTwHQ/9ijYFnMuuhCYkuWMOeKK8DzGPjFL+h78EEwDJo/8EcYzc14/f2TfALCNGFm26zWgXxi9lKYvQw6N5S8vPvqq1l10cV09fby8fPP57SWFk6rb+CE557jXStWyGQs1Jrpb6/JA9B2ZPDYDRxjq62N2NKl3PvQQzRaFv+nqYnMho3D3iryQmG8qSilUEr9ADgbmKOU2gX8I2ADaK2/BTxMoAvYCqSAj03UYA95erZB6xJomAv/8wYAg08+yaKzzsIKr+7jb3sbsWXL6Pn+D3APHKDh9NOx58/DbGrCHyh1jP1kktTvXqDxnb9f4xMRpjJisxXI9oOThKYFMPdY6NjI5Z+9h8svv5zU88+z/amn+Hl9HQ2GwQeOOgr3yScxmpvx+/vpf+ghWj/yES655BKuueYa7r77bv7gD/6AG264gVNPPZVbb72Vj33sY6RSKQ4//HAuvfRSPv/5zzN79uzJPmthijLj7TWXBCcVXKTufTEfMcY0qT99Jd/cvx/d2ASuS2bjcMe4paVF5IXCuFJNVYpLKryugb8atxFNZ7rfDBxjNJefMY/L/0OzacWpxA4rVKVQStF8/vkcuP12zLlzmH/95wHCiHGplKLvZw+x74tf5Ji1T2POmkX65VdI/s9vmf3Rj2I0NNTwxISphNhsBQb2BfdN7TDvONj0CLhZsOJ0/tu/Yba18fAjD7N55enYXd1kOjqpX7GCwSeewNkXvFcmY2G8mPH2muwM7meHEWMnSJxTtkXDytPp/cF9ABiNjWQ2bih3BEEYV6TzXS3peTNYvjUs8B0AtOeBWXp9MuvDf0rLRRexZPVq4mHpKLO5GW9oxDiVAq3xs1m6vvc9tn3oQ3T+6/9Hcu3a2pyPIByK9IfyzOaFQcRYe3BgC95gktTaZ2j98Icxm5ux5s3D2bsXt6MDa95cVDyOzuYmd+yCMN0I822YvSy4d8OKEqZF/crTgse2TcsHP0huy1Z0TmxQmFjEMa4V6R7I9AURY8MGL6jPiOuiTLNkV3vePNr/+Z+IFTUNMJubhiXf6bDGo3Zcsm+8WdguPxyCMDIDoTyzaWEQMQbo2IDOBhOyOacNALu9ndz27Xjd3Vjz5qFiMbEtQRhvoohxqDG+/JwT2P7JT7F01iys1lYSJ5xA/cknU3fKKWjHIfvmmzh79vDGBReSfvnlSRy4MF0Rx7hWdIeOa+vSIELsh06t66LsylXzjKZmvIEBejI9fOoXn6Iz1Yl2gklaOzm06+T3jRxmQRDKUOwYtx0drOB0bsg7vcq2AbAXLiTz2mvB43nzMGIxdC47KUMWhGlL5Bg3LwIzDtl+tOvk7XDxHbez6OtfI3HcsQBkNmxg/y23kN20iezmLZM1amEaMx51jIVqiEq1tS7JSym07wcZ8kMixuUwm5vwBwbY0r2ZZ/Y+w0udL3GiEzrDrot2nHCpN4t2vQk7DUE45OnfC4kWiAW1wmlqh77d6NCeojqpdvtCdNgoQCLGgjBBRI5xwxxINEOmHxwXZQXuiT1/PgDm7NmYLS3s/8o/4Q8Eq6cSBBImAokY14qeKGK8pCClCI1amdVFjPF9sqngB6E7252fyLUbHMsImwsUR48FQRjCwN7AGY4w7eBCNYoYh46xtXBhfhdr3jxUPI6fzaG1pvfHP8bPSvRYEN4yyQMQawK7DuLNYcS44BhHKNPk8Lvvon7FCuJHB7k3MtcJE4E4xrVisCMw+nhjXkoRXe1WI6Uwm5sAyA0GCXg9mZ68Y61dF+24qLBbnlxFC8IoDOwNSrVFmDZ4znApRXvBeS6OGGc3bWLvP9xA/8OP1HTYgjAtSXYG0WKAeBNk+oOgT5l5MXHssRz273dwxD33BBtkrhMmAHGMa4WXAzNsZWmEESovlDxUIaUwmgLHOJsqOMb5iLHjoB0nHzGWHwtBGIX+vdBcFDE2LPC9vD2pvJQi3Me2MWfNQsVj6Gw2qAYDZDdtAiDn5Xhy55N0pbtqdw6CMF1Idga1/SGQUmQHwoixPeJbomiyBIGEiUAc41rhOUFkCoKJ2HMKEeMqpBRmczMA2WQgpejJFjvGQfRZ1SXyzwVBKIPvweD+IPEuItL8D5FS2KGUwpo7B2UYGHYQMdahhCK7eRObujfx3h+/l6t+fRX3bLintuciCNOB5IGCY1wspbBHdowJX5N8GmEiEMe4VvheMAFDqGn0ChrjqqpShFKK9CAQRoxzkcY4cLKNOpFSCMKopLqCusWN8wvbQimFP0RKYTQ1YTQ0YM+dF2yPx/FzWfwwIS+zaTOvdb1Gd6YbgMHcYA1PRBCmCcVSikRLIKVwnWEa42KiEqeiMRYmAnGMa4XvFBzjKEI1BilFPmKcTgKhY+wWaiFrx8GIxwH5sRCEEYnazdp1hW1GqPkfIqVQShE/+mhiy5blt+uck48Ye11d6O6e4BDKIOdLxQpBGBO+XzZiXFyVohzKNEEpCQIJE4I4xrWiWEoRJfschJTCyQRRqe5Md6nG2A3KtcmPhSCMQlg/PG+LUHCMh0gpAA771r+z4B/+X7A9KodYVI3CemM3AA12A1mvtErFJz/5SZRSXHPNNcOGcdddd6GUYuvWrcNec10XpRQ33njjQZ2iIBwyZHqDFZzi5LvsANrJVVxJVZYl+TTChCCOca3w3SDpDoKJWHsQRaiqkVI0NgKQzQSJPz2ZHvyowYfrghMsPcmPhSCMQuQYG0U2l69KEdljwTE2Z83CaGgItsdsdC6Hnyk4wPFtQbOQRruRrFvYnk6n+dGPfgTAvffeiys2KQjDydcwLkq+Q6PIwSgRYwBsW/JphAlBHONa4btghJIJI0ocCCbSoS2hy6FME6OxkVw2cIxzfo6UH7xfO2G5NtuSHwtBGA0vlBmVixjnpRTlk35ULFYSMVZ1dSS27QeGR4zXrFlDf38/73vf++jo6ODRRx+dgJMRhEOcVKDPp641uI8HK6OK3KhVKSCIGMvqqDARiGNcK0qkFGGpmai9bKUr4xCjuQknl84/71NBEpB23XwWr/xYCMIo+KFjbBQ7xnaplKIoYlyMEYsHEeNsYHexJUuwu4IqMY12IzmvoDG+++67aW1t5a677qKuro5Vq1ZNwMkIwiFOZDNWkB8TRIxBqdzoVSkIHWNP5jph/BHHuFb4TqmUAtBOMMGOlmRQjNnUTC6XyT/vNdLhcXJBtCuUUkjynSCMgFdGY2xapQ0+RokY+46DDqUURkM9uC6WskhYiXzEeM+ePfzyl7/kwx/+MHPnzuXCCy/kwQcfpKenZ/hwPA/XdUtuniclqIQZwtAL1TBibBijV6WAcKVVgkDCBCCOca0oLtcW/QjkqpdSAJhNTThOwTHuM0IphUSMBaE68hNx0aQ7VEoxQsQ4n3yXy6JsGyMWB9fDNm3iZjzvGK9evRrf97n00ksBuOyyy8hms9x///3Djnnsscdi23bJLRE16hGE6U7+QjW0x8gxVpUdY2yromxwz+AeLvrpRXSmOt/qSIUZhDjGtcJzCsYfSSncaBmpWilFM7miBJ8+M3x/5BhbgWOMaIwFoTxlNcZ2SYMPY8SIsQ2eh59MoRIJsC2U62EZFjEzlpdSrFq1iqOPPpozzjgDgHPOOYf29vaycoo1a9awbt26ktszzzwzjicsCFOYSEoRBYtCKYVp+1VUpbCHBYG29Gzhey9/L/98U/cmtvZuZVv/tnEbsjD9qc4jE946JVKK8D6SUlRRrg3AaGjA8Zx8dOqXG3fw6U1b4LLLALCfW8+CWIwLkkluyWQk8iQIQymnMTbDltChY8wI2saoTrg3MIBKxIPkIM/DNmJ5m1y3bh2vvfYa1113Hb29vfn3Xnzxxdx2221s3ryZY445Jr99+fLlHHXUUSWfIxUshBlDZI9muEoTRYxtXTFgVG519NFtj/Kdl77DZSdchm3YpNwgWd3xRV4oVI9EjGuF55a2hAYIy60pqzophYrZuHi0xFqIGTHSZqBFvPNTn+IHy47k3k98gnfNnctt//ss11577bifgiAc8gxduoVCi3bHCeRISpV9a1Tf2O/vx4jFg31dD9sIpBQ5L8fdd98NwM0330xra2v+dttttwFIEp4gFDNU85+IHGO/quQ7hiTfRSUTo9WbyDF2fbnYFKpHHONaUVyuLfwR0F7kGFcXMVa2jaN8bNOmNdFK2vIBOGFhO++wbc4+4QS+fNLJvHPxYu6880583x//8xCEQ5kRq1IEUori5h5DUbHiiHEiqBvu+tiGTcyMkcqmuO+++1i5ciWPP/74sNtJJ53E6tWr0aOTlvoAACAASURBVFpP5BkKwqHDUM2/XR8+1RXLtWGZwzTGGS9s1+4G9ylHIsbC2BEpRa0oU5UCJ9QLVymlUHYMxwkm4nq7ngNG6PgWlX1TlsXytjZ+u2sXBw4cYN68eeN4EoJwiFNOY2zagZTCqeQYhxHjgX6MeBxlWRhh8l3CTNC5vpOuri6+/vWvc/bZZw97/xVXXMGVV17JE088MY4nJAiHMEPtUSm0YaOMygGjchrjyCHOR4zFMRYOAokY14riOsb5cm1hVYpqpRS2jRtGjG3DxieIPPnpTP51ZVns6u+npaWFtra2cT4JQTjEKdf5zjBLpBQjoeKBY+z1D6DioZTCK0SMO57qoKmpiQ996ENl33/JJZdQV1eXl1sIwozHK6f5t1GGrqol9FDHOKoME92LlEI4GCRiXCuKW0JHDnL4o1C1lCJm4xrBRGwbNp4ROMZOJo2rNX3ZHA/s2M4j27bxr9/8JmaVZeAEYcbglSvXVq2UInKM+4ktW4qyLQxPYxkWcTPOEX9zBM//xfPYZnnnuqWlhVQqlX9++eWXl93PsiyRWwgzA7/MCo6yUIZXRcR4eM3+SEoROcZJJwmA40nEWKgecYxrRZmW0ETl2qqWUti4hsZWVuAYhxHjd3/728EOn70KgL84+miuuuqqcRu6IEwbyk3EZtD5zs9lR3WMo6oUOp3OJ98ZRRpjCCbkkRxjQRCGMEL5RGW41XW+S2ZLtkXJd8MixloixkL1iJSiVpRrCR0acaUlowhlx3ANlXeM/TBi/N3/cx4/POII7r/uOt7Z3s49W7ZI9rsglKPc0m1e2jR6G9pip1klEmBZGL6fr0oBhQlZEIQqKJsMa6GMyuXasC30kC6Rw6QUkcZYIsbCGBDHuFYUSynCiViFpWaq7XynYjauCZYysQ0LL6wqdXR9PcsTdZx76qn85/nvY2ljI9deey3JZHLcT0MQDmn8cCI1hzvG5DJVVaUAMMI6xqanSxzjKOlHEIQqKNOiXSsrTL6rEDE2h2uMh0oppI6xcDCIY1wrijvfhQ6ydg5CSmGCjYmlLPzQMdaZQvJdPBHnc8cdT0dHB3fccce4noIgHPKUawltFuyxGo1x8DiUUvhgK6tESiEIQpV4ucAWi2uHK3MMyXdDNMZhVYpIUhFFjCX5ThgL4hjXCt8tTMaRIxzVMa5aShFGjDGxMfHDv56fDR1jy0JZNu+ZM4dTTz2Vr33ta6TT6XE9DUE4pCmraQztzx1dSmHES6UUUXJQXFsipRCEg6G4jGlEPmJc2THGqVCVQsq1CQeBOMa1QOvyLaFDY61eShErRIwx8cK/ns6U1jHWrstNN91ER0cH3/rWt/Lv/+3u38pSrzCzyZdrK6cxzqJi1WmMjUQ8f0Eb16Y4xoJwMBR3hA3R+YhxBSmFXUZK4ZaXUkjEWBgLUpWiFgzVNeYjVFH0aixVKcDCwMZg3hmtPPB8M6ZSeBTqGGvX4dxzzy0p+bSzfydX/vJKbjnrFs5bet44nZggHGLkk++KLkbNQpWYsUopQBxjQThofKdU1gSgLDB05TKmVuXku3y5NokYC2NAIsa1IB+lKm0Jna9jPEYpha0NbEzc8HA6lEsoyw6O5Qy/Ou5MdwIw6Awe5EkIwjQgWrkp1jRWKaVQ8ULynUrE81nzMW3mNcayIiMIY6C4WlOIxkQZQBXJdxtmZ1i3b11+W8bL0PNUD5ccdwlKKZ7+s6d59ROvctMFN3H99deTCfNxBGE0xDGuBUNL0kQT8UFKKSxtYGkDN9IYR46xbZW9igbozfYCMnELM5wyE3FxXXGjyoixEZeIsSC8ZTwHzKE2Z1SdfPfDU1J8Y/03gEAuUSyZ+MH9P2DZPyzjiKuP4KiVR/HP//zPXHvtteN9BsI0RBzjWjA04SdyjPPbx9ASutgxjt7m+/nXy/WPB3GMBQEoLZsYka8rPrqUothpVvFEvpxUzDekXJsgHAxlpBRRxLhi8p1tkTU1fbk+YPhF6TEnHEP9UfU0Lm/k/X/3fs455xzuvPNO/HC+FISREMe4FuSlFFFVirA8lOcGCXPFy7qjoGwbxwTLV1haFRzj6PWi5LuhRI6xRLSEGU1x2cSIogvVURN+il4L6hiHUgrfkHJtgnAwlFvByUeMK3SQtCwcQzOQGwAKiXcRabdQkcnxHU455RTS6TSmaXLNNdcMO9xdd92FUoqtW7cOe811XZRS3HjjjVWdlnBoU5VjrJQ6Tym1SSm1VSn1uTKvX66U6lRKvRDePjn+Qz2EGeoYF1WlqFZGAUHEKtIYW1rhmQrfKPoTho4xzvBEg95MGDH2JaI13RF7HYVy5aGi514OZY8ipVAqrzNWRVIK21cipRAOmhltr2VWcDRGleXabHJm4BhrrYfZXrGj7Pour7/+ev75vffei1smgCQIUIVjrJQygduB84HjgUuUUseX2fV+rfVJ4e174zzOQ5uhUgqz0PmuYuZt8WEsE20obF9h6eBPpxsT+deVbZctYQMipZgpiL1WoEx5qEJVCmdUKQUUdMYqHkebgQ3a2iBuiZRCGDsz3l7LrOBobVTVElpZFo4JnvZIu+l817uIwdwg2tN4SY/nH3qeNWvWAPC+972Pjo4OHn300fE9F2HaUI1XdhqwVWv9BoBS6j7gAuC1iRzYtGJo7dQocqzdyv3gi4ikE5YfyCkAvMY6zP6gVqOy7OB4WqM9D2WaZDZuxF6wgJ5sDyAT9wxA7HU0ypWHiqrF+BWkFISVKQYGMBIJ3ExQCsrWBY3x0MlZECows+3Vyw1PvtPVSSmUZeKEFUn7c/35bncRF555Yf7xBjZw2GGHMTg4yF133cURRxzBqlWr+MAHPjAupyFML6qRUiwCdhY93xVuG8ofK6VeUkr9WCl12LiMbrrgDalXbNi82HgMZ572d/Q1NVd/GCtwhi0f7DB/wGuoy7+ubCufEBRFjbdfdjldd91FX7Z8goIw7RB7HQ2vnGMc2IwyqCJiHO4bj+OZgT3aniJmSLk24aCY2fZaTkqhq5NSYFk44S79uf5hc9sXv/NFjvzHI1l6zVIWnriQnTt3ctJJJzF37lwuvPBCHnzwQXp6eoYd1vM8XNctuXllKj0J05dqHONymWF6yPOfAUu01m8HfgncXfZASn1aKbVeKbW+s7NzbCM9lBmmMbbYXL+EzngznbPnVH2YvGPsFiLGfv0QKYUVdfFy0Vrj9/XhdXXTk5GI8QxB7HU0/JGlFErpio6xEStojD0jdIx9hVKBcywXnsIYGTd7hUPQZstKKVSVEWM77xgP5AaGrdbMXzafuqV1LD51Me2ntAPwwgsvkEwmueyyy8hms9x///3Djnvsscdi23bJLZFIDNtPmL5U4xjvAoqvUBcDe4p30Fp3aa2jGeG7wO+VO5DW+jta6xVa6xVz5849mPEemgyrY2yQMQNDyxU1DaiEUyyl8CLHuKjpgGWhrHAn10Fngz+Jn0zmI8aSfDftEXsdDd8tEzGOLlipPBmHjrMRj+elTbYObDFuxuXCUxgr42av4b6Hls2WSYbVvqoy+c7Kz4n92f58sp0dHi963hJv4fXHX2fhwoX09PRwxx13cM4559De3s6qVauGHXfNmjWsW7eu5PbMM8+81TMVDiGqcYzXAUcrpZYqpWLAR4AHi3dQSi0sevpBYMP4DXEa4IUR46JIVcYKJBC5ePVXolFDjyBiHB662DG27bxmWbtu3jH2BgdHrPUoTDvEXkejbIMPiz2Wyc+PsypLKaKqFIkEXnShGl6kxkyJGAtjZmbbazl7DCPGler7a8vEDVdRB5xCxLjODubWtBeUa3O2O/Tu6OXSSy/llFNO4ZZbbqGjo4OLL76YtWvXsnnz5pLjLl++nBUrVpTcfu/3RrwWEaYhFTO/tNauUuoq4DHABP5Da/2qUupLwHqt9YPAXyulPgi4QDdw+QSO+dBjqJQCyJj1wNgixnkphaexQsmTV1fUdCAq10boGHuB9+wM9OHr8LE3vJSbMH0Qe61AuXJtps3DDQ3csTLBBbamdZS3l0SMw0XwSNYUN+PiGAtjYsbba7mW0GHEuBKOWVCcDOQGaLQbAagLg04ZN4NCsevxXQDcfPPN+f3b29vzj1etWsVNN9100KcgTD+qKomgtX4YeHjIti8UPf488PnxHdo0Ii+lKHaMA4fYiY1BSmEEPwSmqzG94HGxY0zY+Q7gjvXf5Mq3fyZ430B/fheZuKc/Yq+jUK5cm2GRCvXCuQq/iEa8UK7NDfeNVm9iZkykFMKYmdH2WuZC1Q8vNPEcsEZewXGsgjy7P9efl1CceP6JtJ/dTv3CeuI9cV554hVmHzObB779wLBjXH311axevZovf/nL43AywnSh+lphwsEztI4xFDTGFZZuiylIKYoixokhEeOwv/y27tfxM8HSkp8MykoZypCJW5jZ+A5YQy5GDYts2H0yaw3NeyolagCiEglcQ6Mgb4sJKyEXnoIwFspGjKPXcqM7xkVKi/5sPw1WAwAtsRb2DO4h5aRIv5Qm05/huMuO4+yzzx52jCuuuIIrr7ySJ5544i2eiDCdkJbQtWBoHWOKHeMxRIzDyLPlauwwYuwnoqYhJsow8lIKL5dFZwMnWIeOcVuiTZLvhJlNOU2jaVfvGMfjoFTQnj1cwSmOGItjLAhjoFy5Nj+0wQpBHLcorDeQG8jbXnO8mayXJeWmOPDUAWL1MeadMa/sMS655BLq6uq4++4RC30IMxCJGNeCvGNcuMTNO8ajtKAdSsEx9rFcDRZ4CZtdbTA3E2UCBX9S18mis0HEWKUyoGFe/TxSbuqtno0gHLqUmYgxLDKRY2xWcIxjsaAdtFK4BsQAM4wYi8ZYEMZIuYixpwK1tT96y+acUaoxTrtpFIpGu5GclyPlpDjrhrM4uvVo1u9bX/YYLS0tpFKFOfHyyy8vu59lWWg9+m+DMH2QiHEtKCelMIJIcXYMUooocc50fEw3MNJc3OTzl5v84pTgTxlFjJ1cFj8TTNLK9bA9mF8/X6QUwsymTN1UjELEOGf6Zd5UQMVjGGHCrGME+0Z6f9EYC8IY8XLDV3C8otdGIWcUbHXACSLGCStBwkqQ8TKk3BR1Vh22YeeDSoJQDRIxrgXlpBShY+xUqJtaTD5i7PhYjoYEJG2PLIr+hmBij5LvfCeXjxgDNDkWrYlWmbiFmU3ZqhTFEePRHWP390+hpymwQ0eFybBRxNiQiLEgjIkyKzh+lY6xE+XcKJP+bND5Lm7GiZkxXN8lmUvSVteGZVjiGAtjQiLGtWBoS2gKVSly1tgdY9PxsdxgAh80g23ZeFQ7ygw/MpuvYwzQ5teLBlIQRqhKkQ2rUmTU6K1fvz9nCzcc9QJQKBdlhmURpcGHIIyRcp3vPF14bRSc8CJ2ttkcdL5zM8TNOIlQpjjoDFJv12MbNm4FWYYgFCOOcS0oV8fYCCQUB6UxdjxMJ3SMjWBbJhZM7J4Z3ju5vJQCoMWNETfjcuUszGx8p0znuyIphTF6xLg70013phsoklL4BSmFXHgKwhgo1/muSsc4stW20DHOelnqrDpiZjCnptwU9Va9SCmEMSOOcS0Y2hKaIsf4ICLGVrbgGA+oIEKVDR3jXBjx0q6LlykkFdT79dyf+j2SxhxJIhBmLiNUpYikFBlj9Ihx2kmT9bK4vouDhw8Y4UQu5doEYQz4XlCbzSwNDvlulVUpVBgxNpoYdAZJu2niZpx4uBqbdtI02A1YhiURY2FMiGNcC8q1hFbBj0HWrl7mHSXfWY5XkFKQDY8T7hP+WFg+OKlk/r3aXMAObxZZexmulh8JYYZSTmOsjEK5Nka3jaiqS9JJ4vgunglGaIuu75JypOqLIFRFGYlhsL26iHE2rEox22hCozmQPkDcKnKM3XQ++c7TXr77qyBUQhzjWlCm8102nJwPSmOc8zCdILI1qALHOBMeJqei5V3IZQqOsSIofq6NuLSFFmYuvjc8YqwU6bAHbUZVcIxDxzflpHB8B88oRIy39m4l42XwfZmABaEiZVZSg82h/VRKvgsvYmerYG7rTHWSMBN5x9jHp96uxwrnXYkaC9UijnEtKKMxTqvQMR56tTwKBcfYxcyFjjFB5YmoMUEunNhND9x0UfQq/PHQSpZ7hRmM55TUE4+Iku+yevSLxtKIsYNrghEm33lhOv3e5N7xHLEgTE/KlDGFIo1xBV1wtDraziwADmQOBMl3ViK/T4PdkG8VLTpjoVrEMa4F5eoYh45x9mAc44yLFTrGA346OF7oGGfDIpCWD246CUbwJ9bUB/cqIZnzwsylnJQC8lKKDNU5xik3heu7uEZQJxyCCBXAjoEd4zliQZielAkYQXHEuELyXZhPs9I8koUNC/G1z57knnzyHUC9JRFjYeyIY1wLytUxVoGx5qyD0BjnXIzIMdaBYxxFjLNRxNgHN5PGbGrCV+CounAMUlJKmKH4fpjsM9wxziff6dFtI5JSRBFjzwQVRowjCcXOgZ3jOWpBmJ5E89CQ5DtdpZQiF16I1rkmf37cnwOBfUbl2oB8uTaQiLFQPeIY1wLfBWXko7dQHDEevqw7Eo7voDSonIPhuhh+UcQ4rOkYXUWbHniZNCqRIB1X5MzAMdZKmhAIM5QyWn8IJBBulHw3im1orUs1xl4gpVBh8l008YqUQhCqYAQphe9W6RiHQSDbhQuOvCB4r/ZLIsYNVgN2eHyJGAvVIp3vaoFXWjvV8TVemOwzVo2xpQ3IOeA4WFqRHOIYR8lDlg9+LoNKxElnIBNeRWuVIOdLxFiYgYwwERc7w2k3PeLbHd/JV3RJumHE2FDgOvnXAfYn94/nqAVhelJmJRVAh4nl+WpOI5DTLkprVCZD5uePgtY0xBqGRYwjKYUknQvVIo5xLRjS9jJblLWeNaoP2ju+g60NtOOgcw62b5AL+9G6hsbxnbxG0vTAz2QwYnFSMU06TEjQIqUQZiojZMFnvELr9NEixsWl2CIphW8qtOOWvLcz3TleIxaE6csI5dp0LnKMK1elsF0YfOJXpNc/x5GXmfTXD5REjKNybQBOhcRaQYgQKUUtGNL2Ml3kGOfKZMiPhOM5WISOcRgxLibtpslQ0Bj7uSw6HiMdg5QdSSkk+U6YoZSpJw6QdQvOcMbNMBJR4h0Ua4wV2gnbsoeOcVema7xGLAjTl+hCdWiDj2o1xjpwjN39HQDM6df0ZHvy5dqAfIMPGD1ivPb1Ls6+5XGSWZFbCOIY1wbfLW0HHbaQNbQ3Nsc4lFLoXA7tuoGsooi0kyajwoixD2Sy6LhNOqZI2oWIsWiMhRnJCBrj4ojxqI5xUcQ40hj7pkK7bsl7+zJ94zViQZi+eOVXcPx8xLhCVQrtYnvgdgYrNG39gY7YVIU5tTj5LtIY9z/8cP49Ea/s7mNbV4od3dKgRxDHuDYMKRGVCbPYm51BMmOVUmCGUooc9pA/X9pNk9YFx1hns+iYTToOg/FC8p1EjIUZyQga48ihNbQm7Y2sMS4XMfYtI2i/7nt5B7s/1z/OAxeEacgIUgo/0hhXqCKRw8F2QWcCu2sbCAJOSTdJzAii0MXl2hzfwRsYYPc1/5feBx4oOVZ/JvisjgEJGgniGNcGzy2tYRxKKWa5g+TG4Bhn3Ayx0DF2u7uxVOkPStpNk9U5fAWWp1FZB982ScdgIFFUx1iS74SZyAjJPtEKSpOvxiyl8M1A2lT8WsbLyKqMIFRiBM1/1eXafIdYkfJh9kBw35vpJW7FUSjiZrykXJt74AAA7oFSuVNfOnSM+0e2f2HmII5xLfBLq1JkQynFLKefrDLQWld1mL5cH03UoXM5vK4uYlapNivtpsl4GVwjlFI4Dp5tMlBnkYmLlEKY4YwQoYoivS3+GKQUbtASWpsG2nVIOkH79WgZtyPVMZ4jF4Tpx0jl2rJO6esjkPWyWH4hzyaKGPdke0hgYygDpVRJgw+vuzs4dHepY9wfOsadgzI3CuIY14ZhGuPgirjFHUArhVOtY5ztoyVq1AHYYaUJyw3en3JTZNwMvgkxbaKyDm7MpKulEYBmUwV1jF2JGAszkJGqUoTO8KxKjnEYFW6KNQURYy+QUuC4eac5SvwRx1gQKuAPT4bVWoPjojEqV6XwHGJewTGOIsZ9XXtZvKGL+kwwL5ZEjLsCh9jt7ik5Vn8mGEtHvzjGgjjGtcFzSow/HWqMZ3mBJUcR5Er0ZftoLnKMY7HAMW4JA1lpN03Wy+KZipg2MXIurm3Q3Rw4xgtNBcoiLfUchZnISBrjVGCHLT6ja4xD53du3dy8lEKbZomUosFuAMQxFoSKRI5v0YWqnwwnM2VWFTG2/VLHWGlNes9OWgY1vgrm1bIR467yUgqJGAsgjnFtGKEqRYs7GD73y75tKL3ZXpqNhvxzOxY4yc1FjnHGzeAbirg2MXMurgU9TcF72sMWmgOuOMbCDMQPk3qGRIzTqaCKxCytcH13xA5ZUfOPEsc4TL6LpBRNsSYADqQPTMQZCML0ocyFal7ioOzKVSn8XN4x9mwTy4fWtEX6QAfNKchYGq11+Yhxz5CIceQYVxExzjge//eHL7K1Y5Cd3Sk+efe6fPKeMD2QBh+1wC+ffNfiDoTPK0eMc16OtJumxSw4xrG6BuiH5pQGFGkniBj7poHtGxiOh2Mb9DWEjrHnAhZJzxu/cxOEQwW/vMY4HUWMQzPMetl8lKmYKGLcVtfGzoGdOHEHbZkljnFLvAWArrTUMhaEUSmTDBtFdLVpoyol33k5mvwgttezqJk523pYkm3CyXXRnNJ4RpAkWxIx7gojxj09aN9Hhcnv+eS7gcrJd2tf7+KB53eRsA2aEja/3NDBK7v6OPOoOWM4eWEqIxHjWuCVT77rIR0+rxwx7ssGUa0WK5BFmC0t2FagZ5y7YBlQiBhr06DOMzA05CwYrA+iWAuyweclveoi1IIwrRihbmomEzjGs0LHeKS20Ck3RcJMBBpjNxk0BrEstFNIvmuymzCVKU0+BKESZZJh3dAxVlasosY4kFIELkznoiD4szidwO/upjk04Z5MT2nEODw+nofXV6g3HkV8O6so1/abLUEN5Ede2cfPX94DwP4qHGrh0EEc41owpCV0FDH+r4ZgGagajXFvtheAZitwcq2FC/MGv3DFu4BCVQptGtSF9p2zIFkX/GjMTwYOwKBEjIWZyEgNPjKBUzsrtMOREvBSTop6u54Gu4Gkk6Qz3Ykdr0O7heS75ngzIBFjQahImc53UcQYK16IKI9AzssRC5tc7VkYHGNhMga9A3l5YVemq6TBR7G2OPqsrOuRcXya4hbJnFex+91TWw7QGLfoTubY2R144JK0N70Qx7gWDG0JHUZsDT+YkLNVRHAjx3iWHUy89oIF2KE8o8FuIG7Gg+Q7N4tvGdRlw0ne9EnHGzF8nzl9PeHnV5fsJwjTinxL6CGOcS6J0ppmhjvGN//vzdzz2j1AEDGus+posBtwfZfOVCeJeAM4Dkm3IKXQ6JKI8d4bb6TvZw9N5JkJwqFHmRUcN5Q6YMcr1zH2ctiRYzzHwDMVcwYVZt8gLclwVTbTU9Lgw+3uxmgO5tDIMe5PB78LR84LVmNHa/KxpzfN1o5BPvPuZTTETExDEbMM9otjPK0Qx7gWjBAxVn4qfF7ZUe3PBt20WmKBUVsL5uevhBNmgjqrLijX5mXANElkg8/IWD461saswX4SvaFjXGUVDEGYVoxQri2dTRLzoU6HNhPWNdZa89OtP+WxbY8BpRFjAB+fukRjUJXCSaFQzFINHLPD5cDAfgC8wUF67/8hvT/+cS3OUBAOHcpIKbzublR9Pcqq7BhnvSwxHdQNP5DIkWytY3aPS6w/XYgYD3bkA0iO5+B1dRE/6iig4IRHMooj5waO8Whyit9uCZJq33v8Aj7xzqX8+crDWTyrbrg2+c2n4GWx+UMVcYxrwZAGHxlfY2gXpXPh8+ojxlFyj72gIKWos+qos+oKGmPLIB45xqaPb81jUV8vsZ7gGGmRGAszkZHKtTkp4r4mEVatiDTGXZkuBpwBdg3uAoKIcb1VT71Vn39vXV1zPvmu3q5n3q5B3rYLujPdaK3JvPYaaE365ZfR7uhLtIIwoyhzoep2d2O1tgY2OkJVijVb1nDtk9eWRIw77AypeU20dGWoG3TyjnF37558h1jXzeH19hI/+mgAvJ7AMY4S747KR4xH1gu/uKuXloSF7t3NVWcv5UsXLGduU3y4lOK/b4BHrhvDlyFMJcQxrgWeW3JVnPH8wCnWgUFWk3yXl1IkWgGwFy4ocYzrrfp8HeNXlhhsbwoMNW36eNZcFqUGiXcFV7uZotqPgjBjGKEldMbJEPc0iShiHEop3ux7EwhKr6WcVN4xjiLGAA2Jpnwd4wargVn7krQkNa6h6e3aTebV1wDQqRTZLVsm+gwF4dChbLm2bsy2tkB3XMYxfm7/c3xp7Zd4dNujZLwMsbCw1n47RXb+LFq6srRmTAwN8Zymq29fPmJMb7DqGj/ySKAoYjzEMR4tYvzmgSTLZ7ncd999vPDCCwDMb06UJt8lu2DPC5A6AINSz/xQRBzjWuA7JZNx1tegc6i8Y1xZ2tCX6yNmxGhqPwJsm/ixx+UNPooYR1KK+1dkuf19Ck9B0vBxjFkszqWJHwiyaTMSMRZmIiO0hM56GWIe1IUR40hKETnGALsGd5FyUjTYDaWOcV0LaE0yNxjILHb30BzIjdn2yE/IvPoqqj6IMKfDiVQQBMpeqLo9YcTYsPNSil0Du9g7uBetNZ976nPMSszK7x/TJkZDA4M6g7ugDd3Ty8IBk71tBs0p6E4eyEeMjd4g+dyaPx+jpaWgMQ673h3RVk/cMtjVM3KTn20HkhxBMI/u3bsXgHlhxFhHHWzfeBzCfAX2v/oWviBhshDHuBYMafAx6DloncPwgyvTaqQUfdk+WuItxJcs4djnAfh25QAAEclJREFUnyPxtmMKGmMrQZ1dR9pJk3bSdMVydDcrfnekYl+8HpTBYjxioWOc1W8tYvzCzl62dgy8pWMIQs0ZQWOc9bLEfagLpQ5DI8YAOwd2knbTJRpjA4P6+kDzn8wN0mA3kNjdhRMefvtjPyH94os0nHkGZlubOMaCUIyXCzrcGQU3xOuKIsYFKcXfPP43XPfUdWzr38a+5D6uOukq2hJtAMQwUS2BDbJoPgAqneXYFefSnIaeTDdKKSzDKjjGbbOxWltxe7pxe3ryUopZdTbHLmjitT39ZYebznns60sRHwxLtO0P8gjmNydIOx4DUTWL138Ndii36nhtnL4soZaIY1wLvNIGH325FEo7LM0FQqgBp3INxN5Mb15frOzgWOU0xq4u6Bj/+2RFZzyYxA83FKqrC0N7ZP2x/9md/fvJbNyI1prPrH6O6x54uex+AxmHwQrlbgRhUhhBY5z1csS1IhFWrchHjPvfpL2hHQiiViknqEoxr34eAPV2PYYVlImKEvOsnftJhdWnupIdODt3Urd8OXUnnURKHGNBKOA5Jbaotcbr7sab3YQOI8b7k/vZ3LOZlztf5tm9zwJw0ryTOG3BaQBBLf/ZQQTZWNSeP1bDMcfSnNJ0OEHCuW3YWL3BUo45uw2zrY3BJ3/DljPOxPzdegCa62xOWNTCq3v6CtHfIrZ3J2k3+tFujrlz59LR0YHv+8xrDvoJdPRnQOvAMT76XGiYC/vFMT4UEce4FgxJvut3siid48T+wDHen+4r2X3XwC7+9vG/5Y2+N/Lb+nJ9zIrPKtmvJGIcSikiTt9dzwtHKnaFbaMPT8TwUyliyuNAdpCsN7byMntvuIHtf/FRtm7vYGFqK+ndGxkIs3l/uH4nNz4YLBld/p/r+PC31+JJ5QthqpFfuh0ipdCBY1wXLt12pAJd4La+bbxj3jtoijWxc2BnoDG262lvbKfRbsTxHTCDrPhkLkm9WYext4OBwORIn3wMAIkTTqDhtFNxtu8QnbEgRAyp1uQPDpLG4c/m/IT/VP3gOzyz9xkAXO1yz4Z7aLKbWNqylNMWBo7xnPeeh7720wDYhy3OH8tetIgTd1m8aXTxYueLWIZFvDOYZ605bVizW9GpsPb4c08TswwStsny9hb6M25ZOcWbnUmWmt3E4glOdF1c16Wrq4t5TQkgrGW87yUY2AtHnQPzjpeI8SFKVY6xUuo8pdQmpdRWpdTnyrweV0rdH77+rFJqyXgP9JBmyJVxV85B+VmW7w2c065M6dLNf77yn/xqx6+48r+vzE/SkZSimGKNcb1Vn++OlzATnGueSGMatsfiGNpjYVMQOW40DBwsntuzjt3X/j09P/gBuVyORx99lFXf+ja/uOve4cPv6yP59Fr8wUFevud+3m7u5SRzN09v2s/jGzu47oGXuOvpbfz0hd08t72HV/f0c9+6HeP05QljRex1BEaIGKeVJqYNmjyHMxaewb0b7mXv4F72DO5hactSDms6jLV71pL1svkl3LgZJ+tledUO7DPlJoOmOp7PQFswUTp/cBqtl36U+lNPpfmP/ghl2/Tcd3/NTlc4dJiRNjtkXvS6u3n+KEWvSvNDvxvfy7F271pmxWdhKpPt/ds5ce6JGMrgzPYziRkxFi05kdTSQELR0DoPoyWYI83ZrZy3u41m1+a7L30X27BZsH47ieXLMZubaTrvPGZ9+MM0nHkGcza+wEXx9XDLUZzcHMzFr+zuGzbcNzoHWGz0srS+nr5Hg9Wf/fv35yPG+wcysOEhUAa87fzAMe7cCFVIJYWpRUXHWCllArcD5wPHA5copY4fstsngB6t9VHArcDN4z3QQxrfy0epXh5Isc1JEMu8yHFvBhGqrmQhc7U/18/P3vgZpy44ld5sL3//m7/H1z692d4RI8Z1Zh2nLzw9X7liYeNCvPPOYk6fJmvPIa57sVuD97YoC2XUs/2+u+j/2c/Y85V/4r477+TZZ59lz5tv8PQbm7nnR78qWUoa+PXjHGhpYefxx9Pz+sugwFI+Tz30MLfe/iB/nH6Dk3u3cf1PXsZQcEJ7M197bBPbDoRZSOleeORzsO+Vifl+hTxir6NQJtlnwPX43ZE38Nxhf4UGPrj0/aSdNB9/7ONoNEubl7K4cTE7BnZQZ9XxwSM/CATSCVOZ3O8/iw8k3RR2ysVXipWn/zEAr+f2sOD66zESCazZs2k67zz6fvpT/FSKkfB9zf7+DG8eSLKzO4VTRfOfnO/jl1n6FQ4NZqzN+qWOsdvVzdPHBfkvu3WO58iyds9azmw/kxPmnADA2+e+HYD2xnZ+/ae/5uR5J/PUrqcAaIw1ElscRI2t2bO5/z0XEWu4iid2r6W512H2tm6aP/B+AFre/34WfvFGGt/9bloO7OavvB9AspNjXvsmlqF4Zc9wx3jnjh3ElUfspb1sP+LPQSte/NVzzG8uihhvfAgOPwMa5sD848FJweM3wa71E/QlChOBVXkXTgO2aq3fAFBK3QdcABSvEVwA3Bg+/jFwm1JK6XJCnUkmPyStyWUyZFNJ6ltmYVpW6etl3hPd+9pH+z6+5+L7PkoZoBQoUEqhCe597UM2TZ2bpSsJOzbs4vZsGls7tPQ8TsO+OPg5tvZuZ2PHRrb2beV/9vwPaTfNZ0/8LJt6NvGV9V/h+698n75sHw1GA6lUKtBiaQ/PCbLob193O8fNPo75dfPZlz5ArO5kdrqt7J5bh2/OhewufrB3L2e3Q6avjzbVyqL/+h2ZU1fwbFsb+/bvZ/mWN2jfsJFfn/9edj71IH+d03zxgndheRnWP/kr1p97Jq3xPuYb+3m2+XB2WHNZlNrHH3ZuIJYc5AhfsfzAHF475e3Y9QlmuyZ/edt2Lnt7G+/d8XVm976C87vv4/zJXRiHr6TDM0hpiBuKwxJxLENKyI0TU85etdagNRoNGnzfR2sd2pPGDx9rXxOMQGOEWd3a80j192HH4zS1zcUIpQsATjZL9+6dZFJJDNOioWUWDU31mLYFVgKNyjuMGtA5B+XH+NCtv+X0Y+dx2buWceWr68jGF7AvvoDvtV9M+slb+OTJn+K/d/6Ccw57LyfOOomXOoILuouW/TFOVrOl/00yWc0Ji87hsaTL418+i1TCZbd9Cj+85aP80zHtmGt/wm92Pc1lD36SPznmTzlt/mnoCy6i88nf0PGVz9C6tIn589rIHvFuvv96kg1dfRzRupD1ezvJ+jnSXoKGZIYYioveeSxnHb8QW2l6BlK88Obr/PbFp3C0Jj1rMdtb53O4N8jJmR6WAG972+mcdPKpwW+aGsWuRnstxM3lGOgKknbtRB2xRAI7nkAVJUwVfhd18D374b3288/DHUvuo4/XWqOKt+v8gUu3R8NVCqVUfkP0WCkVjCt6Ldpv6jPlbHYkfM8jPdBPqq8XrTWt7Yuw7Bi+5wVzou/lH3uuS6qvl1w6hWFatC0+nHh9Pdr3wc2gs2lcXc//vrSPJYuaoHM3vztS8f7ZZ/F492+5rt6jO9PNOxe9k629W3mp8yXeMfcdAKTdDOv3v8hNz36F/TmXuXPez6u5NprecQpztu3gPpXge6e+C4DG7D+wo+O7vL6gh9l/eDqu72Jm+tGpHurevpSGIzLsa1rAY43v5uzNT/KVgRTrn30vPXMG6NUmvVg4sRipva9Rb+ziN0vqGbB+hWtbqPSTPPDPP+Tbib10/2Yu+9jE64f9GU997Ws0DO7jQt1K4qlbMf7nVpyFp6FOuxKz/R0YysIwbZRhogyFUkZ4UxjKQBlGfhtGsM1QBoqD+58u929yiNjGpKAq2ZVS6k+A87TWnwyffxRYqbW+qmifV8J9doXPXw/3OTDScVesWKHXrx/5KurXXz6bla7oc4TpwWbjME7+x+dG3Ucp9ZzWesVb+ZzJstfbbv4kH089+FaG/paYclfgwiHP7dZH+Psbvjni6+Nhr+Fxam6zt33tH/j4wHfe6tCrQmxTqAXfrz+PT123atR9qrXZaiLG5S4rhv6vV7MPSqlPA58Onw4qpTZV+Ow5wIiGX2Om0lhgao1HxlKeorF0wo0Vr9CPGIfPnDR7/ezU+u5hao1HxlKeqTQWKBnPv3HdF/5ttH3Hw15hkmz2s8HdVPr+ZSzlmUpjgak1nqKxrObTn1tdaf+qbLYax3gXcFjR88XAnhH22aWUsoAWoHvogbTW3wGqvkxVSq0fjyvy8WAqjQWm1nhkLOWZpLGIvYZMpfHIWMozlcYCYrOTiYylPFNpLDC1xjNRY6mmKsU64Gil1FKlVAz4CDB0zfRB4LLw8Z8Av56K+mJBmAGIvQrCoYXYrCBMISpGjLXWrlLqKuAxwAT+Q2v9qlLqS8B6rfWDwJ3AaqXUVoKr2I9M5KAFQSiP2KsgHFqIzQrC1KIaKQVa64eBh4ds+0LR4wzwofEdGjCGJaEaMJXGAlNrPDKW8kzKWMRe80yl8chYyjOVxgJis5OJjKU8U2ksMLXGMyFjqViVQhAEQRAEQRBmAtISWhAEQRAEQRCYwo5xpRaZE/zZhymlHldKbVBKvaqU+ptw+41Kqd1KqRfC2/tqNJ5tSqmXw89cH26brZT6b6XUlvC+tQbjeFvRub+glOpXSv1tLb8XpdR/KKU6wrqe0bay34UK+Gb4P/SSUuqUGozlFqXUxvDz1iilZoXblyil0kXf0bfGcyyTjdhryXimhL2GnzupNiv2OjURex02pilhs2KvFcdSG3uNOlBNpRtBAsLrwDIgBrwIHF/Dz18InBI+bgI2E7TqvBH4u0n4PrYBc4Zs+yrwufDx54CbJ+FvtI+gLmDNvhfgLOAU4JVK3wXwPuARghqgpwPP1mAs5wJW+PjmorEsKd5vOt3EXoeNZ8rZa9HfqaY2K/Y69W5ir2XHNOVsVux18ux1qkaM8y0ytdY5IGqRWRO01nu11s+HjweADcCiWn1+lVwA3B0+vhu4sMaf/x7gda319lp+qNb6Nwyv3znSd3EBsEoHPAPMUkotnMixaK1/obV2w6fPENQkne6IvVZmsu0VJsFmxV6nJGKv1THZNiv2Okn2OlUd40XAzqLnu5gkw1FKLQFOBp4NN10VhvH/o1bLoQQdjn6hlHpOBZ2NAOZrrfdC8EMDzKvRWCI+Avyg6PlkfC8RI30Xk/1/9HGCK+qIpUqp3ymlnlRKvauG45hoJvt7ziP2OipTxWbFXieXyf6e80wRe4WpabNir6MzYfY6VR3jqtpfTvgglGoEHgD+VmvdD/w7cCRwErAX+HqNhvL7WutTgPOBv1JKnVWjzy2LCorQfxD4Ubhpsr6XSkza/5FS6v8BLnBvuGkvcLjW+mTgGuD7SqnmWoylBoi9ljKl7BUOGZsVe60NYq/DmVI2K/Za4YMn2F6nqmNcTYvMCUUpZRMY7b1a658AaK33a609rbUPfJdgSWrC0VrvCe87gDXh5+6Pli3C+45ajCXkfOB5rfX+cFyT8r0UMdJ3MSn/R0qpy4APAH+uQwGU1jqrte4KHz9HoPE7ZqLHUiPEXouYgvYKU8tmxV4nF7HXIUxBmxV7HYFa2OtUdYyraZE5YSilFEGnoQ1a628UbS/Wz1wEvDL0vRMwlgalVFP0mEB8/gqlLUIvA3460WMp4hKKlngm43sZwkjfxYPApWH27OlAX7QkNFEopc4DrgM+qLVOFW2fq5Qyw8fLgKOBNyZyLDVE7LXwmVPRXmFq2azY6+Qi9lo6nqlos2KvZaiZvVbKzpusG0HG42YCz///1fiz30mwJPAS8EJ4ex+wGng53P4gsLAGY1lGkDX8IvBq9F0AbcCvgC3h/ewafTf1QBfQUrStZt8LwY/FXsAhuGL9xEjfBcFSz+3h/9DLwIoajGUrge4q+r/5VrjvH4d/vxeB54E/quX/dA3+L8Re9dSz1/CzJ81mxV6n5k3stWQ8U8pmxV5HHUtN7FU63wmCIAiCIAgCU1dKIQiCIAiCIAg1RRxjQRAEQRAEQUAcY0EQBEEQBEEAxDEWBEEQBEEQBEAcY0EQBEEQBEEAxDEWBEEQBEEQBEAcY0EQBEEQBEEAxDEWBEEQBEEQBAD+f40JPDtd2vc2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f261843da20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "five -> ['F', 'AY', 'V']\n"
     ]
    },
    {
     "data": {
      "image/png": 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slm2OO4ppFhbG6eI70QFhQTLGtWCkF+pawTDAjIAjmSJBqAgpYZydMV6wYAGRSCT1eP/733/Ih8ht12aYZkos51IoY2xIuyZBqAypjHHUO9dC2YVxuo95Os/Y1Oa1bEtt444W9BeDZIzDiGSMa8FoL9T71ammZIwFoWIEsVXXkmVZWrlyZVbxXXNzc+4nx01gmwisFKU8xo7vMTYzPMYpK4V4DAWhvDi+MDZjGcK4vOdbN2WlSt9xyp39znVGMcewUoiVKjyIMK4FI72evxg8K4VMCS0IlSHIDsVaIDmcWnzKKaeUsfjOzxhZgZUicmhWCrmVKgjlJTNjbPjCuMyJqNziW4D6pmZ69qann3bcUYwiVgqZEjp8iJWiFiSHIepnjEzLmx5aEITyE1gaYs2QrEyRa+6J0TDNcRTfpduyiZVCECqEXYWMcU7xHUAkVkcyHk9v45YqvvPGJV0pwoMI41rgJNJBakTK7nkSBMHHSQDKuxB14uC65T9EzolxLCuFaTamskQgXSkEoWIE51arcsI4t/gOIFIXIzmavhD3rBSFPcYy8134EGFcC5wkmH55vClWCkGoGK4fa5G69PtyH8LJ9hgbVqRk8V1mD2MAZQQZI/kdEISyYsfBsMAwK2al0AWK7yKxOpKJeGo2S7FSTC5EGNcCJ5m+ejWjYqUQhEoRxJpVn35fZtJV6X7GuJSVwhnEtLIL/cRKIQgVwkl4NgrIyBiXN86cnBoDACtWB1pjJzw7RTDBRyHkjlH4EGFcC7KsFJZkjAWhUgTCOOIJ48VXfBytddkK76BAu7ZSfYztASwrJ2MsVemCUBnsuFd4BxVs1+bfMcrJGAMpn7FTsiuFASi5MA4RIoxrgZtM39aRdm2CUDmchBdrvjCuxOx3Tm7G2IqkfIe52PZgVkcKECuFIFQMJ57OGFeqK0VQY2Ck5VSkzjtm4DN23VEMs7DHGLyssRTfhQcRxrUg02NsyAQfglAxXNuLtWDWK7v8wth1bAzTRCkFeLdUS2aMczzGYqUQhAphJwpkjMsbZ64bWCkKZYwzhHGRjDF4PmOJ//AgwrgWZHmMLelKIQiVwkl4MZbKGJe/ZZvrOFmFNyW7UjgFMsYpK4VkjAWhrGRljP0YLbeVoki7NvCEsdYurpsoaqUArzOFWKnCgwjjWpDbrk1uoQpCZQjuzlQyY2zbWSdF07JKdqUw8zzG0sdUECqCnfBatUH6Lm0VJviI1vnCeDSO63o+49IZ44hMCR0iRBjXgrx2bXJCFISKEMRaBTPGjuNk3UY1zMIZY60dHGco30ohM98JQmVw4tnnWqhAH+NgSujCVgrX9X5zSnuMTYn/ECHCuBa4yfRtHSm+E4TKEcRaShgPl97+UA7h2Jg5GeNCwti2hwBKWCnkAlkQyoodT2eMg3Nume/MBBljlVV8lxbGjuMJ41JWCqUsyRiHCBHG1UZr30qRWXwnwlgQKkIQaykrRQU8xna2x9iwLNA6VZQTkJ4OWqwUglAVMoVxcM4te7u28WaM64vuQylL4j9EiDCuNsHJUma+E4TK49hZfYwr0a7Ndeys5v6BSM7NGttOIIxbs5aLlUIQKkRm8V2FrBS5E/wAWLGgXVscx/cYj118J/EfFkQYV5vgajXIMBmWWCkEoVIEha4VzBg7BbpSAHkt2+xkP1AoYyxWCkGoCJnt2lJ9jMtspbDzi+8yrRSub6UwjFIeY7FShAkRxtUmJYwlYywIFSeYTKeSGWM732MMBTLGdiCMW7KWK+X9FsitVEEoM1kZ4wq1ays0JXQkCkphZ1kpxvIYS/yHBRHG1SY4+Rk57dq0rt2YBOFwJa9dWyX6GNvZHmOzSMY45THOLr4TK4UgVIhC7doqZaUw0sJYKUUkVucV37njLb4TYRwWRBhXm1TGOJjgI+itKLdRBKHsOEkvU6SUJ44r0pXCySq8OfiMsQkosVIIQrnJbNdWKStF0Mc44zcAIBKLeX2MnfH0MZbiuzAxLmGslDpfKbVRKbVZKfW1AusXK6U6lFIv+Y9ryj/Uw4TgajVlpQhayEi2SCgPEq8ZuBk9wyP1FZr5Lrv4LuUxdooJ4+yMMXidKezkKK7rln18QriReK0gmRnjIKNbqT7GGXYq8HzGidERHHfEX1+i+E4yxqHCGmsD5aUzfgR8CNgNrFVKrdJav5az6f1a6y9WYIyHFylhnGGlAC+THCnezkUQxoPEaw5OMh1jVn1FZr5zCrVrIztjrLUmaQ9gGPUYwXgyUMpi3bpnGRp6idNPP73sYxTCicRrhcnMGCvlvS77lND5xXeAb6WIj7P4zpQ7RiFiPBnjdwGbtdZbtdYJ4D7gY5Ud1mFMnpUiEMYSFEJZkHjNxEmmYyxSV7mMcUa2qJAw3rdvBXv23JtnowhQysRxE+zdu7fs4xNCjcRrpdA6u48x+DU95bZS5BffgW+lyCy+K2WlMGRK6DAxHmF8DLAr4/1uf1kulyqlXlZK/VIpNbcsozscCSwTqeI7sVIIZUXiNZOgXRv4GeMKtGuz7YIe40wrxfDwdlx3JK9VW4BSFobS9PT0lH18QqiReK0UThLQ2cLYtMpffOfXBymVLafSxXd+H+OSXSlkSugwMR5hrAosy22h8Dtgntb6VGA1sLTgjpT6nFJqnVJqXUdHx8GN9HAhz2NcmabjwhGLxGsmrp3hMa6r0AQfTnbGuMAEH0FlumU2FtyHUhZKuSKMjzzKFq9wmMRsufCL3lLt2qBiVgrDtFAq+78yUlePPZrZx1i6UkwWxiOMdwOZV6hzgKz7fVrrLq21/1fIT4F3FtqR1voOrfUZWuszZsyYcSjjnfwU8xhLxlgoDxKvmTiJ9F0Zq75ifYzHmuAjuJ1qWg1F9mKiDJfe3l4pwDuyKFu8+ttO/pgtF7YvgPOsFOUvvsu1UUBgpYgz2NeOUpG8jHImMsFHuBiPMF4LzFdKHa+8TvRXAKsyN1BKzc54exHwevmGeJghHmOhski8ZuLkdKWoQPFdbsa4oDBOtWwqJoy9jLHruvT395d9jEJokXitFKmMcTS9zLTKfq51HRvTzO9jEKnzrBSb1z2Faxe6MZDGUBauJMdCw5hdKbTWtlLqi8DDgAncpbXeoJT6F2Cd1noV8CWl1EWADXQDiys45slNUStFeW/vCEcmEq8ZuC5op+LFd46T7TFOWSmcfCtFMZ+hwkQpL1Pc09PDlClTyj5OIXxIvFYQ2xfGFc4Yu46LMgtljOsYGRjATgyhnfz1mShDMsZhYkxhDKC1fgB4IGfZP2W8vhG4sbxDO0xJFd/5X71YKYQyI/Hq4+bYlirUrq1YxjjLY+x4xy3uMzRRyrs47unp4fjjjy/7OIVwIvFaIVJ3ZzMzxhXwGDt2Xg9j8ISx69goy0U7pW/Oe1YK0QBhQWa+qza5wSpWCkGoDEGsGRVu15bjMTYKWil8YazyexgDaEwM5dVcSQGeIJSBQhnjSlgpcvqYB0Ri3nENU+OOSxhLxjgsiDCuNrlWCmnXJgiVITfWKpkxzpz5rkBXCtvxpqJWRpTCGCgjbaUQBGGCpJJQlbZS2IWL7+q8u0OG5aLH8BhLV4pwIcK42qRO1r4glnZtglAZcmOtQu3aHKdwxtjJ6krhCeNiGWO05zFubW0VYSwI5SCVMa60laJYxtgTxsrU4yq+E2EcHkQYV5s8K4X/LMJYEMqLm5MxjjR48eeW95alaztZHsP0BB/p4wQeY28G4Hy0X3w3depUBgYGyjo+QTgiCbpSWBm+fjNSga4UDoaRL6VSVgrLHfOQSpm4ZZ6RTzh0RBhXG5n5ThCqQ57HuN57LmPWWGvt30ot5DFOx3TQx1gZRYSxNjCUS0NDA8mk/BYIwoSxCxTfGVYF+hhnx39AykoRGTtJ7U0JLcI4LIgwrja5E3xMQivFvjc30rlrR62HIQilCdI0qXZtfg/hcgpjfzKOsbpSuG5wZix8S1Vrz2NcX18vwlgQykEw/XtW8V2k/FNCO07BrhSNU6YCmliTxh5RaJ07oWEa8RiHCxHG1Sav+G7ytWt76PbbePq+5bUehiCUJncynZQwHi7fIXzxXXDmuwwrRSCMizkNtWuglCeMbduW2e8EYaIUKr4zo+UXxjldaQKOOnE+n7jlmxjROMMdsawL5VyUsgAtnSlCggjjajPJZ77Trktf+34Sw0O1HooglCbPYxxYKconjF3bO5EVnODDt1JorVPZIF00Y6xQShPzfYl2iZOoIAjjoFDxXQWsFK5beEpoAKOxA4Ch9nrseLzgNuAV3wGSNQ4JIoyrjTO5PcZDvT04tk0yXv5+sIJQVnJjrQIZY7dAxlgphWGaqQyR17jfu42qixTYuNrAMFyiUe8knkjITJiCMCFSU0JX2EphOxhFagf6+9eDthjtqit5zgyKcqUALxyIMK42bhKUCUEV6ySbErqv/QAAiVERxkLIyfXzV6D4LrBLmDkZI8O0cJwEXV1PpDpSALi6cNbIdRWGoYlEvLGKz1gQJkhQfJfXrq0SfYwLTyLc37eeiHEs2lUkS2SMlX/xLlaKcCDCuNo4ifwpKmHSWCn6OzxhnBRhLISdoh7j8gnjICuc6zE0LQsnspGX1n+Wrdu+l1oedKfIRbsKpVwRxoJQLgpljCvSlSJ7SvgA17XpH3iVmPUWAOxECWHsZ4xlWuhwIMK42jh2fvsYmDRWiiBjnBwt/0QJglBWgtuSQbxFK2Gl8DI8uSdGw7LQeP2Id+9emrF9YWHsugZKScZYEMpGKmNcWSuFdpzUbJeZDA29ieuO0BBbAJROJinxGIcKEcbVxkmkZ+KCSdeura9DrBTCJCHVxziY+a4SVgo/Y5xzK9U0TVzyj+MUyRi7kjEWhPLixL3Yz/T/GuUXxsUyxvH4PgDq6o4FIFkiYxzMiClWinAgwrja5FopJlm7tsBK4Tp2qupeEEJJbmvEwEqRKF9HFde3UuT2MTWsCKhhlLJobDw5vX0RYey4oFS6+E6EsSBMEDuebaMALxFV7q4Ujl1QGCeT3tTusdg0fzhjWyncSaIDDndEGFcb106LYZh07doCKwVI1lgIOVUovnNSVop8j7FWo1hWCwtO/peM7UtljB3JGAtCuXAS2YV3ULmuFAWsFMlkHwB1DTO89yW7UgRWCskYhwERxtXGSaRP1ABKeV0qJkFXCtdxGOjqpKF1CiA+YyHkuLnCuPzFd2krRW5XChMMTxgH9gnTbMB1i3SlcEApjeXvR9q1CcIEKZQxNiKgHSjjBDpeV4oCGWO7FzCI1U313pfsShEIY7kgDgMijKuNk8y2UoD3fhLcQhns7sJ1HKbPPQ6YWGeKrdt+QGfnY+UamiDkk/IYZ0ymY1gVmeAjP2McASNOxGpJFdxZVmtxK4Wj/G28Z8kYC8IEseOFM8ZQ1vOt6xTPGEcirUTrvDtVpbpSGJIxDhUijKuNk8wuvgP/9k74rRR97fsBSgrjPRtfZ9+bG0vux3GG2bbt++w/8NvyD1IQAnI9xuBljSvQri3XY2xaFhhxrEhaDEciU4paKYLZo4MaPhHGgjBBnCIeYyirncITxvlSyk72YlmtRGJ1wBgZY+lKESpEGFeb3OI7qEhvxUrQs38vADOPPxEo7DF+fOkdPHnvz0vup7//FcAlkegq+xgFIUVKGGdciEYaKj7zHXjWCmUmsqwUkZIZY3+opmSMBaEsJIbSLRoDKlDs7jh24Yyx3UckMgUzEgGlsMflMRZhHAZEGFcbN5ldfAcVKQioBD379mJaFlOPngNAMp6feRvs6Wakv7/kfvr6X/I+L8JYqCRuoYxxfWX6GFv5GWNlJXwrhZcpsiJTinqMA2FsGC6GYYgwFoSJMtwNDdOyl1UiY2w7eXeMAJLJXiKRVpRSRKKxMTLGMiV0mBBhXG2cZHbxHVSkt2Il6N2/l9ZZs4k2eFfhuRlj7boM9/UxOjRYcj/9vjBOJLsrM1BBgHyPMZTfSlEkYxxrbERZCaxIK47rHS8SaS1qpfCtyrjaJhqNijAWhIky3FUdYew6BaeEtpN9RCyvUD1SVzfGzHdBH2OJ+zAgwrjaFCy+myRWin17aZt9dKqYILcrxejQIK5jMzo4gNa64D601vT1veh9PtmN1uWrDhacz2wSAAAgAElEQVSELALffuaFaLkzxr6izc0YNUxpQhkaK6P4LhJpw3VHC8aGbXvLtGsTiUSkK4UgTJRCGeMyWylc1wGtC/cxtnuxIq0AWNFYyWJ1w5DiuzAhwrja5LZrA08ohzxjrF2XvgP7mTJrNpE6v5ggJ9CHer2G5k4yWbSZeTy+j0Sig4aG49Hawbb7Kjtw4cjFTXr+faXSyyL1VZn5rn6KFyOGavR9xQaW2QRoXDdb9Gqt08JYJ4lEIpIxFoSJ4CQh3lciY2zjxuO0f/c2nMFDn/An1ZXGyBbGrmtj2/3pjHEsVnLmO/EYhwsRxtWmmJUi5N6ige4u7GSCttlHp6psEzkZ40AYA4wMDhTcT//AKwCYLe/z9iE+Y6FSFCp0HaP4buDRx3B6e8d9CNvP7FqR7OPUt3ox7iZMHDeOadZhmF7c5BbgOY6D1t5PcSLRI8JYECbKsG/Ta5iavTwljBOMvPACXXfcwdBTTx7yYYpdGNu2V2cTiaSFcemZ70QYhwkRxtWmYPGdFfqMca/fkWLKUUdjWhZmJJKXMR7OEMajRYTxyMguAL7XORsQYSxUEMfOj7VoAyQKC2O7q4vdf/d39KxYMe5DDPd5Irq+tTX7MI1eBskeUbjuKIZRh2F4raNyhbFt22jX+yneufOnIowFYaKMBMK4uJXCbm8HIHngAIeK63hWwFwrVXAnNBDGVmycxXcijEOBCONqU7BdW/nnby83Pfs8Ydw2+2gAIrG6vOK7ob50pm10sHAB3ujIbgyzmU32LEAK8IQKUsi2VKL4LrFjJwD2/vGfKIf6eog1NBKJZvdLjTZ49o3EsMZ1RjGMGKbhZYxzC/Bs20Zrb/vOrsexLCXCWBAmwrCfcKkvljG2SfrC+GDiPZdi7RqTSe9cGHiMx+5K4RffhfzO8ZGCCONq49gFPMbh70rRs38vZiRC89TpgF9lGy/sMQYYHSqSMR7djRs5mj68Hwxp2SZUDLeAbalE8V1yt3c3w24/CGHc20vDlLa85Va95xmOD9o47mhJK4UnjL2fYq0TOE67CGNBmAiBMM7LGPsC1klgHwgyxvsP+TBOkSnhA2Gc9hiP1ZXC+7xYKcKBCONqUyiLZYTfStF3YD+tM49CGd6fTLSuPs9jPNzb4834BYwOFBbGo6O76TePYpBmAAZGOyo4auGIppCfv0TxXWKXJ4yDTNJ4GO7tobF1St5yI+Kd4Eb7bVw3jmHUpTLGub2MBwd3poRxU9NbSSb3iDAWhIlQTBgHd2szrBQTyhgXKb5LpqwUfleKWIxkiQk+DCNo1yZdKcKACONqU7BdW/itFP0d7bTOnJV6H6mry+9K0ddLmz/5x8jgAF3dTzM6uje1XmvNyMhuDugZuMpkgGa6R0QYCxXCKeDnjzSAPQJufpvA5M4gYzz+v8mh3p6CGWNXe1np4Z4R30qR9hjnWik6u9bg+sK4oeEtaPqkXZsgTISUMC5mpcj0GB96xrho8V2QMc4ovhvPlNCu9DEOBSKMq03QQiqTSdCurb/jAC3TZ6beR+vyPcbDvT20zpyFFYkyMtjN+vXXsOnNm1PrE8kuXHeELfY0jolF6KeVgbgIY6FCFOxK4fXgdofyO08kdu8GwO7oQBcQzoUY7uulcUp+xti2+3CTJsO9fZ6Vwohhmv6xc6wU/f1bUsV30ehUDCNJMinCWBAOmeFuiDaDle39Txff2emMcXsH2jm0TG1QfJfbxziZ9DLGltXiPUfH6kohVoowIcK4Qmx/6Xn2vPFa/oqCxXfWuNq1aa0POYAnQnx4iNGhQVpmpIVxpK4+b4KPob5eGlvbqGtqIu5sReskXV2PYduerWLU70jxenIaF8xopY9W4gkpvhMqhGt7HV8ysIc8wdn137fnbZ7ctQsMA2wbp6cnb33e9ok48eEhGlvzM8Z2sg/txBjq6/W6Uph1GEZhj/HQ0O6UlSIaacM0bLFSCMJEGO6Ghvy4DDLG2o6T7OjAaG4G28buOrRalyBjbOYW39k9WFZLSvBG6upIJuJFJ75Kz3wnVoowIMK4Qjzy0x/y+PI7sxdq7Z+sC1gpxpExPvDtb7P9yk+UcZTjo7/Du7LOslLEsq0UruMw3N9Hw5Q26pqacYzt3nI3QUfHI4BXeAewX8/g9JZGksYUtHSlECpFgYvQ5AHv723gD7/BzcjguKOj2O3txBacDJDKJpVi2O933FAgY5y0+1G6juG+Hhwn7lsp8rtSaO0wPLwvZaWIRNowTBvHcXHHmbUWBCGHQtNBQ0oYu/29kExS/7a3AWAfYss2109UqZyMcSLRnSq8Ay9jjNbYRe4EpTLGIbdUHimIMK4AQ709DHR20LFjG46d8YceiN+cq0uMiHcSH2u/Tz3N6MsvE9+6tYyjHZv+Tk8kZGeM67KK74b7+0BrGlunML1hLlMiCaLObOqix7D/wO8Ar1UbQAczWNhUjxGZiuWOnZkDb+a9jWuewrHlVpMwTuw4iSHF5m/9f7gj3t9q4oCXGdJDvfQ/8GBq06Rvo2g4/Z3eR8chjIMuLI0FPMYjIzswmMJQbw+uO4pp1GGa+cV3w8M7cGw3ZaUwzWZM0xPEkjUWhNI88+v7+dMv7s5fUUwY+1YKp9e7QK471RPGyf2H5jMOzkeZfYy11vT3v0RT84LUsrrGJm9YRSYPkimhw4UI4wqwf8smwJsauXPXzvSKQPwWLL4rLficvj4S27YBMLD6jwc9ppGBBPf88zPs2Tg+IZpJny8SWmekM8axSAPTOTr1vnuPJyyap09ntjGPROt26tpPoKXnvfT0/Jl4vJ2R0V3EjSnURZqY3xAjFp1BvR5IWS1KsXHNU/z+v27ljT89cdDjF45AXBcOvMrOpwdI/s9K7v7+tcTtOIndXmYoOu8Yeu69N7V50JGi4Z2nA+Nr+j/U5wvjHCtFMtnP0NCbWMYsjjv/NUZH92BaDUQiU1AqysDghtS2g0MbcV0z1ccYXGLRJn8/IowFoRgjA/088+v7eOGBVbhujqAsmjH2i9x8YVx/6qnAoXemCI6b2cd4dHQXo6N7aGt7T2rZUSfOB2Dfm28U3E+6+E4SP2FAhHEF2L95U+r1ga1vplcEt0lyK+XH0a5t5JVXAVB1dQz8cXXe+qd7BrhjV/Es17b1nfQeGOb5h3eMMfp8+jsOYEVj1LekZ/dqTg4x59w3GNq+B4DN69ZgRiLMWfg2Gk1wYv20NJ5G08Yz0dph375f09u7jgMczTtbGjCUorn1TAA27Ht8zDG8/MeHAdjxyksHPX7hyGC4rzd1a5P2DcT3D5B41bvoan14Le9e/iH2b9wMQMv/81eMvvIK8c3e+8RW76Kz/nRPGI+nM0WQ/cnNGPf3e3+jbmwD0cYks6Z9gmPnXo1pNjBr5kfYt28ltj0EwNDgRlzXyuhjbFNX78WZdKYQhOJseHw1TjJJYmSYju3bslcOd0PDNHb07+CTD3ySJ3f70z77SSm337uojZ10MioSwT7EzhSpdm0ZfYy7u/8MwNS2sxka2oLjjDDjuOOxYjH2bHy94H48K4UqWnzX3bOGjo7VJJMHn9gSDp5xCWOl1PlKqY1Kqc1Kqa8VWB9TSt3vr39WKTWv3AMNM8n4KL/69j/z5nNeQOzbvIkZx86jrrGJ/VsyhHHKSpEWxuvb17PWGeA1o/QtlNFXXgalaLnyckbXv0zvzi2pda7WfG3Tbv5p815eHig8ecG2lzsB2PVaNz37hw7q39ff0U7L9Bko5WW1tNaMTl3N8PQNvPLkLex4/VE6en7JW85pwe0eZOiYpwCYOvssIp0zaK5/O9u2f4/h4S2sdC/gzNZGAM6d+5cM0cDr+/KFfibde/ewa8PLmJEIO195qWgBg+BxpMWrnUzy5L1L+Mnnr0r7+rc9RcerzcSj8OJ5J3HSXjhxW4TmAU9sNr3rdLAs+n7zG7TW9P3ud8QWLCAyaxbm1Knjt1IolXXBCNDX9wIALkNse2QuyX1n0tAwD4Bj5nwSxxnkgG8vGhzaiGXNTAljVydp8GfrCjLG4jU+/DnSYnaiaNdl/eoHmeq3B9312ivplXYCEgNQP5Xb1y2h79X1fHH1F/jGn77B2g7votXxhbE1cwbWUUcx+MSTDD7xxEGfWwrNfNfe/gDR6Ay6u5/hmWc/zBNPvp2t27/L7LeczN5Nr3tF9AUsE7HoTPbu/QU9Pc9lLR+N7+ellz7Dy69cy5pnPpzqeCFUjjGFsfIuZX4EfARYCFyplFqYs9nVQI/W+i3AbcCt5R5omHnp4T+w/aXnWX3n7cSHh9m/ZRNHzT+ZWSfO58CWzekNU8LYu2p9eMuTfOqBT/HZ/nVcOa2BZ5/9Ne5QWrTa3d3Et27FGRxkZP3LuHOP4z9m7sFR8NA/X03c8byKj3YPsHk4jtKa/9zmXflu3D/A7Y9vZihuYyccdr/ezYmnz8SwFC/9b4a9Yxz0dRygJaPwrn/n64xM3YByLEZmPMEbW69j+tu3Un/C0zy78cP0zHuI3tdn0Hyi59+aFv8QrpuAhlN4jrNSwvio+gYORM8gNvhnnCIn/6HeHh5b8t8YpsnZl17JUG8PXbsOPut9pHCkxKvWmq7dO9Guy+PL7mTtb39J87QZvLz6IYZ6exhd8zADu+r53ZmKXx7/PmzD5ObNs3Bs7+LOrDNpet/76PvtKkZefJH4G2/QdsXlAFgzZ46v+K6vh/qm5tSkNgFd3d6F4bx519HS8nZefPgPqRNua8vpNDW9lW3bf8D+/avo6VmDMzgjnTF2k9TXe7NLbtmykaVLl3LLLbewc+fBxawweThSYracvPLY/9K7fx9n/c2VtM0+OiWMB7o62fXIzwBItBxD5Be/4d/vcvibR47id5sf4vonvgKAvXcP5pQpGNEoUz/9KeyODnZd+3l2fPJTjG7a5PXcX7+erjvvZPCJ4va9oM7GML343bPnfrp7/oRtD7F5y7/SNuUsZsw4jx07fsJRb1MMjW7guec+xppnPkQi0YUzkKD7l5vYd8tzHN18M0rV8dL6xQwNpRNfu3ctRWuHty74NslkN7t2L6vIdyqkUWNdISmlzga+qbU+z39/I4DW+tsZ2zzsb7NGeWaZ/cAMXWLnZ5xxhl63bl3R437nputRqoBYUvmLSlNgCKrwFqV2XepbUom4/2kX71rDBSvqPds2RKJoZQAaA41GoVHEzTgOLjEdIaFsFBBzoih/JK7h/fuVVigUrjLQCpTG24PWaKWwlYUGLBySysTyr0ZdDAxcXO0NRSkwlMbA9cerC/6btfI+q3FRuBj+8Q3loiybuuZ+ok0DdO87lmnH7MCxTXq2H49huTTNaMe1Lbr3zcHG+7eYKknb0dvo6ZrFaLyBiJv0hII2aGgZYPrcXXTvmwPxKNox0BqUdlGOA36fSDcWIxGJUjc4gI5G0BkzDeX9G4r8Zx30n04Z0cA//OP3S26jlHpea33GRI5Tq3j9r3/7B2x3hKxoUuOMqIO+AaDBdkD7f9Rag2mCZUE87r32Z2h0lUJpsBwXw9WgwLYUWimCGNAZ49Xg7S+g0L9BZ77QZOYXDMOlde52RvtbGdg/p8S/If3bpjFQhsPMkzcw0jONkb4pnlDO/F60dyxvNAaa9N+zhuw/7jG+z+Bfnr3h+KLjSLpXs2D+O7jo8s8UXV+OePX3U/WYfW7NYzzx6K8nOvQJ/ahqVMbnU1GYeh3EoVKZf+lezJJIgGl451k7Ca7jxb3jeOv93wDl6tRvASrYg3f+S539cmJHZY5JZR43e6yZYzdNG6tuhGjLAMq06d91HInBFjKjNNivzvhnBCgMQKGsJG0nbMRNRhjcMxO09r8GE22kIxet/Qfe96DC54pVVf6xMHSEv//Gf5bcZrwxa421AXAMsCvj/W7g3cW20VrbSqk+YBrQOY79F+Q9ei1/6bx6qB+vPZlWocOthiZVK/cnSNUSPOX9m3cV2F4DezLeZ8Q3Q2TsowCB/rX9hwk4/mMS8RrHVutQNYlXy+ri+uFfHurHDw2V8ewCiYzXhW5ABNtXur4luEl0sOeqjeUeiDARvrMJLqK4MC4jVY/ZtU//L19JTvLMY3BOCHCLvK4W/UDqRtOfi8e/ynnOxCX9+1FoXSGkXg+An9VdWLZ9jUcYF0wqHsI2KKU+B3zOfzuolBrrVDCdCZysy0yYxgLhGo+MpTAZY3kVvjVmeuW4MhyzZvH6f8L13UO4xiNjKUyYxgJZ4/kBX/2nH5TathzxCjWK2S96T2H6/mUshQnTWCBc48kYy71cc+O9JTdmnDE7HmG8G5ib8X4OsLfINrv92zytQN7MDVrrO4A7xjMwAKXUunLcqioHYRoLhGs8MpbC1GgsEq8+YRqPjKUwYRoLSMzWEhlLYcI0FgjXeCo1lvHc7FsLzFdKHa+UigJXAKtytlkFLPJf/w3waCnvkyAIFUPiVRAmFxKzghAixswY+36mLwIP4zk879Jab1BK/QuwTmu9CvgZsFwptRnvKvaKSg5aEITCSLwKwuRCYlYQwsV4rBRorR8AHshZ9k8Zr0eBy8o7NOAgbglVgTCNBcI1HhlLYWoyFonXFGEaj4ylMGEaC0jM1hIZS2HCNBYI13gqMpYx27UJgiAIgiAIwpFA+JrfCYIgCIIgCEINCK0wHmuKzAofe65S6jGl1OtKqQ1Kqf/XX/5NpdQepdRL/uOCKo1nu1LqFf+Y6/xlU5VS/6uUetN/bqvCOE7O+Le/pJTqV0pdX83vRSl1l1KqXSn1asaygt+F8vi+/zf0slLq9CqM5d+VUm/4x1uplJriL5+nlBrJ+I5+Us6x1BqJ16zxhCJe/ePWNGYlXsOJxGvemEIRsxKvY46lOvHqzdsdrgdeAcIW4AQgCqwHFlbx+LOB0/3XzcAmvKk6vwn83xp8H9uB6TnLvgN8zX/9NeDWGvwf7cfrC1i17wX4K+B04NWxvgvgAuBBvB6gZwHPVmEsHwYs//WtGWOZl7nd4fSQeM0bT+jiNeP/qaoxK/EavofEa8ExhS5mJV5rF69hzRi/C9istd6qtU4A9wEfq9bBtdb7tNYv+K8HgNfxZh4KEx8DlvqvlwIXV/n4HwS2aK13VPOgWusnye/fWey7+BiwTHs8A0xRSs2u5Fi01o9orYO5iJ7B60l6uCPxOja1jleoQcxKvIYSidfxUeuYlXitUbyGVRgXmiKzJoGjlJoHvAN41l/0RT+Nf1e1bofizXD0iFLqeeXNbAQwS2u9D7wfGmBmlcYScAXwPxnva/G9BBT7Lmr9d/RZvCvqgOOVUi8qpZ5QSr2viuOoNLX+nlNIvJYkLDEr8Vpbav09pwhJvEI4Y1bitTQVi9ewCuNxTX9Z8UEo1QT8Crhea90P/Bg4ETgN2Af8Z5WG8l6t9enAR4AvKKX+qkrHLYjymtBfBKzwF9XqexmLmv0dKaW+jjeL/T3+on3AsVrrdwA3APcqpVqqMZYqIPGaTajiFSZNzEq8VgeJ13xCFbMSr2McuMLxGlZhPJ4pMiuKUiqCF7T3aK1/DaC1PqC1drTWLvBTvFtSFUdrvdd/bgdW+sc9ENy28J/bqzEWn48AL2itD/jjqsn3kkGx76Imf0dKqUXAhcAntW+A0lrHtdZd/uvn8Tx+J1V6LFVC4jWDEMYrhCtmJV5ri8RrDiGMWYnXIlQjXsMqjMczRWbFUEopvJmGXtdafzdjeaZ/5uPAq7mfrcBYGpVSzcFrPPP5q2RPEboI+G2lx5LBlWTc4qnF95JDse9iFXCVXz17FtAX3BKqFEqp84GvAhdprYczls9QSpn+6xOA+cDWSo6liki8po8ZxniFcMWsxGttkXjNHk8YY1bitQBVi9exqvNq9cCreNyEp/y/XuVj/yXeLYGXgZf8xwXAcuAVf/kqYHYVxnICXtXwemBD8F0A04A/Am/6z1Or9N00AF1Aa8ayqn0veD8W+4Ak3hXr1cW+C7xbPT/y/4ZeAc6owlg24/mugr+bn/jbXur//60HXgD+upp/01X4u5B41eGLV//YNYtZiddwPiRes8YTqpiVeC05lqrEq8x8JwiCIAiCIAiE10ohCIIgCIIgCFVFhLEgCIIgCIIgIMJYEARBEARBEACwanXg6dOn63nz5tXq8IIQOp5//vlOrfWMWo+jEBKvE2fz5s0MDg5y6qmnYhj5OQnHcXj55Zdpa2tDvuvwE+Z4BYlZQchlvDFbM2E8b9481q1bV6vDC0LoUEpVdXrtg0HideL8+te/5tJLL+XrX/86l156ad76n//853z2s59lxYoVfOADH6jBCIWDIczxChKzgpDLeGNWrBSCIAhV4MILL2TatGksW7as4Pply5Zx7LHHcs4551R3YIIgCEIKEcaCIAhVIBqNcsUVV/Dggw/S2dmZtW7nzp088cQTfPrTn8ab/0AQhMnGNddcg1KKG264IWv5xRdfzPTp0+no6Mj7zB//+EeUUvzoRz+q1jCFMRBhLAiCUCUWLVpEMpnk/vvvz1p+9913o7XmqquuqtHIBEGYCCMjI6xYsQKAe+65B9u2s9Z1d3fzhS98Ieszw8PDfO5zn+M973kP//AP/8DixYurOWShCGMKY6XUXUqpdqVUwSkI/ekAv6+U2qyUelkpdXr5hykIwniRmK0eB5shOvPMMznuuOP44he/mJUhWr58OWeffTYnnXRSVcYthAeJ18ODlStX0t/fzwUXXEB7ezsPPfRQat21116L1poVK1bw+9//PrX8G9/4Bvv27eOv//qvGR4eZtGiRYV2LVSZ8WSMlwDnl1j/Ebx5qecDnwN+PPFhCYIwAZYgMVtxSmWIfvzjH+O6Ll/60peyPjM8PMzAwAAA5557LgDPPfccb7zxhmSLj1yWIPE66Vm6dCltbW0sWbKE+vr6rFqCoL5g5syZXHfddfT397N27Vq+973vcdNNN/Hwww9LfUGIGFMYa62fBLpLbPIxYJn2eAaYopSaXa4BCoJwcEjMVodSGaLZs2fz3e9+l/vuuy8vQzQ8PIxhGCxfvhzwiu5isRiXX3551f8NQu2ReJ387N27l9WrV3P55ZczY8YMLr74YlatWkVPTw+Qri/o6emhp6eHG264gauvvpozzjiDSy+9VOoLQkY5PMbHALsy3u/2l+WhlPqcUmqdUmpdIRO6IAhVYVwxK/FamlIZIoDFixdz/vnn52WIbr75Zs4991zuvvtuEokE999/PxdddBFtbW01+pcIIUfOsSFn+fLluK6buuuzaNEi4vF4Vi1BUF9w4YUX8rOf/YxNmzZx1113ce+990p9QcgohzAudImjC22otb5Da32G1vqMGTNC2xddEA53xhWzEq/FGStDFHDHHXfQ19fH9df/HVdddSmnvv0E/s//+VsWLVrEjh07uPHGG+ns7JSTolAKOceGkGd+dR9P3+ddDC9btoz58+dz9tlnA55N6uijj866WD7zzDNZuHAh27ZtY+bMmVxyySUsXLhQ6gtCSDmE8W5gbsb7OcDeMuxXEITKIDF7iCRGR+jvbB9Xhghg7ty5fOc73+HnP7+HLVt288UvjNDe8Xs+/vGP09LSwm233cbMmTM5//xSFlPhCEfiNWSMDPTz7MpfsPHPT7F27Vpee+01LrnkEnp7e+nt7WVgYIBLLrmENWvWsGnTptTnrrrqKp577jnAs1dIfUE4KYcwXgVc5VfOngX0aa33lWG/k4PkKLS/UetRCMLBcGTH7ARY/dMfseJfvj6uDFHAZz5zGW1tJh/68AKOmxclkeikvr6eyy67DK01n/jEJ7Csmk1CKoQfideQ8erjq7GTCQa6O1myZAkAt956K21tbanHD3/4Q4Cs34RPfepTGIbByMhwap3UF4SP8bRr+x9gDXCyUmq3UupqpdTnlVKf9zd5ANgKbAZ+CvxdxUYbRl75Bdx+FrS/XuuRCAIgMZvJkiVLUEoVfKxevfqg9jU6OMimZ//E61u3jjtDBLB//68wTZjSejKW1Uwy2QvAnXfeidaa2267rWz/XmHyIfE6udCuy/r/fQCA+Gic+++7j3e/+9089thjeY/TTjuN5cuXo7XnfDnmmGN4z3tOZGhoENuW+oKwMmaaQmt95RjrNfCFUtsc1oz0AhqeuR0u+kGtRyMIErPxAfifK+GC/0gtWrFiBXPmzMnabOHChQe1241rnsJJJnlm01bAyxDdeuutedstW7aMm2++OfV+775fYhhRIpFWLGsKdrLvoI4rHN4c8fE6yRjo6qTvwH6Ofdtp/OHBB+nq7uY/r7uuYKu1a6+9luuuu44//vEBTj99ClOnvpePXHAUTz/9Js8994TUF4QUmfluorhJ73n9/TDUWXpbQRAqz4ENsP0p2Lkmtei0007jrLPOynq0tLQc1G43PLEa23F5ccce3vWud5XMENn2KI4zgusmGR7ehjKiAEQiU0jaPWMcSRCEsOLY3jl/+pxjWbd9D42NDVx22WUFt73yyiupr6/n+z/4Mi++dBXxRCfvOTuKUvDmm3ulviCkiLFtojh+U38nDq/+Ct59bW3HIwhHOn27veeRbmBaWXaZGBlm35sb2dw7wHAiyd9efXXJDNGyZZ/g9HdO5eSTvgW4KEzAF8aSMRaESYvjT+TTOnMWn/nLM/jg1X9HQ0NDwW2bmiK8/sb32Lz5FgBGhreDOsCFFx7N7363l49//P1SXxBCJGM8UYKMMcCIZIIEoeb0+S1fh9NzJjiOg23bqYfjOAe1y94D+wF4ac8BYpbFRR+9oOB2QYboV79ey8DAK4zGveYBSvnC2GpNeYwFQZh8uP5vR9O06RimyWB34TvFQ0NbefKpd7F58y00Ns4HYGDgVRxnmFtvvYrVfzyBb31LbBRhRITxRHGSYEYB5b0WBKG2BBnjDGG8YMECIpFI6vH+97//oHbZe8BrAvCdr/5f/vWS84gWyfK0trYyPDzMjTceSyLRydCgV4j35qPYGL8AACAASURBVJvPsGTJEiKRNhHGgjCJcf2MsWlFaGybykBXEWE8/CauO8JbF3ybM965AlD09D4LQEPjiQA4zmhVxiwcHJLDnyiuDUbEfy3CWBBqTpaVwmPlypVZxXfNzc0Htcve/Z4wnjb3OADsePETmtaaRMI7dk/vMwDU1Xkz+FqRVmy7D61dlJK8hCBMNoK7TaZl0Tx1elFhnPR/A6ZOfR+W1UwsNove3rUANDac4O3LHa7CiIWDRYTxRHFtMP2vMfAbC4JQOzIzxn5onnLKKbzlLW859F0e2E9dcwtNbVMBSCbiRbd1nEG0TgDQ0/MMkchUTLMe8DzGoLHtASKR1kMejyAIB8fIqxvouftuZv/rzSjTPOT9uH7xnWFaNE+bTvv2LQW3SyY9a2Uk4v1m1NcfR2+QMfaFseuMHPI4hMohKYuJ4iS9jLFpScZYEMJAymPcVbZd9h7Yx5RZR2FFYwDY8eLCOJFIHzeZ7E5liwEi1hR/udQjCEI1GX5mDX2/+Q12e/uE9hNkjA3LpGnadAa6ulJ9ijNJJHswzUZM0/vNqK/3Ji9UKpJ6LVaKcCLCeKK4STAsTxyLx1gQastoP4z6XR8yrBQTpffAfqbMmo0V9dqu2YlE0W2Tyezj1sWOTr32MsaQtKUzhSBUE+17g+2Ojgntx/XvDJumZ6WwE3FGhwbztksmuolE0hN31Nd5YjgWm4VSJoZRJ1aKkCLCeKI4NpgR7+GKlUIQakr/Hu956one5DuuO+FdOnaSgc4Opsw6ikjMy/6UslIEGWPD8OwTsbpMYezZJ2wpwBOEqqJtL9M7YWHs78cwTZqmeu0gBwv4jJPJbqK+jQKgvv5YAOr83wPTrJeMcUgRYTxRMjPGIowFobYE/uLZbwc0JCeekenvaEdrl9ZZs7Fi47BS+BnjlpZTAaivOya1LsggSWcKQagu2vcGly1jbFlE672L32SB34NEsptINCNjHAjjmGetMo168RiHFBHGE8VJ+hljS6wUglBrUsLYE6WLLz0PrfWECu+CHsaex3gcVgq/Gr219R1AdsbYsryMsQhjQagygZVioh5jfz+GZWH6bRuDFm6ZJJM9qcI7SHuMY37NgWHW47gijMOIdKWYKNKuTRDCQ99uUCbMXOi9H564z7i/wzuRts48iki0DiicIQpIJLswzUaam94KQH1duk1cYKUQj7EgVBedLJfHOLBSWJiWd+637fxzfyKRbaWIRqdx0vxvMG3aOQCYZh2OZIxDiWSMJ0rQrs2IsOTRTSilCj5Wr15d65EKwuHPaC/UT4HGGd77MhTgJf2exdH6+rSVooTH2Cu6mcqMGefxtlNup7n5lNQ6pUwsq0W6UghClUkV37VPTBinMsamWTRj7DgjuO5IVsYYYO7cxTQ0zAPANBpwHCm+CyOSMZ4oju8xBtDe1d+KFSuyJhMAWLhwYbVHJghHHvYoWHXQ4J+QypAxdpJeNsi0IpiWhVLGGBnjbqLRaRhGhJkzz8tbH7GmYCclYywI1aR8XSnSE3wYvjB2cjLGqR7GGR7jXAyzDtvun9BYhMogwniiuH4fYxS4XsuW0047bUKeRkEQDhE7DlYM6n1hXIaMcXDS80SxwopGx8wYx2Kziq6PRKaQtMVjLAjVRDvlbddmWBZmxLNSBBfPAUEBbjQnY5yJaTYQjx+Y0FiEyiBWiomS2a5NO7UejSAc2QQZ41izdyenDJN8OMkkhmmhDO/n0orFSgrjRLKLSLT4CdGKtErxnSBUm8Bj3NWFdg79XB1YKUzTTHmMnRwrRVCAm9nHOBfTqBePcUgRYTxRUu3arFTPVMdxsG079XAmEISCIBwEyVEvY6wUNEwri5XCTiZTmSGASCxW1Eqhtc4rusnFMpvEWygIVSawUuC62F2HfsHspjzG6a4UecLYt1JEo9OK7scw63ClK0UoEWE8UVLt2tIZ4wULFhCJRFKP97///TUepCAcIdijYHm9RamfWh4rRY4wtqKxon2MHWcQrRNESpwQlRHBlQ42glBVdIZ4nYidws2YEjplpbALWylyi+8yMc0GmeAjpIjHeKK4TobH2AuYlStXZhXfNTc312hwgnCEYcch2ui9bpjqzX43QRw7iZUljKPYycJ9jINZ70pljA1lobUIY0GoJuUTxjZKGRhG8a4UyUS334Gm+LnfNOpwnGG01iilDnk8QvkRYTxR3KTXrk2lhfEpp5wixXeCUAvsUc9CAZ6lIj4w4V3mZoxLWSniCe+EG43OKLo/yRgLQvXRdhKzrQ2np2dCwtixbQzLBMjoSpEtjBPJbiKRNpQqflPeNOsBF60TKBU75PEI5UesFBMlaNdmmFJ8Jwi1JuhKAWBGwSk+Q914cZLJVJENlLZSJOLeZCCx2Myi+zNUVDLGglBtbAdrpheXTs+h30lyHRvD9ARxymOc05UiPrq35MUxeDPfAWKnCCEijCdK0K7NiKQyxpVkZGQnjz3+FwwNban4sQRh0hF0pQDP9+/kT9V60LtMJvIyxsW6UsQTnjCWjLEghAtt2xgNDd7rElO6j4VjO5imnzE2TJRhZGWMtdb09a+npfltJfdjGoEwlkLcsCHCeKI4/sx3VWrXNjKyC9cdZXhke946142z6c2bZVYt4cjFHk1njI1IeTLGto2VkzFOFhHGiUQnSkVKtmkyVEQyxoJQZbRto6JRMM08YXzNNdeglOKGG24o+vlHHnmEj3zkI3z8S3/P9ctWcNJJJ/HVr36VuKOziu9GRrZj2320tr6j5HhMP2PsupIxDhsijCdKKmNsgXbLuuvtL79I1+5d2YdzvYAudJU5MPA6u3b9nK7up8s6DkGYNNijEPG7UpTTShEdv5UiGp1esphGGZZkjAWhymg7ibIsVDSKTmYK2RFWrFgBwD333INt599l+rd/+zfOO+886urquP5TV/ClCz/E5z//eZYsWcJ3H3qcfQfSE3X09b0IQEvLaSXHY5qSMQ4rIownipue4GPx6Q1orctWePfIf3+ftat+lX047Z3o3QKNwR1nCADbnnjBkSBMSrI8xhGvBmCC5HqMI7HiGeN4oqOkvxi8jLFXdCM1CYJQNZJ2WhhnZIxXrlxJf38/F1xwAe3t7Tz00ENZH3vsscf4x3/8R66//npWrlzJWacs5K1zj+GGG27gmWeeYTiR4Jaf/jy1fV//S5hmE42NpXWAkbJSSC/jsCHCeKI4dobHuLxZoOToaJ6XUfvHKBRMtu1NSW0n+8o6DkGYFGid4zGOliUmbTunj3Eshl3Eo+hljEsX3SgjCiBZY0GoItq2IWKhIpGsjPHSpUtpa2tjyZIl1NfXs2zZsqzPfec732Hq1Kl8+9vfBrzWbEHx3fHHH89573gb6ze+ybPPPgtAf99LtLa8vWRHCsjIGIuVInSIMJ4obtLrSFGmQp9M7Hg8r3F42kpRKGPsC2O7v6zjEIRJQWCbyMoYl8FKkUhke4wjUZxkErdAsW080UFsrGp05e1LfMaCUD2046CsCCoaSWWM9+7dy+rVq7n88suZMWMGF198MatWraKnx6vTsW2bJ554gg996EPU1XkX3K7jYPjFdwCnn3g8AI8++ijO/8/eu4dJVlf33p/fvtSlb9Mz0zMwMDMgOoBI8hKdoCQ5SgyJeAkqhoOYKCTm1RCNiT4n5wiJxhjzHFFPOImiiUHeccAEDkROiAe8EcEcIwIa5M4wwDD3W1/rvm+/9499qaru6nt11Z6u9Xnoh+5du3atrulV+7vX/v7W8qsUS08zNPT/zBtP4jEWK0XqEGG8XOLJd4bV1oqxDgI815nRHzERxsHMZLryyr/k7W/bQ2mWMbiFQoH+/n6uuuqqtsUpCKnBjS4Wm7pStMFK4c3sYwzMqBoHgYPrjpGZx0qhjGgogFSMBaFjaM9FmWZTxfjmm28mCALe8573AHDllVdSq9W47bbbABgdHaVSqXD66acnx/F9L+lfDLBx3TAA+/btw3GOobVPPn/avPHUrRRSMU4bIoyXg9ZhJwrDbttJOCY+6U7vjxh7jFtVjC+9dDuFQsC99z7a8ph33HEH5XKZK6+8sm1xCkJq8CLb0Ur0MbYzyc/WLMLYcY4DSMVYEFLAg4ce5Jt7GvzCkcfYaPAY79y5k23btnHBBRcAcNFFF3HKKackdgqt9YzjBp6X9C8GmkRy3BHKtofnja9upRCPcdoQYbwcYiFsWmHFGN22Xsbx4p5ZK8Ytbr+89nVnMDRkcNc/P97ymDt37mTr1q1ceOGFbYlREFKFF1VerIauFIEXXsAu57Ce1+wxzoQieXpnimTq3bwV4/BYUjEWhJXjlqdu4fM/+Xzyc91jHArjhx56iCeffJJLL72UiYkJJiYmKBQKXHrppfzwhz9k165djIyMkM/n2bNnT3KcxgEfAOOlUNhu2bIF1w0HhyxKGIuVInWIMF4O8YktbtcGbasaxyfd6TPYdTB7VwrTqPLLvzzAD35wgOPHjzc9tnfvXu6//37e/e53y1x2YXUyvWLcppz0XRfLrp8I7Ux4/OljoZOpd/NWjENhLRVjQVg5HN9hyqmvt9Fe1JUislJ89atfBeC6665j7dq1ydcXvvAFICwkWZbFa1/7Wr7zne9QrYYX3o0DPgD+47kXAHj961/fIIxn72MeE1spArFSpA4RxsshiERr1K6tadsyiU+63ozFd3FXiplXmZ5f5Fd/bQDP04lHKuaWW25Ba514qQRh1ZFUjBu6UsCy7RS+6zSPhM6Gx5/eMUYqxoKQHpzAoeAUEjtEKIxtVCZDrVLh1ltv5dWvfjXf+973Znydd9553HzzzWit+eM//mNGR0e59tprgahiHNknXnjhBf7l3x/k7K2befWrX43rhut7FiaMM4AhFeMUYs2/izArcRcKwwaiKmybTnbxSXd6xXguj7Hvlzj77Bynn55j586dfOADH0geu/nmm7ngggs488wz2xKfIKSOFRDGOggIfL958V1cMXamV4yPAYqMvX7OYxoq/NiVirEgrByO7+Brn5Jb4o5/uIPffuhBeOjBpn1GR0fxPI+LLrqoafv73/9+rr76au677z5+5Vd+hU9+8pN8/OMfZ8+ePWxVLuvXr+f666/n05/+NH25HL/3ll8DiCrGCtteM298SilMMy/t2lKIVIyXQ2KlMOsV4za1bHNr0W2b6Yvv5uhK4XvhgI+LfrWfBx98kF27dgHw4IMP8vTTT0u1WFjdJMI4XnwXXfcv4y5OfMemafHdLB5j1x3HstZgGDZzIRVjQVh53MBls+uR++IFUA4Xxd347nfzv9/2dn5+3Tr6+vr43ve+x/nnnz/juVdccQX5fD6xW3zsYx/jnnvuoVQq8ff/5zt88qZb+OIXv8h73vMePveHV7O2vy98TXcCyxpCKXPGMVthGLmWtkihuyxIGCulLlZKPaOU2q2U+miLx69SSh1TSj0Sff1u+0NNIcniuwaPcbsqxrX5Ft+1GPAR9TG+6Ff6MQwjWVm7c+dOstksl19+eVtiE9JNz+Zr4jFuX8U4vjC1GirGucFBAH5y9z9TmhhPtrveJLY9NO8x464UgVSMBXo4X1cYx3d4ueNgTeyFYjiy+dwtW3jV5s3c+gu/QKlU4sILL2RoaGbOrlmzhnK5zI4dO5JtF198Md/61rf4wtVX8fXPfopnn32Wz372swwPDSXnadcdX5CNIsY0+2TyXQqZVxir8NLnBuCNwDnAFUqpc1rsepvW+rzo68Y2x5lOGhffJRXj9pzs6l0pmo+n5+hK4UUV45ENFq9//X/illtuwXEcbrvtNi655BLWrl14wgonJj2dr3HF2G6/MG70GK8/dQuve/d72fvEo3xvx5frL+9NYVnzC+N48p2WinHP09P5usK4gctaP+wSpZO7SaHHOJhlcuVCmD7gw7Tt5Dy9eGGck3ZtKWQhFePzgd1a6+e11g5wK/DWlQ3rBMFvWHxntHfxXb1ivLjJd6bZD8AVV7yFF198kWuuuYbjx4+LjaJ36N18nVExXv7Fqp9YKZrtEdvf8nZO2XZ2U8XYcycXJIzFYyw00Lv5usI4vsNaPwBAu+Fng1YK37JwqzU8z8P3F99e1feb+xibltVQMZ5YUKu25LlGXqwUKWQhwvhUYF/Dz/ujbdN5h1LqUaXUHUqpLW2JLu0kFWOr7mdsd8XYnW3xXQuPsV8ilzsFgIsvPp+hoSGuv/56Nm7cyMUXX9yWuITU07v5Ot1jbCxfGHtOa2EMYGYyeG698uR6BWxrAYtuxGMs1OndfF1hHN9hbTxXIPpsuODPP8Fpn7mOc75/P7Zt87rXvW7Rxw18v2moh2lZySJ51x0ns4iKsWFk8YPa/DsKHWUhwrhV09vpHfP/BThda/2zwHeBr7Y8kFLvU0o9rJR6+NixY4uLNI00tmtbMY9x64pxEFSapvJorfG8ErnsJgBs2+Gyyy5Da8273vUuLEsakPQIvZuvM0ZCt8FK4c20UsRYto3fcEs2tFIMzntM8RgLDbQtX+EEzNkVxAnqFWOiivHOP/gD7vm9q7n9nHN46KGH+MpXvrLo4/pe84AP07ITy5WzSCuFYWSTc7qQHhYijPcDjVeom4GDjTtorUe11vFlz98Dr2p1IK31l7XW27XW2zdsmLsJ/glB0q7NaruVIu5jrIOAoGGaXuwx1tpH63pCBUEFCMhGFWPPm+TGG29Ea83111/flpiEE4LezdcZI6HbYKWIF99lWlSM7QxeQ9cYz5vEWsjiO/EYC3Xalq/RvidWzq4gru/WhbEXnitfftpp/Nzpp3NuJsv27ds566yzFn3cwPOaBnwYkZXC92sEQWVRVgrDzBFIxTh1LEQYPwRsU0q9RCmVAd4J3NW4g1JqU8OPlwBPtS/EFNNkpWhvu7bGW7SNnSkary4bfcbxwru4Yux69Yk/Qk/Ru/k6YyR0nJPtXXwXY9l1K0V4UqwtzEoRVYzFYyzQy/m6wjhBo5UiFJ/KtFCZcCT0UplppQgX37leuN7AWowwNjIijFPIvPfXtdaeUuqDwLcAE7hJa/2EUuqTwMNa67uADymlLgE8YAy4agVjTg+N7driBGxTFahx3KzvuslQgUA3CuNycnXqR63asrmTAfC8QlviEE4sejpfvRqg6oI4tlIsIydnW3wHYRU5Fs6eH+bbwrpShB+74jEWejpfVxAv8Ah00FAxDi+alWWiUOD7aN9HmQvrN9xI4HvTulJY6CDAqY0CkLHXLfhYoZVCBnykjQUZT7XWdwN3T9v28YbvrwGuaW9oJwCN7dpUVHxv0+K7xuEBwTwV4737/r9k2pZtrcE0B/DcybbEIZx49Gy+etXQX6wi22YbrBRxRbhVxdi0M3hR5SnOt4V1pRCPsVCnZ/N1BXF8B7RO2rXFd42UZaGMUNRq1120MNZah5Mwp1WMAarV4wCLs1IYWakYpxBZkbUcGtu1BZEwbvNIaKDJxxgEDkpZaO3h+2V8v8azz36K/v5tYShmP7Y1hCdWCqHX8Kp1fzG0t49xq4qxbeNHwjnON/EYC0L3cQOXPq1J5lVGHmNMExXlsnZdyOUWddwgOuc3L74Lv3drYwBLWHwnwjhtyEjo5dCyXVt7F9/BzIqxFfkYfb+SnJBLpWcBsKwBLHtIPMZC7xFXjGOM9nmMrYaR0DGmncH3PHQQJHloL8RKIRVjQVhRHN9hXWyjAK58zSaePOtsXrr1tLowXoLPOPDCCnSTlSKqGNciK8WiBnwYsvgujYgwXg5Bq64U7a8YNy6+09rFtiNhHJRneIlNs59sdhPVyj4EoafwatMqxstfEBvnXmuPcSiWPc/FTawUC1l8Fw34kIqxIKwIjVPvwg1h339lh4vvYGnC2I8+SxqtFPFCPNcJF9/F5+eFELdra2y9KnQfEcbLoXHxnbky7dqguZdxEDjJyvfGinGMafUzMHA2pfJzciUq9BZeFex8/ee2Wilmus6sSCz7jptcoC5o8Z0yASUVY0FYIRzfYTgIK8Y1BXjhehw13UqxSAK/VcU4EsZeEaUyGEa25XNbEe8rvYzThQjj5dBUMW6vlcKbQxjH7WACf2bF2DIHGBg4C609SqXn2xKLIJwQzKgYL18Yz7f4Lt4n8RgvSBgrDMOWirEgrARaM/hv13NeNTyHHrQsgqhijGVhLKdi3GLgT3w3yXMLWFb/oo5nmLEwls4UaUKE8XJorBi3efKd69TI5PPRy0yrGNtzVIzNPgYHXg5Asfh0W2IRhBMCt9LsMW7ngI85rBS+6+B6kxhGFtNcWLVIqYxUjAVhJSgcYv3DO/idyfDceMi00LGVwrLrVoqlVIxbeozDc7/vFzHNRQrjpGIsd3fThAjj5dDYrq0NJ+FGvFqNbN9AeMgmj7GDbcW9i+sV42z2ZEyzH6UM8vnTMYwMxZIIY6GHmM1jvJw+xomVotXiu6hS5LjROOj5q8UxUjEWhBXCCUWwBXjKZMw0wI/6GNvW8hbfxV0pWrRr8/0y1qKFcfi5IsI4XYgwXg6N7dravPjOdWrk+vujlwmPGY6B9pMTsO9XksECGza8gb786QAYhkV//zaKxWfaEosgnBBM70rRDo+x54JSTRWiGKvJSlFYlDBWypKKsSCsBG4p+baa7adiGKhYGFvW8irGLT3GsTAuYVoDizqeaYSfVyKM04X0MV4Oje3akgEf7fMYZ09urhjHBn3DzGEYOfygjHY9wGDby64F6itbB/rPZnTs/rbEIggnBNMrxsby7+J4rotl2ah4aEgDyeI718FzJxfUqi0JTUnFWBBWhKhi/LxtkVl/OpXCCxiR8FTW8irGSZeaFn2M/aBM3jxlUccTK0U6kYrxcmi1+K6NI6Gz/ZEwjq5s4xGyhrIxzb6kYmxZgxiGhWHUfZADgy/HcY7jOMfbEo8gpB6vClZDVwrDAGUuuytFq1ZtAGbcrs1xcb2pBQ33iFGGLRVjQVgJoorxx0fW8/hFf0JVKYzABTQ0VIyDJfUxnmmliL8PgsqiK8YijNOJCONl4LphC5imdm1t8BgHvk/ge2T7+sKf44qxjirGRgbTzIceY7f1LdxsZiMAjjO27HgE4YRg+uQ7CO0Uy1x8N5swjq0UftSVYnEe44xUjAVhJYjOyxWlGM4NUzEUCo0yplWMl2Cl8CMrhdlopbDjgT3lJS++833pSpEmRBgvg2/svjP8xmj0GPuzP2GBxMM9spHHOB4JrYNGYdyP7xWTivF0zKhtjO+XZjwmCKuS6R5jWL4w9uaoGCdtmmJhvPDG/uIxFoQVIrJSVA3F2uxaKpENSpm62WPctsV3UcVYV5ew+E4qxmlEPMbLoFSdJEBhGAboyIPYhipQPNwjF1kpkopx7JMyMmSzJ1GtHcY0cq2FcZSgnghjoVeY7jGGcFT7svoYuy1btUG9XVultgfXHae/7yULPq6hbLQIY0FoP5GVoqIUQ5khakZY3TWsUBgTCeX2tmvTaKpJQWqhyICPdCIV42WgfQcvXpSjVOgzboOVIqkYJ+3aYo9xvWKcy51CtXpw1opxfOXqeyKMhR4gCMKxr3Zf83Yzs3yPcYvhHlC3UpTc+1HK4qSTfn3Bx1WGnawZEAShjUQV44phkDEzBNFdJMOKPMbLWXzntx7wYVga0IuuGJumdKVII1IxXiJaa7Tv4DeuVjfs9laMB2bpSqEy5LKn4LqjAAxEAz0aiSvGYqUQegKnGP4/N83na9rLGtM+r5XC0FT0A4xseD2ZzPoFH1e6UgjCChEN86goRcbMoO1QfCpTh6JYh92b2lcxtjHscPy0acriu9WACOMlUvEqWGiaTrmm3ZZ2bfE46GxfJG7jrhTJ4jubXC5sC+O6oy0X/ZTLYaI6bmHGY4Kw6qhFf+fZaXdPll0xdmavGGcyDJ5aQqsimzb9xqKOqwwb35MFN4LQdpwSvmHiR8JY2eF51LCC0EoRoZ2l9DFu3ZUiEcaLtlLIgI80IlaKJVJ0i5gavMb2pobVnopxZKXI5PMow0gqxnGFSUVWiphWVooXXjgEwPj4oWXHIwipZzZhbNjL9Bh7c1SMM2TXhMdeM/RzizqueIwFYYVwy7jRcB/bsDEykTA2Nco0lzXgw28x4MOybMxMuH2pi+/8QC6S04QI4yVScktYWuMS2iqAqGLcBmFcDZPEymQxLXsWj/Gpyf6tBgtUqz5aK6amji47HkFIPYkwbmGlWGa7ttkW35mWhZX3QCtse3hRxxWPsSCsEE4Z17SxDAtDGRAJYxUtvlvWSOgWAz4My8JMrBTSlWI1IMJ4iZTdMhbgKqjGPQiN5fkZk2NPTQLQt2YY07ZmCmMVdqWAsFzdqmJcq9XwPJtScXTZ8QhC6qlNhf9vaaVYmXZtSiky/RqCPpRa3EepVIwFYYVwSzimTSayKViZ8DPBsDTYNsowwLKWNfmuyUphmhiZUBhbixzwoZQNGCKMU4YI4yVSdIvYWuOhKMWz2U2rLcK4NDEOQP+aYUzLJvA83MMlvErYuNwwMhhGJhni0cpjXK1WCQKLSnV82fEIQupJhHGrivHSrRS1Uinx+rfC7gvAz/Pjn7yLhx7+DfYf+IcFHVcqxoKwQjhlHNMiE9spogW5hq2S0e4qk1na4rt4wEeDMFZKYeXC4y62YqyUwjCyIoxThgjjJRJbKTwFxXhFvNEeK0V5cgI7l8fO5UJhXPM58vn/YPyup8KXia6Es5HPuFXFuFqt4ns2rlvEXcIHgCCcUMy6+G55OVktFpLuMK2w8j46MJiY+BHl8gvs2vXnaD3/kB/pSiEIK4RbpmZYScXYzNSFcYyy7eUN+GjwGEO9ffpiF98BIoxTiAjjJVJyS1iApxorxu1p11aaGKd/TehZNC0Ls2aArwlUmJRKhQmfy20CZhfGnm9hGC5Hj4rPWFjlrEBXCs91cWtVcgOzj3q2ch5a1TCMHC85/ffR2qNWmz/flGHL5DtBWAmcEjXTMUe02wAAIABJREFUxDZDC1QmF06kNDINwjhjL7FdWyyMmxt6WdnI1rjIijGAaWQJfBHGaUKE8RKJK8Z+9D0AhtmWdm3lyQn6hteGh7QslBMmnTEc3QYiTPh4Ad5swtgw+jBNl0OHpDOFsHp47sc/4ge33dy8cS5hvMSL1WoxPGZuYGZ+JYfPOiiryMjI6+nrf2n4vNrBeY8tHmNBWCHcCjVlJFaKXHYNWoNqWCqw1Ipx3WM8vWIcLsBfrJUCpGKcRkQYL5GSW8IEXKUoug1WinZVjIejirFtY3jhP5MxFP1z1UKB3N//MgwjQyYzMuMY1WoV2x7EsjyOHTu27JgEIS08+W/38cDXb6Mwery+sVYAuz+8OG1kGdMo68K4tZXC92sYto8yfU7a+BZy2dDaVKvOfyEqHmNBWCHcElXDwDZCJdyfGcDVCqOhyGvY7fMYA2T6TbRvLXoRLoBhZvFFGKcKEcZLJPEYM81K0Q6P8cQ4fWvCirFpWZiRMFaD0a2gcvj/TSe/nQtec++cFWPb9ikWi8uOSRDSQjlanPrsg/9e31ibmlkthmVZKWJhnJ/FShFPngQYHv75xNpUrUrFWBC6hlMOx0FHHuN+ux8vUChLJ7uoTGbpHmOlMKZdgGf6LALXnOVZcyMV4/QhwniJhMI4HPDRXDFenpXCc12qpWK9YmzZmH54daqiwpWOXk4ps2nQRyPVahXTDK0UpZKMhRZWD6XJCQB2PfCD+sZaYQ5hvNSKcZhos1WMHXcMAB0obHstljWIZQ0tyEqhDButfbQOlhSbIAiz4JaTcdBQF8aG3SCMl2ilcB0Hy87M2G7lDXxHtXjG/IgwTh8ijJdIyS2RU+a0xXfLb9dWjk76/Y0VY99CZU3IBRAYBMXwdk5Q8Sg/dnzGMVzXxfM8LLMfw3CkYiysKsqT4ximxYFnnqQ4HorT2YXx0u/iVIphC7jZPMauE1aMfTeTtIHK5U6hugArhREZHqVqLAhtJAgSYRwvvuuz+6i6Bmamfm5earu24tgoA+vWzdhuZTVere5BXgwijNOHCOMlUvbK5JSBr4y2tmuLhXG8+M60bazAxhiwwfJR2iIohK9ReugwY197Cm+ieZxkrRYmmWUPoJRPqTS5rJgEIS14rkutVOKMV24HrTnw9BPhA3MK46VaKcK8zg+2FsZOLIyr9QpSNrtpQVYKFfkfxWcsCG3EC3v9lxWJlWLAHqDsmljZeq4ttWJcOH6MwfUbZmw37QDfMShNjC36mCKM04cI4yVSckvYKJRh1a0UbWjXlgz3GK63a7O1jdlvo5WLCiz8QpjQ3mj4IeAdrzQdoxqNlLbt8ITuukW8JVzJCkLaiC8cTznrHAAmjx4JH1gRK0UBwzSxc/mWjzuRx9grZ5Ntudwp1GpSMRaEruCUASgpmqwUlZqJnWkQxkusGBdGjzM0MlMYK8sncA2KYyKMVwMijJdI0S1iBJpAWQ3t2qxlt2ubaaWwsXUWo98m0A4Km6AYCeOxUAB7x5srxrEwzkSNzcVnLKwW4vxYe/Ip5PoHmDoW9QyuFSA7RPWZZ5j4p6/Xn7CcinGhQG5gMLFJTMdxRtEa3GK9YpzLnoLrjuP75TmPLRVjQVgBonNxqaFi3G/3U3FMTMuHamiPUrZN4C7ucyHwfYpjowyun9kFCuXguwbF8fBi+bnnr+fRxz6woOOaRk76GKcMEcZLpOKUWF+rcJDsilSM+xoGfNiEwlgHLgY2fjF8DT8Rxq0rxtls2NjcNF3xGQurgsRqtGaYoQ0nMXU8FsZhV4qxm27i0Mc+RhCNT19OC8VqsUCuf+bCuyBw2fPi3zE19RhKgVuqt26KF8PO5zOuV4zlTo4gtI2oYlwkaPYYV6OOEYUwL1UmA4usGBfHR9E6YHBaxVhrHy8Yw6tYFMdG0Vpz6NAdHDv2LVx3fhujYWSkYpwyRBgvkb7SGHl8njEGKTmNFePlC+NsXz9WJhpnadlkVA5zwMb1pjDpwy846EDjjYfJFFsqYvxnptjqj5BLhLEnwlhYFZQm61ajoQ0bw4qx1omV4uhjD0MQUH3q6fAJZgZ0AMH8Y5qnUy0VyA3ObNU2Pv4Azz33GSYmHgDAKdQ/RuvC+CCFwlP86MG3tJyEV68YL62aLQhCC9y6ME6sFFY/tVgYTx0AQmEcLNJjXDgeLnSf7jGuVPYSBFWciTzFsVHK5eep1Q4DmomJH817XOljnD5EGC+RjcUx9t6/ji0/hPHo9gxWNknMpRL2MB5OfraMLIYyCLI1CoUnyXMGQcHBn6xBELafmS6Mcw+XOd97GblcXHUWK4WwOihPNFaMNzJ57AjaKYEO0FY/5t6wInTgJ/8WPiGqGi3FTlEpFFq2aisUwgV/8WCdWqFutcjnTwNgauqnHNj/jxSLT3HkyP+ZcYy4YixjoQWhjURFqgJBYqUwDROvFn0OTIULY821a/GOHluUz3hqNByUNd1jXCw+E37jnUxxbJSx8bCNpFIWY+M/nPe44jFOHyKMl4DWmpdMFikdynLW8zUmKpEw3ngOlI7B5P4lH/vIC7tZv3lL8nNWhQt7nj38KWq1g/SbZxKUPbxjoRg2TjbwRqvoSCT7kzXMimZY95MNwpO6WCmE1UJ5coJMPo+dzbFmw0a8Wo3KaCiGa+MelhfmwaGfRD2Oo6rRUoRxtVgk36JVW6H4BLncFl56xn8NX3dKoYOwH3E2u4Hh4Vdz6PCdHD38TQCO7G0Wxo899hhPP/MsAFo8xoLQPqLCVEnXK8YAfjWyO0XCuO9Vr0RXKlSfeGLBhy4cD4XxdI9xsfg0YJCxtoTCeOwH5HNbWbv2AsbnEcYTkz/Gc6cIghpa6zn3FTqHCOMlUPNrnH0gABTriy59R8MJWWx9Tfj/vQ8s6bhTx44yefQIW17xs8k2ixwATi48+Q/0havxnb2hGD+Wvwt8HVaQAWdfIXmuOhL1Vs0iwlhYFZQmJ5I7KkMbTgJg6tBeAEb3HQZgbAB4+rnwCUnFePFe3mqx0LKHcaHwOIODr0gm37llC8+rC9xNJ7+dSmUPrh4lUzyVqdojOE54G1Zrzb333ssjjzwOSMVYENpKJIyn8JKR0ACWtqm5ZmKl6Nu+HYDSQw8t+NCF0WNk+/vJ5PuatheLT9PX9xIG1mygXDrM+PgDrFv3i6xdewGl0rPUasdaHs/3K/z0p+/j2PF7gUA61KSIBQljpdTFSqlnlFK7lVIfbfF4Vil1W/T4j5RSp7c70E4SlEr4k7Ob5otukVMP1G+fnvlCZFM46WfA7od9oa/In5hg/NbbqO7ataCrwX1PPgbA5pefm2yzdZjcXjbqVtH/UgBqe6bQyqe87ikA3GgBXm1vgUBpHOXh7w19lfk+Q4RxD7Ga87U8OZGMSx/asBGAqSPhyW50zz4CBc9t38S6QyVKxfElWyk818WtVWcIY9edolLZy9DgudRqR0BnCVwT33GZPHqEZ374fxkZ+TUMI4cKbE568kpQmqPHvgPA4cOHmZiYIPDDuGoLGAYirH5Wc852lLhdGzRVjIeMPoqugTu+BwBrZITMGWdQfvjhBR96apYexsXiMwwMnEX/BpONv/AAvltlMPd61q9/HQCHj/xzy+MdPnIXnjeRXGCLnSI9zCuMlVImcAPwRuAc4Aql1DnTdnsvMK61fhlwPXBduwPtFEG1yvOXX85zb78Uv9jal1t2iuSOmNQ2ZpgczPOKFz2+/+xBih6weTvs/SFaaw7+yZ9y+BOf4IVL3srRz35u3tfe9+Rj5PoH2LD19GSbFYSLBiJHBU7/ATAVtd0TuLlRcieH4uDpx+/hK499BWfvFEWrxjGzgPNkKJZzOcRj3COs9nwtT07Qn1SMw7/9uJdxee8RDq9TbHvtJZgarv7cNdz4w9DWNHHnHVSeeILqM7vY9ZoL2HP5O5m6555ZX6daDO+8TBfGxeKT4fbcqZQrezAJYymOj3L7p/6Eb/zPT3PHn3+SjdnLWPvirzK8bjuZwmZeeO5vcN1xnnrqKZRSvGLrm6hW+3hm1xfb+O4IJyKrPWcXitaaammZBZyoYlwxFMOPH2L8tv+FXywyYOQpuiblsd3Jrn0///NUfvwTtL+whbmtehh7XpFKdS/5/FbMzV/Hygbs/pfT+P5X7mGg70yGh1/Nvn07mtoyal/j1zz27/squdzWZHsQ1Bgf/xEvvPAFfL953dBiCGp+MutAWBpqvkqmUuoC4BNa6zdEP18DoLX+7w37fCva54dKKQs4DGzQcxx8+/bt+uE5rta+9FefoFatxC8A6Pi/GeiWbUZV653DZ8y62RybwKuU0AQYGRt/YABME6UUlmWglInh1egbrVDLgBsoMrUax9bkUdpiyKgyYFaZZD1BuYrqy4f+X6cKA31gZVHoML4k7tCW4ZRLGJaBnetDAyaKvJMD7TL08vuo1Pp5/sVXELh9jLgDOKpIBQ8z6KMU5KlohzONLL6aopbRmKxjy6tuo1bLMzE+QjB1KtrJhqv4A5+gUkOZBiqXB2Ukb1vy3mkNWqMDH2VaYKhoG2gdhKv90Sgjeiyg4RiN73TrPrDJ1qRPbOt/Fz3L87vFXBnTKlKFxrIyfPC//Pmcx1VK/VhrvX05sXUrX2/f8UUO7n8u+reK/r7npeHlor8rNGAZ4fMb+gdrwr8999BhjL48mVwWu1ilUCtj5yyG7Aq1qSyOBYW+YTZOjOEbBk4/DGZrFKr9BNqM/oYJ/+8HqME+sDNMR/s+1XKB/JCNytiAj2nV6Ft7lKGRg+x79OUEvgWBTXXcCvNHB1i5PkxPYSgDA4sgD9qpUR0s4pLHdXIQKPo0rNm4m5PPeJ7Dz/4sbmkQ8NAotKuh6hA4PspS0NeHlbWjfsrx+0v0ORIKCl0qoB0PlbVR2RzKNqP9NbY1hTIqeLVBNH1ow0YH1qyfp9NRC9qr/Sz2Vdv9KfGLF76Z7a/5pdlfrw35Gh2n4zn77JP/wd1f/xow/X1ueBdb9u+eI7dbbK5/ds/9r6N1gD82iq7UUFkLo38AM58n/hxQcZBRTH61jF+YwsjmMQYGwn0U5JwxbL/Afr2GdRMOVhBg+gFVy8Ja45IzHQqD4V1Xyg56cgKV74NcJjy2UoARfj40vAW+71ItFjFzOXL5vmi7pm/dPtZs2sXR58+gMjWIycl4tYBqsYiV7yeb9QjMMQy9BrwsDjXQLlguKJ9qdYjhkSNs3vY0U0dP5eiBTbiBjfI19mQZdICZz2P0DaBMs/5OKhV9EijQPtoP0IGP4WnsmoWJgd9n4Wc0nu9ArQaZDIZlgWGEC/cdP/yVLRMdfbZoFZ3EDdXwL9bezFqpT5ONJ53KFb/9wTn3WWjOWvPtAJwK7Gv4eT/w6tn20Vp7SqlJYD1wfAHHb8nPFL/DLwWPL/XpS2cw+mpFo01x5rj0mcQL2g3CdzoA5rqQMwn/alpdLCZrBKL2L3aLfVrx4zkei4+xkIvLxXe7Ehp4kq3A3MK4TXQlX48c/TF/6N2x1Kc3M5fVrnHdy/ROarmG70+e9tjM5hLzv16OMDca82MCeAFgV33bmmnPy7b4ufEY8X260eir8ViNr934+8x3l9Wi/mnu0fxZJSyJz3ynNKcwbiMdz9lv330Hf+j9/VKeunJMP/fO9TlgUM+76X/rUWc2WszhAKCxcVR8jKDVjtOI87Hx/Fwm/Nfi2ebY4s+moMWxFfXzqUX4mfIQwO7mfYYbntPqOK1o/ByA+ntoE2qLxvc01rur5LPiK0feAswtjBfKQoTxbJeNi90HpdT7gPdFPxaVUs/M89ojLONk3WbSFAukKx6JpTUNsTwOfz7vlfdpbXjNruXrH6TrvYd0xSOxtCZNsUBTPJ/nv33883Pt2458hS7lbCQh0vT+SyytSVMskK54GmL5B373mn+Yb/8F5exChPF+YEvDz5uBg7Pssz+6zbMGmDE0XGv9ZeDLCwkMQCn1cDtuVbWDNMUC6YpHYmlNl2KRfI1IUzwSS2vSFAtIznYTiaU1aYoF0hXPSsWykK4UDwHblFIvUUplgHcCd03b5y7gyuj73wD+dS7vkyAIK4bkqyCcWEjOCkKKmLdiHPmZPgh8i9C9c5PW+gml1CeBh7XWdwFfAW5WSu0mvIp950oGLQhCayRfBeHEQnJWENLFQqwUaK3vBu6etu3jDd9XgcvaGxqwiFtCHSBNsUC64pFYWtOVWCRfE9IUj8TSmjTFApKz3URiaU2aYoF0xbMisczbrk0QBEEQBEEQegEZCS0IgiAIgiAIpFgYzzcic4Vfe4tS6ntKqaeUUk8opf4w2v4JpdQBpdQj0debOhTPHqXUY9FrPhxtW6eU+o5S6tno/2s7EMdZDb/7I0qpKaXUH3XyfVFK3aSUOqqUerxhW8v3QoX8TfQ39KhS6pUdiOWzSqmno9e7Uyk1HG0/XSlVaXiP/radsXQbydemeFKRr9HrdjVnJV/TieTrjJhSkbOSr/PG0pl81Vqn7otwAcJzwBlABvgpcE4HX38T8Mro+0HCDvznAJ8A/ksX3o89wMi0bZ8BPhp9/1Hgui78Gx0m7AvYsfcFeC3wSuDx+d4L4E3APYQ9QF8D/KgDsfwaYEXfX9cQy+mN+62mL8nXGfGkLl8b/p06mrOSr+n7knxtGVPqclbytXv5mtaK8fnAbq3181prB7gVeGunXlxrfUhr/ZPo+wLwFOHkoTTxVuCr0fdfBd7W4df/FeA5rfWLnXxRrfX3mdm/c7b34q3ATh3yADCslNq0krForb+ttY5nCT1A2JN0tSP5Oj/dzlfoQs5KvqYSydeF0e2clXztUr6mVRi3GpHZlcRRSp0O/BzJLGY+GJXxb+rU7VDCCUffVkr9WIWTjQBO0lofgvCDBtjYoVhi3gn8Y8PP3XhfYmZ7L7r9d/Q7hFfUMS9RSv2HUup+pdR/6mAcK0233+cEydc5SUvOSr52l26/zwkpyVdIZ85Kvs7NiuVrWoXxgsZfrngQSg0A/wT8kdZ6CvgS8FLgPOAQ8D86FMovaq1fCbwR+IBS6rUdet2WqLAJ/SXA7dGmbr0v89G1vyOl1J8QTqH/WrTpELBVa/1zwEeAf1BKDXUilg4g+dpMqvIVTpiclXztDJKvM0lVzkq+zvPCK5yvaRXGCxmRuaIopWzCpP2a1vrrAFrrI1prX2sdAH9PeEtqxdFaH4z+fxS4M3rdI/Fti+j/RzsRS8QbgZ9orY9EcXXlfWlgtveiK39HSqkrgbcAv6kjA5TWuqa1Ho2+/zGhx+/MlY6lQ0i+NpDCfIV05azka3eRfJ1GCnNW8nUWOpGvaRXGCxmRuWIopRThpKGntNZ/1bC90T/zduDx6c9dgVj6lVKD8feE5vPHaR4ReiXwzysdSwNX0HCLpxvvyzRmey/uAt4TrZ59DTAZ3xJaKZRSFwP/DbhEa11u2L5BKWVG358BbAOeX8lYOojka/0105ivkK6clXztLpKvzfGkMWclX1vQsXydb3Vet74IVzzuIlT+f9Lh1/4lwlsCjwKPRF9vAm4GHou23wVs6kAsZxCuGv4p8ET8XgDrgXuBZ6P/r+vQe9MHjAJrGrZ17H0h/LA4BLiEV6zvne29ILzVc0P0N/QYsL0Dsewm9F3Ffzd/G+37jujf76fAT4Bf7+TfdAf+LiRfdfryNXrtruWs5Gs6vyRfm+JJVc5Kvs4ZS0fyVSbfCYIgCIIgCALptVIIgiAIgiAIQkcRYSwIgiAIgiAIiDAWBEEQBEEQBACsbr3wyMiIPv3007v18oKQOn784x8f11pv6HYcrZB8FYRm0pyvIDkrCNNZaM52TRiffvrpPPzww916eUFIHUqpjo7XXgySr4LQTJrzFSRnBWE6C81ZsVIIgiAIgiAIAiKMBUEQBEEQBAEQYSwIgiAIgiAIwAKEsVLqJqXUUaVUyxGE0TjAv1FK7VZKPaqUemX7wxQEYaFIzgrCiYPkqyCki4VUjHcAF8/x+BsJ51JvA94HfGn5YQmCsAx2IDkrCCcKO5B8FYTUMK8w1lp/HxibY5e3Ajt1yAPAsFJqU7sCFARhcUjOCsKJg+SrIKSLdniMTwX2Nfy8P9omCEI6kZwVhBMHyVdB6CDtEMaqxTbdckel3qeUelgp9fCxY8fa8NKCICyBBeWs5KsgpAI5xwpCB2mHMN4PbGn4eTNwsNWOWusva623a623b9iQ2oFBgrDaWVDOSr4KQiqQc6wgdJB2COO7gPdEK2dfA0xqrQ+14biCIKwMkrOCcOIg+SoIHWTekdBKqX8ELgRGlFL7gT8DbACt9d8CdwNvAnYDZeC3VypYQRDmR3JWEE4cJF8FIV3MK4y11lfM87gGPtC2iARBWBaSs4Jw4iD5KgjpQibfCYIgCIIgCAIijHuSFyZf4PJvXM5kbbLboQiCIAiCIKQGEcY9yDPjz/Dk6JMcKB7odiiCIAiCIAipQYRxD+IFHgBu4HY5EkEQBEEQhPQgwrgH8QMfANcXYSwIgiAIghAjwrgHiSvGTuB0ORJBEARBEIT0IMK4B/F1WDGOBbIgCIIgCIIgwrgnib3FYqUQBEEQBEGoI8K4B0k8xrL4ThAEQRAEIUGEcQ/iaelKIQiCIAjCTHbs2IFSquXX8PAwAPfddx9KKb773e+2PMbmzZu56qqrOhh1+5h3JLSw+kgW3/my+E4QBEEQhJncfvvtbN68uWmbZa1+2bj6f0NhBmKlEARBEARhLs477zxe9rKXdTuMjiNWih4kWXwnwlgQBEEQBCFBKsY9SNyuTYSxIAiCIAit8H0fz2tu62oYBoZRr6kGQTBjnxMdqRj3IMlI6C62azu+dw/lqcmuvb4gCIIgCLNz9tlnY9t209cll1zStM8b3vCGGfvYts2BAwe6FPXykYpxDxJXjLs5+e5/f/YvGBrZyH/+s//etRgEQRAEQWjNnXfeOWPxXdyVIuaGG27g/PPPn/HcN7/5zSsa20oiwrgHSSrGXbRS1Eol9h19jH1PPMqWV/xs1+IQBEEQBGEm55577ryL784880y2b98+Y7tt2ysV1oojVooeJA1WCs8NX/uHd/xj12IQBEEQhF7npz/9f9m//2vdDiM1SMW4B+l2xVhrjec6KGWw78nH8D0Pswd6IwqCIAhCmtDa5/jovzI69n8ZHt7OwMBZ3Q6p64ga6UHiyXexQO40ge+B1mT6+6iVSvieK8JYEARBEDqM55UA0Nrhqac+yvbtX08ee+SRRzh+/PiM57SyTqwmxErRg8QDPro1+c5zwkp1Jt8XxhO1evnd3/1dlFJ85CMfadr/bW97GyMjIxw7dmzGse69916UUtxwww0rHLUgCIIgrC48rwDA4OArmCo8Sqm0K3nssssu44ILLpjxNTEx0a1wO4II4x6k21YK3w0FebavH4DA86hUKtx+++0AfO1rX2vqi/ilL32JIAj40Ic+1HSccrnM+973Pl772tfy+7//+x2KXhAEQRBWB54fCuNNm34DUBw79m2uuuoqtNazfo2MjHDhhReiteaiiy5qedz9+/ezY8eOzv0ibUSEcQ8SWym6JYy9SBjXK8Yud955J1NTU7zpTW/i6NGjfPOb30z237RpE3/1V3/Frbfeyje+8Y1k+8c+9jEOHTrEjTfeiFKqs7+EIAiCIJzgxBXjvr4zWDN0HseOfafLEXUfEcY9SLcrxrGVIpvPA6GV4qtf/Spr165lx44d5PN5du7c2fScq666iosvvpirr76aqakpHnroIf76r/+av/iLv2Dbtm0d/x0EQRAE4UTHj4SxbQ2xYcOvUSg+QaWyv8tRdRcRxj1ILIy75TH2p1WMD+zbz3e/+10uv/xyNmzYwNve9jbuuusuxsfHm5735S9/mcnJST7ykY/w3ve+l+3bt/PhD3+44/ELgiAIwmogrhhb1iDr118IwMTEj7oYUfcRYdyDxJPvum2liD3Gt95xB0EQ8J73vAeAK6+8klqtxm233db0vC1btvCZz3yGr3zlK+zatYubbrqpaWa7IAiCIAgLJxbGpjVIPh9OuavVZi507yVEVfQg3bZS+HFXir6wYnz71+9k27ZtXHDBBQBcdNFFnHLKKVx77bWsW7eOWq2WPPf9738/Gzdu5NJLL2XLli309/dz1VVXdfx3EARBEIQTHc+bAsAyBzHNPkxzgJpztMtRdRcRxj1I3K6tW5Pv6ovv8uwdm2DX7t1ceumlTExMMDExQaFQ4NJLL2V8fJzx8fGmBXdKKWzbJpPJcMcdd1Aul7nyyiu78nsIQq+zY8cOlFItv4aHhwG47777UErx3e9+t+UxNm/eLBe3gtAlPK+AUhlMMwtAJjOC4/R2xVimKvQgcaW4e1aKqGKc6+PhPaHJ/7rrruO6666bsW+8EO8d73jHjMd27tzJ1q1bufDCC1c0XkEQ6ux69i/R2uOsM/8s2Xb77bezefPmpv0sGdojCKnH8wpY1kDycza7EceZOdSjl5BPrh6k2x7jePGdsi0e2XuQ8849l+s///kZ+334wx9m9+7d3HPPPRw/fpyRkZHksWKxyP3338+1114rrdoEoYOMjz+A75ebtp133nm87GUv61JEgiAslVAYDyY/ZzIjFItPdTGi7iPCuAdJPMZdslL4UcX433/yU8qOyzsvfVvLqu/73/9+rr76agBuu+02PvCBDySPPf/882itkwV7giB0Btcdw3XH0DrodiiCICwTz58ujDdQq32/ixF1H/EY9yDdXnwXe4z/+VvfJmtZvOHC17bc74orriCfz7NmzZoZfY2ff/55LrjgAs4888wVj1cQhBCtNa47ThA4Tbdbfd/H87ymryBoFs5BEMzYp3HCpSAInSesGA8lP2czG/D94oy7Qr2ECOMepNtWinjAx84v/x1/eekbyMziRVyzZg3lcplrrrmGBx98kF27whnuX//615mcnJRqsSB0mCCoEARhl5hqtT4E4Oyzz8a27abs6YyLAAAfOElEQVSvSy65pOm5b3jDG2bsY9s2Bw4c6OjvIAhCnRlWiuwGgJ72GYuVogfp9uK76QM+fG9mHMeOfZsjR+/mnJd/jt/6rd/i2muvZefOnXzqU59i586dZLNZLr/88o7GLQi9juPUh+5UqnVBe+edd85YfBd3pYi54YYbOP/882cc881vfnOboxQEYaFMF8bZTCiMa84x8vmt3QqrqyxIGCulLgb+GjCBG7XWn572+FXAZ4H4k/ILWusb2xin0Ebidm3dmnyXtGvri0ZCu823Uw8euoOnnvoooDnjJR/m1FNP46KLLuKWW27h4x//OLfddhuXXHIJa9eu7XToJwSSr8JK4bpjyffVygEgB8C555477+K7M888k+3bt8/Ybtt2W2M80ZB8FbrJzMV3UcW41rsV43mtFEopE7gBeCNwDnCFUuqcFrveprU+L/qSpE0xnq57jLXWHX9933UxTBM7E55Ug2kV4z17vohlrQHqt2uvvPJKXnzxRa655hqOHz8uNopZkHwVVpImYVwTC8RykXwVuonWPr5fwjJnCuNeHvKxEI/x+cBurfXzWmsHuBV468qGJawkccUY6iK5k3iOg2lnMCNvsT9tAY7rTjI8/CoAKpV9ALz97W9naGiI66+/no0bN3LxxRd3NugTB8lXYcVw3NBKYZoDVCv759lbWACSr0LX8LwiwLSK8TrA6OkhHwsRxqcC+xp+3h9tm847lFKPKqXuUEptaUt0wooQd6WA7rRs81wXy7YxWghjrTW+X6C/72UoZVGJKsb5fJ7LLrsMrTXvete7ZHjA7Ei+CiuGGwnjocFzmzzGjzzyCA888MCML+k6MS+Sr0LX8LwC0CyMlTLJZNbj1HpXGC9EXbSanjD9/vu/AP+ota4ppX4P+Crw+hkHUup9wPsAtm7tTVN3GvACj7yVp+JVurIAz3cdzEwGwzTDnxtOnkFQQWsf215DLnsK1Ur9nHHjjTdy441yF3EeJF+FFcN1xlDKZGDw5UweeCSxYl122WUt9z92rHdPrgukbfkKkrPC4mgljCG0U/RyV4qFVIz3A41XqJuBg407aK1Htda16Me/B17V6kBa6y9rrbdrrbdv2LBhKfEKy0RrjadDYQzd6UzhOQ6WbaOUwrTtpq4UrjcFgGUNkcuf2lSVEhaE5KuwYrjuOJY1TD63hSCo8pu/+etorWf9GhkZ4cILL0RrzUUXXdTymPv372fHjh2d/UXSQ9vyNdpXclZYMLMJ42xmRDzG8/AQsE0p9RKlVAZ4J3BX4w5KqU0NP14C9PY8wRQT9zBOhHEXrBS+62Ja4Up007KaFt81Jmo+t4VqdV/LYwizIvkqrBiOO04ms66h1+lolyM64ZF8FbqG589SMc5u7OmK8bxWCq21p5T6IPAtwnYyN2mtn1BKfRJ4WGt9F/AhpdQlgAeMAVetYMzCMpghjLtRMXYdrEwGAMOym6wUfoMwzuU34zjH8f0KppnveJwnIpKvJy6TFZeBrIVptLq7ng5cdxzbXotpRK0Wg2qXIzqxkXwVusl8VgqtA5TqvTlwC1rBpLW+G7h72raPN3x/DXBNe0MTVoJ44V3ODFuldc1jbIfC2LSsJmHcaKXI58KBAZXqfgb6t3U8zhMVydcTj5rn85+u+1f+9C3n8J+3p3dtleuO0df3UgwjC0DgizBeLpKvQrdwnbD9om2va9qezYygtYfrTkRdKnqL3rsU6HFiYZy3w4pPN4Z8eE7YlQJiK0VdGHvTKsaAtIUSVj2lms9U1ePAeKXbocyJ44yRsdcmd3D8IN3xCoIwO447hlIWljXUtD0Z8tGjLdtEGPcYiTDuopXC99zESmFaNp47u8cYSFq2CcJqpeqGFqeK68+zZ/fQOsDzJrDttRhGNJzHr83zLEEQ0orrjGLb61Cq2b6VyW4EwrHQQLKYtlcQYdxjpEEYhwM+WleMGz3GmcwISlnUakc6HqMgdJJEGDvpFcaeVwhbKWbWYUZWrEA8xoJwwuK4o2Qy62dsz2ZGwsejXsYHD/0v/v2HF/aMOBZh3GOkYfGd77pYdrz4zprWrq2AUhaGkUcpg0xmBKfWu21jhN4grhSXUyyMK5UXAcjY65KKsSy+E4S5+d7e7/HosUe7HUZLQmvUTGE83UoxPvbvVKv7CYLOWy+7gQjjHmPG4ruuTL6bffGd5xWwrMHk1k64OrY3fU5C71B1AwAqbnonxe158e8wzQHWr39tvWLsi8dYEObicw9/jh1P7Oh2GC1xnVHsFovrTLMfw8gnLduKpV1AOICrFxBh3GN4etriuy5cAXqui5WJrRT2DCuFZdZbx2QzG6j1cD9FoTeopdxKUSg8ybFj32TLlquaPMZ+IB5jQZiLileh7JW7HUZLZrNSKKXIZjdQc44SBC7l8gsA+D1yISzCuMdIPMZmF60UTkPF2Lbxpk2+s+y6MM5kRqRiLKx6ql56rRRaa3Y/9xksa4itW94LIO3aBGGBVL0qFTd9gtL3q/h+qaWVAsC2RyiX9lCu7EHr8BzdK2sKRBj3GLEw7rP7gO5ZKawGK8X0dm2NFeNwAs8oWqdPMAhCu6g4sZUifX/nx4/fy9jYv/GSl3wI2w7bOillYBhZadcmCPNQ8SpUU3gB6bpRD+NZ+hRr7VEoPsbY6L8l26RiLKxK/KB58V0slDtF4PvoIMC0w9kyhmnNmHzXOIUnm9kABDhRI3JBWI2kuSvF7uc+TX//Njaf+ltN2w0j1zMVJEFYCm7g4mmPipc+QRn7h2erGHveJABThceSbb1yISzCuMeIPcY5qzuT7zw39DRbc0y+axTGvd5oXOgN0mql8P0q5fILnHzSJRiG3fSYaealj7EgzEEsiKte+i4gnahi3MpjHAQetdphAEqlZ+vbU1j5XglEGPcY0/sYd3ryneeEr9foMQ685gEfjVN4slkRxsLqJ+5KUU2ZlSK53WrPvN0qVgpBmJtYEKdRGLvOKNA6t6emHiGIFtaWSrvIRcO2xEohrEpmtGvrcMXYj6bc1btSWMk2rQN8v9SyYlyriTAWVi/VlPYxdt1xAOzM2hmPmUauZypIgrAUYkGcTitFKIxbVYyPj96HUmb0+Els3fo7gFgphFVKPOAjWXzXZSuFYdmJlcL3S4AWK4XQczSOhA6C9EyXciJh3MqHaJh5GfAhCHOQWCn8KoEOuhxNM447hmFkMc3+GY9NTf4Hg4M/QyYzgmn+DIrzALFSCKuUrleMp1spGjzGrjsF0CSMTTOHZQ0mM9sFYTXSaKGoeek5gbpObKWYWTE2jGzPnCgFYSk0VorTZqdwnVFse10yTKsRxx0jm92Iba/jwIFn+MlPHgekYiysUmJhbBkWtmF3vF2b18JKEbdr8/xC+FiDxxhk+p2w+ok9xgBlJz3T7+oe4xZWCjMnFWNBmIMmYZyyi8jZhntAaKGy7bXY9joMo0S1Gn4+9cqkSxHGPUbclSIWxp2efBf7iRsX38UVY8+LhfFg03NCYSzT74TVS2P/4jT5jEMrhYFtr5nxmGHkpV2bIMxBY5U4bT5jxxlrKYy11rjuBLa9FtNcg23XqNXCzyQ/ZeJ+pRBh3GPEFWNTmdim3fmuFInHOKoYmxZaBwS+31CdGm56js06qqXDHY1TEDpJo5UiTZ0pXHcM2x5OFuI0Yhq5njlRCsJSOBGsFNPx/SJau+HodzWEbVepVh0MIydWCmF1Eg/4sAyLvJXv+FVsvWIcCmPDCgd9+J6brJK1p13F6oMmblkGfAirl2YrRYqEsTOe2Ch8v8LjT3yYSmUfAIaZlYqxIMxBo30iTRVjrfWsVgo3WXC7FhjEth1qtXLUt7w38l2EcY/R6DEeygwx5Ux19PVr5RIAmXzYFcO0QoHse17SVzEz7SpWlXP4Vgmt07NaXxDaSc1Lq5ViLMnHqcLjHDlyF0eP3g3I5DtBmI9GMZwmYez7ZYKg1rLbjOtOAOG6gkD3R/tPScVYWL3E7dosw2IwM0jBKXT09avF8PXyA6GP2IwqxoHn4bijWNYQhpFpeo4qZkFpvGpnRbwgdIqK49OXCe0KqbNSRD2MK+UXASgUngTCyXdipRCE2UmrMHbd2XsYOw0Lbn0/LGD5wUSU7+n5HVYSEcY9RtyezVLdqRhXi0UAsv0DQN1S4XsejjPz1o52A4xiFoB/uvNrTE5OdjBaQegMVc9nbV94QZiminG8Oh2gUtkDQKH4BBBWjLV20To98QpCmmj0FafJY+zMMfXOdaKhPvZaPDeckKtUsafuEIkw7jGSxXeGyVBmqCsV40y+L6kUx//3XRfXGcOedmvHm6yhvbDn8r4DT7Nv376OxisInaDqBlxm3s9JjKWmXZvWAa47nlgpypWwYlwuv4DnFTCN8IJVqsaC0Jq0VozjqnBLj7FXt1K4bjb6voZSWakYC6uT6VaKqVpnK8aVYoHcQL0dW33xnddyMYA/XmVPELdxcyiXy50LVhA6hO1M8kel/8nl5n2psVJ4XgGt/aSqVKm8iBGJ4ULxaQwzrCb1ShVJEBZL1auiUMn3aSFZz5MZafHYGEqZ4WCtWnhH17arQEb6GAurk2TxnbIYyg5R9srJtk5QLRbIDQwkP5vTulJMX3jnj9cY98MV+yKMhdVKnxsOsDk580JqrBSNwz201pTLL7J+/S8DUCw8gWmEd3KkYiwIran6VdZkwx7gqaoYz2WlcMexrGGUMqhWLbQOK8aQ6ZmBPiKMe4y4XVtspQA6aqeoFgvkB+uT7RKPsVsL/YzTKsbeRJWKH/6Z5rNahLGwKunXoUVoo3mkadhHN0kW4WTW4rrj+H6R4eHtZDIbGBv/IUpFC2d75GQpCIul4lUYzoZ9+SspqrY67him2Y9p5lo8Vl9XUK06eG6WjF1Ba1usFMLqxA1cDGVgKKNLwrhIrr+hYmyGwthxxgHdwkpRo+SFt6JyWZ9K5TCOIz2NhdXFEAcA2KiLVNJSMXbifqbrqET+4r78aWzY8AaOH/8uzz3/PwARxoIwGxWvwoA9gG3YqaoYu85oy1ZtQLSuIF5wW6Hm9JHJltGB3TO5LsK4x/C1jxVVemJh3MnOFNM9xrGVwnHDkc/Tk9Udq1AKFFpD1vLp67+Jp5++tmPxCsJK4/oB682jAGzUldRYKRy3frs1XniXz5/GWWd+gm3b/pRa7RBAz1SRBGGxVLwKOStH3sqnymPsuGPYmZk2Cog60WTW4o1WKO4fx/fXkM2WCQKrZ3JdhHGP4QUelhGK0cFMKFA7tQBPBwG1YrHl4rtk2s60inF1vIRHAF6OTKZKJnOIYvGZjsQrCJ2g6vqsN0IRuj6oUXXcLkcUUqseBhTZ7Maoh7Ein9+MUop1a38x2S8Ial2LURDSTNWrkrfy5KxcuoRxi9aoMa47jm0NU3zwMJVyBeWvJZst4QcmgQz4EFYjXuBhGuEggaRi7HZGGNcqZbQOyA/OrBi7XuxnrCer9gOKUd9j5feRyYZtZCrV/QSB05GYBWGlqboB61XYn9sGVHm0uwFFVKsHyGY2YhgZKpUXyeVOSbpS5HKbkv16ZUGOICyWqlclZ+Xos/pOCCuF1hrXncC211J5/DiO8jC9ddi2g+dpgsDpib7lIox7DF/72Ebo6+10xTge7tFkpYgW33le7GesJ6s3VqWiQwFs+P1YdhxnQKUi/YyF1UHV9VlPMfnZru3vYjR1qrWDZHOnAGEP43z+tOQx0xzAMKJ2bT1ye1UQFkvFq6SuYqy1ntVK4ftFtHYxKv34o1UcPMxK6Df2vVq0Tzp+j5VEhHGP4QUepooqxtnOLr6rFkJh26pdm+dPAAa2PVyP9WiFigqFscUAyirh++H+5WgKlyCc6FRdj/W6TE2Fi0yzzotdjiikWj1ILhLGlcqL9DUIY+fFKaxK2IZKKsaC0JqqH1op8lY+NRXjsD+527JinNgUD2fwlI+vAoypUCfEgrgX7BQijHuMRo9xzsxhG3bHFt9Vi6EAzw00tGuzwopxYXwvSvdx8Jmn0VoD4B4rU1HhVarNAMqocfzYViCcviUIq4HDxeOsCzwO5sLKTJ/b/Yqx1gHV6iGOPz9GrTqG646T7zstekzzwh2PoItrIDAIfPEYC0IrKl6FnJkjZ+ZS067NdePhHs3COAg8du36JJnMRvLPnYM+NbwjZE2FxSo/EsRSMRZWHZ6uC2OlFIOZwY5VjCul2EpRrxjHi+/K1d2Ujnnc+mf/lQNPPRHGeqxCNeujlMKwNCgYHd2Caa6hUt7TkZgFYaU5MPYCQ2OKieEzABj0jnY5IqhVj6G1w95Hnmf/7h8AJBXjyu5xjo8dZ9yxILCSE6YgCHWOl8aoeBUqnpuqinGptBuAXH5z0/aDB2+lUHyCM7d9nOAABBvDc7NdDQV0EIQzBHoh30UY9xh+4CdWCggX4HW6Ypxv8Bhn+/sZ3PT/t3fmsXFcdRz//HbXduys7STO1YYcNemVtrQJERRoU8SltEALKkgpV8RVIZECQkArASWFP1A4JWhFxVEoES2o0CgR6RHoDaUBO03qOM7dOLHjxFdsr71re48ff8ysu96sY1f1zoyd30ca7Zu3b/d957fznX0z8968CDMXJFh+xXoQ4cS+BgBSHXEGZ6SpKK8gHY6BQk/PQsLhC+yKsTFtmPHoI3Run0tZ+1z6QkJVunPkrolfNP1nKwDD/SV0tNQDjPQxbtryPzpDMbqHQ2g4STplk+4YRj73vHA/AI80/Z2hpASmj3Fv325ESqiMXjEq/3T7dqLRy5nNGjSZIT3bvbOsM0glKwCnQXw+jCmwhvF5Rm5XCnAaxt71MXbqKcuZ4KOktIz3bLgOCFF7yXrmvmkJrQf2OaNjOxIMRlK8c/gSwi1LQSCTCSOy0PoYG9OG6pf3AII8up+OeBlz0j0cbu8f93PFoqVpL7uf+QsAkfA8es7sB6C8fAnpRJLImTQtoS6GhioQUYbiNuGOYeSSyqT478nHubQ5imgfdSf3BeaKcW/vy0Sjl42a9S6VitHbW09NzbtJtQ0AkKx0xjyUz46SGapCcK8YW1cKBxFZKyIHROSwiNxV4P0yEfmL+/5OEVk22UKNySGVSbGkNUnzpz5NsrWVyrJKD59KEaO0vGJkwB3AwMAxjp/4LTNnLqe0dD4XXjWP0682kooNoYkU0aFSlvbPoXvQ+UwkPMzBgwtp2reIIY90TzXMr1OH4d4e5jf3ULU0jmaUgX1VzKeffx3u9EXPqy/XsWXTPUTnlwJQs/AKBgePU1a2kHC4nOPP76dSy+kK9RNKOX2ij+/zbubM6Yp5dnrxQssLXHlAeEdjDatO1TLEaeJJ/xvGqmlisQaqq68h3ttDvM95TGR394uopqmZs4bhkwMQEY52NBOJRFhw2WIyiSgSchrGNvgOEJEwcB9wI7ACuE1EVuQV+zxwRlWXAz8HNk22UGNySGWSfHBrG/G6Otp/9EOqSiqJJT26Ypw3610yGaOu/lZUkwwMHGbXrtsILd7Mpev28K+61Ry79rtc1b+QRHkPLWHnqlRFJM3x5hJaW1fw7LN/8ET3VML8OrXYu+NhQgp9lw3z9OVp9GiEOUMJdh846rmW+u1beXTTPVTPX8jlN1xDODyThbVvQUr7KCtZBMCp+mOcCvWgKLULrgbgcHs3/935oud6pwvm2elFRjM8uONXXH6sEkV566F+3hePkUjFfe8i1T9wiHQ6TjizlAe/uYHffeWLND73FF3dzxEOR6muXknyZD86v5SGhgauvPJKBi6roS9TQyRy/lwxjoxfhLcBh1X1KICI/Bm4BdiXU+YWYKOb/itwr4iI+r0XvAFypRfajLE2rZj5r6fs4EA/fR3tzIhGKa+sJlxSwvHuoyx5YheLm+NEKlL0PvlPPoGwcWUNsVgs53vUXZzR6aPreG09u7z2mWw5zYtfks5Tr5Co+isLrhMOHXyIROIoHV0PA4NURm8gkWihu7uRWZWfYf8LT7PkwuXMallFOBOisfb3DHQ7AwDWcimvXjKfI10vUl/fxvXXn6GiYnbBuJynTAm/Zqsavfdk3xtdVgQEZ3HWhYkyapPyvljJqyh/ddQ+nMl7L+/7sumR7cpZVxhOxMmkU8ycNZvh3g4G+2MMEeHE9i0siyhPpKqYm5qB6BCbO+ZQG72bofg7iWQykE5BOIyEQhCJOK859Wm+hlzcWEneem56KJGg8bmneHbzb1n+tnfw/ts30ND0JTKZMGdKfk7FvEGG4+V0Hm+nJAaNJW2Ew2Guuvrd7G3ZxLwS5bHHdzDQk+C696whEom8rt/ImBqeNc4m1tXJ6VePUFZRQUVVNeVV1Wz99++5+h99lA4ri7ti1C+/iGteGuD562P0DfZQWZa9OPTa0S/7v5nJZP9XneNNqvcMyY4uQjPLkWgUmTEj7z9WnUPMyH9xhuHhTpLJAUiXcOZUJ10n2ujr6CYkpZRf2MxgpJzn/7ydyhU9VC9KcKznDspSKWbNWkNHRzfNrcdomd2HDqVpnb2YO1paWLHgfXyLnZwYuJjKoyepquonHA4DKURChEJlhEITaU5ODWQ8X4nIx4C1qvoFd/3TwNtVdUNOmb1umRZ3/YhbZsz7gatXr9a6urox633mBzfw9lTT69mWaY8dAacuB0OLWfm9+nOWEZF6VV39Rurxy6/3bvoCn41veyPSDSNQ3BdZx7e++4sx358Mv7rf47ln7/3Jd/hs7NdvVLphBIaHKtbyxTv/eM4yE/XsRJr4hU7989toEymDiNwO3O6u9ovIgXHqngv409nubIKkBYKlx7QUJkdLB2wc9yra0vEKTADf/HpHsGIPwdJjWgoTJC0wSs8vufPuX56r7GT4FXzy7B3OS5Dib1oKEyQtECw9OVo2c/tdm8crPyHPTqRh3AIszll/E3ByjDItIhIBqoGzhiqr6q+BCZ+mikjdZJyRTwZB0gLB0mNaCuOTFvOrS5D0mJbCBEkLmGf9xLQUJkhaIFh6iqVlIk+l+B9wsYhcJCKlwDog/57pNmC9m/4Y8LT1fTIMXzC/GsbUwjxrGAFi3CvGqpoSkQ3Ak0AYeEBVG0Xk+0Cdqm4DfgdsFpHDOGex64op2jCMwphfDWNqYZ41jGAxoWGEqvoY8Fhe3t056UHg45MrDXgdt4Q8IEhaIFh6TEthfNFifh0hSHpMS2GCpAXMs35iWgoTJC0QLD1F0TLuUykMwzAMwzAM43zApoQ2DMMwDMMwDALcMB5viswi171YRJ4RkSYRaRSRr7r5G0WkVUR2u8tNHuk5JiINbp11bt4cEfmHiBxyX4s+y4WIXJqz7btFpE9EvuZlXETkARFpd5/rmc0rGAtx+IW7D70iIqs80PJjEdnv1rdFRGa5+ctEJJETo/snU4vfmF9H6QmEX916ffWs+TWYmF/P0hQIz5pfx9XijV9zZzALyoIzAOEIUAuUAnuAFR7WfwGwyk1XAgdxpurcCHzDh3gcA+bm5f0IuMtN3wVs8uE3OoXzXEDP4gKsAVYBe8eLBXAT8DjOM0CvBXZ6oOUDQMRNb8rRsiy33HRazK9n6QmcX3N+J089a34N3mJ+LagpcJ41v/rn16BeMR6ZIlNVh4HsFJmeoKptqrrLTceAJmCRV/VPkFuAB930g8BHPK7/vcARVW32slJVfZ6zn985VixuAf6oDi8Bs0TkgmJqUdUdqppyV1/CeSbpdMf8Oj5++xV88Kz5NZCYXyeG3541v/rk16A2jBcBJ3LWW/DJOCKyDFgJ7HSzNriX8R/w6nYozgxHO0SkXpyZjQAWqGobOAcaYL5HWrKsAx7OWfcjLlnGioXf+9HncM6os1wkIi+LyHMicr2HOoqN33Eewfx6ToLiWfOrv/gd5xEC4lcIpmfNr+emaH4NasN4QtNfFl2ESBT4G/A1Ve0DfgW8GbgGaAN+6pGUd6nqKuBG4MsissajegsizkPobwYecbP8ist4+LYfici3gRTwJzerDViiqiuBrwMPiUiVF1o8wPw6mkD5FaaMZ82v3mB+PZtAedb8Ok7FRfZrUBvGE5kis6iISAmOaf+kqo8CqOppVU2ragb4Dc4tqaKjqifd13Zgi1vv6extC/e13QstLjcCu1T1tKvLl7jkMFYsfNmPRGQ98CHgk+p2gFLVIVXtctP1OH38Lim2Fo8wv+YQQL9CsDxrfvUX82seAfSs+XUMvPBrUBvGE5kis2iIiODMNNSkqj/Lyc/tP/NRYG/+Z4ugZaaIVGbTOJ3P9zJ6itD1wNZia8nhNnJu8fgRlzzGisU24DPu6Nlrgd7sLaFiISJrgTuBm1U1npM/T0TCbroWuBg4WkwtHmJ+fa3OIPoVguVZ86u/mF9H6wmiZ82vBfDMr+ONzvNrwRnxeBCn5f9tj+u+DueWwCvAbne5CdgMNLj524ALPNBSizNqeA/QmI0FUAM8BRxyX+d4FJsKoAuozsnzLC44B4s2IIlzxvr5sWKBc6vnPncfagBWe6DlME6/q+x+c79b9lb399sD7AI+7OU+7cF+YX7V4PnVrds3z5pfg7mYX0fpCZRnza/n1OKJX23mO8MwDMMwDMMguF0pDMMwDMMwDMNTrGFsGIZhGIZhGFjD2DAMwzAMwzAAaxgbhmEYhmEYBmANY8MwDMMwDMMArGFsGIZhGIZhGIA1jA3DMAzDMAwDsIaxYRiGYRiGYQDwf8galoIokEFXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f261873f160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "six -> ['S', 'IH', 'K', 'S']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25dc77bb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "seven -> ['S', 'EH', 'V', 'AH', 'N']\n"
     ]
    },
    {
     "data": {
      "image/png": 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2a6MLnVajNRTGtarP1z/6Mzp8Z6dD9y5kxx13HKZplv2UVp8rFIp9Q37zZqzt28m++GLDbV3XE8+aiIWvmWYnUlo4TqbWx0Ie2vgQCT3BO6e/k2d/9izt7e1ccsklkdt+/OMfJ5mM8/jjKQpWr/eiY/PQT7wahbe3ea71D+/yuu2888QTqvaR1AQxIVTx3X5ACeMx4PqDB46eMYNHli7l6aef5qabbmLRokWsXLmS888/n6/fdBOpp54CqFlEFCAdB7293dv3yL6Z1a5QHOhIy0IYJsaUqdi9vRQ2bwa8HsahIxwljG0LkYiHf55oLNfC1EySRpKM7V0wa1Wfb3v4gbDHaLvhnV5XrlzJmjVryn6C6nOFQrEP8UVj+je/abhp6Bhr5Y4x0FScYltqG/O753PitBOZ+dcz6R/sp6WlJXLbzs5ONm/+b66/YTpLlrTw7xteQp97FPf96B4Ajmv1hPG6B1cSe8cJ/Me//qBqH0IIukxdOcb7ASWMx4CTGgZNw5g+Hc12WLx4MbfccgtPPPEEGzdu5Pjjj+cfbr2VIT9C0VAY2/Z+dcAUigMBaVkI08SYMgW7r4/C5i3o3d3oHR1hlCJy7dgOWsK7kNQq0NuX2K6NoRm0mC1krfrV56nfr8Pe6jnfQSZw4cKFnHTSSWU/QfW5QqHYdwTng5HfPNNw29AxLhHGhtkJgG03Fsa2a2NqJvO752O5FluHt9bf3i52u9AK20gu+SC/W7OG9evXMzVmsKRvG/bWTVx5+RXoNeoTOg1dZYz3A0oYjwE3NYLW3o6IxZAVWaZZs2Zx9dVXYzsOW/z3ZJ0m/wDYdokDpn7pFYcG0rYQhoE+dQp2Xy+FLVu8wjtA+Hm6qOI6adto/nphPzxWLHWMs3aWFStWAF71eXd3d/jz/e9/H4ANP/NaugXOcc6Z+F7LCoWieP3Mv/oq1p49dbctOsYlUQqjecc4OC/M7/KG9Lw+WL+rlFUqjK1tJM79/9A0Lexx3PHUY8Tjcb55zVU199FtGsox3g8oYTwG3JEUelsbOy0r0tF69dVXAZgx1es7KK36hQDScdDivmO8Hx4NKxQHAqFjPHUqTv8AhU2bQmFM4BjXyhiH62U/OsZGCyPZkZrV54//8pcYxxzLH/77v5BShlnjPvUUSKHYL5RePzPPPVd3W1dWO8am7xg3I4xt18bQDY7sPBJNaLw+UF8Y29YQQuhoWgyzsA192nTOPfdc7rnnHgqFAvfeey8XXnhh9ejoEjoNXWWM9wOqj/EYcHzH+IJHHua0GTP45IoVHHnkkQwPD/PII49wxx138P6uLubMmUP+lVcaOsalUYqoKnyF4qDEshGGgTFlKjgO9t69xI6cB1Asvou48SzPGE+86AwdYzPJtue20dfXxz//8z9XtVPqLdgkP/gRBm7/J5566ikljBWK/Y3thE9ynYH64rbYri0iY2w3HvJhuRamMEkYCWa2zAw7VNTc3h7GMDqIxaYSs7ZjCK9o95Of/CQ33ngjvb29YTFvLbpMnVfS2YbHphgfyjEeA+7wMHpbG1865RRcx+Hmm29myZIlXHrppaxevZpv3HIL35g+A3O6N2ayUcYY20aLxfxtD4yL6Ic//GF6enrI5/OR76dSKVpbW8PpPArFaJGWhYiZGFOnhK+FUYo6jnF5xnj/FN8FjvGbT71Zs/o8ZTskzrmAWCLJihUr6PCL73oLB8aaVigOdqRtI5LN1R8UoxTFYTxFx7jxWGjbtTF177Od8U6G88P1t7eGMIwOksm5xO3tmEJw0UUX0dHRwW233cb06dO54IIL6u6jy9AZUlGKCUc5xmPAGRnBnDWLT59wIpdNncZRD6wse9/atYsNd92NMWMG0GTxXTIBRu1pX/ubK664ggcffJCHHnqIj3zkI1Xv/+QnPyGTyYTTeRSK0SJtGwwDfUqEMDaD4rvojLHwbyT3R8Y4KLJJGknm/K85rP302qoeowDDjoPW1s6D23Zy/tRO9hYsvn/sqeizZ1dtaxhG04MIFApFc0jbRovHcWlCGMsCQsQQougPalocXW9paiy05VoYwjtPdcQ7GC7UF8aWPYRpdBKLTcFw1mJogmQyySWXXMKyZcv4xCc+gWHUl2RdhkHKcbFdiaGpAUIThXKMx4CbSqG3t3mPbCJEr9PfD4Axw3eMGzQbl46DMEyErh8wGeMPfvCDTJkyJSwMqOSuu+5izpw5VY+TFYpK3GyWwQceqBKCpRnjAHNOIIyDdm0RUQrHi2BgmvsnSuFYmLpJi9mCIx0KbvR6TvkivV33IhQ9poEuYI9yjBWK/YPjm0w0fprkuvmywrsAw+gcvWMc62QoX19M2/YwhtmJECYCG9MXtnfeeSdSSm677baG39lpeucWlTOeWJQwHgPOyAhaWzvCNCNFrz3gLSqzWcfYsRG67l3sD5Bf+FgsxmWXXcajjz5Kb29v2Xtbt27l6aef5tOf/nSkc6ZQlJL65ZPs/NKNFDZtLntd2rbfx9hzjI1p09DbWoFilCJy5LOfTfZuJPeDMJaeM5Q0vEe0WSs64xdcrIIIhS4EU02DPY260igUin2CtGy0WNCxpnGUIkoYm2Z3cxljx4tYgR+laOQY+1EKTRgIaY9pZHy3Ggu9X1DCeJRIKXFTKbT2Nk8YRzrGnjBuNkqBZYPhCeMDJUoBXpzCsizuvffestfvuecepJQNCwUUCigOrXGz5dOkAsdY6+hAmGaxIwU07EoRrBec/dCVwvGcoRbDa94fDPmoZDhwjP2LF8CMmMnuvBLGCsX+QNo2mP7TpAb1Oq5bKCu8CzDNJh1j6UWsADpiHQznh+vGo2x7GNPsRGgGAgdjDMK404+YqZzxxKKE8Shx0xlwXfT2DkSshjD2HWOjyeK7IEqxvx4NN8vJJ5/M29/+9qo4xd13383pp5/OggULJunIFG8l3HQaAJkvPl2RrguOgzBNhBDEjj6axPHHh+8Xu1LUyBgbpncjuR+KVYPiu9AxtqMd41ToGBeF8fS4qaIUCsV+wnv6ajRlMnmOcZQw7sZqJmNc4Rjb0q550yylxLaHMAwvSqFJK4xSjIbAMR44QJ4sH6woYTxKAvfLc4yjM8b2QL83GS/oY9wwY+xHKSY5Yzw49Du2b78Hx8mFr11++eU8//zzrF+/HoDnn3+eV199VbnFiqZx097FQhaKHU6Ci1YQmZj3o3uY/rnPhu+HxXeRjrG3XjD3zxOWoPiuxfQdY6uWY+wN8ggyxgDTYypKoVDsN2w/ZtW0MI7KGHc018e4xDHujHvdLGp1pnCcNFI6mH6UQsPBjNyyPipjvH9QwrgObqb6AuimPGGst9fOGDsDA+hdXYi432u1iShFsJgb5aImki1bfshr6/+eZ5+7IHyU9KlPfapsOs9dd91FPB7n0ksvnbTjVLw1SK9ejbTtcB3J0tZ//poIiuy01tZipwlK2rVFDcexbIRpIPR9J4yXL1+OECLy5/5L78fQDP70/J/4w5V/4Oknn47cx9dPfycjt/59WbX4jJhJb8HGUR0oFIoJR1qlwriZ4rtqx1jXEmErt3qUOsYdsQ4AhgrRTrNte4LZMDsRvpiOidFPxOzwb7pTShhPKEoY1yD78su8dsqp5F8vn2bj+MJYa2uvHaXoH0Dv7g4v9M1EKYoZ48n7hXecDEKY5HLbGBpaC8Ds2bNHPZ1Hochv3MjWq/6c1JNPhsLYLRHGMhTG0e2J6vUxlo4D/uPS8WSMs9k3+d3vLqNQ6A9fu//++1m9enXZzxlfOwNTM4nr3kU079S+aOoVT0enx01cVC9jhWJ/4LWA1JsymWpljIVmImX9z0opIx3jWp0pgmiGaXSi+S3e4mL01/q4f9Odd9WY+YlECeMaWNu3g22TevJXZa+HjnGH5xjjON6FugRnYACju7t4cW+mXZtu7LdHw7Vw3RzJ5BEA5PK7wtevuOIKtmzZ0vR0HoXC3rMH8FoXRmaMgyiFGf1AMXw9ShiXPi4dR8a4f+A3DA6tYWTklfC1RYsWcdppp5X9tB/VjqEZDYWxBCpjgzNi3jlgt4pTKBQTTrFep3hueOCBB1i8eDHTp08nmUwyd+5cli5dym9+syUySqEJAynrr1fb9fZd6RjX6kxh+10uDKMDIXzHWBu9uI1rnmTLu+oJ1ESihHENApcr/cwzZa87qREAtPZ2hBntCNsD/Z5jrGne0I6GUQrLv9BPbvGd6+RJJg5HCJ18iTAe7XQehSIoQHVHRopRikK1Y0ythvZ1J9/ZCENHjPNGMpPZBHijWusRjIRO6F5/1HqOsUa5Mp4e8y6CqgBPoZh4pF1+Lf3ud7/LRRddxPz581m2bBkPP/wwX/7ylwFY8/zOGo5xDCkdpKzt6Fqud/5q2jH2hXHQlQIgwejPCYFjnFOO8YSiJt/VwM14leeZtWtx02m0Vq+/alh819ZWHEJgWZBIhJ91+gfQ390DUHMISClhlGKSi+8cN4dutBGLTSOfKwrj0U7nUSiCXt5OaiQ6StGkY1yrKwWGAePMGAfC2C4ptHEcB7tin5btZQljuncjnLNyVdtAtGM83XeM96iWbQrFxGP5N81+8d13vvMdli5dyrJly8JNzjnnHK655hp+u/r8SGGs+Y7uql+fwjsX/ScdHSdUf40vjJt2jC0/Y2x0IvwohTmGjLEQgoQmlGM8wSjHuAZu1m/JZFmk16wJX3eGgyiF164Nyh1j6bo4g4PoPV4Gt1av41KkXWwxM5kDPlw3h6bFicdnks/vLntvNNN5FIrQMU6lSorvSqIUQcbYqCGMQ8e4fO1I1wUpiy2ZxpExzmQ2AuWO8XHHHYdpmmU/625dV+YYf+vab1VtY5om6d27ajrGKkqhUEw8nslULL7r7+9n5syZNbYuREYpguI42x5kZOTVyE8GUYrAMU4aSUzNrOMYezffptkZCu84Y7vWxzVNOcYTjLL+auBmM6BpiFiMzOpnafdHH7upFJgmIh4vulolGWJnaAhcF6O7RBg3NRJ6bBljKSV//NPnmTXrY/R0nz6qz1biOFl0LUE8PpN0esO49qU4tHEGvQuEM5IqyRiXRikaOMY1ohSlbd6EYXjDccaA61pks1sBsK0hwOs5vnLlSg4//PCyba/59TWYmomhe8f00Rs+yg0fvaFqn2eef0GVY5zQNToNXUUpFIr9QNjj3DTBsjnllFNYsWIFRx11FB/+8IfLeu/XKr4LiuOAmhPwKh1jIQQdsY46xXeDCGGi623FrhTaWIWxcownGiWMa+BmMmgtLejd3V5fYh9nJIXe1ua1corIGDsD3p2h3u1HKZpwjAkraZvYtvI43Ry7dz9IMjln3MLYdfNoeoKENpP+/t809RkpJdu2Lyeb3cqxC/5+XN+vOHgoOsb1M8aNulJUFd+Fwnh8kyJzue1h5bnn5njCeOHChRxzzDFl25qvmeEFEKBjdgcnnXRSxDGbkY/g2nSNtKPaKykUE00xY+ydG+644w4++tGPcv3113P99dczZcoUzjvvPK666ioSyVpdKYousl1j0EelYwz1x0JbhX5MswshRCi8Y8oxPmBRUYoayGwWLZlESySQ2eLACzc1gtbeDhAZpQgyyHpHcZt6Ylc6TvHR8BgyxrbjuXHN9F1shOvmfMd4Bo4zgm2nGn5mw4Zv8Prrt7Bz50/H/f2Kg4eoKIWbKxXG3lOUWo4xNSbfhULYMLzC1jEK47Qfo4Bi/q8WQfFdQO3iO4kWMea1RdfIOsrhUSgmHNtBGMXhPwsWLGDt2rU8/fTT3HTTTSxatIiVK1dy/vnns2L5thpdKYpr3apxDax0jMEXxjUGfFj2IKbpP0UOulKMoV0boDLG+wHlGNfAzWQRLUlEMombKwpjJzWMHghjMyJj7Mcmgh7GjRzjoNXbWB8NO7bXJWO8wth1LaR00PwoBUA+vxvDaK/zGZut25YBAsfJIKVEjGH+u+LgIxDGTmlXitIBHw2L74IBHxUZ42C9+BljNxs9ha4RQb64peWYMP8XhZQS27XLLoD12rVF/fonNY2scngUigknKMwtffqq6zqLFy9m8eLFAOzYsYMLLriAFSt+z2f+R7U4FSVRCrtGlCLKMe6IdbA7sztye6swUBTGWlB8N3Y0HYUeAAAgAElEQVTHWPUxnliUY1wDN5NBS7b4jnG2+HqpYxyRMQ6Fsf+eMGP1M8Ylj4YxjaqeyI1wHN+Nc+vnmBvhup741/QE8cRhQHkv4+jPeP9dvAXvjvsYFAcPzqAnNp3+/vB3PDJKUaPDSc2McUkEYzwZ40x6I6bZQ0tyTpljvG7dOp599tnw55nVz5DZkEFzi6fKugM+qFbGCV0j56gLmUIx0YQZ4zptUmfNmsVf/MWf4ziwdWu1w6uViN1aUYrROsYFqyiMgyiFOcYoRUIT5NUTqAlFOcY1cLNZtJYWRDKB01fMGLupFLF5cwEiM8bhhbtZx7jk0fBY+hjvqyiF43jCWNcSJOIzAMpattX77lhsKpbVj+tm0PXqzJbi0MP2hbHd2xu+Nqp2bboOmlYdLQpuHHUdDH3MUYp8YS+JxGEYZgcj6dfC1y+55JLI7QvnFW/6RjPgAzzHeERljBWKCcfr8KSHXSm2bdvGEUccUbXdq6/+CYDp06dUvSe00ihFjfZrFQM+wHOMa42EtqwBYhVRirEKY5UxnniUY1wDN5vxMsbxBG6u6Bg7IyNobRUZ45JWTG5llKKZjDGMOWNcjFJEu7WPP/4473//+5kyZQqJRIIFCxZwww03MOA/6gY49thjOf/8pQBoWoJYzBPGX/zi7Qgh+MEPflC13+nTp3PZpVcCEI9NA8C2x/ZYW3Fw4eZyyEzGE68lJ/Codm01B3xA5FjXYlcKc1wDcVw3j6YlMI0uLGuIK6+8Eill1c9QfoiFyxfSM6WHs88+m+t+cR3dx0ePQz/9Z09x1i3fqXo9qQuyyjFWKCYe2/aeJpne06SFCxeydOlSVqxYwapVq3jooYf4zGc+w7/9252cdXYrRxxR3cpNEyXFdzWEceWAD4CueBdpK03WzpZtK6WLXZox9j8z9iiFIKcyxhOKEsY1kJksWksSLVlRfDc8XCysCzPGJaI0fNRrhv9bt9NERZX9qDPGdRzjf/qnf+L8888nkUhw55138thjj3HdddexfPlyTj75ZLZt2wbA4sWLef75F7Esia4n0PU4ptnDc8+9RktLC6tWrSrb7yuvvMLevXs544wTAc8xBnBcJYwVxRiFOWtW2eujadcGRI58lpVdKcbYx9gTxnEMsxPHGcF1o/dT6Qy1GC1katwAWlJiRFjGKmOsUOwfwuE/fmHurbfeiuu63HzzzSxZsoRLL72U1atXc8stX+ZLX5oe3ZWitF1bg64UpY7xsT3HAvCnvj+Vb2unkNKJiFKMrbd5QmWMJxwljGsQtGsTiWLxnXQcbwpe4BhHRCmqHOMGfYzLquzHkDEO4gyywjH+1a9+xZe//GU++9nPsnLlSi666CLOOussPv/5z/Pss8/S39/P5ZdfDnjCOJvNsX6956IBpNMtbNzYyzXXXFMljIO/n376QqBEGDtKGCuKwjhW8QgzOmNcWxhjRjjC+6yPsSeMTaPT320NZ8jxnSG92Mg/Y0X/nhdcSSyi+i6pulIoFBOOdF1wXb8w1zt3XHfddTz44INs2bKFXC5HOp1m7dq1fO5z12CaIrorRWnG2B5Gyuq1G+UYnzjNM4rW7VlXvq3lRTGLXSk8YWyMOUqhulJMNEoY18DNZhFhuzbv0UgwqEBrbwOioxSRxXfNRinG0H4qEKOOmydbcPjSf73M3lSeb33rW/T09PCNb3yj6jNHHnkkX/rSl3jqqad47rnnOOusswB4+eUcmj/d6/cvZ0gmTf7mb/6GnTt3smFDceDHqlWr6OrqYsGx3mOoWHxa2bEoDm2CjhRmiTAWpolbGqUIBG6sgWNcGaUIbhwNY1wZY6+5fwzDDIRxDWfI73Vs+BezhJGomTG2pcSMcIwTKhOoUEw8FTfN9c4NwRPW6D7GxXPSl7+8jSlTppDPl6/5wDEuZAq0trZy5ZVX0p3oZl7HvAhh7D9Bi5VHKcYujJVjPNE0JYyFEBcIIV4TQmwQQnwp4v0rhRB7hRDr/J+r9/2h7l/cbBYt6RXfubkcUkpv6h1EtGuLGHXbbMY4dM70MWUmg4yxdAus3TbAj9ds46lXdvL0009z3nnnkUgkIj934YUXAvDkk08yZ84cjjhiJr9/2Zt8B7Bu3RAnnDCVo48+msMPP7zMNf71r3/Ne9/7XqTflSJmeo6x62RRTD6TvV4DYRybUxTGend3RZTCv4FskDGuGgkdRDDGeCMZUOkY13pkWukYx/QYBSf6CVDBlZi1HGN1IVPUYLLX68FCsaDXiDx3lBLU5OiRk++KwnjJknYGBgZ46KGHyrYJHOMnfvYEmUyGK664AoBF0xexbu+6MpfZsnyjIHCM0QEwxtrHWNdUxniCaSiMhRA68C/A+4G3Ax8XQrw9YtN7pZSL/J879/Fx7lek63oDPlpa0BJJcF2kZeH4wrjYrs2PUpQ5xqPrSkFpH2NdDzPKzVLsSlFg+4AnTN/YvotsNsu8efNqfi54L8gZn3baQv7wxxz4hQdr1/axaJG3kM8888xQGG/atIlt27Zx1llnhQ5x4BgHx6KYPA6E9WoHjvHhJcK4p6dcGDfoShG+Vyl8ndKLnznq6FFAKIwbOMaVj0zjerymMLZkDWGsaeRdiRPxSFZxaHMgrNeDhfAmWdfD4rtaBI6xiIhSiBJhfNppLfT0dHHXXXeVbRM4xg/e9yBz5szh7LPPBmDRtEUM5gfZMrwl3LbgRymCrhTuuLtSCPUEaoJpxjE+BdggpdwopSwAPwY+PLGHNbkE0Ymg+C54rcoxjph8J6OK7+pljMP2U14l7eijFL4wlkVh3Jsafeu2004/jkxa8sc/bGJ4eJjXXx/ghBM90fDe9743FMbB/y5evDj87qArhXKMDwgmfb0GY9FjRxwevqZ3d+GWZIxp0Mc4eK9qwEcgqPWgWHVsBSxhlKKBY1xZZBPTYtjSxnGrL2oFNzpKkdS906zqZayIYNLX68FCcViW2XAqZr0oRWnG2DQFF198Ho8++ii9Ja0nbdem0Ffg+Wee59Of/nQ42GrR9EUAvLT3pXDbMErhC2Pbd4x1xva0SxXfTTzNCOPZwLaSv2/3X6vkI0KIl4UQPxFCVDcOfAvh+sJYJJOIRNJ7LZfDSXmxhWLxXTMDPhpFKUoGfBhjGPBh+8LYybN9wHNwUyRIJpNs3ry55ueC94Iej6ecPB+A3/52Lc888wyaJnjb27yTxplnnsmmTZvYvn07q1atoq2tjXe9613YgWMc83pB/tPrb/BSSuWMJ5lJX6/O0BBaWxt6V1f4mtHdU96urSnHOKorRTFjLMadMS46xlaTjnFM9xymQkR7RFvWKL7zxXJGXcwU1Uz6ej1YKB0a1CiWWC9KUeoYA1zysbOwLIt77703fM1yLQZ/O4iUMixiBzis1RuO1Z8rzj6wrAGEMNF1rzbJCaIUYxTGcU1gS7BVnGLCaEYYR834rfx/5GfAPCnlCcATwIrIHQlxrRDiBSHEC3v37h3dke5H3NAxbik6xrkc7kjgGPvFd1EDPgoF76Ktef9pRax+8V34aNhfzDhOZBVsLUoHfGzv9457T9pm8eLF/OIXvyBXMs66lAcffBCAc845B4C587qZMkXnmWdeYNWqVbxj4WEYhnfyWLhwId3d3axatYpVq1ZxxhlnYBgGjpP2Wl75Y6MLToa1w0oYTzKTvl5lLuv1APefrCAEWmdHRca4sWNMxMVNlhTYVLpCVzx6BT9742dNHWPYri3oSmFFj4WucowDYVwRp5BSelGKeo6xupApqtln6xXeOtfYCaGylWMTjnFUlCJwjL2UCxy/8DDe/va3l8UpbNdm6LdDnHzqySxYsCB8Pe4PuMo5xeuuVejHNLtCV9nx56rp4yi+A8hLdaM9UTQjjLcDpXeohwM7SjeQUvZJKYOr3r8D747akZTyh1LKk6SUJ02bNm0sx7tfcDOeuNOSLQi/eM3N5XCG/YxxRwdQO0oR5IuhCce4NEpheAtxNI+Hy6MU3nHvGc7zxS9+kb6+Pv7u7/6u6jObNm3i1ltvZfHixZx66qne590cxx+f4JlnnmXVqlWcfNK84slDCM444wzuu+8+NmzYEM6cd5w0ut6KEDFAJ06O3fmxPdpW7DMmfb26uTwikUBrbfVEcUsLWjwR2ceYRn2Ma2WMgxtJ10W6Lq50eXHPi1U9RKP/XS5SWmhaDE0z0fXWmhOuojLGpa+H2/k3s7UyxoAa8qGIYp+tV3/bt8Q1diIonyLrDQeqZTLV7UrhO8a67t3YW/YQl19+Oc8//zzr168H4NV1r5LfmeeyT15W9lld0zE0g7xdPNdZJcM9oCiMx9OuDVAt2yaQZoTxGmC+EOJI4Smgy4AHSzcQQhxW8tcLgVf23SHuf0Jh3JJES3pRCpnNFh3jtsAxjhDGhULZ4+GGGWOr9ELvLZjRPB4OohQF22bXcA5NwO7hHO973zl8/etf57bbbuPiiy/mgQce4Omnn+a2227jtNNOo7Ozk7vvvrv4b3ZyHH9Cgt7ePlavXs1JJx+NU5IZPvPMM0OXORTGdsYXxgK0JHHy7CooYTzJTPp6lfk8Ih5DaBpaa6vXDzweD3t8g79mTDN0UaKI7EpRWmATuM22Tc72HJrKqVNRBI9Rg4uiaXaTz++O3DZwjANhHPxvZcs2y79ImVr1KTVwjFVnCkUEk75eDxaCmJUwTK/4DqqLd33qdqUI2qnpLd4urGE+9alPoWla6Bqv+u9VCEPwsUs/VvX5pJ6scIwHyoRxkDHWxpExBlWzMJE0FMZSShv4a+AxvAV5n5Tyj0KIrwshLvQ3+59CiD8KIV4C/idw5UQd8P4gLL7z+xhDkDFOIeLxYscJIbwhBBUX/NLerCIW81ytWtlhpzxjDIwqZxxEKXozSVwJbzusA9uV9GcKfOUrX+HRRx8lnU5z1VVXsWTJEn7wgx9w+eWX88ILLzBnzpziYbh5Fp3YFv67Tjn5OFw3F95xn3nmmUgpSSQSnHLKKd5nnHR48pBakgQ5dinHeFI5ENarzOfRYt4FR2tr84VxzHNw/AuVtO36MQqIHOBRdvHzn7BI2w4FcekFqRZFt8hbxx0dJzI4uKapRv61ohSBYxydMVaOsSKaA2G9HiwEN9Fl19KawrheVwrDf8/LBdv2MLNnz+bcc8/lnnvuoVAo8NzPn6P9ne1Mm1LtyseNeHijDlCwBiId47EX3ynHeKKpf2XykVI+AjxS8drNJX++Ebhx3x7a5FF0jFuQ/sXMzWZxUyPF3KRPZVRCFgpoZnmUAnzBrOtV31WMUujhFLBROcahMPaykifN7eaPO4bZPZxjalucCy64gAsuuKDhflwny1FHd4biYPOWf6Ov3zuB6HqCM844o0o4OE4G3Wj1jllLqijFAcJkr1c3nw8jSHp7G8KMocU9oSwLhbDbRL3CO/CK79xMuQNc6+KX03zH2GrGMS5/jDql573s2fMw6fTrtLUtKNu2MmMcRClqCeN6GWMljBVRTPZ6PWiwK2JWNBbG9RxjgYZpdISFuVdccQWf/OQnufHGGxkZGGHOe+aEg39KSejlQ4BsexjT6Aj/bknvfDDejLFq2TZxqMl3EZR2pSgtvnNSw2GrtgAtQhhXRimAmjnjYpSixAEbQ8a4N+d1hnj3vB7Ai1OMBsfNleWtghOG69YWGrafMQZwA8dYRSkOeYIoBYDe3YPe1YnwHWTXzxlL22roGEeOhC7t+x1c/BwndGiac4yDKIV3jN3d7wGgf+CZqm2bdYwLbr2MsfeaupApFBNH6VTMRrHEyjhVKWFXCqFhmJ3huPiLLrqIjo4ObrvtNtp62ug8oRNdqza7EkaizDG27WEMsyiMHcDGQJNj70oByjGeSJQwjiBwqbSWkuK7bC7SMSYWFaWIcIxr5IylU15JC9TMRVV9VkpsO42ut9Gb7UHXYNHhXous3cOj62Xsujl0PRn+XfP/7NTpTewV33lRCkckiJOn33JUj8VDnNIoxcyvfpUZX/lKKJSDArymHGOjunA1LNrTSy5+lhVGKZrLGJc7xsnkbJLJeQz0/7Zq21pdKaoyxs04xupCplBMGGUmk1k8N0RRLCyPilL4HaXQMIx2bNurLUomk1xyySVIKXnX+e8iZlZ/FrynSsENuusWcN0cRpljLLHRx+wYBxljdZ2dOJQwjsDNFqMUxYyxN+AjKLwLiIpSlDnGseqWbmWURCka5aKqjtPNAS4xs4ehfCc9rSYzO73jHa1j7Dp5NK04PlrX/P7N/glESonrlh+X42QwfMfYEV7xHcCewtjuhBUHB6VRivhRRxI/8shilCLoTGE1doyjulLIssl3vltTmjG2m88Ylz5G7el5DwODzyFl+cWqyjHWovsYB8V3URnjhMoYKxQTTmnMqpHJ5Lp5hNDRtDrnICHQ9WSZOXTnnXcipeQDn/1AeLNcSaljHIjqoKUpeP2HHfQxF98px3jiUcI4gmK7tuKAD5nN4Yw0kTGu5Rg3FaUIclHN3UkGhXdmrJuCY9JiCmKGxtS22BiiFFl0vSgUNP/PwUnhgZe+zn89c3H599vFKIUtEiTwtlU540Ob0ihFgIj7N5ihY2w34RjX7koh9PJi1dE5xv4QnpLCm5aWI3GcNLZdPtbccnxhrJe3axtTxlg5PArFxFHR4xzqRymiYhRFBAINTUv6BlTFV7l2eLNcSWnGOIhhVDvG44lSqIzxRKOEcQQym0WYJsIw0BJ+NjKXxR0eRu+oyBjHYlWT70YljCOiFJVioBaO7U3iM81u8k6MhOldlKe3J0YfpXBykY6x42eMh9Mb6LBeK3ONHScTRiksP0oBqM4Uhzgynw8d4oBilMJbK16UYvRdKbAjMsbWaNu1VfcwLf6+lw+osf2LV1BkEwjk0WWMlWOsUEw0Mqr+oI4wjopRlOwNBOh6IjSHXhnJMuCfjyzXqu8YO+WOcWnxnS0lDgZirF0p9KBmQTnGE4USxhG4mSxaiyf4hGF4rnDOd4zbKjLGFY6xa9UovqvVy7isklYve60Rjj+S2TS7KbgxEv46bU8YjORGt+gcNx+KAyhmjF1/gevOCAY2O9M7vdfdAlIWwq4UFsUohSrAO7Rx8/nQIQ4odqUIiu/susM9ADAjohSVTfzxbiSDC9Fo2rWVRimCGzy3IlNf0zGujFLUGfARtFdSjrFCMXFE1x/UjlJEdaQo36FA14pRio+s28A/b94F1HeM43qxXZsV5RgHUYoxOsYqYzzxKGEcgZvNInxhDF53CieVQmazaO0NMsaVUYoGGeMwNqEXH//8x7p/b+o4gyhFzOyh4MRI+Ou0JaaTqXFCqIXr5tD0UsfYj1L4j5EM6X3Xm8Obvdd9UR4IioKIkyCHKYSKUhziREcpyjPG0rJCV6cWdTPGJTeSj7/xaNimrbmMcXWUQg+LTTO8ls7x637P6Qkd46D4TqvRx9itHaUQQpDUNOUYKxQTSJgxNo1i8V2Np6+VXZhKCZ+KComme1EK25X0Ww5/GvEFbwPHOJh8F5UxtqQnjMfqGKuM8cSjhHEEbiYTTrwD0BIJ7F3eZCy9o7NsW82Mja9dW1mUwtv297vWNnWcxShFjxelMLyF0hIzyBZGV/HqVpwoio6xJzhirvdde0a2eN/tC+Og+K5AghgFZphCOcaHMFLK6ChFVbu2JjLGZqz6UWhExvjZbc+ETnHeyeO49X/3o6IUpV1Y/s+W3Vzxh02kbSd0jBtFKeoN+ABI6kJ1pVAoJpKyKEX94rvSHvyVSOmvbRkU32UY8vfzesaPSDTIGGf962YxY1xSfBdEKaTqY3ygooRxBG62XBiLZIL8G28AYM6eVbataLpdWw2xWBal8BZzOpdq6jiDHsaxWA8FxyRheAslYeqjFsaOk0WPzBh7J4KY9IRxKrPdO2z/u4PiuxzeZ2fHXfbkVVeKQ5XgBjAQwgHRGeMxOMZ2aa9S7/O5fJqMXcwGV7ZSqyQ6SlF0jIcsh4zj8kjvEJZroQkt7FcaRCkqv6PgX6SiRkIDyjFWKCaY0nHxjYrvSutjKgnODwjpXwclQ/4Tqb0Fm0HLrusYx414iWNcHaUouF67NiHHZiApx3jiUcI4AjedRitpy6YlkljbtgEQO+KI8o2r2rXV6kpRo49xSZQieDRsF3INL+5Q0pXC7KbgxIj7wtiLUozWMc6XRSmCP7tODild4n7HiULeE8aOHQhj7+QSCOMerUBqFCOtFQcXMufdSIlEuTCuzhg3166Nyj7Gtu1NiRQi/Hw+ny6LUJSK5CiixsHqmt+P28mS9n9/79/VX+UMBX2MgzZuAcWMcfR3JnVNZYwVigkk7PBkmmWFuVHUE8ZOIIwlPDPkrfOhQrFbzYZMvqFjXHALuNLFtoYBLTSQwHOM7fEU3wWOsbrRnjCUMI7AHakUxkXBaM6eXbatFmsQpWiUMQ4f/xS7UuguDOQGGh5nIE6DrhRlwnjUjnGuwjH2/uy4WRwnjYa3b62ww9++3DHO4gmfDq1AWi3YQ5YgQ1zdlaIiStHkSGhpWeWjyB07XCfBjWQhnykTxo1yxkHGuJZjnPF/f389MEK/rZU5Q0HGuPaAj9qOsbqQKRQTR1n9gdnIMU7Xdoz9WJZEsm7EW9epfFEYr8/kGmaMwTsP2XYKw+hAlESsLD9KwRiL73QhMIUg77pszY6u+5SiOZQwjsAdGUFvK97hCT9WYUybVhaxAL/4bhxRimJT8mLxne5Cf66/4XEGwf5YbAoFN0Zc98RwMqZTsF2cJh+1eMM7yovvgtZtrpMLv8dFkHS8qtwwY+zntHLSExntWj503BSHHq4flaiOUgTFd/5aseyGjnGwHij5fZKW7eWLAds/exUKubI2bY2FcUS7tmCCo5vl2PyjXKetQAK7nJYyZ0gIgamZYcZ4z97H+PVvTsPOe+uidsZYOcYKxYRSUn9Q7EoR/aS2qSiFdBlyvbWfsorC+PV0rmFXCvBunj1hXN7Jyg6K78YojMGLU/yyf5hTnn2F9enRzSxQNEYJ4wjckRG01mrH2KyMUdDE5LsGxXfYxcl3eX9EZNPC2Emh621I4tiuSdzwFlpLzBMO2SbjFJ6DJsscY00zEMLEcXNY1hAAO5lFh9yL7VhVXSnSvjBuFYXQcVMcesh8jShFbGwjoaHc9ZGOE7Z5y+HfVDpO2Xpp1Ms4ahxsqWN8jP0s73J/7e3LFVXOUFyPU3AKOE6O19ffQqGwF6P/v4DorhSgMsYKxUQTxibKWjnWi1JEF9+F014pCuO05V3vOg2dDZl8Xcc4aXjnEk8YD5f1MIZiu7axOsbgFeD90e+QsVN1gdrnKGFcgZQSpyJjLJKeYIwdcXj1ByLbtZUKY18Q1OhjLB0nzExmZNAzuLkohXc32kbBCXqsegstGfMWbKbJ0czBZJ/SAR9QbG6etbwCgr3aUei4vDmynVzO62dsGF6XjrT0Ptsq8ipKcQjTKEpR2se4qQEfVAhj2wod46xfPa67sDe7N9ymUS9jr7l/+TjY0DF2siTdYZJyGKQk62pVzlBMj1FwCmzb9p/k8jtoaTmS5OADGNKK7GMMXlN+5RgrFBNHOBXTNItPm+oIY6OmY1zw/9dlwL+2DhW84vN3dbTweqY5xzhrZ7Hs4RqO8dijFFDsjQ4wop7Q7nOUMK5AFgpgWWitxbtJzR8LbR5e7RiXTr6TjgOOU5ExbtCuraQIKSM90WCMIkphGO0UHE8oxAzvO5KmLxyazBkX3d/ymEgwDjNd8BxjK7EAgO2D6+ntfYL29ncQi/UAMBI4xmTJuzLs66o4tAgyxKJSGPtRodKMcaMBH8XHoSVrx3HC17O+Y6w7sDezN2yp1oxjXNnD1BPKMRw7SwvDaDgkyZCT0cI47+TZu/dxOjvfzYIFX0V3BjiV3zZwjNWaUCgmijBjrOuRT5sCXNf2i83rRynyGOT82pk9uRQacHxbkm25AoV6GWM/khg4xoZZ4RhLsNFhjF0poNiyDSBlK2G8r1HCuAI37WWJtJKMseY7xubh1Y5xaZQiEMhRGeP8hg2kfvnL6i+0ndABG/GFcbPFd4Ewztl+KymtPErRbAFeVBNy8ArwXCdHzhfGTtt7SNFGZue/MTS8lmnTzg+3TUlPVLf43Ssy6i72kETWEMbg30TmShzjRl0pgicvpY5xSTY5R9Ex7sv10Z3oBpoRxoUyYTw4+AKZzBY0rYW0k6cdbz10ihR5qVddAGNajIJbwLKHScQPo6f7PThaG/NZXzdjrPqOKhQTiB1RfBfRlcJ1vfNDbcfYO0dlpUHBF8Z9+RE6DJ1u08CRkHerzwsB5cV3w2Wt2gBsd/yOcbzMMVbnlX2NEsYVuCPeIxO9NEoRrx2lKBPG/v9qZcLY+/PAPffw5uc+H3ahCCgdjZuW3oLVHRjIN9OVYgRDbyNne4skbngLOjlaYewEwrh8AWt6AsfNkfV7MXa3zOQXXICWeQmA6SXCeEh6J5kE3n8/Fac4NKkVpQDQWltx097vh5cxjlVtU0pklMJxwsekoWPsgivdUBg3U3ynleSL//DHz/LGG99G15OkrAJt/u/wDC1NXuqRjrHlWOGNqRACW++mjZTKGCsUk0R0xrjalS324K/frm3ENcnjX78LnjDu8p/G5jAaRilyTi6y+M6SXh9jOa4oRVG6jSjHeJ+jhHEFgTAua9eWrFN857drk1IWc8Qlj4i1kryxLBSwd+0q+7x0ilX2qeBO1tWbL74z2slZ3gU3pnkngZZRRilsq3o6DwSOcZaC//60ZDe/4AO4IkZLyzG0th4TbjvkxpEI4v7oaCWMD01qRSkA9K5OnEHv6UMzjnFUk/6y6JFbjB4BdMebFcZFx1hKl0JhLyPp19D1FtJ2sfp8qp4mL81qx9iPUjhOCt3wzhO21kk7wzUzxqorhUIxsZTW69QrvnPsIDpYv/guTZy8358/Y2XoNHS6ghaRMtaw+C5nZXCcdCq+DHQAACAASURBVLVjLCUuxriEcaljnFLX2n2OEsYVOIEwLulK0Xr66XR86EMY06ZVbS9ME6QE2450jCtzlIWtWyu+sCRKEWR9rdZRRSmC7hOm7i3oFr/4rtmuFMUoRaVjnMRxcxSsYXLEmRZPMCI62Tj1Jo5dcHPZtlkpsLU2TNfblxLGhyZ1oxSdnThDvjAeTVeK0sehJdGjdEmxKjCKKEUezXd1bHsYKW2y2S1oWpysVRTVU8QIhQhnKKbFsN0crlsIbyYLWiftpNBqCOMuQyfnSraovqMKxYRQNjSoTvGd45Z3VKokEMYDeT2MUiTI+46xP1SIWGPH2BrwD6XaMZZifMI4oWm06Bo9pq4yxhOAEsYVuCNBxrgojFtOPpnZ3/4WIqJ5f2k7tjBjXFp8JwRaZyetZ54JQGHrtrLPS8sGf7Gl/CiFVkiOThj7znBM8y7qxShFcwuvZsZYT/h9jIfJ0EqrrtNp6GyKn01Pz3uK/wYpyTkujtaG4QZRCrVYD0XqRSn0zi6coSFvYEeTI6GhvPjOix75jnFJxhigK94FQNZpQhj7UYpCwXsyI6WDQJAv+Wy3GMGi2jGO63EI+3gHwriLdoZrfuclM3uIa4Lbt+yue2wKhWJsvLFnB0OtnsNbvC7Xc4yTVe9BURiPyFgYpYiRL3eMidcdCQ1Q8NucVrZrs12Jix52vxgL72hPct6UDjoMXZlQE4ASxhUEGcjSAR/1CArt3Hw+svgO4Mj77uXw7/4fRCxGYeuWsvek4yB0b4EN+9knYcUbRilct4Dr5ssc45hWnjGOilLc/rvb+cZz3yh7raZjrCW8yXd2iiwtJDVBp6kzXHGHaktwAVfrQFeO8SFN3ShF4BiHbZUaFN+Z1TlBL3rkvR44xob0XNpWs5WYFmuy+M4XxlZfcd/SwSqZaNcpRrAinCFTN8FvcWjonjDOax20kyqf0lfCzLjJp2dN4b5d/WxWrrFCsc9Zs30jm7s9Q6tulKJiamslYZRCtGGVCOMOwzOGACziNR3jIEpRKAwC1ddVzzE2x+UYf+XoWfzbO+bRpivHeCJQwriCsCtFa3PCWO/2Ht86A4Ohs1UpjGNz56Ilk5hzjsCqilIUM8ZDrv/djsmINRJO14rCtj0BX+4Ye4IgyBhHFd/9dsdveXzL4xX7GkYIs6qFla4lcZwcjpMiTStJXaPT0BmsuAvPB9lJvQ3NUcL4UCaYbFdPGIfrpEnHuOxxaEk2ecTP5LcGjzuNBAkj0Vzxnf+7bhWKwthxC9ihiyNoI4VFdZYwrscRQT2A7xjntE5MioNvovirI6bjSHisd6jqPduVfOh3r/PLvtqus0KhiKaQzWC7Dnn/qW694rvK4VSVuP7N8QitIAQF4sQpeI6xf7NuiUTDKIVt+1EKs6vsfXsfRCkC2nSNlHo6u89RwriCqOK7eug9Xh9fp683MkpRSmzOXApbyoWxtIqDDgbynqjUbf/vdeIUocurtxUzxhVRiqiMcV+uj95sb9m+badYXV+Kpidw3RzSSZGhhRZdo8swGKq4Qw2KiqTeDkoYH9IEk++ioxSdyGw2vPls2K7NrO5FKkvbG/riNOm7OkkjSdJINimMgyiFJ4xNsxvXzSB9YWzED6OVYewIYRzTYmj+cJFQGAvPFbKs2mt2VtwkqQl2REyq2lmwWDOc5tnBkbrHrlAoqhkZ8NZdIYg7+ueIaMe4meI7QUZrIyFdbJEgRp52QyepCWJCYItEwz7GwvJiUy0tR5a9710vDVx3/MK43dBJ2+pau69RwrgCZ2TEq2xNJBpvDBhTpwJg9/XVdIwDYnPmUNi6texxq1dJ6y2wwXwKSysRxnVathVbrLWTC4Wxt+DjhoYmqqMUrnTDiMaGwQ3FfVnV03nA60rhOFlwUmRoJalpdJp6lTDO+8M8NL0D1/EcL5UxPjRx83nQtGLxSwl6lzcl0e7zXdoGjrHW4k+jGxwMXyvNGKf9PHBSlAvjhlEKWexKEUQpurpO9p7CyAI5EsTjM0jKYRwRp80sXxsxPYYWDOPx100mFMa1I1BCCGbGTXZFCOPgtd0FNd5VoRgtQ3u8yZcF3XeMhfDOL3WEsWHULr6TUiNDCwnXxhUJ4n7GWAhBl6njaq1ljvHODYMM9/pPkTQDXeho1m4Mo4uYOaVs/30Fm7huIqVVM3rVLMoxnhiUMK7AHfHGQVe6p7Uwpni/9HZfH24jx3juHGQuh72nOL62tF3bUD6Fowl0x7vw783sjdwPlBfMBZEJU3gLUwhBS8woi1JkrAxXP3Y1tn+XWiaMnVRVDgq8rhSum0NzRkLH2ItSVApj745VMzpwbOUYH8rIfAERj0euH73TF8a9nhht5BjHjz0WdJ3s739f3H9pxtjOYOuQwFtvo3OM45AdpPDaSkwb2voGcZwRYjJDinbiZg8xdxgpDLqS5d1oYnoMvcIxTtPYMQY4LB6LFMY7/AjK3iYLZhUKRZGBnd610ippYyYMI7r4zhfGmlajj7GTAXTStJFwbKTmCeMOP1/cYWieMNb9J1qu5KF/eZnnf7bJ+14hiOtxTKeP1tajq86FvZZNQo8BEinHJ2rbDZ2Ucoz3OUoYV+COjKA3mS8G0Lu6QAicvr6axXcB5pw5AFilBXglk7xShRSOpoWO8Z7Mnprf65QI46zlYGgOgmJRTzKmky05KawfWM+a3WvCv28YaM4xltJGd4fJ0oopBJ2G5xiX3unmAsfY6MB1s7QIWwnjQxSZz0XGKMBfK0Bh82bv7x3VN2OlaMkk8WMXkHv55eKLJeslbaeRmiCB9/cgY9ywK4XjRyk2rcIaeh2z4NC1uxeAaewiTTvxWDeG4znVLfFyYRzX4xh4a6vSMS40FMZmZJQiEMt7lGOsUIyawDG2dYHlryFhGDWL74IR8FHk8jtwnDgZWohZedASYVcKgA5dQ2qt4Qj6ob1ZClk7dIzBPxc5/WW9/gN6CzYJw/vu8eaM23RdPZ2dAJQwrsBNjzSdLwZv8end3di9zUUpoLxlW+kkr4w9gqMJNMcABLsztVs7lTrG2YLD++c9QTq9Pnw/aepljvG2VPE7Dc2ocIxHIh3jRGKW9+/BJad1IXxhbElJ1i0K47wvgoN9TNWzShgforj5fGThHRQd49wf/gCAeXj1wJxKkieeSPall8OJkd568YtLrQyurhEPhLGeIKEnmo9SDO+gYGrEtDY6ewcQwsDAISM6MM0udHcYpCQZK38UauomZjB1T/fOFSNNOsYz4ya789WPUHeGwlg5xgrFaEn1FYtoB3cWn0hFT77LoOstNZ8K53I7sO04aVqJWTm0KsdYIEsc4z1bvfjgcF/xSVW3YWKSp7WlXBhLKekt2LQYwYCh8d0ItxkaWVdiueOLZCjKUcK4AjedbrojRYAxZQp2fx+yUL/a3pwxA4TA2rEjfK10AljWHsEWGobrktQ66zrGQVcKXW8jZzkc17MBx0mHvRFbYuXC+M2RN8M/nzjtRDYMbggvzrUc45kzL+K0Ux/jd9238DtjCUA4EnOo5E48KL4z/X30aBl1F3uIEkQpogiF8R89YRw7fHbD/SVPPBE3naawcaO3f9sOB3+krTRS18YepUjtoBDTiJlT0Qe2k0x4Qj0vOjDNHjRZIE6euNld9vmYFsMUNrreguYX4KRpwUXDKtRvs3hY3KQgJX0VcaTAMe4t2NjqIqdQjIqR/uK669/p/bm2Y5ypWXgnpSSXe5N8PkaGVoxCFl1vIUaBTv/a164L3BLHeM8WPz44lMfxp9DOjHlruLX16LL9pxyXgpS06PvGMW4Ph4Op6+2+RAnjChw/Yzwa9ClTcJpwjEUshjFjBtabRZGK7WWMLdfCknkcTSMuJHHR3bRjnCk4TEt6j4JzOW/f8zo2c960G8Lttqe2h5899bBTGS4Mh8LbdlJVTcjBy0q1th7DlvgZ4ejbTl/El+aMg+K7mN+WpkfLklGO8SFJvSiF1un9fuTf2IjW1obmC+V6JE84EYBsEKewi5n8tJWmIAQDQ966SxpJL0rhO8a9vU+yd+8TVfsMhfHwTgoxnVh8CthZ2uLzvOPTPMcYoI0UhlF+nHE9TkLIsotrQQpyoqOJjLEn4nfly1sxBsJYAn0RuUiFQlGbzPCAt3iAwd3/j703j5OrLvP939+z1NJ7dxayQhASwjoBgsQRFUdm2BRQL4LKsAijVy7eqzgzyugwOuOMP5076pVxHJeRGEREGFFANhkFHQwkLAEhJCFA9g5J7921ne37++N7Tu3VS9JLpfJ9v1796u5Tp6q+Vd1Pned8zud5nlAxtm2o6jFO1WzV5rr9+H6aXFYlxgnfoctKcoTlsbRJfa61GLJEMd4fJsZIGO5XJ+VHhHPqm5uXljz+/lA8aw6tFAfbmaLFUinciD7eTio6MS4jGBnBGOdwjwhr1izVlWKM4jsAe8GCUsU4vDQ84igF2DdMmk2JGXSMnhj7wxhGAsOwyboOHXF1QM5klGViWfsGZsW3MTSkEopixfiMI84AYFPfJoJA9V41qyjGERk/IBm2wYkm/xR3poiK7+Jhct0hMrqFzGHKaFYKo7lJ2YaCAHvRonEVuMaWHIXR3k5mw/NA6RWWtJvGRZBOqf/FcsX4la1fYeur/1zyeFLK/ICPYHgPngV2Yj4Au15S+7hGC7FQJW5hGMMsPVGOmTGShroku/HlzwCqN2lWtI3tMY6pz4Zyn3F3zqUprKjXPmONZmLkUoMkwxxzcH+oHtu1FONMzal3kbCUc5OkRTNxP0dMxJhjecTCY6AhU0ijiVnJuchAsn/nMF0LVM4w3KM+e2abLq40icfnlzx+T2iVarUnyUoRKcZ6yMekohPjMoKREcwJKsbW7FnjKr4DsBcuLFGMo0vDrw68qn43LBIGCH8sK8Vw3v5gyjcwDZWIptLqkvPcxDYARkY2A6WK8cKWhRjC4A89f8D3VUJuj5IYp/0gf9Buq5IYR8V3iZhS1rrEAHOzaw+6FY3m0GM0K4UQIm+nsMdhowAQhkFi+XJyW5R/PjqRlFKSclO4wsDLmljCoiPRQbPdzIg7gusOkU6/SiazLT/JCkCG3SQMI46bVnEYa1YWisFXM6yXZ7LbPp1YbC4AR7ENX5S2boyZMRKGJPCz9Pf9HgAnkOSM9rEV40SkGBdN85OSvY7LyS3qYK19xhrNxHAygzS76kR7pE8VzQrLnrCVIkqMR1x1PEwEOYLAIggKdQuOo2I8NnIEzzy0DTfrc8ypqkB3qDdDEHgcZfazP6jsbhV1nWkNPcZBcHCJcWuoGOvpd5OLTozLCEZGMJonaKXomkWQTuMPKxO+sEdJjBcswH3jjULAhu3aNuzfED5YkoSQ+G4bg7nBmn7J4sQ4Tnd++/Dwi0gp6Yqr1jEjqc24vsve9N78Pn25Po7tOJYXe17EddWaq3mMIzJBkWJsV0uMVVKesFXSc2r2bi5O/x1DQ8/XfExNYyKzta0UUPAZxxYuGvdjxo95E7nXXkNKmT+RzPpZAgJ8w4BcCz845266El0saV9Cxsvw2r7foNoheaTT2/KPFXnwDRHDyakTT7NFNeDvYJg7/StIWUfS1nYKw6KL9+Z+ykNPbitZT8yI0WxIwCeb24PnDeNKiWO0j9rHGGCObbNMbmbPvkf4Py/vYMD16HN9coHkj1rV5V3dy1ijGT9OJk3gO7R4SohJD6jJkqN1pahlpYgS4yFfXTFK+Dl838T3C8fhTE5dyd3wyCBP3fs6hiFYesYRGIZguDfLvv0P0iyybHBmVTx+T2jtaLMn22Osr9BOJjoxLkIGAUE6PWGPsTU77GXcrZJPERvdSoHn4e1TB+XMYJZsJuD5fc8TC44AM0acACenEtVaqnFxYpw0C0lvamQr7rPfY96g8hyPjGymO9Vdct89I3s4efbJvNj7Ip4XJcYFj7GUko+9tI0bN+0g4wclinHUsmawise4OVSMO/xtAPT1/a7m+6BpTAKntmIMhcTYXjx2R4qI2DHHEAwPq/7focc45arpeZ4wsWRAJqMe97jO4wDYtb/wvxddNQHwQ/XY9HxyhkqS+0fiONi0M0xWNtFk+Ahh8Ex2OXPj+0n231e6HjNGc9EnZyr1Ck4gcY12nDGK7yxD8BHxH5zW/3c80/0kv+odYm+YCJ/SqhTj/TmtGGs04yWaetcUSEwJmZFQoKrRlcIPu1JUI5PdDSTZbygFuMVP4XkmQZDJXwEdyior5O6eDCe9YyHXfu1tdM5rpqUrzlB/N9u3f5e0aGP9cLbiqmnkMW611FWog02MmyPFWBffTSo6MS4iSIeNvyfoMTbDIR/u3jAxHs1jvFBdQnb37CGbcskNZel9I8vz+5/HdI9GWBYxAtJplZzX8hn73ghW6H1sMfcSBBZNKY/Fzz9H7L6/4ritKbYNLiGVeoWdw6VjqHcP7+bE2ScymBuke0hZL4oV4ycGRvjFvgF+3N3H+zdsZdj3SZZZKQaKzsSz4dlq0m4q6Q3Z1/fEqO+bpnHo3bWT53/1ANv8HI5de3DHRK0UAPFjVMsj59WtSM9joM/h6Z+r/2lfGJhBwOs9KlE+tuNYBIKR4T+QSCxCCLOkjWEqTJKbvDhDbTYg2LlLMkgr85I5ciJOUqiD1+92HsuOoYWc1vnfDKQdfvuTLXS/Ohh6jAsHvJGRzXhSkrHm47q95Jyemq8ll3uDxfJVTAI+zv/jmf79+VZtRyfjtFmG9hhrNBMg1a+K7RJBgC0NcmllDxSWVaP4bnQrhcx2sLtJtSpdmN6L5wqk9PN+4L6UmkOQMmDhsk5iCfV513n0CxiLP8LIyEZk54X05wbYPrS95PF7HI8u28QKC/eCg/QY5xVjXdMzqejEuAhvv2oSPmGPcTT9bm832PaoRUX2AhVw7u7d7NkygJA+qRGP4XQKL3UUhq0S45G0CtxqinEQeGSyO7HD/qrt9hsksz6Ld2eYv3sAp2MuzRmfjTuPIwiydA+8UHL/jX0bOXn2yQC83r9RvQarjeG+Hvr27OZbO/YxJ2bxpaULeXYozbaMk7dSmELQZhllxXcqSYgbIq8872UBg0PP5dvKaRqb3Zte4tHv/xvPJQUvpGr7bPNWikUTsFIcq1oe5ba+ivR99mwd5tXHB+hIH0EQj9PpjLBzXx9842Sa1n2PI9uOxHJ30dG+kmTyaEZSr+Qfq6/vvxHCpk3Mob/dojV2FJs2bSfbNI8mM4Nj2MRCVXnvGwt5ofdElrTt4IGHXuAPj+3i2Ye2ETfjxASAiWk2M5LaQtbL0GufCMBA/5M1X0tP72MA3Gv/BfPYi9N7H91hh4p5cZu5MVt7jDWaCfDiY48CBq1eQEwYuNkRPNcfpfiutmKczezCG2lhd9M8FshdtBoeTuhd9v0sgQzYP6JsipsW2ViLC4+TnP8QXnYWq858hJOWfASA5/Y9V/L4Pa7HbNtGhK3e5EF7jHW7tqlgXImxEOI8IcRmIcRWIcRnq9weF0LcGd7+lBBiyWQvdDoYeuABEIKmVW+Z0P2ixNjd040xiloMYC9QVarO7t3s2tyPkAFSmiwaXEZqeBGGbWEjCVyVQFRTjHv7Hsdxejhi7vkAHBHfTWs6S+egi2MJXjruCADmDKoD/K79TyKBHGcC8Er/KxzTcQwJM8Hr/aoUPzfscfvf3Mj/96+38Ju+YS5ri/PB+V0kwxGbkZUClGr8etqhNzyAZ4MAAcSEwLLakQh+yuVI6TEwsG5C76Xm4JmJeD3+7e/kY/++hoVph53pQVwnV3U/syNUjBeOXzE2Z83CbG8n9+qrSMcl56gTseP3/THdy85gWd8OFr10FwzsgKe+y6nt80iQJdF8Co51DJt6N+Yfq6/vCdrbT0OM7GOo1cYQx9Lf38+rXcdg5vrwTAtvZJAdvSmyqflstk/CNAJe3voYwhDs2NiHyApMAcJqo7l5GT09vybtDLA7PYhpttDXv7bma+np+TWx+AK+cOanycSWcZLzALft6mFezGZe3GaObbA/N3ofZk3jcbgcYyebXRtfZONvf42ZWEmT75OwbGSQ4fUNPVWL76SUNRNjKX0y6V0M5mLsaZ7HUjaTSFpEH2V+kOaN1Bv4ud0cM5zluWMSXLVtF76U6ipR/CUGX38zQW4hR7cfTUe8ozIxdjxmxyyEESnGB2mlMKPiO60YTyZjJsZCCBP4FnA+cALwQSHECWW7XQv0SymPBb4OfGWyFzrVyCBg8Gf30PyWVeMaPFCMOXs2IhYjSKVGtVEAGIkE5uzZuHv2sHtzH6YR4JuwfPgMculZmLaNLX1mBVmSVhOPbHuE9/3ifSWT6/bsuRPMebzWk+HR315IZ1MPyXRAMhOwb06cvtgeRowEJzq7kFLgD2zEQuLvXE4QtLB1cDuvD7zO+Uefz6YeFbj/9q07uSP5Vn7W/g4Sw2k6NjyN7wa8s0spwMmixPioRJz/6hvi1N+/xI/39JINAhKGQAhBLDaLXPw4nuHNGEYT27b/O/4YI3o1k8dMxasdi9PS2cWiwRRuEPDaM+ur7td+ySXM/eu/xkhWb5dUDSEEsWOPJbd1K9L3sZIxtne9yLJ9q3Deej4GktOf/yWYcRjaxbkjm+lOd3Dxmiauue90/mFbiu/+95Xs3v0ThkdeoqvrrQwNvUBgCrbt6sDs6OL38UXMdgc4ZWgTva/u5Yv3/AaES8cRi8j5Ntb8l3nXlcsJfElqi0pchdlJS/NSstld5EgwnOslHj+O/hqJcTr9On19TzBn9jvpjNl0HPEBjmI76ZEX+PiRcxDS4/2Zv+e6wUt54eWbyeVqd6XRNA6HyzG2Gq6TY8+Wl/GreIHHonfXDn75za/S3DkbK3EmQvok4zGEyPLy2u6qxXeZzA6k9LCqWCl277kTX47wenoxGSuuEuOEzfCIeozuPXezbeh1BB7XrM3wsW7B5lSW+/cPsH/fwyACRnav5LlHdhAEDmfMObEiMd7veMyJWRiTpBibQtBkGtpjPMmIsVpqCSHeAnxBSnlu+PtNAFLKLxft83C4z1qhrhHsBebIUR585cqV8umnn675vF/9h08iRJU/9qitT6vcKEBSYxlSIqW6l+kF2I5HLm7hWwaBaYIQFQ8pazxP3HFpHnEIhKC/s3DQF4DMWyvUvdsGs5g+eDED0/XJJmwyyQTg0zaUxQgkqdYYahhz8UsJL+kQYCVytM3dS+DGMDMmR/f0cJ63nu8fexYvpk7gA91PcrJ8hXXNy/A7XHAMjh94g03iSJ6xjkIEJpYwaDliH6btsH3TKer1yuhNU89lCAgsgY1H3HfV60EVPbmGrboCSEBIWp0MZjyHZ9iMBK20J/fRuWA7uWwLI31zwTMRvl/y7slq52bRv03x+z/OE+KxO+PODAGCv/78N0fdRwjxjJRy5cE8z0zF6zf+5XMEmWHaBzL0NRlI0yBI2Miyv3a4gsLPxTeX/PEKSxGBpCnjYDkBngmeJXDjFoFpg4D2gQwQMNSawCQAKXADSz2CIUF4mASIMIIEgpbWPmJdQ+zecgpukMSxDJZku5EIBkUzmSBGXHgkJMSXbMOM5ejfexS2DDBNl/bF2+ndfSSp/tlIIDAFpgiY1d5N8/y9DO9YBAIMw8fzYljJNMlZvSAFw9uOxsslwPDpWLaZwLdwB9qwEjlibcOkU20kksMgDTK9s3DTzQSBQfhhlo9NzdSyfOlpvOeyq2vePhnxGj7OtMfsurWP8/iv/7N0HeF3WWVbVSbcjVOW/Cz9AKKETgCGhRACK4g+7NWzm66PISWBEDgxi8A0gADCgVrYCTBNOvpSjCQEnpB4yWbaRtKIQJJqjhc9R5gPFMeQAEP4tC3cgeck6Nm5lJwVo9VJIaQEEdCycDfxtiG8VDPp/XOQvg0EpO04punRNWsHCMn+15chMJFCJdNCgiGjI7dgJJYg7nk0x/tpX/I6qe4FeLkYZszBsDykZ+E5UfFymG2Iws+GGWDElIQtfROkIC2SCMCWLoFjE2Dm7y/kOI6JE/o7Sur1KGsGFjf+7ddG3We8MVu7SqbAQmBn0e+7ILwmX2UfKaUnhBgEZgG1q1DG4I/les7yXzzQux8YMdTf3Q2/JkrU7jQ9xn4WhXc+hkr6UuHvZvg11tXULDBQumlD8Ca+9OLHAUHWaOLfYy9wVuol4mkVpM8Hb+JssYE/dZ8p3CmqDbDGUShnVtkWfYbJ8DX54RfACLClyn0OQzZy5HQ91YzEq+2/wf/y7oLIni+Byb5QENV1SkrjI4qliTxfBtgHoPoQ41H6aVj8v140qDLPpvC+5Z+gg+FXtefLN6z4XeHxXynbbw+aOuGrW+A9XD0dTzXtMbv+iUf4K/eHB3LXyaVYF5FUT9Lssn0iETjKz7zwq1gEzhXdb7xuhVejHx5R9yleW3f4VU702FEpjfhN6e2C0jwy2j8HbC7aXt15Vp3U2LscjvxH4t2T9ljjSYyrnR6U//uOZx+EEB8FPhr+OiKE2Fy+TxmzOYiD9SRTT2uBquvZALwHgO+EX5W3T9daZow6XcuL8MUxz7SPmoTnnLF4vaG+3nuor/XotVSnntYCJeu5hc/cfMto+05GvMIMxewN6ls9vf96LdWpp7VAfa2naC0/5rqbfjzW/uOK2fEkxruA4qaji6jUNaJ9doWXedop0kcipJTfBb47noUBCCGenoxLVZNBPa0F6ms9ei3VmaG16HgNqaf16LVUp57WAjpmZxK9lurU01qgvtYzVWsZT1eK9cBSIcTRQogYcDlwb9k+9wJXhT//D+DXo3mfNBrNlKHjVaM5tNAxq9HUEWMqxqGf6QbgYZQz7gdSypeEEH8PPC2lvBf4D+A2IcRW1Fns5VO5aI1GUx0drxrNoYWOWY2mvhiPlQIp5QPAA2Xbbi76OQtcOrlLAyZwSWgaqKe1QH2tR6+lOjOyFh2veeppPXot1amntYCO2ZlEr6U69bQW5dwiNwAAIABJREFUqK/1TMlaxmzXptFoNBqNRqPRHA7okdAajUaj0Wg0Gg11nBiPNSJzip97sRDiN0KIl4UQLwkh/k+4/QtCiN1CiA3h1wXTtJ5tQog/hM/5dLitSwjxKyHEK+H3zmlYx3FFr32DEGJICPHJ6XxfhBA/EELsE0K8WLSt6nshFN8M/4deEEKcNg1r+WchxKbw+e4RQnSE25cIITJF79G/T+ZaZhodryXrqYt4DZ93RmNWx2t9ouO1Yk11EbM6Xsdcy/TEq5Sy7r5QBQivAm9CtfV/HjhhGp9/PnBa+HMrakzFCcAXgL+cgfdjGzC7bNtXgc+GP38W+MoM/I32ovoCTtv7ArwdOA14caz3ArgAeBDVA3QV8NQ0rOXPACv8+StFa1lSvF8jfel4rVhP3cVr0d9pWmNWx2v9fel4rbqmuotZHa8zF6/1qhi/GdgqpXxNSukAPwEunq4nl1J2SymfDX8eBl5GTR6qJy4GotFFPwQumebnfxfwqpRy+5h7TiJSyt9S2b+z1ntxMbBGKp4EOoQQ86dyLVLKR6SU0XyjJ1E9SRsdHa9jM9PxCjMQszpe6xIdr+NjpmNWx+sMxWu9JsbVRmTOSOAIIZYApwJPhZtuCGX8H0zX5VDUhKNHhBDPCDXZCOAIKWU3qA8aYO40rSXicuCOot9n4n2JqPVezPT/0UdQZ9QRRwshnhNCPC6EeNs0rmOqmen3OY+O11Gpl5jV8TqzzPT7nKdO4hXqM2Z1vI7OlMVrvSbG4xp/OeWLEKIF+E/gk1LKIeDbwDHACtTk9H+ZpqW8VUp5GnA+8L+EEG+fpuetilBN6C8C7go3zdT7MhYz9n8khPgc4AG3h5u6gSOllKcCNwI/FkK0TcdapgEdr6XUVbzCIROzOl6nBx2vldRVzOp4HeOJpzhe6zUxHs+IzClFCGGjgvZ2KeXPAKSUb0gpfSllAHwPdUlqypFS7gm/7wPuCZ/3jeiyRfh933SsJeR84Fkp5RvhumbkfSmi1nsxI/9HQoirgHcDH5ahAUpKmZNS9oY/P4Py+C2b6rVMEzpei6jDeIX6ilkdrzOLjtcy6jBmdbzWYDritV4T4/GMyJwyhBACNWnoZSnl14q2F/tn3gu8WH7fKVhLsxCiNfoZZT5/kdIRoVcBv5jqtRTxQYou8czE+1JGrffiXuDKsHp2FTAYXRKaKoQQ5wGfAS6SUqaLts8RQpjhz28ClgKvTeVaphEdr4XnrMd4hfqKWR2vM4uO19L11GPM6nitwrTF61jVeTP1hap43ILK/D83zc99FuqSwAvAhvDrAuA24A/h9nuB+dOwljehqoafB16K3gtgFvBfwCvh965pem+agF6gvWjbtL0vqA+LbsBFnbFeW+u9QF3q+Vb4P/QHYOU0rGUryncV/d/8e7jv+8O/3/PAs8B7pvN/ehr+L3S8yvqL1/C5ZyxmdbzW55eO15L11FXM6ngddS3TEq968p1Go9FoNBqNRkP9Wik0Go1Go9FoNJppRSfGmqoIIa4WQkghxEB5axghhBXe9oUZWp5Go9FoNJoZoNHzA50Ya8aiHWV212g0Go1Go4loyPxgxjzGs2fPlkuWLJmR59aMTU9PD9u3b6etrY2RkRFOOukkbNsGVMHms88+y/z581mwYMEMr7RxeOaZZ3qklHNmeh3V0PGq0ZRSz/EKOmY1U8ehmh+MN2at6VhMNZYsWcLTTz89U09/WHPxxRfzu9/9ju7ubuLxeMXtw8PDzJ49G4D777+f8847j7e//e3ccsstAHieh23bfPSjH+ULX/jCdC69oRFCTOt47Ymg41WjKaWe4xV0zGqmjtWrV3PNNdcccvnBeGNWWykOA6677jqEENx4440AXHXVVfT393P//fezevVqhBBs3bo1v//dd9+N4zgAvP3tb2fFihV897vfZfv2uj4OaDQajUajmSbmz5/PDTfc0HD5gU6M65goaa321dHRAcBjjz2GEIJHH3206mMsXLiQNWvWAHD77bfjeR7vfve7mTVrVn57OWvWrGHWrFn538866yySySRf/OIXJ/kVajQajUajOVT5zGc+03D5gU6MDwHuuusu1q5dy9q1a3nb295Ga2srDzzwQNV9h4eHaW5u5uqrrwYgk8ngui4XXHAB+/bt46GHHiIWi3H55Zfz4IMPMjw8XHL/HTt28Pjjj/OWt7wlvy2ZTPLpT3+aNWvWsHnz5il7nRqNRqPRaA4durq6Gi4/GDMxFkL8QAixTwhRdQRhOA7wm0KIrUKIF4QQp03+Mg9vVqxYwapVq1i1ahWf/OQnGR4epru7+uTFu+++m3Q6zVVXqQmO6XSaWCzG6tWrSSaTeZX4qquuwnVd1q1bV3L/H/3oR0gpeetb31qy/VOf+hRdXV3cfPPNU/AKNZOJjlmN5tBBx6vmUKfR8oPxKMargfNGuf181FzqpcBHgW8f/LI0tRiPDeLII4/k7LPPZs+ePeRyOZYsWcKcOXO45JJLuPfee+nv7+eMM87ghBNO4Pe//z0Avu/jeR633XYbq1atYs6c0sLNlpYWbrrpJu666y42bNgw5a9Tc1CsRsesRnOosBodr5oJcPHFF9PV1UUul6t6e/mV46mm0fKDMRNjKeVvgb5RdrkYWCMVTwIdQoj5k7VATSFp9TwPwzD4wAc+wIMPPkhPT09+nyAIeO2113j88cf58Ic/jO/7rF69GoBjjz0WUCpxLpfjzjvvBODKK6/ktddeA2D58uXYts2mTZt48sknue666yrWcf3117Nw4UI+//nPT/Er1hwMOmYbh0BK+lxvppehmUJ0vGomSnEBfTXKrxwfLFJKunMO/aN8FjVSfjAZHuOFwM6i33eF2yoQQnxUCPG0EOLp/fv3T8JTHx5ESWv09e1vfxvXdfMJLsC5557LMcccg5SSL3/5y9i2zec+9zmAvPr75jfPZcGCBXm1+YorrkAIAcA999zD8eddiLBsLv6PH/PZKv/c8Xicm2++mYcffniqX7JmahlXzOp4nXke7Bnk9N+/xKBOjg9n9DFWU8JErhxPBrfu7uHU32/k+P9+kbv2Vj+Ha6T8YDISY1FlW9WpIVLK70opV0opV5ZfqtfU5p577uGpp9by/f84je9//zTWr1/PscceWxIU3/rWt1iyZAknn3wy69evz6vFTU1NOI7D3jc289vfvZdzz/0j1q5dy5YtW1i4cCEnnHACAM6CxWxa+wSdb/8Tnjz6eIx5VT93ueaaa1i6dOmUv2bNlDKumNXxOvPszjpkAsmA58/0UjQzhz7GakooLqAvvnIMhQL6P//zP88LXwfLzqxDTAjelIxz6+6emvs1Sn4wGYnxLmBx0e+LgD2T8LiHJdu2/Rsbnr+WnFP45zvppJNYuGg7S5YMcMyxDitXruS6665j3bp17NyphIRtg9vYtm0b119/PStXrmT9+vWAKr674447mD9vOZdcvJ1bb30QIJ9UR0V2n/rSPyEHB/jr6z4CwNmXfRDXdSvWZ1kWW7ZsQUpZd827NeNGx+whQjZQ+U8umJkJpZq6QMerpoKogL74yjEUCuivvPLKSXuulB/QaplcuWAWzw6lWXXpZUgp8zbNiEbJDyYjMb4XuDKsnF0FDEopq7dM0IzJvv0P0dv7GE+vfy++nwFASp/XX1dTZXw/je9nueKKKzAMg0ceeQSAu++7G2ELzrv4PBzH4Sc/+Qlnnnkms2fP5txzz+WXv7yV//sv8/nWv53JihUruO2225BScvrppwOw5/57aJ09mwvOPx+AdBDMwKvXTBM6Zg8RMr6Kw5yOx8MZHa+aEvbsuYsFC1/jhBNOqLBT3HbbbbzlLW9h2bJlk/Z8aT+g2TT4H/O6sATc0T2aJf7QZzzt2u4A1gLHCSF2CSGuFUL8TyHE/wx3eQB4DdgKfA+4fspW2+BIKUmnt5NILCab20M2txcA1x0kl+umuXlZ+HsfCxcu5JxzzuFXv/oVADue30Hrilb+kP4D999/P729vXz84x8nHo8zb9483nrWqaxYkeS443r5i7+4hh07dvDYY48Ri8WiJ+ed77uUtrj6Pe3rA/Ghio7ZxiEbJsSOVowbFh2vmlq4bj9bX/2/BEGhxuD1bd/i5U2fZceO73PllVeybt06tmzZAsC6devYtGnTpKrFUEiMZ8csLpzTwerdPTw7lJrU56gnrLF2kFJ+cIzbJfC/Jm1FhzGu24fvjzBr1jvIZncSBKoVy3PPPUNff5bOjgT9A1mQj9Hc/CauuOKKvGLsp3063trB47se55UfvkJrayuXXnppvgBPBpEtIuDt7zCJJ0xuvfX7/Mmf/CkAs277BX95wTtpMtW5kk6MD110zNYnvp9h7dp3sXz5PzJ79jvHdZ/ISpHVinHDouNVU4ve3t+xffu3mTv3PNpaTyKX28drr30NISxcd4ArrriCv/mbv2HNmjV86UtfYs2aNcTjcS677LJJXUfKD/K5wT8tXcRzQ2mu/sPr/PbNy+mwx0wjDzka7xUdwmQyOwBobTmefft+SRA4AFxxRSQQ/Dz8/mFAmeybm5tJpVIYTQannHUKT+x+ggfvfJC2eBuGKFwQiB4L4I03vs4vf3kUp664nq6ut3LEhZdwzYvbaLfNksTYsizUZ7JGozlYXHeAnPMGQ0PPTyAxjqwUOg41msMNP1B2Ss8dAiCbUw6a5uZljIxsYsGC+Zxzzjn86Ec/4uabb+bOO+/koosuorOzc1LXkfJ9msPcYFbM4p+WLeKKF17jxZEMZ3W2Tupz1QN6JHQdkc5sB6ClZTkAH7j0rUgp6e9fz6P/9SZ27LiVR//rTXR3/wIpJYsXL+byyy8HoPOsTj526scYcUd4251v4+Yn1ASaXbt2sXr1aqQsLqRTB9koER8MK97bLZOkoRVjjWYqiE5OI4vUeMhqj7FGc9gS+FkAPG8YACenWvC1NC8FAjxviKuuuort27dz00030dPTM6aN4rrrrkMIwY033lhx2+rVqxFCsHXr1pLtKT8gKSVCCL7whS9wRExpqsMN2i1HK8Z1RCa9HRC0tBwHgOenw+8jACSSqjDZdfvz9/n+979P84eaeW3wNc5bch69mV5+uvmn7BjeUfLYQWilOGLuu4nHj2DnrtvIZFRHi+LE2BCCJtPQxXcazSQTnZzmJpIY664UGs1hix9EibFSjB1HJcaFeqN+3vve99LW1sbXv/515s6dy3nn1R6imMlkuOuuuwC4/fbb+epXv4pljZ0Gpv2A5oSd/73NMgEY8hozT9CKcR2RyWwnEZ+PbXcAEISJsR9+T8QXAALHLa0I3di3keNnHY9lWFx14lUc03EMI+5IyT5SKvP+kiXXs3Tp35BILCCTVYnxgOsjKPyzNxlGvhpeo9FMDpFiPLHEWFspNJrDlSDsTOV6gwD5Nq7NzapNmuv2k0wmufTSS5FS8qEPfWjURPeee+5haGiICy64gH379vHQQw+Nax3FHmOA1jBXGPYbUzHWiXEdkc7sINl0FIaRAAqKse+p6k/LasW2O0sU45yfY29qL8e0H5Pf1mw3k3bTJY8dHZQNQ3WdSCYX560UQ55Pq2VghM3Am0xDWyk0mkkmmIBiHFWh63ZtGs3hS95jXKQY23Yn8fhcQNUtgLpyLKXk61//+qiP98Mf/pDOzk5Wr15NMpmsOTmvnIrE2IwUY50Ya6aYTGY7yeRRCGFgmk35s8XISmFZzRWJ8bCjvEcd8Y78tma7mZRb2koluowrhLockkweWWKlaC86y2wyDVI6MdZoJpXo5NTzhvG8kZr7ZTI7eezxkxge2UQmatemi2A1msMO36+0UsRis/NXlcuvHo/Gnj17ePTRR7nsssuYM2cOl1xyCffeey/9/f0V+/q+j+d5eJ6H47qkXYdk0bBF2xAkDUMnxpqpxfOGcd0+mpJHAmAYybyFIvpummFi7BSCYSinAqYt3pbf1mQ3VSTGkcfYMKLEeDGeN4jrDjLg+XSEl0ZAK8YazVQgizrD5HJv1Nwvm+1GSpdsZkehXZuOR43msCOIPMZhVwont59YbA62rbpORIpxOW+k3uCSn1/CzuGd+W233XYbQRDki/OuuuoqcrlcxeQ8gOXLl2PbNrZtE4/F2PenZ/A3xx9dsk+bZTRs8Z1OjOsEN/zHt+0uACyzuZAYeymEsDGMGLEyxXjICRPjWCExbraacQMX1y90ogjKFeOESsAz2Z0MeX7eXwzKY6wTY41mcglKEuPadoro6o4f5Iq6UmjFWKM53PDzHuMhVq9ezRln/Cenn/YjbLuNc971GkuO+guEEHR0KAX5scceQwjBnffdyauDr/LsG8/mH2vNmjVYlsV3vvMdAM455xwWLFhQ1U5xzz33sH79etavX8/DT6yl69s/4vP3lvqR2yyT4QbNE3RXijqhYHVQfxLTLCjGnp/CNJsBsGNdDA5tyN8vSoxbY4Vegs222jflpugwVcDIKooxqMu2A+7RLG2O5+/fZBr0e4WDuEajOXiKWyaOlhhHJ7GBnysqvmvMA5BGo6lNUNSVIpop8M1vfpAzzvjfbHj+WjraT2fJkusrCu7c8Hgfdadav349GzdupKWlBcdxGBhQSvP73vc+/vVf/5UtW7aUjJA+6aSTOPZYVeD3ejqHnUtw4tIFJc/RYpoNqxjrxLhOiA6GUeJqmE1FVooUlhUmxnYXrtuPDHsKVlWMo8TYS9FBR8njFzzGKjHOZnYw6C2m3WrK319bKTSayadYMR6tl7EMC++CIFto16Y9xhrNYUekGHveUH4S7il/dCKrVq0CsZimpmZOOXlVxf0cX33W7BxSVoof/vCHAIyMjHDHHXdwxx13lOwfTc6rRirsPNFslhoM2ixTe4w1U0t0MIwSV6ssMTZNlbjG7E6k9PDDgrxqHuMoMR5xCgU+Mt+VInx8qxXLaieb7a6wUjTrxFijmXSCYGKKsR9kdbs2jeYwJl+A7w7lh3xEdkvb7sJ1KgvnAJzweL99eDuO4/CTn/yEM888k9mzZ3Puuefym9/8Jv+1YsUKbrvttppTbqNcoKksMW61dPGdZorJWykMJeIbRVYK30thmi0AedO9ExbgjWalSHuFlm3qYGsgRCEBNs0kjp8mE0hdfKfRTDGBVAerv7u5lzPf/M/kcrmq+w0PDfLuC1/nxhu/l0+Ic0GQn0rV0dFRUUnueV5+KpVGo2kM/FAldr3BfHcq0+gI472NTLYPz/MIyqxWOS+H9CU7+nfw85//nN7eXj760Y8Sj8eZN28eZ599dv7rYx/7GDt27OCxxx6ruoZUPjE2S7a3WSbDesCHZirJWynyinFz4TKKn8Yq8hhDYfrdkDNEk9WEbRSm0hR7jCNk4ObV4gjDiJHzVOC128Xt2kzSQVDzDFKj0UycyOd/0UXHMTSU4/7776+63333/Y5sVnLRJafmtxUrxoODg3zlK1+Z2sVqNJoZJwj7GAdBFi885q9a9SFs2+b0077D2876FbZtc9FFF5Xc78vXfZmXrn2JJ698kssuuwyAa6+9lt27d1c8xwc/+EGSyWTeblFOlBiXWylaLZOhBh3woT3GdULBSlGkGAeRlWKEeHwOAFaoHEeXVYad4RK1GFS7NihNjAPp5m0aEYYRx/HDxLisK4UvVe/UeDj0Q6PRVLJ69Wquueaaqre1t7czMDDAY489xjvf+U5uv/3THDEPzn7nMtrbn2PNmjW8//3vZ9GiRZxzzjmsXr2aIPC5667HmDvXYsXKhdCtHqu4+O7P/uzPuOWWW/jkJz/JvHnzpuNlajSaGSASxwCcMDH+6U/XcPTRx7Nz123s3XsPK0//Tzo7O0vud/lNl7M+th6AL/7xFzmu6zgALrzwwornaG9vJ50uXF2++uqrS25Ph5897fFYiVjWZpqk/QAvkFhGY+UJOjGuE6KRzSJUdc1ij7FX6EoRTa6L9h/KDZX4i6HISlE0/S4I3Px9IwwjRi6okhiHZ4ZpPyBu6IsKGs1Y3HXXXSxatKhkW3mleOQxTiTaeNe75nDffQ/S09NTss/PvvX/ePLJjXzwQx14YXN/KFWMP//5z3Peeefxj//4j9xyyy2T/VI0Gk2d4PtZLKsdzxvM9zJeseJMli5dxty5z/PK1vtZseI4bLs0B+hc3EmyKQlAdn6W7qZu3nPMe7Btu+I5xiJVw2PcVjQWutNorFSysV7NIUx+ZLMoTowzSBmEVgqlFIswuY38ikPOUElHClB9jKHMSiHd/GNHGCKGF1avlnuMQSXGnROPI42m4ZFSsnvPHQwPvwTAihUr8u2Nat9HXXa0zCbOO382P/vZnorm+vc+9AhSwp/9aQteUJwYFxTj+fPnc8MNN/CNb3yDv/zLv+Soo46arJel0WjqiCDIkEweiecN5sdDC6GOz9H0O9ftr0iMHd8hYSZwAodvPPsNAM5aeNYBrSEVFtiVJ8Ytlvp92PPptBsrldRyYJ1QUIyjPsZNgCQIsiVdKaLkNvIrVk2Ma3iMRZnHWBgxvDAhb6uSGOux0BpNJVJKtmz5Ips3/y29fU9M4H4OQpgYZoLlyxOccMIJFc31f/P0Myw9qo1Fi2M1FWOAz3zmMySTSb74xS8e3IvRaDR1iZQBQZAjHld2qcAvLdaNulMUD/yKcAKHZruZ+c3z89tyfvVi37FI+QECSBq1FOPGyxN0YlwnBGFiXKwYgxr5KKWLaUVWCnV7UJQYl3uMbdMmZsQqPMbViu+iqtcOu7pirNFoSkmltrBr923ql1AF9n0fz/NKvsorxX3fIwgsfF/gOA5XXHEF69atw3VVLK9bt45d+3p42+lzw/1VbAoqB3x0dXXx6U9/mjVr1rB58+YpfLUajWYmiPoWx2NzS37fsGEDTz75JBs27GDjxixr1z7Bk08+ied5+fu6vkvCSvD3f/z3XHH8FQB4gceBkA4CkqaBUVZv1BZ2qWjElm2NpX8fwkQKsMgnxsofFLVli7pSRLdH7d2GneEKxRiUalySGAduvrAvwjDi+WAr72MMOjHWaKrhOL0ACBHL2yOWL19esd+FF15Y0nniIx+5NfzpH8LvaoLlvn37SKW28p3v/BO2ZbLq1C6gBz+0UrRbZtU+xp/61Ke45ZZbuPnmm7n99tsn58VpNJq6ICq8i8fDxDi0T1566aVle94AwP79+/NbnEBZKd48/83sz6jtblEf9YmQ9oOKjhSgulIADTn9TifGdYLMT74rtlKA6/aFv1cqxl7gkXJTFcV3oDpTpLxyj3Fl8R3SxRSUFNk1hT+n9RhajaaCqCNMLNaFlKrA9Z577qkovuvo6Cj5/W//9lwWLd7JnDnnsHfvLzhj5d184hOfYN26pxgY2MCvfpXhjFPm09KklJnSxLgyFltaWrjpppv49Kc/zV/91V9N+uvUaDQzRzQOOhY/AoALzp/LBRecx6ozHwTAdQf57e9OY+mxn+PIIz8CwNlnn42UkusfvZ7erDqBj1q5eoHHrl27JryOVI3EOBLTtGKsmTIiK0Wk6kaJsRMlxlakGBeK74YddYAen2LsVHiMDRFDBA6xskskSa0YazQ1KSTGs5BSVYqfdNJJYxbfHXVUG8ct72TB/DfR1mZy+umn84lPfIIPf/hJXnnFYXAw4Oy3zAOhDjQy6hhjm/Q41S+DXn/99Xzta1/j85///GS9PI1GUwf4YY2BbbWHtscsMbvQls2yWhHCzItnxeT8HAkzofYLxbYDVYxTvl9DMVbbGjEx1h7jOiHfxzjsOmEaKjH23AGgYKWIFGMZuPmpd7US4+J2bTKo0pXCiCFwiZWZ6gse48b7h9doDhbPU3Fn210EcvwxEkgfw7ALMSw93vve9yIEbN/u0tFpcuqJ7QhD2SZkUSvFWiOh4/E4N998Mw8//PDBvCSNRlNnRMM9TDOJabYQBA6GEc/fLoSBZbXjhjlCMVkvS8JSiXGxYnwgpP2AJsOs2J4vvmvA6Xc6Ma4TIv+QESnGVmSlGFS/l3mMA+mOqhg32U2VAz6qdKUQ0sEuU4x18Z1GU5u8Ymx35YvvxoOULoYRz18VktIlmUwSj6u4fNe72jHMoEZiXDsWr7nmGpYuXXpAr0Wj0dQnkcfYMJMYRgwpvZLEGNTJuVOlK0XWz06iYlzdShE3DOKGYLgBBTRtpagTZLmVIlKMvfLE2ASEUoxzoWJcxWPcYrewe7gw/lEGLobVUrKPYcQwpEvM0ImxRjNePG8I02zBMOL5uN2wYUPFsA6AlStX5n+W0kcIO3+CGgQupgnt7Une8Y4WPvGJo+jZ5OUTY6KOMZZFLpBcffXVFVOpQA0S2bJlyyS/So1GMxl4jo8wBWaV5HI0ohoD00hgGHF8P4NhlifGHVXbtWW9LHFL7XuwinHKD5gfrz7QoMU0G9JKoRPjOiGyUhhGaVeKSJ2KPMdCCAzDJpBjWynGHgmtEuNyxTipi+80mpp43pDy9xkxJOqgUFkpriiuFJeBi2G05otgAxkpOBIhjHAypUfYvx8hw+I728SVkkDKipZJGo2mvrnvlueZvaiFt122bEL3C/KKcSJ/El6uGMfsTtKZ7RX3nUzFOO0HFcM9ImbHLLpzB/a49Yy2UtQJ0UGy0K5NKcSeNwKAFRbfqX1iJR7j8j7GAE1WU0W7toqR0CKGgUdcyLLtgibT0IqxRlMFzxvGttowDJtzz21HSlnza/bs2flK8TPePBtDFHmMw+E6v/7N9Xzu88ep+BQ+wlTxKGTYSjHsF1rLZ6zRaOqXwX1phvuyY+9YRkExjqwUfhUrRefYHmPz4D3G5cM9Iv6oNclzQ2mkbKzPJp0Y1wmqj7GRH/eYV4z9kfD3gg1CKcYOWU8FThQAxTTbzaS9NIFUya2UTtXiO4CEUXkppMnQibFGUw3XG8K0WjGEjQxrA8aDDBxV8CpKh/TIwFEnqVFiHFopDOkQF5A0lUo8ms9Yo9HUJ07WJ/DaL9+TAAAgAElEQVQnnjgGYVcK00yGinGtxLi/IjEt6UohDk4xdoKAuFH9StVpbc30uB47s+P/HDwU0IlxnaAukxQSV8OwESKG76UwjBimWUh+hbAJAhcnVJxiZUowFMZCZzx1OSaoMhI6nxiLKomxVow1mqr43gi21YYwVByOVy1RBbCxkq4UxduFKE2MAVoMP99jXCvGGs2hhQwkbs7HP4DODX7YlcIwEqFiHFRJjDuQ0sX3i22TgUqMJ0kxdqSs6FwVcVqbsng+O5Suevuhik6M64RqHmDTTOL5KSyrvWS7YdjIwMX11RlgzKydGEd2Cim9qpPvAJpEZcA0mwYpnRhrNBW4ocdYXYGRvPjSJ/Pjm0dDtVuySzrLFG83hI0wgpLEuNUoFMdqxVijObRwc+HI+ANIjCOPsRl6jCHANEqvDtt2l3qeogK8XPhZFA8L9ezw8+ZAFGMpJU4gK2YdRBzfnCRhCJ7TibFmKpBBZeJqmk0EfhrbLp2gJYQqvnMCB0tYGKLyz9hkqzO5qJex8hhXV4zjojJgWkyTkQZsw6LRHCyq+K4t33N83777SadfHfN+0fTJco9xEOTyFgvDlHmPMUCL4ZLQirFGc0jiZMOrQgdgpYgGfBhGIjyZllUVYyhLjD2VGE+GYuxJkFDRuSr//IbglNYmrRhrpoZAuvlx0BGW1YofZLCs0q4TkWLs+E7+n76cyF8UnT1WGwkt8laKyoBpsbRirGlchh56mP6f3Dnh+0kp8bzhIsVY4Tj7R7mXIpo+Wa4Yq+E7MQQ2wpQlinGz4eX9fVox1mgOLZzMQSjGQTbse27kT6YrEuOYmoRXnBhnw4S6oiuFP3HF2Ak/c2pZKQBObWvihZE0bgOduOvEuE6QQaWVwrba8f0cdrmVQsSUYuw7VW0UUDhbHJ/HuDJgmkyDkQacaKPRAAz87D/pv/32Cd9PefmCsF1bIZ5y40qMVWeY4umVoIb7qMeyKhNj4WqPsUZziHJQinGQwTBUEX50Nbm8j3EstFIUD/mIivIr+hjLiSvGTlg/UctKAXB0Mk4ukPS7B+Zhrkd0YlwnSOlVdI2w7DakdLDs0sRYGDYycHADt2rhHRT8RTk/F7aOqtKVIlSQ41RaJlpMk1QVK8V+p/F6FmoOP6TjIp2JV1JHfcUtq61MMe4d875B2H2ieMBHfrsRQ2ApK0XRp3KLcIsUY50YazSHEm42VIzdAyi+87P5ons12KuKYlzFShEpxsmws9XBKcZhYlzDSgHQEY6G7vN0YqyZZFRlermVog0p/SqKsT2mYpy0VFBkvWxhqt4EPMbViu9eSWU5+YmXeGpgZAKvTKOpP6TjELgHkhir3uGW1VrSF3w8VgopVQIcJdRRXMp8j3ETYSjFWAgVv00lirG+gqPRHEpEirF/ALbEwM9gGKWJsVmWGCubpVGaGE+FYjxKYtxlq7xlwG2cmqRxJcZCiPOEEJuFEFuFEJ+tcvvVQoj9QogN4dd1k7/Uxkb5DMu7UrQAsqpiHLVrs43qHuNIMc76WWToZazVxzhGFY+xaTDi+yWtqPaGE26eaTCjfaOh43VspOMgD+DqR7FiXHyi6eTGZ6Uo9Rg7+e9C2CBDK4UpMVCJcdJwtGLc4Oh4bVzyVgrvQKwU2fw8AxGmauWKsRAmtt1etSvFpHqMR7FSdNgqaW+kxHjMkdBCnap8C/hTYBewXghxr5RyY9mud0opb5iCNR4WBNKrUIyjs0PLKp1sZxg2vp8al8c462Xzl2wnohi3WCaeVGeM8TAoMmGQbE5NfIqPZnrQ8To+ZC6HzI3dYq2cQmLciu8XThDH8hhLGVTpShFZKULFWPoYpiQAhEiAhAReXjHOasW44dDx2thMtPhueHgjr7/+TYaGXsD1+mlpOTG8RX0GCFF5vLfM1vyEXKBi8JchDExhHlC7toKVoraG2hkqxoebleLNwFYp5WtSjXn6CXDx1C7r8EP1GS5NXEW+ErWsm0TRgI9aHuNiK0WQV4yrd6WIVelKEc1GLy7Ay4ZBsimVGd+L0swEOl7HgVKMD8ZK0VbS/nAsj3H+qk2xYlzsMRY2SDNffGdIFb9x4ZAIFWOnwcauagAdrw1NwUoxvtjd0/1Tenp/Q2fnW5gz5zwWL7oSID8Rt7ylK6iCvCAoiFWRxzheVKhnGdYBtWsbj5Wi02o8xXg8ifFCYGfR77vCbeW8XwjxghDibiHE4klZ3WFENStFPhgoH8wRQ0o14KOWYlxipQj7pVb0MQ4TZVtW62McJsZFBXiRYrUllSPQB+l6RcfrOAhclRiPd2pdRF4xtttKTmTH8hgHYQyWTr4rLr6LI6WBMNWAD4FSexI4esBHY6PjtYFxwuK7YJyKse9niMVmc+KJ/8JJJ36defMuCm9RnwGiyswCw0jkx0dDpWIMymd8UIrxKFaKZtPAEhx2XSmqvSPlR5P7gCVSylOAR4EfVn0gIT4qhHhaCPH0/v1je/IOJ6oV3xUun5T+CQxhEwTO6H2Mq1kpKibfhYlx1cl36iyweCx0Nvw5EwQNNxu9gdDxOg6k44KUMMHLf3nF2GwtOdH0vEGCoLY1I4pBNd0uVrJNytBKEZgYRjjgQ6r4jQlHt2trbCYtXqGxY/ZQxC1q1ybHEb+Bn80X3JUS/ptUSVBNI4Ff9NlT7jEGpRgfWGIc9TGunRgLIei0LQa8w0sx3gUUn6EuAvYU7yCl7JVSRn+Z7wGnV3sgKeV3pZQrpZQr58yZcyDrbViqjWwmr2aV/lOq4jtnVCuFbdiYwgzbtVX3GMtQ8bIZTTEutlIUft6kfcb1io7XcRD5i4PcxE7wXG8Iw4hhmvGKeBrNThEV2pV2pSgoxqoFo0CYqORYqis+MXS7tgZn0uI13LdhY/ZQJFKMYXy9jFXBXZXEOEoBZGWCapiJkpPyaHZBuWJ8QFaKcXiMQbVsO9wU4/XAUiHE0UI5vy8H7i3eQQgxv+jXi4CXJ2+Jhwcy8Cq8xDLsLyzL+gwbwkaO0a4NVGBkvAxB2Kal3GPsEyrG1bpShL6hEa/YSlEIbF2AV7foeB0Hkb9YTqBlm5SSoaEXsO1ZQKHLS3RC6zg9te9bVAAb7R9IN+wxrorypB9WntsSGUQ2J4e40O3aGhgdrw1M5DGG8bVsq60YK8qvHoPqVFHsMZ5UxXgcHmNQBXj9DeQxHrMrhZTSE0LcADwMmMAPpJQvCSH+HnhaSnkv8L+FEBcBHtAHXD2Fa25IVMum0j9H5A2WZWd6Ubu20QZ8gPIZ5/xcTY+xFx7YLVmZHDSHinFxL+OMHyCABXGb54d1y7Z6RMfr2EgpC4nxBArw9u37JQMDT7Fs2d8BheJV2+7CcfaN2pki8hiXd6WQshCbMhBF+9sEpiCGg2UILFGwMmkaBx2vjY2TKUqMx+Ez9oMsZrXEOExQq2nOppHAL/MYG8LIt2mDSVCMR/EYA3TaJrsayF45ZmIMIKV8AHigbNvNRT/fBNw0uUs7vKhmpfDDg6kaQ1ugWDGu5TEG1ZmiuCtFedcLL1SMrSpWiuYaxXcJQ3DBnHZu3d3DzqzD4kTtxFwzM+h4HQPPKxxoxpkYSyl5ZeuXaW09iUULPwwUFONYTCXGo/UyzneGMWL5OBx2syVFedI3VGoEeIGBQwwbpf7EDaPkio2mcdDx2riUWCnG0cs4CLJYsdlVbpFl3wsoK0VpV4qEmShRl6fSYwzQYVm86DZOtyo9+a5OCAKvQtGNEmI3rISPEEZMtWsby0phJsKuFIVWUcV44VHYqjrgQ92W8kvbtSUMg48vnotA8G879o335Wk0dUOxr3i8iXEQ5Mjl9jJ3znlF41lDj76lxrKObqUoeIyFECAsvrezm1dGRvLbA79w8PECAxc7fzUnaRi6j7FGc4jhZieoGNewUsiqWrHCMEo9xjkvV+IvhoNQjOU4Pca2SV8DWSl0YlwnSOlWKrreEGDieYMl2/OKcZAb3UphxUcd8OFKcLEwGZ+VIhsEJEyDBYkYH5jXyY+7e0s8yBrNoUCxr3i8Qz4iRcYo8u1F8WqYcSyrDcetnRjnleGo8E7YWHi8kVUnv4awkSWJscAlhhXGZsIU+QE7Go3m0MDJ+sSb1JXg8STGQa3iOxkdZysTZNOI4/lZ7trbBxQU42IOXDEen5Wiy7LIBEHD2L10YjzJBLkcb3zlq/hDQxO7X+BilFkpPHcQw7Dw3NLHipSqYJQ+xlCkGNcYCe0EEg8bs0of43joaywpvvOD/LCBVR0t5ALJfqdxKlE1hwfFKvF4FWPfV5cJTSNZtDXsLYoZ+oz7at4/KFKMASQ2Jh7ZsFDGMGIUCzqeVFYKs1gxHueQAI1GUx84WY94c3S8HkdXCj9TQzEOE05ZKURFVopPbNxOyvPJeJlJUYzT6W107LmZmMyNbaUIx0IPNohQphPjSSaz4Xn6br2V1FNPTeh+UnqViq43gGHEccsU42i/nNmFbdT2GCesBDkvV6QYlybRrpS42JhVPMZCCJpNs6qVAqAt7Fox5DdGIGgOH4qT4WDcVopKxVhGBylhErM7cd3aiXHx5DsAKUwsPHJ+wWMcFIWSG3qMjbBLV0JbKTSaQwrfDQg8SbJFxfz4FOMcppms2C6luq9fpVe6aSQQSCw8Un5A2kvTZDWV7HMgivErW/+JluGHWcz2cRTfhWOhG6Rlm06MJxlvn/Ldyuz4LtFGqJZN5VaKYQwjmR8qEBHtl227cEzFOONnCj1UyxRppRhbGFUUY1C9jMv7GEeJcWvoQR5ukDNEzeFDsX1COuM7WERV38WKcZQYCwR2bBbuOBTj/HAPlJUiF06pMkSMwC0oSq40cIhjynCKVZgY97keZ6zdyB90VxiNpq6JWrUVEuPxFd9VVYzDz5pqQ4Si/WM4pIOAjJshaZcm1xNVjPsH1tPT818AtDAypsc4Pxa6QfIBnRhPMlFiHGQnVqEZBFW6UvhpTDNRkRhHB1dT2GP2Mc55uUIPVVHuMa6tGIOaflfclSLjByRMdebYaql/naEGCQTN4UOplWKiHuN44b4yOtAIYnYXziiKcb4rRdhL3BcWFh4PbXtEbS+zUriBQY44IlKMTUHWl+zIOOzMOjwzpBNjjaaeiRLjRJgYjzUWOghcpPQwjXjFbdFnTVTEW0x0FSuGQ9oPyHiZg1aMd+78Qd721UwKa3TBOG+lGNCKsaYaXjiGU2bGnxhHTf7LrRS+n8E0m3DdyuI7AMOwRi2+S1iJknZt5V0pckGAh42o0scYVAFeegwrxfA4Z8BrNPXCZHmMIxUYIbBjXbhuP1JWV4WCsl7iPiox7s2ogj1h2CWKkhMoxdgIShXjKB735iZeSKPRaKaPqFVboiU8GR6jMK1w8l3NSqESzupWCpVI2+TyiXHSOjjFOJfbR3PTUgDaxUjVwSLFRFaKRhnyoRPjSSavGGfGPxlOXSaRJVYHdfboYpoteN5wyQHXC9tPm8KYULu2Co9xoBTjmlYKy2DEK7VSJCMrRZQYa4+x5hAjOIDEOLqEWez/CwKVLItQMZbSwytrrZh/nnzLRHUQ87Ew8SAsqqlmpcgRBxmOd40S49Bn3K0TY42mrolatSWao64Uo1spCnatalaKURRjo1QxTrtpmuyDU4w9b5hEYgEAbSI1xt4FK0V/g1xB1onxJHMgVoron77Y6hApVJbZgpRu/iAMkJVh/2Fhjlp8l2/XVqMrhSuVx1jU9BhXs1KUeoy1lUJzqCEPoI+xH8afUXSZM4pRiZp+B+C6vVXvX96uzcPGws+f8BpGDK8oDJ3AVIlxpBiH7dq0YqzRHBpEinEyVIzHtlJUFvgWbnPD71U8xmVWirSXrlSMzYkpxp43jG134okkrYyMuX+TaWALQb+2Umiq4e4Pi+8mpBhXWh2i4R6W1QKA5xXO2jKBSkpNwxxVMU6aSZzAwferj4R2QsV4NCtFRR/jsG2LbQiShtDFd5pDjuI+xsF4+xhHVooSxVjFuEBNvwNq+oyzoZIc+fY8VFcKM7xEaRg2vlOINSdSjMPniNq1pcMTVa0YazT1jZtTsRqPFOMxrBR+UFsxjk6sa3WlAJUYj/h+dY+xmJhi7PsjWFYrjtFGC2MrxkIIOm2TAW2l0JQjpcTbrzyDB6YYF6wUecXYag1/L5y1ZULFeCwrRdxS6pYbPlZ58Z0jVR9jRkmMS0dCFzzGoOwU2mOsOdQo9RiPsytFEPUbLhy0CoqxLCjGNTpTPLHrcQCCsPexi4lZlBgLI1bSzskJTBziyKBgpShRjMepdGs0mpnBjTzGYR9j3x3dShGdfFftShHkAFHDSqGO8zEchj0HX/oVVgrbtOkSaTxP5RHrutfhB9WT2CDwVOG/1YojWmgZh2IMaix0v6cVY00ZQSqFTKtq8YkoxtUm0/mBepwoMfb8wllbKlB/NlMIbDG6xxiKE+Pydm0BLhaiSrCB6kqRrtGuDVQBnu5jrDnUOJDiu2qKcWSvQEpisVlAdcVYSslrA68AkA0vZzpSFd9ZQsWTIWL4uaLEGKUYyyCHlOpKTXHx3ZAXkNKxp9HULZFinMgP+BhLMa6sY4gIAgchjKqKsShKjAfDLjsVVgoMrunYy67dt/Ny78tc+8i1PLHnierrKLpanROtNI0zMe60TV18p6kk8hcDBBPqSqEOlkY1j7Hdrn4vslKkQyuFRQCjeIyj4HD9LELEKipL3bxiXLv4LhtIvEASSEkukCTNwmO0mKa2UmgOOQ6oK0Xk/yvyGAdhsYxSjDuB6orxy30v43jD+BLSrjpw5RPj8BPYMGw8pxBLeY8xyrKRMA18CcNFB1ftM9Zo6hc3FxXfja+PcfR5YlRp1+b//+y9eZhkVZmv+649xZBzVtZcVBVDFYjalIooRxq5HAXHBrqdsL2Ip9HTKn2OqFe09dByLnqlsdun9ditKDTg1bbBFg6ttCCioC1gAxZQVFEj1FyZWVWZGREZwx7WOn/sIYaMHKrIITJrvc+TT0bs2MPKyPhif/u3f+v7ZAUhzKaKcYVQHLNxyfnh641WipQhsQW4lQF253cDMFQeajqOeAKxZXZQFu3HlBjrcm2aMfgDg8njY7FSJIpxnZUiTITjE25QoxgXIsXYwkcygZUiqrnq+QVMc2ywxR5jNY6VojcqwdLvepSjnun1irGhE2PNvEPWNfiYusdYCLN+gmykGCslMc0MhpFpqhg/tOchUgLKEop+eCeogomFhxlZKxA2fqUmMSa0UkBYzzyuBlPbWUr7jDWa1sUtBxiWwE6FQtZkne/iCfbNFeMyYDadfFeUYQ7g4JKLZvA2KsYpER7b9/McLBwEoOA1T3iTxNjqoCQ6yKipWyl0gw/NGPxo4p3Z13dck++EMdZjbNvd4b796oezkCjGPlJM3BIaoFLZTzq9cszrSWI8jpViXTY8MW8vlpN2tBmz3mOc0x5jzTyj1lc8dcW4gmGk6+66xOWVIDwZOE5v07bQv9r7K7KmoKwEo154gesqE5MgKZzvyoCgRjGuqKpiHATlpBpMbWKsFWONpnXxKgFOysKIgnxSK0WiGDebfFfBMKymVorRqHyrg0vBC78TGj3GKRF+t/h+jgOFAwAUveZNgvxoPpNltVOinbRqXoKykdBKoRVjTQOxlcJZvRpZPgaPcWKlqKq/Mgg/tPGknlrFOBdUFeNgosQ48hj7lYNk0ieNeT3ufDeeYry+Ldx+22iZchTUdZPvGsq5aTTzgTgZNtra6moaT4QMSmNOWKHvWCRWKNvubWql2JvfyyKnjYqEUW8UpRRlZUYe43CdcuAT+D4quhvkYiFFeLxAlpJqMEc9n96oy5RWjDWa1sUrB9gpEzO6qJ3USiHHT4yDoITAaipi1SrGhSBqQ93oMRbhcs/Pc3B0YsU4qFGMi6IdC69GBBifHtuiJBWlSS4A5gM6MZ5G/IFBRDaLtWgR6liqUsjxFeOU0xfuuyYxztckxp6aWDEWKAK3n0xm9ZjXXRl6jMdTjPtsi17bZNtopcZKUVXMOi1T1zHWzDtqE+Nj8RibDfVFA1lCCCOJX8cZ2xbalz5Fv0ibZVJWgqJXpCTD+uEWPma0XinwCDwfooozZWUhReQxDko1VoqAPtumwzS0YqzRtDBeJcBOmwhDYBhi0jrGSbm2hu8ZpQKCoBC2jW+iGOdkjWIcCVWNHmMnuqvl+SMcGA0V4/juVSPx3WnTbKdAW7Td8IRjB+iOmnyMLICcQCfG04h/9ChWby9GNnOMne/iBhy1iXGsGIez3Wsn340kHmOv5tQ6lrSVptNUoLymibGnFAFW4nFuRAjB+my6zkpRX67NoBBIgnHa4Go0rYhyKwjbRqTTdc0+JkIGZQyjXoUJL17NpIFOM8U4PvlkDEFZwqg/ymgQJImxZSgCBaWgQuB7EN0WrQgLFR0vCEpJ3B31fLKmwbKUzaEplprTaDSzj1fxE3+xYYnJPcbjWCniRFUYTlMrRUEaBBhkhJtUrYkV48fu2cmmR/Zj40X7qnqMx7VS1CjGoyrqo+CNTPLX1raFnv92Cp0YTyNBbgSzsxORzhxTVQopm3W+i8u1tWGa2cT3A1UrhYmPN1FibKZZZIZJa7PEuCIlgUijlJuMoZH1bWm21lopzPpybUBdExCNptVRrotwHIRjH6NiXD+BNZ6QV1WM+3C9w1GL95C8G55kUkJSiTzGo4GsJsYofAUlv0TgeYhIMa5go4waK4VZtVJkTYP1bWkeHx7Fk/qiVKNpRdzISgFgWgZBMElL6HEUY9/PhcuNVNO7u3lf4uLQbfiUomPEHuPnHzvEjif7saKLd8/LJRaKqUy+y4v2aLupJMZRW+gFULJNJ8bTiBzJYXR1YqTTqGMq19akjnFQjCb7GJhmG0HN5LthPzxJhlaKiRXjPmv8xNiTioqIO+s1/+Cvb0sz7AfsKYcBWWul0G2hNfMRmSTGzriJsVKKwcO/QKnwoi/0GDcoxrKMEFXFuC17GlK6lEp7knXik4+FHyrG3igFP1aMPSwhCQjVG99ziRVjFwvRRDEOVNh+9b3Lejns+Tx4ZPITlkajmX28SoCTDuPZsIzJW0InZVXrz+lxomqYmaQDXi15P8DFodP0E8tjxsqgpKKUcxkddrFwo2MUCJvYTzz5TggLw0iRU23RGCb/nomtFAuhyYdOjKeRIJdDdHTwxMizyHIZNUWLgWxmpZAlTDO86jPNtjqP8Uitx3iCf2HKTLHIkigE6fSKMa97SlE2wjrJnte8puH6bHj1+kw+TPQzDZ3vAF2yTTOviBVjwx4/MR4ZeZJnnvkIR46EHesCWRnTqjVUjKtWpPb29QAURrcl68SKsZAVKsqg6BUZDSQBVliVggA/UpIDz0NEiXEZGxEdT9YkxhDG4IW9nSx1LH5wsHmnPY1GM7d4lRrF2JzcShGe88eWVY0VY8NII5tMlM/5AR4O7YZHOUo5slaWUsFDSkVhqIyZbCdxBHSluibwGOexrA6EEEli7E0hMY6tFAuhLbROjKeRIJ9j2PF4fGgjSInypuYBVLGVokExjhNjy2qrq0pxtEYxduX4/8KMlWGRpQiMLgxjbL1jVyrKIkyM3fES47Y4MQ6vLptZKXRirJlPqIqLSKUQjoMcp45xxQ1rko8WdwJhjVGj5hanlC6l8j4Mo1rVpa3ttHCbQn1iLFCgKkjhNFgpAmw8fCUoliMfIeF3gGvYVcVYlhMrBYSKsWUI3rusl18cyXHYnf8KjUaz0PAarRRTaPDReFcKqomxZWaRQROPcRDgk8LBpSINLMPCNm2KufB7yXclhl/dLmMo1nWvm6AqRQHTDO8kj6gwB5mKx7g7sVLM/+8jnRhPI3IkRyltUImE36naKZp3vismhb5Ns71u8t1Q9Lmz8Cmr+m52taTMFH2WwjU6m77uKoVrRopxkzJTAEsdi07L4NlC+LfUWynCj09Oe4w1M8zuZzbyg89/Cn+KF5sTESrGNiKVqqtpXEt8B6VY3AWEdoZaxXj7ji9TKu0mmz0tUYxNM0smvXqMYpyKQkaKVGiliBJjgDRlfASjpfDkJwwblMA17CQRr23wAWFiDHBOdzsS2FOaWpMSjUYze8RVKSCyUkxynpRN7kpB1Uphmm3Nq1L4kkA4OLi4SrCssoZ9zx+lOFJdV3jVx52mzUkdJ9VZKZSSyR1uPwgVY4CczKAwpqQYZw0DRwiGFoBQphPjaUKWyyjXpZCGilNdNqVtI99Qfee7Uo1i3J5YKcqBpKQMJAYWXjILtRmmYYaJMRYHDtw55nVXSlwRNhBp1pggHFNYmSIuwZLWVgrNHPDcI7/g4I6tFI4cfsn7UlPwGMcXisXiC0BUYD+6UB0d3cW+fd/jpJM+RFvbyXW+v7b29YyObk+eF7wCaSM84QgjTdEvJlUpANKU8JXB6EhYDimceGPiG0aiHjVaKeLEeIkT7mNAK8YaTUsRBJLAl9gpE3f3blLeyKSKcdBwVyrGiyffWW1NrRSFIECKUDH2sHjVnjfz83/cnCjG4c6rucjyTDdtdluiGCulePTR/8yevd8FqlYKgIoS+EYHnjd5uTYhxIJpC60T42kiyIUf3lxKHrdiLBrKtdV6jIOoKkU+qlMoMbFUZcLEOAiKtJsKIxjm+a1fqJstD6HH2Dcn9hhD1U4BjS2hdWKsmXmUUuzZ9DQAo8Pjf06nvD/XxbAnSYwTxThMjGsV41I5nFy3dMnbEMJOJs8CtLeto1jcxY4df80LL/yvOsVYmNnEShHUKcYGpVx88kuDMvANC8e0EcIJrRQ1d2qyRpwYh3eY+nXZNo2mpfDKUTfMtMW+q69mxVM/nNLku4kUY8tsH0cxDlAijaVcAkwylS6KIy5D/VVFWAQlctFpekmmnTa7jaJfRCqJ5x2hVN7D4cO/jI5XwLLaUUrhKoVv9uC6R6b0d3fbC6MttE6MpwkZndiGbJdK5IiYasm2xEpR5zGuUWIGC6AAACAASURBVIzNNvzIShErtxIDG5eiHD/YyuWwkLeSFZQKxviIXakwjBSm2TauxxiqE/CAOq9juxVZKRZAIGhal6P79zI6FCm4I2OVCyUl3sGDU96fdCuRx3j8cm1xYuy6g/h+HinLiZrjVkL/seMswTDsujrgbW3rUSpg955vs3ffbeQrObrs8BaSESfGftVKkaKMxKKSj05+dhaw8E0TR4QKchAU67z9sWK8yLYQwIBOjDWalsKrhOdE2zFw9+0nlR8gmKwldM13TC2+n8c02zHNDEFQHiNw5X0JRgqLMGm2gtA6eWDbMJZjgABUiSE/+t5wsrTboYe45JeSKjq53DNI6YeKsdmBF1krArMXN5pzMRk9llnXtn6+ohPjaSJWjI/aFdwkMZ6ilUI1q2M8ihndSjWtqmI8Es34DDCwcCdUjOPE2FJhwLiVgbrXXalIGQLb7hnXYwz1inGd19EwSBmCIwsgEDSty+5nn04ejzZJjPM/+xk73nwRXv/AmNeaoVwvrEqRSqEqzf25tR3sRou7Iv9fGI+VSj8AqdRijEbFuONlQNiYx/OGCNwDdNth/Fhme6QYB6ioJFOaMlLYePnwwtdysghMAtPCEQLTyCCDMo4QyZd1nBjbhqDXthjUVgqNpqWIFWNLVVClElZxiMCbfPJdc8U4h2V1kMmcBEjK5f11r+f8AGGkMKPzPEEoqA3sztHekybb6SBEkaNBKGp126mkznHBLVCMEmMpS4yObiUIClhWB25U+k1aixIxYDJ6bEtXpdBUCUZCc/qAMUrFDj+AU20LHRftNozmHmMzuoUipZ90u1IY2GqyxDgMoEzUJ73i1icOnlLYcWI8jscYqomxIwSGqCrGQghWp52kxrFGMxPs2fQ0nYuXgBBNrRSlTc+B7+Pu3DGl/SUe4wnKtXneEOn0KgAK+S0AiZpTcQexrG4MI4UwHJTyk3rH7W3rOOusW9iw4VYAUt5euuywBJNtdSTl2qyoSkyaElLY+NHkVtvOAia+aeGgMMxM1HpaJKpxtkY9XupYWjHWaFqMWDG2ikPJbznJxOHxFeMcttVJNnsKAKOjO5PXns4X2VWq0GFnMSL/sR/lETJQZDsd2rtthFFiKKpm1WlZiWI86o/W1V0fGfl9qFBb7biRYqzsPiru4JTKzy52rAVh7dKJ8TQho1uhlXxH4jEOSs0LaI/ZtqliXKybfBcuG2VPKfzwK8CeZPJdubwfhSC2JzZe9blSYQuBY/dMaKVYmbJpMw0y5tiPy+p0KhmTRjMT9O/cxqozXk6mvYPiyNjPqftC6AN29+wZ81ozaiffjXey8rxhOjvPAgzyhTAxjtUc1x0glVoMVCvJ1KrGfYsuoKP95dh2L+3BITrtcB3b6mDUD6tSxIlxhjISBzlaJt3ewcqV7yETvJnAtLAhun1aXxGmNjFe4th68p1G02J4lTAmzUL4fSWUwihMPIEtVIyblGvzcphWB21tpwLVeQ8Af/PCIbotk3XtXRiRYuxZNfMRuhzaehVCKHJS4CtoNw3a7LA+cdErUiruJpVajuP0cXToUZTyOfj8C/z7//5RuBNrEVKW6krGjsfqtMNRL5j38450YjxNBCOhleK0HW8ncMLbpIX81Irvq4aW0EoppCwl5dosM/wQB8Eoe8suHaaBVGDjT5IYH0Qa2eR5fAs4xpUSxxDYTu+Ek++EEKzLpusmAMWszmjFWDNzeG6FwtBRupevINvV3dRj7O4KS6q5u6eYGFcqGKnJJ9+lUkvJpFdRyD8H1CjGlQFSzhKgWnu81mcMYcx0db2aRQzRbobrpOyuqFxbgBlt5+AihYMqumQ7u+jtfQMZcT6+aZFCYRppZFDfXKfWzrQ4pRVjjabVcCMrhZGvnleN3MQT2AJZxjCaNPgI8thWJ7bdg233JrXVtxRKPHAkx5+ftJi0lUHIamLsZEJ1Ltvp0NYT5hdlKShJyBjVltEFr0CptJtMZjVdna/i6NFfA3Bo+4ts+d1jAAi7L/ybpuAzXpMJx797npeQ1InxNBHkQiuFSS8ntZ8BQGGSQIhJOt9Ft0CUclEqqKtKAeFs0b1ll9UZhwomXSJHUY5/ZVYu78cw2qJnImlaEOMphWMY2HbvhFYKgHO62liVHtskZE3aYcQPFkSJFk3rkRsI7T/dS5fT1t0zxmOsXBd33z4A3N27J91fEEjKI0Vc30CkHPB9VBA0rFMhCEZx7B7a2teRL2wGSNQctzKAkwoT42aKcUx312voMir0muFraacHX/rsLlUSewWAL1IYJZ9sV1g60bQsAtPCQmGaWQIZK8ZjrRRLHJuBij/lLpsajWbmia0UoiYHsEcnzgfkeFYKL49lhRPqstlTktrq/z4czjt63/JF4XYqnNPkWrBiXfhd0taVItsVfv+4vkVJChwRVK0U3ijF0h6ymTWsWPk+UqmlgGBob5mRyB5qRolxxZ28VObaTJgjvDjP7yLrxHiacA8P45splGGy2nkFAIX8FBNjWQGMpEd6EIQWjLhuqmlVFeM9ZZeT0g5DMssKDjE6wS2Lcnk/pungKxDOMlx37OQ7J7JSBEGRIBh/suD/OHUF/7LhtDHL10SBsFurxpoZYLg/rDbRtWRZqBg3eIzdvXshCMA0cfdMnhgf3lNAll2Gj4YT8IAxqrHnh8ew7R7a205PSiQZZgqlFBV3cIxivGvX35HLPVO3n86uVwHQx1EMw6HN6UQh2FGs0JMKT0yHWMaT4g0YpYBMZ3jyU4aJNE0cFXmMYyuF2cxKYeEqlVSr0Wg0c0+cGDN0BKILWqswVnwaGfk9+fyW6GK8mIhgdfuKJt8BtGVPSTzGG3NFljoWy1I2hpEG5SNUgGuJJDHOdjlke6IGRKVFlKTAUl7VSlE5iucdIZNZTd+iCzj39T9nw+m/IL8vgx+N27RD29gxKcbzPB/QifE0MXroKL4VKrxLReQFKkyt5moh/1ziHwKSE2FsobCi9oyeH1opTko7HA7StIkiVtD8Kk5Kn4rbjyUMjvoCT7RTqYxVjOPJdzBxLWPbEHUlo2Kqt07mdyBoWpORgUMAdC9dRlt39xjFOPYXZ1/1Krw9e1ETlC8EGNyTQ0iP0VGFMV5i7MaJcS/t7acny00jg+cNoZSHk3iMw33s2/89du/5bt1+OqI7R21qGNMMa4dKcxFlqWhvP5NvDqT5LF/jsLkGu6zIdnbz0JEcd0Z3eWxUg8e4uWIMsKlQ4oHDI1o51mhagLgqhRo+gr1qFcpysIr1iXEQlNj49FVseu4vOHr0EZTy6ek+p24dpRRBTSe6bNspeN4RPG+Ep/NFzuoIcw7HWQRAH4fxUrD81LA/QWdfhvZF4d3c9OhSygqEKidWinJ5LwCZzOrkmEMHw+9caYZCne1EVoopVKbotEx6bVNbKTQhlcEhPCuLZ1Rod5cDUC5M3kZRqYDhkafo7n5tsmyMYhwlyEcqRYqBZHU6xUAQnhAX+bua7td1B8J6h8rjiC8o49Qpxq6UDPsBbaaB7fQCEyfG47E6slfM90DQtCbD/Qex0xkynV1ku3rwKxXcmmovlSgxbr/gjSjXxe/vH29XAAzsyWNIn0JBouxxEuPIVmTbPbTVJMaGkU5Uk/CWI3R3n03fogvp7DyL3MjvASj7ZR7c/SAbD2/lcDQT3LLCxNi3VwCw3PbZXjHAsEGkcFxBtquLr754iO8G4e1UW8mwXJsM7+QkiXGtxzjqfvfxzbu54tkX+Mvt+wl0cqzRzCnx5Lvg8CDWksXIrj6cYv359eChu/H9YYrFF9ix86tYVjc9PefWrRMERZQKsOzwblJbNhTQBvK72FGsJIlxV2d4d2od2/CzsOyULt77hdey/NQunEx4bs4WVhKIFIGfT6wUXiUs6VqbGB/dv5cXTlrH1lPCO9+O3YMQ1hgr5nisTqfmvVCmE+Npwh8aJkinOZI9AMNpKhZURvOTblcoPE8QFOjuGpsYV6tShInx3uj2xMq0xbbRcJ0l8sWmPdhLUak23xsiJ1PkpUGlUi258puhAsVAcn5PB7YdJsbuJD7jZrRHV4h6Ap5mJhjpP0T3kqUIIWjrDu9sFIerqrG76wXMxX2kX/7y8PkkE/AGXxzBQOJLk1IpqtNZaUyMI8XY6SGbWYuIVGHTTFdrGEdWimx2LWed9R2WLnkH5coBDgxv5i3/8hau+dU1/MVDf8F+N7odabbTZrURRInxUis8ZloA0UVu0NnDxly1ko2tFEbU4AMmVoz7XZ9TMyn+cf9h/ungscexRqM5dkYG+rn3b7/M4T0v1i13KwGWYxAMDmIvWRImxuVqYqyUZO/e22hvPwPTbKdY3MHixW+ua/IFYak2AMuMFOOoZNtTR3ajgLM6s0glaW9fTyAc1qkt7FiVpRxI+lZ1IISg4oZ2tLbcGqSRpVjcyZO/u5iVNjjl58Pvprb1yTEHD+znZxf+Cb971fkAOIaJ4/RNucnH2ozD7vL8FsqmlBgLId4ihNgqhNghhPhsk9dTQoh/jl5/XAixdroH2urIfB6/PcVwpp/RAR/PMfCKkyfGw8NPAKHyFJMkxnGDj8hKsSf6sJVKL7K/NERR9HISu/nHLz7GE//2IgCeG1Ae9Sjkt4bjkmX2qiUM+QqlXHw/VLF/OniUNtPg/J4OnNhKMUGTj4lYk05pxbiFWEjxOtx/iK6l4R2YeHJaXMtYKUX5uedInXwKzpo1wMQT8AJPMrw//PxLwyI3HN3ubFCM49KFjt2DYdiJzckw0kktcMdZXLdNV9cGAB7adgtHykd417r3kHcL7PMif6HVTtbOEtgr6DQVQ8UXAciYAilD1ffZbDe1l7i2lOHku8j7H3uMM0ZVEV7iVGuff/+sU1ifTfOjQzoxnm8spJg9kXjyp/ew/fHf8sMvXsvvf/avHD0QClJeJcBOW3iDg1iLF6O6F+GUhyJrRInnNn+SYnEna1b/V5YtfScAS5e8dcz+k3bQdifKl9jFJWQyq/nd4fBO2cvbHD5w3we44bEvc8jP8JryZrZ2mnzkuRcTEWxg8H6Uu46ukVPZJV7B+nXX4fs5Lunx6XR3sGTJWzHN6mTgRyuSQqY9eZ4yxDElxmsyKfaVXXw5f+9cTZoYi3BG2DeBtwJnApcLIc5sWO3PgCGl1GnA14Abp3ugrcyezUcwKqOUOw0K7Ucp5T2UYzM0coi82zw5dt0j7N//QwYP/5x0eiXp9IrktcHBnwPgpBZTkZL+oI22tvU8f+R5AJ47+BCO4aAyp7Oa3TzSrXj8X1/gN3dt57vXPMItn3qYzU9/GyUtFi26kEpqLYejkk5bt13Pr359Lv96cDfnd3ikTYNUailCOAwM3n9cf/+ajMO20QqlSVpeamaehRSvSkpyA/10LV0GVBPjuGRb8fHHqWzbRufb3oq1bBlGNkv+Fw+ilMIfGhrjtz1yoABR3WIj5TB8NLzdqbzmirFlhcdrbwvtFKaZSXx2qagqRUxHx8sRwubfdv4OgH/+/dOk9n+E/VFRcyvyGPvWCpZZHj/Y8gNO6TqFM9rb2SmWUHFS/Nwr0mkZnBnlupYKMI00SrlI6ZMxDN7Ir3j0N69h/4F/BqDLMskYggt6OlibSXHZ0m4eGxllv76DM29YSDF7IuG7Llt+/UtWv+Is2nsW8dA/fpvbP/1xBl7cxehwhZThoopFrCVLoLuPVGWEwPPZtOm/0d//E0495f9h6dJ3snbtx1i79mp6et4w9hixYmx1cuSfnqf/a0/Rl3krvyt1scwxeHzfz3j28LPcue1Oni2M0pvexweLPg8cyfHIUIFi8UXy+U1kUxeSCrJ0yZM56aQPctKqD7I+5WLisWzZJcnxlFL8pns5HYHHhnz4XWcbgpSzBLcyeVUKCPMBX8H+mjtxxUDOK4uXmGyyhhDiXOCLSqmLo+efA1BK/X8169wfrfOoEMICDgGL1QQ7P/vss9UTTzwx7nH/4Wt/RaVcWyWhvoauin4amfpbP86aCgi8sISTH4BlIoQApZItRM26SkJQcVixfy/5Douji3qApZyx8ylG07Dn5GWkrTQIQdI0Tvgo8kA8kzyLZXRiOqNkOw7TtWwnRwdPZsvh13LQbsM1bNqCEoFQeMJm/cAzpIwUK04aoGv5TrbnzyCXX0Qw0AaiQnfXIU4/+Xk27zyFg0PLEUqQwmeRU6JkdTDoLONwahEvy29hqWsjMGlftouO5TvI7T2TytASpJIIBEIYY977Rg7baZ5r66PHq7DEqxYBzwYuTvQREFP45/hCUDYsTCSWVBgoTKUQqGP5xzZngj9BNb448Z97bKhwd5Zlc/Wnr59wVSHEk0qpsydcaRLmKl7vuuPb7N+7c8zysTtUTPQGq9pH0ic4OIDR243o6IQgINi3H9HZjkilSB0cxDUgME2UbdIuDVbsG6TY2U42V6DQ28WRVUsJTAOESeCaZI+M0DF0kJGeRUgzy8l7dzJ40jKGlvclKkEgRkBUMOUSEKDEKMoYwTZ6WLRyE3amyO5n34wCjvg2w55Bt13BI4eR2sw5wWG6RYlBfwnPmOs596ynOHx0CS/sWccLHavockdZnNtLu9XOqNnG892L6S2UGcq206MC0n6FfZkeTh8+wCl9O+hctY3c/nV4XUUWte9H+SbCkAy9+DLcUidDVhtZ6ZPyA8qmxcauZawoFuhziygl6t5b3zAILImyK3iOT5eVo9fMIX2bcrEHd7QHhYFvCDzDwhcCS4XNhCypsNUksdj0XzuV//exMd52zY409swxNc5749s5+/Xnjfv6dMRrtJ9Zj9ntWzZy393/NOG4VHjai0cQL53sjxnnxDzeGXsKTPZ93GS3airHUg1Pap6H56twzEbjBoGPdD2klMjCKE5fD8p2qJQriJERDNPAtFfgiFFWvbCLwTU9+CrDij37GVrSyaE1DpDBobO5MikEoLDsIumuAToXv8ihLW8gONKNFIpDHQ47uvpYU+qnY/ggAgGYdLSVWPPKpzn8wit43DwDRwa8Jvs0vUt2sWnzeRwt9KJsD8dSGDLPa1/xKF5g8ustr6BdWHRIg6Ldzq62k1lWHmTp6FFeyCzllZURFp20mVTXAEd2vA4lLVACYShAIoQEoRBCYqVKlCzBs9ZqFnmjLKpU6Bc9HEx1Ygc+J7kFOv0SlgJPQCCs6BypEMjwL1Eq+t3wtkzyQVi8dCXvu/LqCdeZasxak60ArAT21jzfB7xuvHWUUr4QYgRYBEztEqMJr8w/yHly0/FuPj3E785E38ImkAXWNbx2Rs22U62/XwSGid7JbcA4Cm48rv3RD1vrXz8c/bCtfrkb/TRryLcv+mncZipUgMKxb3YisZnVwMSJ8TQxJ/Haf+h3fML70fFuPj6xMFtqeA6wgrH0NlkWX38awOLop3H9qTqBno8fbK4uq7UFVsBVJkfpZDFP8wG1EZ4E2AH8NoxvqMZwABypbpsQx9PB6IdtcKBxMFsbF4RM3qBKMwX++uejEybG08isx+z9P/0R/9391vFsqhFA7DyIG9X5hDG9qGHdlzd5PLWGuCHDwG6AbRCXOHaB2NVQm8FVgCfCdT9au4898G62hd9/AdXvw3CuMB/gueq6PtXv2tqxvhgvqFm3GZO7R2eMWw69A5g4MZ4qU0mMm6XpjaniVNZBCPER4CPR04IQYpxv9oQ+XsLJeppppbFAa41Hj6U5NWPZBNdPKkWvmYZjzlm8/kVrvfcwp+MZU+Glld4bPZbxqRnPN7j2um9MtO50xCvMUcz+Rfirld5/PZbmtNJYoLXGUzOWH3DV534w2fpTitmpJMb7gJNqnq9irHYRr7Mvus3TBYyZAaKUuhm4eSoDAxBCPDEdt6qmg1YaC7TWePRYmjNHY9HxGtFK49FjaU4rjQV0zM4leizNaaWxQGuNZ6bGMpWqFP8BrBNCnCzCukXvA+5tWOde4IPR43cBD03kfdJoNDOGjleNZn6hY1ajaSEmVYwjP9PVhIZXE7hVKfWcEOJ/Ak8ope4FbgG+J4TYQXgV+76ZHLRGo2mOjleNZn6hY1ajaS2mYqVAKXUfcF/DsutqHpeBd0/v0IBjuCU0C7TSWKC1xqPH0pw5GYuO14RWGo8eS3NaaSygY3Yu0WNpTiuNBVprPDMylknLtWk0Go1Go9FoNCcCuiW0RqPRaDQajUZDCyfGk7XInOFjnySE+KUQYosQ4jkhxH+Pln9RCLFfCLEx+nnbLI3nRSHEs9Exn4iW9Qohfi6E2B797pmFcZxe87dvFELkhBCfmM33RQhxqxBiQAixqWZZ0/dChHw9+gw9I4R49SyM5SYhxPPR8e4WQnRHy9cKIUo179GCKiKq47VuPC0Rr9Fx5zRmdby2Jjpex4ypJWJWx+ukY5mdeFVKtdwP4QSEncApgAM8DZw5i8dfDrw6etxB2PXiTOCLwKfn4P14EehrWPbXwGejx58FbpyD/9EhwrqAs/a+AOcDrwY2TfZeAG8D/o2wBujrgcdnYSwXAVb0+MaasaytXW8h/eh4HTOelovXmv/TrMasjtfW+9Hx2nRMLRezOl7nLl5bVTE+B9ihlNqllHKBHwKXTLLNtKGUOqiUeip6nAe2EHYeaiUuAW6PHt8OXDrLx//PwE6l1O7ZPKhS6hHG1u8c7724BLhDhTwGdAshls/kWJRSDyil/OjpY4Q1SRc6Ol4nZ67jFeYgZnW8tiQ6XqfGXMesjtc5itdWTYybtcick8ARQqwFXgU8Hi26OpLxb52t26GEHY4eEEI8KcLORgBLlVIHIfyiob5Z7mzwPuCfap7PxfsSM957Mdefo/9CeEUdc7IQ4vdCiIeFEH84i+OYaeb6fU7Q8TohrRKzOl7nlrl+nxNaJF6hNWNWx+vEzFi8tmpiPKX2lzM+CCHagX8BPqGUygH/AJwKbAAOAn8zS0N5g1Lq1cBbgY8LIc6fpeM2RYRF6P8IuCtaNFfvy2TM2edICPF5ws7z348WHQRWK6VeBXwS+IEQonM2xjIL6Hitp6XiFeZNzOp4nR10vI6lpWJWx+skB57heG3VxHgqLTJnFCGETRi031dK/RhAKdWvlAqUUhL4DuEtqRlHKXUg+j0A3B0dtz++bRH9HpiNsUS8FXhKKdUfjWtO3pcaxnsv5uRzJIT4IPAO4E9VZIBSSlWUUkeix08SevzWz/RYZgkdrzW0YLxCa8Wsjte5RcdrAy0Yszpex2E24rVVE+OptMicMYQQgrDT0Bal1N/WLK/1z1wGbGrcdgbG0iaE6IgfE5rPN1HfIvSDwP+e6bHUcDk1t3jm4n1pYLz34l7gimj27OuBkfiW0EwhhHgLcC3wR0qpYs3yxUIIM3p8CrAO2DWTY5lFdLxWj9mK8QqtFbM6XucWHa/142nFmNXx2oRZi9fJZufN1Q/hjMdthJn/52f52OcR3hJ4BtgY/bwN+B7wbLT8XmD5LIzlFMJZw08Dz8XvBbAI+AWwPfrdO0vvTRY4AnTVLJu194Xwy+Ig4BFesf7ZeO8F4a2eb0afoWeBs2dhLDsIfVfx5+Zb0bp/Ev3/ngaeAt45m5/pWfhc6HhVrRev0bHnLGZ1vLbmj47XuvG0VMzqeJ1wLLMSr7rznUaj0Wg0Go1GQ+taKTQajUaj0Wg0mllFJ8YajUaj0Wg0Gg06MdZoNBqNRqPRaACw5urAfX19au3atXN1eI2m5XjyyScPK6UWz/U4mqHjVaOpp5XjFXTMajSNTDVm5ywxXrt2LU888cRcHV6jaTmEELPaXvtY0PGq0dTTyvEKOmY1mkamGrPaSqHRaDQajUaj0aATY41Go9FoNBqNBtCJsUaj0Swo7rnnHs4//3yWLFlCJpNhzZo1XHrppfzsZz+b66FNyG233YYQgu7uboaGhupe830fIQRf/OIX52ZwGo3mhGHSxFgIcasQYkAI0bQFYdQO8OtCiB1CiGeEEK+e/mFqNJqpomP2xOXrX/86l112GevWreOWW27hpz/9KV/4whcAeOihh+Z4dFNjZGSEG2+8ca6HMWvoeNVoWoupKMa3AW+Z4PW3EvalXgd8BPiHlz4sjUbzErgNHbMnJF/96le59NJLueWWW3jnO9/JhRdeyIc//GHuuecevvKVr8z6eK666iqEEHzyk58c81qsEO/YsaNu+UUXXcQ3vvGNE0khvg0drxpNyzBpYqyUegQ4OsEqlwB3qJDHgG4hxPLpGqBGozk2dMyeuBw9epRly5Y1fc0wZtc5VyqVuOuuuwD4/ve/j+/7TddzpWTE8wmkAkgU7hMFHa8aTWsxHd+UK4G9Nc/3Rcs0Gk1romN2gTH0w39m2396A68+5RRuv/12brrpJrZt2zanY7r77rvJ5XK87W1vY2BgoM7jfMkll3D11VcD8K6NOzn9N5v4+p5+AJYvX85VV10FwJ133jn7A289dLxqNLPIdCTGosky1XRFIT4ihHhCCPHE4ODgNBxao9EcB1OKWR2v84fy81sIjh7lc4VRTlm+nM985jOcfvrp9PX1cfnll/PAAw/M+phuv/12enp6uO2228hkMtxxxx0opRga/g+uuOIKRkdHARhwPQQw4FYV5VNOOQUA13VnfdwtiD7HajSzyHQkxvuAk2qerwIONFtRKXWzUupspdTZixe3bMMgjWahM6WY1fE6f5C5PCKdZq3j8Ksvf5mHH36Yz3/+82zYsIG7776biy++mBtuuGHWxnPgwAEefPBB3vve97J48WIuvfRS7r33Xnbtuo+nnnoff/iHK2hvbw9XDiR9BriR1cL3fX784x8DsHPnTrZu3Tpr425R9DlWo5lFpiMxvhe4Ipo5+3pgRCl1cBr2q9FoZgYdswuMIJ/H7O0BwJSS888/nxtuuIEHH3yQXbt28cpXvpLrr79+TBm0meJ73/seUkquuOIKAD74wQ9SqVT4/vdvBkAxzDnnnAPAkSsvY9MFr+LoTdcD8LKXvYxHeSFa6QAAIABJREFUHnkEgGw2y3XXXTcrY25hdLxqNLPIVMq1/RPwKHC6EGKfEOLPhBB/LoT482iV+4BdwA7gO8DHZmy0Go1mUnTMnngEuRGsnl4AlB/UvbZixQquuuoqfN9n+/btM3L8/YX9vOmuN/HbA78F4I477mDdunWce+65ALzpTW9ixYoV/OhHvw7H6+d5wxveAED67X/M235wN21XfASA97///cl+zzvvPO666y42btw4I+NuBXS8ajSthTXZCkqpyyd5XQEfn7YRaTSal4SO2RMPmctjr1zJQc9jSTC2+sPzzz8PMG7FipfK1578Gv3Ffp4ZfAZ7v83mzZu59tprGR4eTta59NK38/d//x327W3jtNNyiY/Y3/IsL3/1a/jNxmcAeOyxx3j961/PY489xmtf+1o2b968oCtV6HjVaFoL3flOo9Fo5jlBPo/Z08MlL77A//13f8ftt9/OI488wk9+8hM+9rGP8a1vfYv3vOc9rF69elqOF9cgjn/+5oK/YdOVm/joho9y3nnnAXDjjTfS09OT/Pz9338HgAd+XsD3c0ltY3/Xdsz9e5J979q1iw984AMAWJbFddddx/333z8t49ZoNNPLQuxYqRNjjUajmccopZAjI1i9PXxy8WJkILnuuuu46KKLeO9738ujjz7KV77yFb73ve9N+7HvuusurrntGk79H6fyxr9+I+/46jvIZDK87nWv42tf+xoQNh355S9/ye13XMlpp6X5xYOjeN5IdSfCYMu9P06eOo7De97znuT5hz70IdatWzftY9doNMfHoOvxZ5te4HBNJZmF1LFyUiuFRqPRaFoXVamgPA+zp5f3dfdw9X/9CIs/PjN33qX0MYzqaWPDhg3sHt5Nj9nDa1a9hof/7WFGRkb46Ec/ypo1awA466yzuOCCC3j22R9x2WUnc9NNW3j0t5uTfTivOItHf3wX6e/+C+Yt3+BNF/5f9PT0JK9bljXnNZk1Gk2Vp3JFfjo4wn/qbseMlsUdKz/xiU/MmGVrttCKsUaj0cxjglwOALO7C4SAIJhki+OjWHyRR379KoaGfle33Jc+lmGxvG05Ox7cQUdHB+9+97vHbC9lhbe8dQ2plMHd9zydLO9545sY2LuXwne/ztCRw0klC41Gc/yUy00r+k0LuWiC74NHcsmyeB7Al770pRk77myhE2ONRqOZx8goMTY6OsCyxlSlmC4OHPwRQVCkWNzJ6OhOAEqlfipuBUMZLEkvYdXHV7Hz4E6y2Wx1fFLi+z6uWyKbyfDwI+/m83+5gWw2y7pL/oS1f3I5bZ2dFH/0fXoWL+Ytb3kLlmWhlJp33kSNphUoFLby77/9Q0ZyT0++8nGQj75j/n2oQDmQQNix8uqrr+bmm29m9+7dM3Lc2UJbKTQajWYeE+TyAJidXQjLQvljq1K8VJQKOHTobgA8P4fnhx7hP/iD85J1fktYqu1dP3wXDz/wcLL84osvHne/a1+t6O1o4+JLL+PHd9zOG//4XViWPi1pNC8F1z0MQHF0B12dZ037/vN+mAy7SrG1WE6WX3vttXz729/m+uuv59Zbb532484W+htIo9Fo5jEyH1kpOjsQpglNyrW9VI4OPUqlcggA38+hZHiMO+74Eg+7u3h68Gmufe21fPbXn+XKC66s2/ab3/wm55xzDs8992ksqwPb7iaff5a//MuDuFLSZZn8v//wLf79yk9wxZlrpn3sGs2JhpRhK/VKpX9G9p8LAmwhSBuCrYVqYtzb28unPvUprr/+eq699lpOPfXUGTn+TKOtFBqNRjOPCRIrRSfCNGfESnH0yCMYRgrL6gwTYxUeY936pSw9fSmL1i3izee9mczJGYzF9aeV9evXc/bZZ3PGy9p45StXsmHDek49TWHbNq5SdFsmGSPcphTdltVoNMdPnBiXo4vZ6SbvB3RaJkscm6Ksj9lrrrmG3t7eed2xUifGGo1GM49JJt91dYYe4xlQjANZwjTbsO1ePG8ERXiMwB/Fkx6mMOl0Ommz2zg42rxbsZSVJLkOggIAnlR02RYZMzwVNZ5kNRrNsSNlBZg5xTjvB3RYBpYhkErVvdbe3s7nPve5ed2xUifGGo1GM4+R+dBjbHR0zJzHWPoIYWHbXZGVIlSMg2CUQAZYhoUQguVtyzlQaD4bXgYVDMPBsjrivWrFWKOZAapWihlSjANJp2liC4HfkBgDfOxjH2PlypXztmOlTow1Go1mHhOM5BDpNIbjhB7jGbBSSOVhCCuyUuRRhMd49tlt7N20l5HtIzz22GOwGzY/tRm/SXIulZsoxuFziQI6LZO0IQAoacVYo3nJSDXDibEf0GGFiXEwNi8mlUrN646VevKdRqPRzGOCfA6zI1JhLQs1A3WMlfIRhoVldVAu70PJFABXX31bss65nJs8Hr5yeMw+pKwgDAfLDscqVZgEd1smQggyhqDc7Cyr0WiOidhK4bpHkNLDMOxp3X/eD1idcfCUImiiGEPYsfKmm25i+/bt03rs2UAnxhqNRjOPkbk8Rleows5UVYrQSmFjW114Xo4//uOLeM3Zj7N8+bv5+v5hcpUcP3j7D/j0w59m29A2+vr6uOCCC1A1J00pXUwjhWWGifF9/3Enb9vWRZcd9s7KmIZWjDWaaUBFVgpQuO4g6fSKad1/LggV45wvWfXOP+aJv7p2zDrzuWOltlJoNBrNPCZUjKPEeIYafNRbKXKJhzHwC/jSxxRhcmsZFr4cm5grpaqT7+xwrHk3rIXcZUWJsWFoj7FGMw0ESWIM5UrzybAvhbwv6Yg8xu44ivF8RifGGo1GM4+RIzmMzhorxYw0+IitFJ0o5RHIsHap7+eTyXcAlhgvMQ5P1IbhYEce46IXJsbdUWKcNrRirNFMByqyUgDcfvv/jxCi6U93dzcAv/rVrxBC8OCDDzbd36pVq7jyyivDfSuVlGuzDYEvF15irK0UGo1GM48J8nmcqJC+MM0ZKdcWWylitTcIRgHwgwK+zJKyQs/xeIpxrDCHk+/CJL7shWXmOq2qlaKsE2ON5iUjaxRjP7oAveuuu1i1alXdesfTZbIYSCTQbhrYQuAtQMVYJ8YajUYzj5G5HGZHO8CMVqUQwkrU3iAoApFirFJVxXjcxDhUsIThYEYe48APy8y1ayuFRjOtSOViWV1IWcH3wwvQDRs2cNpppzHs+fzpM7v4Xy9bw8nZ1DHvOx/FaKdlYo1Trm2+o60UGo1GM4+RlQoinQmf2DNVlSKIPMZdQDUxjj3GlggTY9uw8aQ3doyRgmUaKQzDwjTbUFFi7IiwVFvGFJR0VQqN5iUjpYthOKRSS/GixDhmV6nCk7kiG/PF49p3Lrrwjq0UrrZSaDQajaaVUL6PsMNyTMK0UP7YxPQlH0P5CDOTWClkEHmMgzy+8qesGBtGZLmwOhAyTIztqIZx2jA46k3/2DWaE404MTbNNmQUZ0EQ4Ps+hYqHCnyGyxWklBiGUbOdbFqDvJZ8lBi3W+M3+Jjv6MRYo9Fo5ilKKfB9ROQVFKaJqlQm2ep4jtNgpYgm3wVBkSBqCQ2Te4yF4QBgmu0Q+ZTtRDHWVgqNZjoIK8A4GMICFSayZ5xxRt06/wX4l7e/nZ/85CfJsosvvnjSfeejO1Kd2mOs0Wg0mpYjUlhjxRjLnBkrhfSTcm1QVYABTOXVK8bKRymFiBLe2vXNSDE2jRQELqYAI06MDT35TqOZDkLFOIUwbGSUGN99992sWrWK3w4VuH7nft6/bBH//RWn1W33zW9+k3POOWfM/t7+9rcnj3N+GKMdlollaMVYo9FoNC2EShLjSDG27BmpSiGVjzDspKJEfWLs1pVrA/CVjy2q3bYaFWNh2OB7iVoMusGHRjNdKOliCAdD2Ili/IpXvILTTjuNff1D2FY33av6OO20+ioV69ev5+yzzx6zP9uuxnIhslJ0WCaOWJgeYz35TqPRaOYpqkExFqYJ3kzUMQ6tFIbhYBiZunJQJlXF2DbDcTTaKRo9xobhIFR9Ypw2hLZSaDTTgJQuwnAQho1S9XeQ4rsyef/4Yq128p2uSqHRaDSaliJp5hHXI51BK4WIfMS23RUlymESbKkaj3GsGI9JjKsNPoBIyfKSiXcQK8YKuQBPtBrNbCKVG3mMbRT13weVSOHNH+f3RC7ars00sA3tMdZoNBpNCzFWMbZmzEphxImw1UG5XMC2e3DdAWxRX5UCJleMRawY1ybG0ez4slRkTYFGozk+pHSxrM5QMY5icePGjRw+fJgt/Udx9x1md0eWxwr9Ta0TE1HwJe2mgSkEloBAgVQqmSuwENCJsUaj0cxTYsVYWFFibFkz0uAjbgkNRG2h9+I4vWFijF9XlQLGV4zNxErRXDGG8FZv1tQ3MzWa4yWuSiGEhSK0TLz73e+uW+cX0c/g4OAx7TvnB3RETXkcEcappxQpnRhrNBqNZq5pVIyxzKq9YjqPE3mMAUwjjVIS2+4FwCbANsLjx7/HU4yFiCbfCRtDecmJFSAbKcalQIKNRqM5TpKqFMLkTW9azvsvv4szzzwTgL9+4SB/+2I/67NpHnldWMLtggsuCEs/jsO+ffuSx/kgoD26cLWiC1tfKlIL6Fp2Af0pGo1Gc2Khool29VaKGWgJLatWirCyhMS2ewBwCDCNyRTjyEph1k6+87FqJ99FJ1tdmUKjeWnIpCqFw8GDi7jzzjsZHQ3rhsce48Jxfk+UA5XYnuwofBeaz1gnxhqNRjNPGVOuzTRhRhRjP1GMDcNGKYVtdwEGjgjGeIw9Vd/BLpl8J6qT7wxcnDqPcfhYV6bQaF4acec7Ydh4XqTqRt8L5SCuShFw2223IYSgu7uboaGhun34vo8Qgi9+8Yt1yz0lk7iNL2x1YqzRaDSa1sCf+QYfSqnQShElvWFyKzGEg2W1kzYY4zH2gsbEuLFcWwqjQTGueowX1klWo5ltlIrKtQkLGX0dxIlxVTGWSQWYkZERbrzxxint25UKJ1KM49/eAotZnRhrNBrNPCVRjK2aBh/TrhiHCpNIrBQ2oBCGjTAcLKGaNvio20NDuTZhRB7jJlUptGKs0bw0YsXYMGz8IIyxILpgjusYK0iac1x00UV84xvf4NChQ5PuuyIVqUQxDpdpxVij0Wg0LUHTBh/TnBjLyC9sxFaKKEEOZ73bWKKaEE/kMRbCSdpEG8LGxK9v8KE9xpoFwj333MP555/PkiVLyGQyrFmzhksvvZSf/exnAIyOVLjt2t9w5EBh2o+tlEqqUhjCRo6TGENVPf7CF74AwJe+9KVJ9+8qmcRt/HuhNfnQibFGo9HMU6rl2mauwYeK/MKxlSJWjg1hVxPjKdQxjtViCJNqE6+u+ESsQpV1YqyZx3z961/nsssuY926ddxyyy389Kc/TRLPhx56CICRwRKjIy5HD4xO+/HjeDVEeOEaBGGa12ilgGqsLV++nKuvvpqbb76Z3bt3T7j/0EoRKcbR74XWFlqXa9NoNJp5SqwYU1OVAilRUiKM6dE9VGSLiCffEfmJRawYw+RVKaJOXDEiKuuWMqpJfCoq3bbQTrKaE4ubvvxlLnnHO7jllluSZRdeeCEf/vCHkVEi6lfCz71XmYkKMpFtyUyhpIeUYWzGinGl5sKz9u7Mtddey7e//W2uv/56br311nH370pFKvYYn8iKsRDiLUKIrUKIHUKIzzZ5/UohxKAQYmP0c9X0D1Wj0UwFHa8nDkm5ttoGHzCtdgqpYitFbKEwk+fCsOs8xuPWMQ4qycS7cB9hkpwSNYlxpD5VTrDEWMfrwsE7cIAjAwP0lstNXzeihNJ3w4TUK89gYizCqhRxYpxUpZAqsUBUgmqs9fb28qlPfYo77riDrVu3jrt/VyldlUIIYQLfBN4KnAlcLoQ4s8mq/6yU2hD9fHeax6nRaKaAjtcTizEe46gj1XTaKZSMjhEpxiI6bQhhgbAwp+IxVm59Yhwl2SlRrV4Rz3CvnEBWCh2vC4vSxo38QSbDDx9+mJtuuolt27Y1Xc9zw/h0yzPRvr060dUQNoEMY7LWY9znhMvKqj7WrrnmGnp7e7nuuuvG3X9FykQptmsafCwkpqIYnwPsUErtUkq5wA+BS2Z2WBqN5jjR8XoCkXiMncita4YnvGlNjBusFCK2UggTjtNjLKLHDmMV4xPMSqHjdQFRevpp/mrpMtYuXsxnPvMZTj/9dPr6+rj88st54IEHkvX8KDGeEcU4iEsjhlYnGTRaKRR9Ud3zckMFmPb2dj73uc9x1113sXHjxqb7r/UYx8qze6IpxsBKYG/N833Rskb+RAjxjBDiR0KIk6ZldBqN5ljR8XoCobxQHUrKtZnhSXA6rRRJYmzEHmOj+ltYocc4rmMsxmvw0WClELGVojrOqpXixFGM0fG6oChtfJq1jsMvPnENDz/8MJ///OfZsGEDd999NxdffDE33HADUPUWuzPhMY4UYxGVa2u0UlRqFeMmF6Ef+9jHWLlyZTJhsBFPVesYn8hVKUSTZY3vwr8Ca5VSfwA8CNzedEdCfEQI8YQQ4onBwcFjG6lGo5kKOl5PIBLFOLZSRErQdNYyljKe5d5gpUCEiXGtx9gcx2Ms3YaqFOF6DtX1Et/jiaUYT1u8go7ZuUS6LuXNmwEwfI/zzz+fG264gQcffJBdu3bxyle+kuuvv56hoaEaj/EMdKmsqRkuhI1stFIEikXR90Szi9BUKsV1113H/fffP3bfSlGRKrFSxFUpTsQGH/uA2ivUVcCB2hWUUkeUUpXo6XeA1zTbkVLqZqXU2UqpsxcvXnw849VoNBOj4/VEoqHBB+YMeIwTK0WYzCanQCFQWFhiClUpGhRjYYxVjIUQpA1xoiXG0xav0bo6ZueIypYtiedfVip1r61YsYKrrroK3/fZvn17jcd4BiffGSmEYTWtStFhmaQMMW5pxA996EOsW7duzPJ4kl3KWNh1jKdSru0/gHVCiJOB/cD7gPfXriCEWK6UOhg9/SNgy7SOUqPRTBUdrycQYxt8TH9VikYrhUj0FAHCxBLVahRJ57smirFldSXP48l3tqhfzzEErjqhrBQ6XhcIpaefAeCQYdBVcce8/vzzzwOwbNkydr8QVq3wKjMw+a6mKoUhHIImVSlShqDdNDntknehPnPNmH1YltV04mDs/0+sFMbC9BhPmhgrpXwhxNXA/YAJ3KqUek4I8T+BJ5RS9wL/TQjxR4APHAWunMExazSacdDxemLR2OBjJqpSSNVgpYi71SlQIlKMxVQU44mtFAApwzihFGMdrwsHd99ejGyWP3r2Gd5w151cfsbpnHzyyeRyOe677z6+9a1v8Z73vIfVq1ez8+Hw2mZGy7XFHuOgaqVQSlGWkoxh0G4ajB5j+/U4AW6cfLfQqlJMqcGHUuo+4L6GZdfVPP4c8LnpHZpGozkedLyeOCi3vsEH1vR7jJUMT95xVQoV2WKFMFCYWKgxVSk8OfHku9iWYTUkxo4QJ9rkOx2vCwS/fwBr6VKu9c/k4XyO6667jv7+fkzTZP369XzlK1/hE5/4BABe5DGeGStFbVWKeiuFpxSK0ArRYZnk/GM7fqIYxx7jBVrHWHe+02g0mnmK8n2wrETFja0U05oYxy2ho2Q2UYxRSGHUKcbjNvhomHwXiFgxrk+gU4ZxopVr07Q4ynUp/PrXKNel7dxzMbu7m67n9/djLV3Kn7a3c0V3N6u/c/O4+6yWa5vJOsYpFBZKVa0U8d2YlGHQZhoUj1Exji9axyjGCyxkp6dnqEaj0WhmHeV5ib8YqlYKZmDynRGXa4vUIQWhYjylOsb1DT5krBiL+nGmTrzJd5oWJ//LX7Hv41ez/5pPcvg73xl3PW+gH3vpEkTKQTVMvhuz7kyWa6uxUsigmuIFQZBMtkubBmnDGHfy3Xi4NYk11HiMF9hdHp0YazQazTxF+X5dYpxUpTjGW6QTIRsafMQIFBIDU4AZ1TaeamIcRDcr7UYrhXHiWSk0rU2QG0key1yu6TpKSvyBQawlSzGc1KSJcVKurRL6fqcTVVOVQsrGxLhaVSJtCkrHoBh7geSrP9mCKHiJUrxQq1LoxFij0WjmKcpzq6XaAGFFJdV8b7xNjv0Ysr5cW1x5VymFIkzETcITrCEMDGGM4zGusVIQe4zr10ufYJPvNK2PKoUVJIzOTmT0uJHgyBHwfaylSxGpFNIbW5WilrhcG6qqHk8XsWIsDIcgqJbJDq0UkWJsGGQMo2mDj/HYeijP/b8/gHGkMsZK4S2wkNWJsUaj0cxTGhXjmbFSRB7jBisFAmR0CjFr2lRYwsJXfs32EqW8BsV4nMl3htAeY01LIcthMmz2dCNLpabreP0DANjLwsRYNSnXVkvsMYaZS4wN4eDXJMZBECQtoNOGOGYrxZaDkVoeqDFWioVWlUInxuOglGJ3bvdcD0Oj0WjGx/PqFOOZtFIYDVYKpSRBdAoxqB7PMqw6K0XtiTomtlKYDa2jHWFoK4WmpVDlMBk2u7tR4yTG/kA/ANbSpRhT8Bj7lQDT/j/tnXmYHGd95z9vVfU5PbdO65Yln4DBGAdYlkAOQlgHwy55AgkxCRDCPjELzyYLTgIGlrCEQCABE7xm42CMweYymAd8YWyDbcm2ZEmWZI1uzaG5r767znf/qKqenpluzUiamW6N38/zzDPdNdVVv66pX/e3fvV9f6+fOwvdsq2yK4XrzKwYT3mEE7p2VlaKw4NZAIQrZ1WMl1vvcSWMa7BraBfX3XsdJ9Mn6x2KQqFQVGX24LugK4W7kO3aZsx8F34JSjlVMa5Yf7YwDm5F61MVY7tGxTiuC8xl5ldUXNh4JRMRj6MlkuXq8UycoUAYr1qNmIfH2LY8ki3+heKiVYy16LQbR5WD72KaP8vk2VSMuwJhjCeJhV1whEAXqivFi4ahgn+ijxZH6xyJQqFQVEfaDiJS6TFejJnvwnZtQTWasCuFVxbGZ6oYO47/hWrozeVlblB91qv0MV5uI9wVFzayVESLx9HicbxSLSvFEOg6xopO32NszW2lCIWxtcAt2zxpIYSBENosYRxWjBOa35Wi6Ml5D/4rC2NXli0U4FeNbWWleHFQsAsAFJ3qiaBQKBT1Rtr21OQeMGWlWNCZ78IpocP9+MJVShc3GImnMSVmawrjyJQwtkMrRZU+xmrwnaKR8IolRCKBSMSRhRpWiqFhjBUrELo+Z7s21/XwXFkWxif3jXLH3z6JWViYAbOVPcPDjwEhfCtFZcU4qfvybz4D8EZzJqM5/z0J1ytPCQ2+MFZdKZYxpmlyyy230NPTQ97OA1BwCnWOSqFQKKojHafciQIqrBQLWjGe4TGusFI4MrilKqeEeESLzBDG/qCdyoqxI0OPcbV2bcvrS1ZxYSPNElosNqeVwli9GgAt5lspalViw1ZtiUAYH39umNyEycTgwmiNytaIjhNMyBHVplWMY0HFGJiXnSL0FwPB4LuKirEmylNFLxeUMK4gk8kwOjo6TRgXbVUxVigUjcksj7G+CF0pvNBKEYjuQBhLbLxyxfhMwjioGBuVFWOBg44mp99y9tu1KSuFonEIK8ZaPF5z8F04uQeAiMb8zi129QqwE3iKw4pxbsKvxGbHq4vus0V6Vnmga/gxEI2K2R7joJXMfAbghR0pWlNRcGV5Smjwp4VWXSmWMWZw+yOXy6mKsUKhaHhmt2sLK8YLP/NdefBdaKXw7KmK8QwrRWUf46rC2JM4RNBUuzZFg+MFHmORiNesGLsjoxgrVwIgYn61tpbPOOxhnGyOTlueHVsYYWw7GURgpZiqGIdWisBjrPt9jGF+VoqRrEnM0GhtifnCeIaVwlYV4+WLFZzI2Wy2LIiVx1ihUDQqcma7tkWwUniBTSKcEjrsUuF5VlnWzmvwXaUwlhIHA62KlcKS8x8QpFAsNrJkoiX8rhTSNGf596Vt46bT6J2dAIiYL0pr+YzDHsaJRRDG6fQeRkYeorPjdf6+ggvkSCQYfOeGFeOzs1JkTYfmuIGuC4Q31a4NfCuF8hgvUzzPpZDLAb4wLleMbVUxVigUjYl0alkpFrorhZjqShF0qfCkPdWmqULgGsLAlvOpGBtozLZSAMpnrGgYvFIJEYujJeIAyBlVY2d8AgAjEMZadC5hHFRx4zpGNJBg4vytFFK6vHDoo8Tja9m27WMA2IGdIxKVMzzGgkQw+G4+VopcySEVM9ANbZaVIiKW310eJYwDnv3JD3n49lsBXxjnbF8kq4qxQqFoWJZggg/pOVPTQeMLYhDTrRSVwnhmxdjNommxaVNChxVjMbNiXJ4wYHl90SouXGSxiJaII+K+MJ5pp3DHxwAqKsaBlaKGMA77FhtRnUjcz93Vm1vOWxhb9gSFwgk2bPjz8kWo4zggPAxdlrtSCPw8iwdV3+I8KsY50yEVN9B0EVgpZniMl1m+KmEccGrfc5SCHoXZbJaC5VeKG8ljnB4eZOjEsXqHoVAoGgRpzagYB48XdIIP6ZRtFBAOxhO+lSL4QpRnEsZOdlq1GCqF8Yx2bXpYMVYD8BSNgVcqIeIJtHjCf16cUTEeGwemKsYi6gtjWcNjHFopIjGdaEwn0RzxhfFY6bwsRI7tD5CLRjrLy2zbRtdchOaVB9/FNYEQ4qw8xmHFWDM0hCfRZlSMlcd4GeI6DoPHjiA1v9riOA5F0xfJjdSV4om77+RH//gp5b9TKBRAOPiuYoKP0EqxoB5ju9yRInwOAk9aZStFONsWzE8YW56HTWS2MA6+cJWVQtEoyFIJLR5DS/rCWBanF8vCirHR0QHM7TEOB98ZUY1Ec5SVG5pp7oxjmy5m4dzz1nGrWJZsG0330IRXnhI6Fgjis7FSZE2HVCyCMDSEOz03I9ry60phzL3K8mfk1Akc24KKkZZ20Gy7kSrGhUyaQnqS8f4+OtdtqHc4CoWizsyc4EMshpVCOtOFsWchhIYl3QeoAAAgAElEQVTnWVhepLwspKow1qcLY0dStWIc3qJVFWNFoxBWjGdaKYa+8AXcyUli27YDU1YKLbBS1PQYm/65bUR1fufPL0fTNYa7/WpvdqxEvClS9XVzEVaMK4Wx4zjomoemubiuS8H1yoL4bAbf5Uyb5ngzwrXB9QfHiuAiNiKWXx9jJYyB/qNd/gN96oSUJQlGY3mMzbzvez596KASxgqFIpjgo0pXigXtY+ygVXiMpWchROAxDpZ58kzCOFe1YuxiwIw+xmE1a7kN5lFcmEgpg4pxHC0RWil8TZD/9RM44+MYHR2ISAQtlQIqPcZnbtcWierEU77YLmaDjlhjJVZubK76urmoVTHWdVm2UqQdl1bDv3g+mz7GuZLflUKUHJBgu5Ko4b/eWIbCWFkpgP7Dh2juXEm8pbW8TJr+P7qRulKUAmHcd+jAOW/DlRJ3mZ3ECsWLFX+Cj6lBbWWRvIAeY0/aCG2mlULDkxZ2IGArK8bVJvjQq3iMq1opNGWlUDQOYdVXxONo8amuFFJKrL4+3NFRrFPd6J2d5QrqlMf4zO3ajNiU/Gru9Ld9PgPwqnZ/sW103UMTLp7nMWk7tAXCODHPirGUkmzgMZahmLYrJ/QR5c+BmUzYDncPjJ3ze6oXShgD/Ue6WHvJZRiJJFrwhRKx/QpJI1WMSzn/xO89dOCcfcYfPtTDBw6eWsCoFApFvZg5wUdoB5P2wg6+q7RSOE4OIQw8zy4PuplmpRAGTsVgPNfJEjFapm0zbNcmZ3SliGlq8J2icQirw/4EH0l/WaGIOz6OLAQD9J97rjzwDkCbs4+xhxD4rc8C4k0RjIhGbuJ8hHENK4UOQvOF7KTt0BoJKsbzHHxnOh6OJ0nFp4RxqVIYn6ErxfcGx/lIVy99perV80blRS+M85MTZMdGWLvtErRoDCyTSDRC3PWv4BrFYyw9D7NQINHSSm5slMzI0DltZ3+uyOH8wsyws5iMWDb3DIzXOwyFYlEo5XI8eOtXsIrn9/kyc4IPIQQYxoJbKSqFsW2Po2mRoF2bhydBelMiYKaVwnYyNbtS4E3/wgw9xspKoWgEwp7FIjHVx9grFbF7e8vruGNj6J0d5efzaddmRPVyhRn8vI2nIpTy1aeRng9+xVhD15um9hVaKYSfj5MVVoqYJhBMWSkOjh7ke4e/N2u72ZL/2uaYAWGLN2t6xbiWlSIUxKPWwl2oLwUvemEctj9bc/F2MAyE5xILhHFcjzeMMDYLBZCSjVe+DIDR3p5z2s6QaTN2AZykdw+M8+GuHobNc/+gUCgald6Dz3Pg0YfoP9J1ztuQUsLMijHBALwFtlJoFcLYssbRtJjflcJzcIPWbSGVU0J7no3nFataKRwi5clCQsKuFPMZEKRQLDZhazYtPtXHWJZKWBXCGMDomKoYi/Lgu9rt2oyYPmt5PBWhlDsfYZwhojXhy10fXxiDJnwhm3Zc2oMLaSEEcU2j6HmMl8a58Zc38rmnP4cnp+dezvQ/S1JxAy8Iu9JKYYjaXSn6Sv77GVvAO1hLwYteGA8ePwpCsGrLxUihITwXXYOEk2BFYgVFq0Dp+GS9wyz7izuCQXeFzNnHVHQ9Jh2XCcet6QlqFIYtP6H6lTBWLENyk/7dkEImfe4bCWa1qmzXBr7PeMG7UgQeY9ct4nlFNC2O59mBMNZqDr5zXf9zyzBS00P3JB4Gcubgu2DE/HIbzKO4MJFmUDGOx9GSgZWiOCWM9RUr/N+VFeM5Zr4r5R1iidl9DxLNUYrnIYzd0gSvebIHvnwlPHWLv69SiUjErxi7QlDwZNlKAZDQBSVP8smnPslocRRHOmTMzLTt5oKKcSoWwdOqeIzP0Mf4dFAxVsK4DniepJA5Nw/L0ImjdK7bQDSewPE88DyEa5FwE6xMrMSSNumdfQsc8dkT+os7LloHQCF99l+oQ9ZU0k00+Ik6ElS1K2NWKJYLhUl/GtlC+twvumXQq3hmxRjDKP9tIZDSLc98Z1m+oNe1ONKzcKWLK2tXjKsNCAJf+LoigufNaNcmlJVC0ThMVYwT5TZsXrGA3duHsXo18Uv8Vm2VFeNyu7Yag++KWYtkS3TW8njT+VWMRW6EiO1CYQye/FeklORyOeIJidBsLMPP4dBKAf4AvHEzz2O9j7G93X8vY6Xpg+WyQXEqFTNwQ4/xDCtFLY9xX1A1vxDuUleyLITxoSf7ufMTO7BKZ3fwpZQMnTjG6q3bALAsi1gshiwVSDgJOkQbAPlAlNaTsGKc6ugkEotTPIeK8UBF9bXRr+BCYTygKsaKZUhuwhfGxfOoGMuwYmzMqBjr+sLOfOdNTfBh274w1vRE2UrhodXsSlFLGDuexCMSzKI3RdiVQlkpFI2ADGbD1RJx/wI0EkEWS9i9vUQ2rCeyaRNQvWJcy2NcyFgkmmcL48R5eoy1fCBoL7oa8sMUs5O4rksiAQIX0/D32VYhjOOaRl9+GIB3bH8HAGPF6cI4rBg3xw1cUb1iHF7IPjOZ4weD/mdE3nUZD9ZrdL0xk2UhjId7sjimS3r47DpI5CbGyE9OsHqrf6VkWRaJpibcXBYNjfaS376tEIjSehL2MI6nmkm2tlLIZOZ4xWyGLiBhHFopBpUwVixD8gtgpQiFMdU8xgtopfCkU/YYh8JY15PBlNCBlaLGBB9lYazP9hhLYUyzYIDqY6xoLLxS0K4t5vuLtXgcL/AYR9dvILZ5MwBG54rya4Rh+HdtaniMa1aMUxHMgoM7j77C1dAKQbFs3dUAFIaO+9uNg9AsSsHnRGuF9SqhawwVJ1jTtIZr11wLwHhp+qD30GPcHDdwA8VYsGZ4jIOK8dd6h/n40dMAnC5dOHpjJstCGKeH/AFy6ZGzE8ZDJ/wTZ83F23AcB9d1STW34E74J1hzzvcU5RtAGJdygTBuSpFsaTunW7CV1ddGHyU6OqNiLF2XiXu+h1dj/nmF4kIiH1opzkcYh1aKGRVjIgvclUI6CG26lcLQm/yuFEHFuHIQXVVhXGXwnRTRWVaKmJr5TtFAVFaM/d8J3PQkztAQkY0bSFx1FUQiRLdsnvY6LRqt6jF2bQ+z4JBsmT27XSLlLzPz5/bdrBeCYlkgjK2REwAkExpglyvG7RUV45gGY2aO1617HZ0J3w4yy0pR9hgbOIFinNXHOBDGPUWLScdl0nbK/mJQVoq6MBkI48zo2QnjiX7fO9y5fiNWILia29sRQYuWRMY/kYpuAc+s7z82tFLEUikSra3n9IU6aF0YV3CW5zERVLwGTZsXfv0oD3/hswx+8pPkfvGLOkenUJw/oTAunsNYgZCylSIyvfokdAPpLNydFilnWyl0I4UnbVzPRVapGEskrudiB8K4u/v/kssfLa9jexJPzB58Fy33MVYVY0X9CT3GIu7PeicScczDRwCIbthI4uUv59Ldu4iuXz/tdSIWw6viMS4EM9xVs1LEU4HeyJ1b8cco5vE0HVa/BAB7vNvfV0JDCBsz9BhXDL7LlEZxpM61a66lNdaKLvTZVoqKrhS2VruPsZSSnkAMnypaZX/xtmSsofVGNS54YWyVHPJp/x9wthXjyaEB4s0txJJNZWHc2rECzfYf6zn/8BSFiVtjcF//0Ul+8i97cOyFq9BUo5TLokciRKIxki1tFM+hYjxo2myM+8nXyCdqZTV7wLQ5+NjDHNjzLLamYZ44WcfIFIrzx/Pc8h2fQvZ8hHH1wXcLbaXwp4T2hbFljyNEZMpK4Tl4YrbHGMCRDmNjjwEwPHI/AwM/LK9jSQkiiudZ0yYrUjPfKRoJzwwH38WC3wnMo/4FXmy7PzZJi84WuSIWQ1a5uxk2CahmpXjGsEknNO7Z9wNufORGejO9s9aphZQekZKJm0hBqy/S5aRf+EsmDTQxe/BdxspwOnMCtBhNkSY0odEeb69aMY7qGjFDxxZ+Xk7rYxx4jMdsl3xgAzlVNDldstEFXJFKNLTeqMYFL4xDMZyNCw5mi2fVhmxyaJC21WsAMIPbHu2rVyM8FxcHWfS3VdIsvGx1YXxizwh9XRMMn1rcAXpmPke8yW95lAwqxmc7+92QabMuHqHd0Bv61sZIkETrYhEGTZPh7lNIJBNNcayTShgrLmyKmQzS89AjkXPqLhNSa/Adhr6gVgqvwkphW+NEIu3oWgwpbXKkcInMmvkOwPEcstn9ADQ1XUouN9Wz2fF8jzEwbfY7XQgM4d81UijqjZxRMdYSCfA80HWiW7bUfJ2IRat6jIuBME7MEMYF1+Ovx4f51UsSPHjoFzze9ziP9j467zhdN0/UcvESLRBtgngbWrYfwzDQDdD0CUzDYIs8hj3+IAD/vOufcd0CUkQYKYwA0BnvZLw402Nsk4oHd4xqWCkk0F2cqpD3lCz6ShZrohFWRY2G1hvVuOCF8eRQgb1bovzL9e38w2WC20+PzPu16aEB2lavBShXjFvaO5BRHemZZUN5STNxawjj0dO+IB5Y5F7HpXyOeMr36SVb2vBcFzOfP6ttDJg2a6IROqNGQ1/BhR0pXtqcwM2kKWV979REUxzz5Il6hjYN27PJWGc/CFLx4ia0UXSu34hdKmLXaOs0F6FdQkRnVIyNyMJ2paiwUlj2OBOyma+nr8DyXJ6N30BadCJnWCkAbLdEsXgaw2ilpfkl5HKHyuv4FWM/bm/W7HcapupjrGgAvNBjHFSMReA1jm7cWG7LVg0tGqvqMQ6tFMkZVoqnxweRCE6tMrgseSXtsXZOpOf/Xec4WWKWh9cUdMdoXY9RGKa5uZlC4Six2DC/u+pH/B2f5nDXR3Fdi8d6HyOmCaSIlvfVmeicVTHOlRyaA2FsSdB0MasrBcCxwtT7PVU06StZbIhH6YwYZF3vgho3cMEL4/RwgcMXRVnhClryLk+MzU+guo5DZnRkVsU4FovhtEXRHBsL/8ulpJm4mdmePSklY32+OO0/eh6N+ueBmc8Rq6gYw9lN8iGlZMiy6Rgu0Zp3G1oYhx0pXppKsmpsEADNk4w3xbFOdc+qlHtS8q3To+QW8PbxfLht51d43+3XTZv+VqGYi1AYr9zoV5zOuWXbGdq1sYD5XWmlsK1x+pwm7s1t4JC8FEckyNGCM2NKaIBM9gXApanpYlLNl2NZo5jWqL8dz7dSAHjedAER14SyUigaAlkqQSRSzjEtqBzHtm074+tqeoxrWCnu690HwGRKJx7dzMVtF3N88vi843ScLFHLQ6ZW+gta1hEzR0ilUljWMFLClcm9xDDxPJPesR2Ml8aRXhEh4lPCON5Z1WOcigXC2JNEDG1aH+PQmrFj0h8HdWUqzqFciX3ZApenEnQGXTDGG1hzzOSCF8bjQwV6VhpszztsGHV4dLiff3r2nwC/tF+r3dejdz6D9Dxag4rxaMG/MoxGoxRXRYgWLErCf23RsHCzs0/y/KRFKW9jRDUGT6TxFvHDvJTLE2/y50BPtvj9lSs7U1glh9xE9crTPQPjvP6ZLkqepPW5LtYcOd7QtzZGKyrGKwNhfGzLFUymEvRGBYcfun/a+k9M5PjokT7uGhibta3FpOn//Yib/m2Err49S7pfxYVNfsK/Vbly02bAt1acC2FXCtMSuHZFNWYxrBSBMC5YY4zLZopS53u8CwCbKFm7NLX7QBhPTjwJQFvbtaRSlwGQy/pVY1tKsvpF/rL84Wn7iwpNWSkUdWHoxDHMwtSdWK9kogVTQcNUd4rY9u1n3I6IxWpaKSJxHSM6fUroneOD5cejiTW+ME4fn7dd0jHHiToSUqv9Ba3rSNoTpFIJTHMY143wo9wfc4f29wCcGPQHsTtuAbQoJ9O+RbEj3uEL5or9Zku+MPakxJa+MK6sGP9mh38n+8fDE3RGDC5vSrAnW6DoSf7LylY6o/7nQSNrjplccML4YH8ay5n60NyfLeJ0Z9mzYxCnN4cTaeOOrp9yJD3IW3Yf5b0HZntSHdvl8E7/w7ip3b/C+n7vEABZIdi/chjNsjFx0DwNM+HgVRl8N3bav0K65No1WEWH8f75Wxsm8hb/9uB+zDNVOQf3Q9rvCVjKZ4lGohR27yYWXL1Wdqb49d1HuPszT1dtEP6t/lGGLYfNpTzG7ju5eOc9jAU9BvsHfsC+5z+A10BVz2HLptkb5bnu77BybIB0qpW9l1+NBPZc+V956HunObzj6fL6vxz3hcWvJ5aurV7GzHDx/nGSFhz5ybeXbL+KC5+wYrxi42bg3Ge/Cz3Gv7zrCDvunaouCd1YYCvFlMfYtMbJ0IJAclxcQsrpQSIoOLMrxtnJHQC0tV5Dc+pygLKdwvYko5ErAcHk5K5p+4uqirGiDhQyab7z8b/h0Tu+UV4mS8Vpwlgkgorx9jNXjLWY365NSsngZ/6Bibvv9veRtWbZKMaKY5y2oyScPhKmw4lYnK2tW8laWUaLo1W3L6WcdqfSCwfqNfsXm7SsIyELtDaNIqWNlPCU+5sMiZeiG50819WFV1qLkBaeiHA610/RKdKZ6KTklig4hfK2c6ZvpShak3xcfoLXrtlBseJCfFMixuVNcUqeZGM8yuaEbzFpN3Re3ZoqV4zHFrlBwUIyL2EshHizEOKwEOKYEOKmKn+PCSHuCf7+tBBi80IHCnBoIMN1X32Cf3vsGAD5tMlu10Q/XUAIh+58Cb0vjx3bwv861EUxM0nX4DB7M4Vp2xk4msYx/S+n3ESMvOPywqTvFb67by9H40MYwRVTyk1hxZ2qHuPRPv81L32DP01zX9f4rHVq8Y1//y752/+O2+95qOrfvdwY/f9yPaNf+l2Y7KWUy2E/tYPuP3k3g+++AZiaFtq2XI7vGcEsOOx+oHt6jJbDc+k8fxF1+OD99yBdk1gxQ2Sol/GJ3Rw6dBOjo4+UR4/X4unJHPcMzP/9nQ8jlsO2np+S/lk363WDYudafmf/HkrROOPJCfTIxTx8+0nGTg8A8Ni4/3/YMZk7q8GXAORG4Bz8jM/v/CkrgvGWxmOP4S5ge6zzpVHyVVGd/OQE0USSlpWrgHPvZRwK41IJjuwaKt+xEoYxqytFySlx85M386u+X539fqSNEDqeZ6N5WSytlVcn/ZO/1e4iKUo4nsljR0ZwbBdDM4gJSSnvD7ZLpS4lEmkjFltTHoBnS4nUm0mlLiM9+ey0/cU0QcnzyC9g1bvRUTlbf47vehrPdeh68vFyTnrFUlkMQ4WVYq6KceAxzt5/PxN33cXILV9D2jbFzOzJPR449QB2ZB0XGSZrx7IcbYqyqfViP6b0bDtF2kxzw/038O6fvxvb9T8DfrLDL6BN6r411En5d8JT0bBFosA0IjQJSU92C2sTvWjZ3wJpIdGQaJxKn5rqZRzYKWzXY7Jgk4oZ9PbdweW8wB9d/C3WRR6YFtObVvj2zo2JKJsT/vv7vRWtGJqoEMaNU3ybizmFsRBCB74G/D5wBfAuIcQVM1Z7HzAhpdwGfBn4/EIHCvDNJ08hJdz1dA+W43FgRy+ThWNsnThOcu2ddEoX42gGmfpD9k1E+cvvf5X/fufn+eln/hozPXXl1b1/GLxxQKfvUIkHRtOIrG+l+GnXg0S0CJtSHWzatJdXZLZSitrThHF4m2GsL0dzR5zOdSlWb2nh+Uf75jVrzfMjk5hP/xwNyeD932Zkcnalc+eXPs7dJy/nzq7NPPiJG7CKBfpMje988LMc+633A1OVpu79Y9imS8dFTex/tG9a27pHx9L87uM/RnzpE4wNnUBvXo9EsP3EAZ7d9wHAfy8nT95SM96j/QP82d6jfLirh58OL+4gQ4CB3AgvPxXF1NtIx5qIJFIcKlzEyfbL6Bzu4mDLYTxtBT+75UkG0mN05Uu8siWJMTHKbV+/lVu/ezNPnX4K25tDrPbvgS9dDg/+/ZwxSddl8B8+y/HrrqP7T29g9Nt3klsvOPQxaPqrHD+8423IBrj920j5qpiNlJKR7pOk2jumLFHBl7CUkoFP3MyJt16PefQoztjYGSe0Ca0UUtMpZiwGjvq5KQy9/LeQbx78Jvceu5cP/fJD3LLnFvYO7533bVrPc9BEhEIhuN2aWMkbUn6xodU+SLvIE5U2HznQzQ+++BwUDK5pckA66HqSWMz/km5OXcHE5DO4bgFbekQ0QVvbNaQze6bdsYppGg+MprniiQOzihrLEZWzjcGRp58k3tyCa9vsf8Tv3CDN0rRBdnp7OyKZJBpMBV0LkYhjHjvGwKc+jd7aijs6Su6JJ/zpoCuEseu5fLPrx0i9jSZvmC0D/eSiOgdtX+AemzhG91i+nKsZK8P7H3o/B0YPcHDsIN/Y/w0O9qfZcdD/DPmPAwaWZbGv179wjRV+ja41I4RHKRLFHMqzs28Na5pG0DLrueJU0J9Zxvn0jk9z277bADjc9xP+/Rdf5qpP38fpySImx+nu+QZ7eCWH01fyirY7KBZPl9/H73W2ALApHuXKVAIBvH11O0DZStFdNM+6k1a9EHMFKoR4DfApKeXvBc//FkBK+bmKdR4M1tkhfDPaILBSnmHj11xzjdy1a1etP2NbJrnxMUrZLEayif1HDvP1h3dirGghl8nx3u0Fdj4/SoeVYeVGl832IKNGK6fFCgbMJrRihlJzJ1YkQmvaJjo6xg0f/SzkMnzvq3fjto4g4xInkQBRJOW5eGiUIpDSNdrX99KtdRAvmfT3xnn1+Ct4yW9cwgs/uJVss85oa5JiIkazkSSJwJYuVkEnHtnM69/x22zetgld1/BcF9e2MQtFdj/2CI8fPkCp6HKJMUxna5b0WJITuVW89Y/fxxWXXcJwz3Ee/O6djJbSpDesR0pJJJ1GtyVOW5JU0iZpFNEsj8l8CxNaBynXJGoWaI2kEWMXkWxeyxv/7GoMT+O2B3/J2v2P43a2EnctVgiLyVSMSOsEq7b3Yx1rpakli93i0rn6C3RsvYI+y6G3aNEiHI799FvEuw7gtSSZaFvJ7nWv4s0da3jT6pWkNq1E0w0O2x4juQIb85OkmppItrUTScaRAkaKJTKWS6KQoeeBbyK93SRXjjNmvJbRS9+FlS8hDp/AG8jjWZDriDFmHqftohZePn6USwun6NdXcEhsYE9xK5NeM+3RDC9t6qJZK+A6STA1jIKJm7dxXYErBZPJAmPNRTaxlm2pTSSNGNFYE+0rLiIWjTHpTDKy74ucdAtstHRk+xvIWnns0TyWCbqts7FtBcmNa0k3QcvOg6x+aj+ly7djnOql95KVOK+Mc2mhh0PJTUyukvSMbaIgO7hqdSuvf+m1rFl/BcnmZjRtfo4lIcRuKeU181q59jbqkq+K+fH8ow/z8K3/Suy11zN80VW03ft/eOVb3srr3vZH9H/jNnru/BYDHc2MNsVpLpp0ahEu/rP3suYNb6Rp5So0fcqbOPrjnzFy098w8v4vc6g7ziWvXs0l17fQc+ONpPafovNrnyZ+ySq6M918fOc/cvmqV+Fi8IveXwGC1170Wv7yZR/k0vbtaNIhY2cpOA6GHkWgkSmNMzm5i/Spf6QltYVS8QgesC/1OV6vlXh87GfsPlngrakWOlc/x3v0u9g27PCmw3k2XvZJNqwaprXlKq55pX8beXz8Ke7f+1EeT36E+4rbeO+6Tj7c+jwHDv4PXnXNvbS0vAyAjxzqYVcmT9pxWRExePCaS8oTfzQSC5GvwXbqnrNSSv/OmRCIoMvAUlAZfrW3Ei6b+bfKIoRkxjYqVpXBxBPhmtO3MfW8VMhzx0f+kpe96S2M9pyk7+B+Ei0tbCnYbC25rPuPO0CAl8thDw4Q2bp1Kg4ZxifL+zAPHyV/zz3YXYdo/bu/ZeKmm4he9TIeSf4hG69s5oo3tDPZ280zzz3C9w2T7o3XcdXxr3NV9zYeeMXrGFqVpG3kZlrsDUz2v5R1qRbeuG0FzxS/z9H0MC+L/AGnSyOMZXOsO72GtznP8Jux57m59QZaEx5rRJpXte+BLeO0DsG3Y2/n5+bvYOxP85L2F3jX1T9mZ88r6Tm9lVJcY9tEFqlPIIROvzGOo7fSk7+KjpYeLlr5LG/s6OFiYfH9wrs4dkrwwWt+SHPqP3H5S76IdC3y+eM81PczLk02sbHtMkTzq1kVb0J6RRzX4Tf2jpD2YE3U4PWtSd6+ppPXtDejC4EuQFuic26+OTsfYfwO4M1SyvcHz/8U+A0p5Y0V6xwI1ukLnh8P1qlukGHupH3kM2/gNc4LaHhoeOh46KJ2rIOynRWkMUT1qp0nBRb+lYtAEhNnV9Z3pUAiam5/5rpuELmLhgA0PCI4Nd+DJXVEEJuGRDvDe50PXjkGMa/36kmBTfilK4IUFwgkOh4R4c5aX4I/HWzwe6EI/z9ZmeCIXM8WMUCHqO+03OH7DQnT+Hm5hStF96zjA1PngYtOl7aRV3xy9xn3sUDCuC75esvn38+fF+47n9AViobia8Y7+egnvlLz7wsojJc8Z2/54sd5b/a28w196j2wsJXAhd7eQtJosfnKJPxd5eICMW3dM+mo+WLKyKw9Ve7nzMsWh+8k38xffOxbZ1xnvjlrzLUCVHlns9/bfNZBCPEB4APB05wQ4vDMdWawAqiZ+NNZ9H6yZxHLktBI8SxSLBlgqEFiqcXeM/2xIpZR+NScV8Vnvj83P+qWrx9qrHMSGiseFUt1GikWmBbPV/nYzV8907oLka9Qp5z9kP+rkY6/iqU6jRQLNFY8FbHcyQduunOu9eeVs/MRxn3Ahorn64H+Guv0Bbd5WoFZI7WklLcB875MFULsWogr8oWgkWKBxopHxVKdOsWi8jWgkeJRsVSnkWIBlbP1RMVSnUaKBRornsWKZT73v58FtgshtgghosA7gZn3TO8D3hM8fgfwyzN5nxQKxaKh8lWhuLBQOatQNBBzVoyllI4Q4kbgQUAHbpdSHhRC/G9gl5TyPuDfgTuFEMfwr2LfuZhBKxSK6qh8VSguLFTOKhSNxXysFEgpfw78fPGJbGAAAATuSURBVMaymysel4A/XNjQgLO4JbQENFIs0FjxqFiqU5dYVL6WaaR4VCzVaaRYQOVsPVGxVKeRYoHGimdRYpmzK4VCoVAoFAqFQvFioPGaQyoUCoVCoVAoFHWgYYXxXFNkLvK+NwghHhVCHBJCHBRCfDhY/ikhxGkhxN7g5y1LFM8pIcT+YJ+7gmUdQoiHhRBHg9/tSxDHpRXvfa8QIiOE+MhSHhchxO1CiOGgr2e4rOqxED5fCc6h54UQVy9BLF8QQnQF+7tXCNEWLN8shChWHKNbFzKWeqPydVo8DZGvwX7rmrMqXxsTla+zYmqInFX5OmcsS5Ov4cwwjfSDPwDhOLAViAL7gCuWcP9rgauDx83AEfypOj8F/E0djscpYMWMZf8E3BQ8vgn4fB3+R4P4fQGX7LgArweuBg7MdSyAtwD34/cAfTXw9BLE8ibACB5/viKWzZXrLacfla+z4mm4fK34Py1pzqp8bbwfla9VY2q4nFX5Wr98bdSK8bXAMSnlCSmlBdwNXL9UO5dSDkgpnwseZ4FDwLql2v88uR64I3h8B/C2Jd7/bwPHpZTdS7lTKeWvmN2/s9axuB74lvTZCbQJIdYuZixSyoeklOFUgzvxe5Iud1S+zk298xXqkLMqXxsSla/zo945q/K1TvnaqMJ4HdBb8byPOiWOEGIz8Arg6WDRjUEZ//aluh2KP8PRQ0KI3cKf2QhgtZRyAPwPGmDVEsUS8k7guxXP63FcQmodi3qfR+/Fv6IO2SKE2COEeFwI8Z+XMI7Fpt7HuYzK1zPSKDmr8rW+1Ps4l2mQfIXGzFmVr2dm0fK1UYXxvKa/XPQghEgBPwQ+IqXMAF8HLgZeDgwA/7xEofwnKeXVwO8DfyWEeP0S7bcqwm9C/1bg+8Gieh2XuajbeSSE+HvAAe4KFg0AG6WUrwD+J/AdIUTLUsSyBKh8nU5D5StcMDmr8nVpUPk6m4bKWZWvc+x4kfO1UYXxfKbIXFSEEBH8pL1LSvkjACnlkJTSlVJ6wDfwb0ktOlLK/uD3MHBvsN+h8LZF8Ht4KWIJ+H3gOSnlUBBXXY5LBbWORV3OIyHEe4DrgD+RgQFKSmlKKceCx7vxPX6XLHYsS4TK1woaMF+hsXJW5Wt9Ufk6gwbMWZWvNViKfG1UYTyfKTIXDSGEwJ9p6JCU8ksVyyv9M28HDsx87SLE0iSEaA4f45vPDzB9itD3AD9Z7FgqeBcVt3jqcVxmUOtY3AfcEIyefTWQDm8JLRZCiDcDHwPeKqUsVCxfKYTQg8dbge3AicWMZQlR+Tq1z0bMV2isnFX5Wl9Uvk6PpxFzVuVrFZYsX+canVevH/wRj0fwlf/fL/G+X4d/S+B5YG/w8xbgTmB/sPw+YO0SxLIVf9TwPuBgeCyATuAR4Gjwu2OJjk0SGANaK5Yt2XHB/7AYAGz8K9b31ToW+Ld6vhacQ/uBa5YglmP4vqvwvLk1WPe/Bf+/fcBzwB8s5Tm9BOeFylfZePka7LtuOavytTF/VL5Oi6ehclbl6xljWZJ8VTPfKRQKhUKhUCgUNK6VQqFQKBQKhUKhWFKUMFYoFAqFQqFQKFDCWKFQKBQKhUKhAJQwVigUCoVCoVAoACWMFQqFQqFQKBQKQAljhUKhUCgUCoUCUMJYoVAoFAqFQqEAlDBWKBQKhUKhUCgA+P+zstpuvjxBlgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f261808ca20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eight -> ['EY', 'T']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f25dc3e1630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nine -> ['N', 'AY', 'N']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c06ddd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "zero -> ['Z', 'IH', 'R', 'OW']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262d9347f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for word in [\"one\", \"two\", \"three\", \"four\", \"five\", \"six\", \"seven\", \"eight\", \"nine\", \"zero\"]:\n",
    "    print(word, \"->\", cmudict[word])\n",
    "    b_files = dev_labels.index[dev_labels[\"word\"].values == word][:9]\n",
    "    b_labels = dev_labels.loc[b_files]\n",
    "    example_batch = load_batch(b_files, **dev_loading_kwargs)\n",
    "    \n",
    "    phone_preds = phoneme_detector.predict(example_batch[0])\n",
    "    fig, axes = plt.subplots(3, 3, figsize=(12, 6))\n",
    "    axes = axes.ravel()\n",
    "    for i in range(len(axes)):\n",
    "        axes[i].set_ylim(0, 1.1)\n",
    "        annotated_phoneme_map(phone_preds[i, :, :-1], phoneme_labels=group_encoder.group_labels, ax=axes[i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Misc Words\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bed -> ['B', 'EH', 'D']\n"
     ]
    },
    {
     "data": {
      "image/png": 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P1xg750JjzLuBrxK3k/mEc+4pY8wfAnucc/cC/8oYcysQAkPAHYs4ZplDNWDNZDYC8a53MLX4ziSBsbVhbRXpzFIKnAfBHBljm9QYRwqMu5Xma+8qL4OMscMRYQn8oKmuFEud5qv0glrGOH1+i++cc135iU9TfYydc18GvjzjsvfXff8+4H2tHZqcr5mBcSF/CN8fqG3cUW3N5lyYvMPzpjb1SBjng5+8GM1RY2xVY9zVNF97U7G2+K5Hg8XQYnFgwPc8fN8niqJOj2rRab7KUlfLGAerADNrW+hGXnjhBe6+++6uXDzbgys4lq/qorhM5hIA8oUXa2UUMJUxdq6CdZVZZRTOOYz1cf5CNcZlmlUsneTcue+e5z0RkZl6vsY4skTEf3MC5y+LjLFIL5jqcpXF9/sIm8gYHzhwgFKpxPj4+GIP77wpMO4h1YA1k40D4yiaTN7Bxao1xtaFOFuZXUZh3bSM8Vw1xtF51BgfPvxxHn/i15t6Bykic6uWUvTqJh8udITEGWIfb8F2bSLSHarllZ6Xxvf7miqlqG7jXqlUFnVsF0KBcQ+ZWUoBENRt3Vzb8tmGWFeu/VzlIgfOr2vXNlcf4+ZLKQqFIzgXMTb+1HncExGZqVpCUezVjHFoiUx8H33n4XnesiilEFnqpjLGaXy/f8FEmHNOgbG0h43igDUVDNaywamgvpQirid2roKdK2NsffCSjHE0s8b4/Df4KBaPATA+9sR53BMRmankpvoY96S6UgrfGZVSiCwR1pYwJoUxHoHfv2BXirGxMfL5OJ4Iw7AdQzwvCox7SDVg9bwMqdQaYEbG2KsvpShP2w4a4oyNcT7Oqy6+u/h2bcVi3IdwdOzx87gnIjJT/c53vciFjjD52+NHy2fxnchSZ20Zz8sANFVjXM0WgzLGssisLeF5GYwxtUV302uM60spKrUuFVM34MD64M0upXDOnXfGOAzHCcO4sH5MGWORCxZaR/UDnJ6tMY4sLhu3bvKtMsYiS0Uce8SJNj/oW7CUQoGxzOuefffw7NCzLbmtKAmMYaqEImjYlSJM3uHNyBhHLskYzw6Mx756iPLwSHyeqLka40JSRrFyxU9TLB6p7cRXNTIywmOPPdb0/RNZrkpuai72bsbYYjPxS5IfGS2+E1ki6uOJZmqMT5w4QTabBVRKITOMl8f5wIMfYPdzu1tye9YWpwLjZAea6nbQMFVK4WqlFDMyxtXA2FQD46kX4MqZPJZqKUVz7dqKhbiMYsPGW4DZWePHHnuML3zhC135jlGkm9QHw8WoR4PF0GHjP194EVp8J7JEuFmB8fylFBMTE6xduxZQxlhmePTUo1hnyYetaWUWf5wRvwurllIEqdmlFNZVSylmZIyr7doalVIUQ6xXqp2nGdWFd2tWvzb+uXRi2vWFQhxod+PEEOkm9QvuenXxnYssNtlyyg9VSiGyVNR/Wt1Mu7ZyuUx/fz/Qna//Cow76OETDwOQr7QqMC7XZYxn1xjXSilsJTm2Qbs26+OIwDfTFt9FpQrOLyfnaa6Uolg8hudlyeUui28jnJh2fakUB9jlcvMbhogsR+W6jHHvllI4omTxnVcxWnwnskTUZ4yDpJTCubn/TpXLZXK5HKBSCpnhhyd/CEAhLLTk9mxUxJ9RSlGfMZ5eSlFpUEqRdKUgxATetIyxLRfAxE/0ZjPGheIxstnN+H78znDmStViMQ6wFRiLzK++d3EvL74Lq32Mw7iUAlDWWKTLWVuqdbny/X6ci+aNE8rlMplMhiAIlDGWKUPFIZ4ffh6gtaUUfhwY9/VdgeelySbbQ8OMxXeNSimqNcYNAuOwMhXUnk8pRTZ7KcZ4+P7ArI9XFBiLNKdse3/xHaElIr5vXgV8P+67rsBYpLtNa9cW9AHxzrvj48/w4x+/e9a6pEqlQjqdJpVKKTCWKY+eehSA9bn1LcsY19f5rF17A6977YOk0+tq109tCV1p2JWCulKKih9RKU99xBElY/TNQFOBsXOWQuEI2exmIP54JZyjlKIbJ4ZINykth4xx6LBJxtgruVrGWOUUIt3NuvrFd9XAOM/Jk/dw+sxXyOdfrB0bhiFRFJFKpUilUiqlkCnPDj2Lb3y2b9jewhrjqa4U9b2Mq6ZqjKulFDMX3yWlFC7kvvARvn/iR/HlkcW6eIwpb5AoWjgwHh5+iDAcYfXqVwPgB7NXqipjLNKc4jLIGLvQEhIHwaasjLHIUmHrknKBPwDEpZMjo3EMUSwdrx1bTYSl02mVUsh0zw89z7aV2xjMDLa4K0VmzutNdYMPF2JdefYGH5HDOA9HyJjLM1KKN+dwpQjrx8Gw71biXBnn5n+xOnnyHnx/gPXrbgLiyTJz8Z0CY5HmlJdDxjhyRMZiMHjlC8sYu0rE+HeO4nq1pZ1IF7K2XCvNrGaMK5VhxsefBKBUnOpIVX29VymFzPLc8HNcveZq+oK+1i2+syX8pF1bI543c4OP2V0pjAtwRJRchWKYdKEoRtikI0XgVibnmjuYDcNJTp/5ezZuuAXfj8fjB/2E0VRg7JxTVwqRJlVbtPmmNzPGzjmILKGzBJ6PLYUXtPiu8PQ5Rr/yAuVDY4s1VBGZoX7nuyBYAcDY6OM4Fwe9xeJUxnhmYKxSCgFgtDTKickTvGz1y+hLxYGxXSAD2wwbLZQxrtYYhzg3u5SiuiW0dSEORymqBsYhLskYB1H8pJ+vznho+HtEUZ5LLvlHtct8v58onCqlKJfLtXYu3fiOUaSbVIPhVYHfmxt8WAcOIiICz8eVogsqpaicSLatL3Tfi61Ir6pffNfffzXG+AwNfx+IA+X6Uor6wFilFFJT7UbxsjUvIxfEvfyKYXO9gecTNVtKYcPko49GGWMP5+IXlVKSFY5LKeLx+ZVqYDz3eEul0wD0919ZuywIBqa1a6uWUYAyxiILqQbGK3y/NzPGyS6bERbf83Fli2fOv5SicjL+G2MLWrAn0i7TM8b9DAxcw8TEs+Ryl9PffzXFulKKaiBcXXynwFiAusB49cvoS1qbtKLOuL5dWyNTpRQVrK3M6krhoqnFdwCpFSd46ul/R1QsT9UYVwZq55pLWBkBIAhWMTY2xoEDB/D9gWldKRQYizSvWkqxKvB7cue7amvI0EUEfvx3Ktnr4/wyxtXAuKiMsUi71GeMAVatuo5KZZiBgWvIZi9VjbEs7Lmh51iTXcO63Dr6UnFgXKhcXJ2xc25aV4pGaqUUtgTYBht8OEx15ztgzbpDnDx5D6X88anAuBQHxtE8gXElHMX3B/C8gAcffJBPfepThKE/rStFtb4YFBiLLKSclB2tDPxpm330jKQ8JHIRQZDsC50kfZvNGNtiSDSSbFuvUgqRtohjj+ntX1etvA5wGJMim7mUYulEbcG+aoyloUNjh7hi1RUYY2qlFBebMY6L3F1TgXEUxUH4rA0+rAMXABZwZLNxhrdQPFqrMfaKcSBvo7lLKSqVkVqruPHxuLPFqVOjSaY6vp36jHE3vmMU6SbVuuJVqV7NGMfBfminAmMviYebzRhXs8UAToGxSEss1IEq/oTZTluztGLFTwPxJh+Z7Cacq1AunwNUYyxzGC4Nsya7BqBWSnGxnSmqAed8XSmmAuM4CG+0wYdxXnKsJZuNg9pi+RjWL2FcgCmkp52vkbAySirZinpiIg6ujxw5G1+XlFNUA2NjjDLGIguoZoxX+H5PtmurtlcL6zLG5jwzxrXAOPBUSiHSAtaWeejhN/PCi3fOewwwrYyz2o2qUj5HNnspMNXLWKUU0tBIcYTV2dUAtVKKi93ko1ra0FzGOAmMTaPFd35yrK1ljIvhCWxQwnNZKFZbKM1XSjFCKogzxhMTE+RyOfL55KPSpJyiWkoxMDCgwFhkASXrCAz0+15vL76z8Y5YcAEZ4xOTmKxPal1OpRQiLXDy5BfI5w8wPv70nMdUY4H6jHGlMgRAuTJCNpMExsXjRJMVhr75AsC0ne8q1jFa6Z45q8C4zSIbMVoeZTATB46tKqWwUTOBscGYYO6MsbVg48A4lS6SSsUBa8mewKXLeCaHK1QD47mD2UpllCC1inPlkLGJSa666iqiMH6xC5OWbdWM8YoVKxQYiyygaC1pzyPjeT1ZSkF18Z2NCNLJG/YkWG42MA6HigTrcphcoIyxyEVyLuLQ4f8OQLl8es7jrEsyxnWxRzkJjCuVs2SzmwAoFY8TnpqkVChhMARBQBAEWGu589BJ/sEPn6u1cO00BcZtNl4exzpbC4xbXUoxX2AMcdY4skmN8TwZ41xuvHZ5mZMUVx4gay7jTBLAR/O0a6vWGL/hkWe57yU/ydq1azFe/AaguslHsVjE8zz6+vq68qMUkW5Sto6sZ8h4hqJ1XfMC0iq1Uoq6jLGpZpGbXXw3XsFfkcbLBTi1axO5KKdOf5l8/gVSqTWUSmfmPG4qKVeXMU7qiaMoj3MO3++nUDxGNFEhJCTlBRhjanP9x+N5TpYrjHdJj3YFxm02UopbmQ1mk4xxKskYX2QpRS0wnqddGySBcbL4rvHOd3FgPNCftFYLL6VojlPqO8bwyBYe8PdNO99MzjnCcBTnreRUOeTAhi08nhkgm9zf6rbQpVKJbDZLOp1WxlhkASVrSRuPnO/hgEqvBca1IDgklUkC4+T9crMZ42iiHAfGWV+lFCIXwdoKBw/+Vwb6X8Yll/wjyuXTc74Zb5gxTgJjgELxMLncZRQLR7DjZSpEBMlapmpgfLQY38bpcnckyRQYt1k1MF6dSWqMW9THuLrhxkIZY89L1ep8Gy6+I65DXrkyDp6jwksJ/fhjkb37wLrqblSNA+MomsS5kIKJNwLxrOWjJR/Tt7Z2PcQZYwXGIs0pW0cmyRgDPdeyrZoxrkRTpRReEts2kzF21mEnK0y6Ep5KKWSJO1QodfRToRMn/jeFwiGueOm/JZPZiLUlwnC84bGuuviuLp4oV85hTBwrFPKHyGUvY2L8IC8+s5fQRKSi+M1rdaHt0VIcEJ8qKTBeloaLw8BUxjgbxKs321dK4U+1a5tZSmFtLTDO5caoVDKUCuvAOCqlAfpS23BhEhjP0a6tUhkFYIK43/GrXniaUQvfXnMFML0rRSaTIZVKKTAWWUDRWjJJjTHQe3XGYXVxbkgqnYLAg0rzNcZ2sgIOHt/3Y0w2wJUiXNRbbx5keXhusshrHnqGvz872rExHDt+NytWXMu6tW8gk94AzF1nPBV71JdSDJFKxcmwQuEwudxWCsUjfPNbH6fsQgJ8yscn4q4Uns+5ZP6fKXfHG1oFxm1WK6VIaow945ELci0rpZivXRsw/+K7yGGIA990ZphKYSXFfHx7o+OrecXLf4aM7Zt2vpnCML5/o64fgK1DJ/l/LlnFD1LrAag0KKVQjbHI/Eq9njGu9jGO4nZtXtbHO4/AOJqI/4acK4xisvHfMFfqjhdZkfPx9bOjWOCJ8YtLll2oMJxgfPwp1q19PcYY0pn4tbtUmiswbrT47hzp9FoymUsoFA6RzV2G8SLI5Km4PCl8KscnSaVSTGRztd87pVKK5WlmKQXEnSkuNmMcNVlKYUyqFhjP2uAjcphk2+ggGCUsDBLa+NhyKcdP7fgZcvMExpOTByicPQnAORsHxn2lEr/9kkspkGTGC3HGvL6UIoqiphfYiCxH1VKKbJdmjJ1z3HvgXkZLF5blcqHF4oiSDT5Mxody84vvwtH479+kK1JJ+rypzliWovuH4pKF/fm5W6IuptHRHwGWwcGfBajLGDdegNcoY1wunyOdWksudzn5QlxjDJBZUSGMJkn5KSrHJwiCgPFsX+33TnXJm1kFxm02XBom7aVrbdogrjNuR7u2+Pq6xXczt4S2UzXGAIUzP43z4yL6Vf0Rq9atpt/045yZFRgPDf2Ahx5+E4f37gLgVNRH2llWpQMGsxnW+z5ll6ZQiOuVC4VCLTAGbQstMp9S0q4tm2SMu62X8QujL/B73/s9Pvr4Ry/o911kscTBfhAEeBkfcx4Z4/HTccKhQIl8GAfJtqg327K0TEYRPxyN1+Hsz8/d+WkxDY/8EGMCVq16BQCZTBwYl+YspZjKGJ84+X84cOD/iwPj9Nq4hKJwiLQft2xLr6wQliZI59Jom0R4AAAgAElEQVRUTsYZ4/FMHBjnPKPFd8vVSHGEwewgxpjaZbnUVClFpTJMoXDkvG936sl5PqUUDbpSJJuAOPtS3PiVmNxRoiigf9WLlEpnWJHrw0Z+bUORqhcP/RUAY/2PAnAizLEyClkxENcavySbouiylIqjFAoFJiYmWLt2rQJjkSZMlVLEf7KLXdLWqOr54ecBuGf/PUxWJhc4uoHIEdYFxiYTQLlad7xwgJs/G2fZCqbMRPK31Ba640VW2udAvsj/PHa208O4YD8YnqDsHNcO5HihUCLqwAK8kZEfsmLFtfh+HLD6/gCel6U8R8u2auxhXcTzz/8RLx76a0qlE6TSa+jLbaVcPkNhJMQ5SK8oE5UmyPRlqZzJE/hxxjgFXNOfU2C8XA2Xhmv1xVV9QV+tlOLpp9/LDx68gb2P//qcq0AbqXWlWLBdWwqwGJMil9s67ToXWbxwEOcMfvCPyQZZVqw4x8ToRjARx0/8HQMDK7DWp1JXEz06upfh4QcxBLggDpiPFNIMVEoMJIHx1QN95E0fpfIYp06dAmDjxo21di2qMxaZW8lasp5XV2PcXYHxvpF9rC6tJl/O84X9Xzjv33ehJSIOgFOpVJwxTgLjZjLGpeE8IREVIsZK8ToGq17Gy86HD53mfc8f5URpaSZavj00Ts7z+NVNayhaV2tj1i5RVGRs7IlaGQXEG4Nl0hvmyRjHr/lnz3yttsbIuZB0ai0rVvwkACcPP0JlMiCzMsQV82QGchA6vLxlPNvHBg8uyaQ4rcV3y9NoabRWX2yt43/9yR62vvAK8mEea0OGRx5mYOAazp27n6NH/7bp251afLdAKUWSEV6z+jUEwYrpV0YOr7Kew4d+ilz2J8lkK+Ry4/SfezmDA6/m+PG/Y+XgSqzzKRWngvajx/6WIFjBxuBtAJgozbGSIVvM05/UD71sZT8F00chHJ8WGCtjLLKwknWkp9UYL24m6Ut/8ad8a9d/b/r4g8cO8objb+B10ev4zLOfwbrzC9xd6IhMXcY4O1Vj3ExgHI6VKJgKff19DBfiOmenlm3LinOO7wzHr0uPjF5YaeJoJcR2sE3a/UPj/NzgAC8fiEstD7S5znh45CGcq7B69aunXZ7OrF9w8d3xE7tZPfhqVg/Gv5tOr2Vw8Ho8L82pw49SHkszMGiglCe7Mr5/ZqSSBMaODelAGePlarg4XGvVduSZIU69MMa6Qy8lH+aZmHiaKJrk8st/kzWrX8eRo38z79bL9Zpu15Ysrlu3/qZZ10XjZYY3fIvLtz2BMY+wfl38R2Zr6We5ZPOtFItH6V83ShT5lPLxdc5FnDv3HdatfSMDIz8FgF8Z4FQYkp6YwH8mz+SeU1yVy1AgR8nmOXXqFH19faxYsUKBsUgTSs5O60qRX8RSismRYZ578Ls8df83icKFg0vnIkaPxItqN436HBo7xDf2f3rWcZ96+lP88UN/3Pg2Qks0o8bYKy68+O70iwd5+P/sxk5UqKQsg4ODDE3EWSstvusu58rhoi4afT5f4kTSB/eR0Ynz+t3Hx/Nc/+DTvOx7T/IXh04txvAWdKhQ4mChxOvXruDKvrgkst11xmfPfhPf72P14GumXZ5Jb1iwXVu5fJbLLruDTZv+MQCh10/ZweCq6zl3fD/liQypVQW8qEzQF3eOic6VGMv1s85ZNmZSDFUiyl3waVhTgbEx5s3GmOeMMfuNMb/b4PqMMeZzyfUPG2O2tXqgvWKkNFIrpXj6u8cByIytxIymGRmN63MHB3+WrVt/jXL5NCdP3dvU7cZdKcys3sQzVWuI16974/TfHytTPjTG5MaHAKiED5NZsw8TBaxd9wrWr38jYGDVU1gbUCrGk2Rs7HEqlSHWrXs9qaOXgTMYO0DBQF+5wBX9lzL8v55nxf98hiNcTp93iLNn97Nx48a4FYwC45bTfG3ssyfOcduP9jG5BDugxDXGHttyGXKeV8uMLYYDjz4MzlEuTfLCk/fNut65qS2pz579Fg889BZyo3EXGju+mtUm4OM/+hAnTv6f2u8cHDnIn+/5c+5+7m6eG3pu9kkjyyl/DIBVq1ZhMgGuiVKKb++6i+999pOMjBzBZQ2Dg4OcHR0CQ22Tj8rJSWyXrHafS6/P2aFKyC/88Fne8cTBRdu44jtD8fNnWy593hnjv3jxFONhxMv7s3zq+LmmanvvOzPC504MXdBYG6l2o7hhzQrWpnxWB/6idqaYHBkmPzbVRcY5x9kz32TNmp/Hn1GS6aXWcmqy8e53k/kDAATBStau/QU2bryVy1/6fn79u3/Gb379N1mz5ueZPDdJ5cylmGyRwSvGsMVJ/MEMeybKFFMZXk6FDcnGPt3Qy3jBwNjE25fcCbwFeDlwuzHm5TMO+3Vg2Dl3JfBfgT9p9UB7QWQjRkujDGYGGR8q8sITZ7niFesJsiP8RD7NyMgjpFLreO65P2Dfvg+RyVzKs8/+Pt//wT/gge/+LEePfWbO27a2hOdlpi3qs7bMc8//IXv3vpN9+/4z1pZJp9czOPgqMpmNteOciziy9zNMrN1LxX+BUilHqfQYQ+lvsvL4z5O7bCPp9DqCla/hY+UV3J+6gch7ltHRxzl79luAx4EDe/la4V4mJwc5E8VPq/UVx0/9mzey9o6fZGPF8C17CwZLEHybjRs3ko8sx208XtUYt4bma2MjlZAP7D/Ow6OTfPTwmZa/qC22eEtoQ7/v8YsbVvH5U8NMhosT4O/74YOsWLuey153mkND/4bTZ75au268PM6vffWd/Ps7/wl3vfuf8r2v/Db79xmuLnj8hvkUP+2e5a1n3kDf3jV8/MN/zQNf+yMqUYU/fviPWV/q59KJFXz6mU9zrnCOsfIYh158hnf84Q38z4f+jKe9I2zYsIHNmzfHGeNw/ozxiX3PcfSZJwE4ePYRvIEUg4ODjI6NYrIBthBSPDDCqf/2I0792aMUnjnX8HY6bTnM2f984ATnKiEPDE9w35nWb1zhnOPbQ+O8NJfh1vWDPDmRb/pTlTPlCl87N8qvbFrDe7Zt5HipwveG5884PzaW5zeeepH3PHuY7wy15k3q/UPjbMmmeGkufh1/WX+WL50Z4ctnRlpy+/XGzp7hk//+3Xzm9/8tlWKclR4f/zGl8inWr7tx2rGlqMSH9u3lA0ct33j6z6ZdNzm5n2PHPgv4rF/3piQGCfjIwcdIH5xgfM/z3PetxymPpwnHc3gT69jwM+c4++yPSW3s4x4vJB1WeGVUZEM6Tto16mXsrCU/OtK23QDNQicyxrwG+IBz7ubk5/cBOOc+WHfMV5NjHjRxSvIksN7Nc+M7duxwe/bsmfO8f/pHv40xDZ7YZvZFF2XO21uc/wBXO2Vy4lSJVZccw09FOAeFsVWMHd8KGPxUmdVbD+L5FQojaylNDhBFKSIv/hjCcxbPurq74MBN/dS/7jTZVaNUCjlSuQKlsZVMnluP50WYVAWchw19cquHyK6M3207axg+ejlrtr6Ic4azB15GFGaJgLKfAmPwqbD5JU8QlrIEQYWoEjB0+KUABKkikfHJu1XkKgVStvqiZhhPZVl/yQvk+ocoTa6kFPZRLKzAVDx8G+GMR+QZ/OR+zf3YgXEzruhyDnjv7//lvMcYYx51zu24mPN0ar7+tw/+DhVb7cXtcID1AAsGh2dI/p9s/J/oeXX/nw7D9P9QAzgf8B1RFGAiD+Ns7f/dOTB1M8klv5fcw+lzAkfZD4i8AN9GRJ6PcQ4cBEQEUVi7nYbM1C3F98Yx/dk4/VsHeDg8Gz8G1d8zyW/X7mv1ZmwE1oFnpm7W96HuTW7Z9wnCEN9a8A0lP0UqivCY+8U/foxmj696L+b+RfAzZVZechRnPZz1GDt+GQ6Ikt/zrMO38ePmUoZfrnybS6JhLIYv9b2aU9FaosgD44jSFs9EBMaRshE5V2ZTNIIzjpFsjvE1hkKlj7CUIegvEJUyhOUMDkMUBVQqGcIwTeAcOIdzBuPAhWH8uKV8CCukBizOh0oph28DjIkf/7LxMBD/vo3iO+iq/wEm/r+K/yOwzscmD9ZPXHUdv/h/3THnw9SK+ZrcTtvn7EPf/yYPfDvO6EfGI/QDPBxBGNaeG84YrOfhMHjOxnMmmWym/rTV55ab8XPy/I2MITIeqXIRjEeYShNE4dRhtRtyU89KY4iMwZn49cBUXw8M2ORyz7raOCLPYI1HEIZ4Nor/zHiGyA8w3tTtm+Q5hDGQ1OuHxiP0ArJhCQMU/DQelpSNpk0bV/dvOSlJTP7EkXYhnqv+FZr9W/XzzSbPO2s8PMA4izMeFc8ncBHpZF5ZDGUvSO6rxcfFc8Iz+NbhEc04zfT/E4uPNQbPRhhrMZ7BJH9inLPJTrfgGw9j4hkQGXDJ/7nB4TmLa/CnzmIJTfz4DPRP0LdmlOEXtlKZXEnZCyEKyZSn/9Eppw2pjaNs2HCKMJ+hXBhgorgan5BcbgwThExOrMaV/eTvmsFULMZanEteE4wX/21MYqD4Lsfn8Unxb39veuA+U7NzNljoAGAzUN8/7CjwqrmOcc6FxphRYC1wwX1Tfs49wuuiJy/015eOMnBgxmXV51MIHLyI2z6RfDVSmPH98forvw/P1n1fVZ+42Tfj9sw34n/rPwUxkGykF7Mzz7N8PM3WhQ9qjY7M18A/y2+X/teF/vriWwofSERzfD9TOz5pLAPNJsIiqDifOyr/nn8R3Mut+QenX9/gsR9zfRgcK4oFuJiEmBefHwNcQJe4+fzp8/CL3NHaG22s7XN2z4Pf4L3h30xd0M750a5KJpt8yeKaBE4D/GAqovSARlWdQ8nXTM3+rXHM+ffvf2T/YZM3srBmAuNGiZSZ71KbOQZjzLuAdyU/ThhjGhSbTbOOi3ixbrFuGgt013g0lsbqxvIk/L8LftxxeQvO2bH5+lvd9dhDd41nGYzlP/LJpo8dW+SxXLC68XyY33n/h+c7thXzFTo0Z38r/qebHn+NpbFuGgt013jqxvIZ/vn75i43TTQ1Z5sJjI8Cl9X9vIXZeb/qMUeTj3lW0eB9gXPuLuCuZgYGYIzZ04qPqlqhm8YC3TUejaWxDo1F8zXRTePRWBrrprGA5mwnaSyNddNYoLvGs1hjaaYrxSPAVcaYlxhj0sCvADNbJdwL/LPk+7cD35qv9klEFo3mq8jSojkr0kUWzBgn9UzvBr5KXDH6CefcU8aYPwT2OOfuBf4H8CljzH7id7G/spiDFpHGNF9FlhbNWZHu0kwpBc65LwNfnnHZ++u+LwI7Wzs04Dw+EmqDbhoLdNd4NJbGOjIWzdeabhqPxtJYN40FNGc7SWNprJvGAt01nkUZy4Lt2kRERERElgNtCS0iIiIiQhcHxgttkbnI577MGPNtY8wzxpinjDHvSS7/gDHmmDFmb/J1S5vG86Ix5sfJOfckl60xxnzdGLMv+Xd1G8bxsrr7vtcYM2aM+e12Pi7GmE8YY04bY56su6zhY2Fif5k8h54wxlzXhrH8F2PMs8n57jHGDCaXbzPGFOoeo4+2ciydpvk6bTxdMV+T83Z0zmq+difN11lj6oo5q/m64FjaM1+r+9530xfxAoQDwBVAGngceHkbz78JuC75fgXwPPFWnR8A/l0HHo8XgXUzLvtT4HeT738X+JMO/B+dJO4L2LbHBfgF4DrgyYUeC+AW4CvEPUBfDTzchrG8CQiS7/+kbizb6o/rpS/N11nj6br5Wvf/1NY5q/nafV+arw3H1HVzVvO1c/O1WzPG1wP7nXMHnXNl4G7gtnad3Dl3wjn3o+T7ceAZ4p2HusltUOun/0ngH7X5/G8EDjjnDrXzpM65B5jdv3Oux+I24G9c7CFg0BizaTHH4pz7mnOuujfPQ8Q9SXud5uvCOj1foQNzVvO1K2m+NqfTc1bztUPztVsD40ZbZHZk4hhjtgGvAB5OLnp3ksb/RLs+DiXe4ehrxphHTbyzEcBG59wJiP/QABvaNJaqXwE+W/dzJx6Xqrkei04/j36N+B111UuMMY8ZY75jjPn5No5jsXX6ca7RfJ1Xt8xZzdfO6vTjXNMl8xW6c85qvs5v0eZrtwbGTW1/ueiDMGYA+N/AbzvnxoC/Bl4KbAdOAH/WpqG81jl3HfAW4F8aY36hTedtyMRN6G8FdicXdepxWUjHnkfGmN8j3tX908lFJ4CtzrlXAP8G+IwxZmU7xtIGmq/TddV8hSUzZzVf20PzdbaumrOarwuceJHna7cGxs1skbmojDEp4kn7aefc5wGcc6ecc5FzzgIfI/5IatE5544n/54G7knOe6r6sUXy7+l2jCXxFuBHzrlTybg68rjUmeux6MjzyBjzz4B/CPwTlxRAOedKzrlzyfePEtf4Xb3YY2kTzdc6XThfobvmrOZrZ2m+ztCFc1bzdQ7tmK/dGhg3s0XmojHGGOKdhp5xzv153eX19TO/BDw583cXYSz9xpgV1e+Ji8+fZPoWof8M+MJij6XO7dR9xNOJx2WGuR6Le4H/O1k9+2pgtPqR0GIxxrwZ+B3gVudcvu7y9cYYP/n+CuAq4OBijqWNNF+nztmN8xW6a85qvnaW5uv08XTjnNV8baBt83Wh1Xmd+iJe8fg8ceT/e20+9+uIPxJ4AtibfN0CfAr4cXL5vcCmNozlCuJVw48DT1UfC2At8E1gX/LvmjY9Nn3AOWBV3WVte1yI/1icACrE71h/fa7HgvijnjuT59CPgR1tGMt+4rqr6vPmo8mxb0v+/x4HfgT8Yjuf0214Xmi+uu6br8m5OzZnNV+780vzddp4umrOar7OO5a2zFftfCciIiIiQveWUoiIiIiItJUCYxERERERFBiLiIiIiAAQdOrE69atc9u2bevU6UW6zqOPPnrWObe+0+NoRPNVZLpunq+gOSsyU7NztmOB8bZt29izZ0+nTr+s7dq1i3e+850Nr1u1ahUjIyPcf//9vP71r+frX/86N95446zjtmzZwo033siuXbsWebTLhzGmrdtrnw/NV5Hpunm+guasyEzNztmOBcbSebt372bLlulbjQeBnhIiIiKyPCkKWsa2b9/OlVde2elhiIiIiHQFLb4TEREREaGJwNgY8wljzGljTMMtCJPtAP/SGLPfGPOEMea61g9TFkMURYRhOO3LWjvtGGvtrGPCMOzQiKUZmrMiS4fmq0h3aSZjvAt48zzXv4V4X+qrgHcBf33xw5J2uOaaa0ilUtO+br311mnH3HzzzbOOSaVSHDt2rEOjlibsQnNWZKnYhearSNdYsMbYOfeAMWbbPIfcBvyNi/eWfsgYM2iM2eScO9GiMcoiueeee2YtvhscHJz285133sn1118/63ff+ta3LurY5MJpzoosHZqvIt2lFYvvNgNH6n4+mlw2a9IaY95F/I6XrVu3tuDUMh/nHMaYOa+/9tprF1x8d9UVL+VntvwEwfocxp/6gCGVSrVsnNJ2Tc1ZzVeRrqDXWJE2asXiu0aRl2t0oHPuLufcDufcjvXru7Yvek84duyzfPd7r6JSGald5lzE2PiTVCqjTd/O2U8+w6n/9iMm95xajGFKZzQ1ZzVfRbqCXmNF2qgVGeOjwGV1P28BjrfgduUCDQ19n+ee/wOci5ic3M/g4A4qlWEeevgtlMtnOHas8R/M+JM6pmeZk8tsXgvueojmrMjSofkq0katCIzvBd5tjLkbeBUwqtqnzjpw8M/x/QHCcJRiMf77OTT8IOXyGbLZLVQqJwHYu3cvJ08eolIZIZfbzKHDH2dy8gC/evvnZ99oZGdfJkuV5qzI0qH5KtJGCwbGxpjPAjcA64wxR4E/AFIAzrmPAl8GbgH2A3mg8V7D0hbOOfL5A6xfdxMnTn6+FhiPjPwQ3+9j3bo3Ekb/HYCdO3c2vI1tl/8G8BtTFxhwtuEnd9KFNGdFlg7NV5Hu0kxXitsXuN4B/7JlI5KLEoYjhOE4AwPXEASDFEtxW7WRkUdYtfI6spmNvOlNWf74P03w/R+8lmx2M5OTB0ilVlMun2bz5n/CsWOf5hXbc4z8/QuMf+cIGAMzAuOjR4924u5JEzRnRZYOzVeR7qKd73pMvnAYgFxuK7nsZorFY1QqI0xMPMfg4M+SSq8FoFA4RBiOc8nG29i06R9TLp9mxYqfZNu2fwHAZP5AHAx7BuMbXKSMsYiIiPQ2BcY9ppA/BMSBcTZ7KcXicUZGHwUcg4PXk06vA2B8PN5kKZO5hG2X/yael2XL5n9KJr0R3+8nnz+Isw7jGfC8WRljERERkV7TisV30kUKdRnjbHYzQ8M/YHj4IYxJs3LlzzCZ3wfAWDUwzm4il9vKz7/uYXy/H2MMfX0vIT95ECIHnofxUcZYREREep4yxj2mUDhMOr0B38+RzW4miiY5feo+Vq9+Fb6fmZUxzmYuASAIBmpt2vr6rpjKGPuA53Fs7CSPPfZYR+6TiIiISDsoMO4xhcJhcrl4x6NsdjMApfIp1q79BwCkU3GN8cTEMwBkMhtm3UZ/3xUUS8exthDXGHuGH5/bz7e+9a123AURERGRjlBg3GMKhcP01QLjTbXL1619PQCelyIIBrG2TCq1Fs/LzLqNvr4r4tviGMbzwDdENqJUKrXhHoiIiIh0hgLjHhJFRUrlU7Myxn19L6Gvb1vtuGo5RTZ7ScPbqQbGJe8I+HHG2DpHuVzGWm30ISIiIr1JgXEPKRbj3sLVwDiVWkM6vZ4N69887bh00rItk9lEI3EQbSh6R+KuFL7B2ghAWWMRERHpWepK0UPCcByAIFgJgDGGV7/qq/h+37TjqhnjTGZjw9vx/RyZzEZK+ZO1GmPr4kxxqVQil8st1l0QERER6RgFxj0kskUAPD9buyyVWjXruFopRaZxKQWA7/dhKU1ljF3crq1YLLZyyCIiIiJdQ6UUPcRGcdDqe9l5j8vUMsZzB8bGBEBYV2Ns2bt3L5s2bcIYgzEG3/fZvHkzv/zLv8xzzz3XsvshIiIi0gnKGPcQa+P6X2+BwDjdRGDsmRSWCDwDnpm26G737t1s2bKFKIo4cOAAf/RHf8Qb3/hGnnrqKVatmp2hFhEREVkKFBj3kGophe/PHxivWnUdKwZ+khUrfmLOY4wXYAkxnsH4BsvUznfbt2/nyiuvBOC1r30tl156KTfddBM/+MEPeMtb3tKCeyIiIiLSfgqMe0i1lKJRb+J6/f1Xcv319857jDEBjnKcMfa92uK7RlaujBf7VSqV8xyxiIiISPdQYNxDbHXx3QKlFM2IA+MCJqkxjuoC4yiKCMOQKIo4ePAg/+E//Ac2bNjADTfccNHnFREREekUBcY9pFpjvFApRTM8E+AIazXGzk2VUlxzzTXTjr300kv50pe+VMsci4iIiCxFCox7SNTk4rtmGC/Amboa47qM8T333MOWLVtwznH8+HE+8pGPcMstt/DAAw/wEz8xd92yiIiISDdTYNxDbFTEmDTGXHwXPmNSUN+VgqnA+Nprr60tvgN405vexGWXXcYHPvABPve5z130uUVEREQ6QX2Me0hki/j+/AvvmmVMkjH2qxljN+exuVyOK664gieeeKIl5xYRERHpBAXGPcTa4oIdKZoV1xg3zhjPlM/nOXDgAOvXr2/JuUVEREQ6QaUUPcRGpZbUF0ODGuO6PsZ79+7l7NmzOOc4ceIEH/nIRxgaGuK3fuu3WnJuERERkU5QYNxDIltsXWBsUjgTgV/NGE8Fxjt37qx9v379eq699lr+/u//nptvvrkl5xYRERHpBAXGPcS2sMbYMwHORHHG2Iu7Umzfvp3XvOY1/M7v/E5LziEiIiLSTVRj3ENs1MKMcVJKEe98N5UxLhaL03oai4iIiPQKBcY9JLIl/BaWUoDF+AZnAAOpVArnnLZ+FhERkZ6kwLiHWFvEa8Gud5CUUnhxVwqbPEv6+voAKJVKLTmHiIiISDdRYNxDrC21rF1brY+xZ3AmLp3I5XIA7Nq1C2NM7au/v59t27bxS7/0S/zd3/0d1s7d2k1ERESkW2nxXQ+xUbF1pRReCozD+Q6bBMZ9uThjXC2l2L17N1u2bKFUKnH48GHuu+8+br/9du666y6++MUv1gJpERERkaVAgXEPiVpYSmHw42+8qNaoLZeNbzsMQwC2b98+bWvod7zjHezcuZOdO3fy3ve+lw9/+MMtGYuIiIhIO6iUoofEpRStWnwXv2dynq1ljDOpNABRFM35e29729u47bbb+NjHPkY+n2/JWERERETaQYFxD2nlltDGJYGxiWqBcSoJjBeqIb7lllsolUrs2bOnJWMRERERaQcFxj3C2grORfitCoyrVTZ+VOthnAqC5FzzB8Zbt24F4MSJEy0Zi4iIiEg7KDDuEdYWAVrXri2pMXZehPOSwNhPAfOXUgC1DUCMMS0Zi4iIiEg7KDDuEZGNewu3qsaYpJQCM5UxTgdxYLzQzndHjhwBYNOmTa0Zi4iIiEgbNBUYG2PebIx5zhiz3xjzuw2uv8MYc8YYszf5+uetH6rMx0Zxxrhl7dqqGWO/rsY4CYwXKqW47777yGazvPKVr2zJWOT8aL6KLB2aryLdZcF2bcYYH7gTuAk4CjxijLnXOff0jEM/55x79yKMUZpQK6VocY2xM1Pt2tJNlFJ8/vOf59577+U973lPbac8aR/NV5GlQ/NVpPs008f4emC/c+4ggDHmbuA2YObElQ6ySSmF36o+xm6qxtgSZ4hT/vTFd3v37uXs2bOUy2UOHz7Ml770JXbv3s1NN93EBz/4wZaMQ86b5qvI0qH5KtJlmgmMNwNH6n4+CryqwXFvM8b8AvA88K+dc0caHCOLJKpljFsVGCdPDW+qxtg3cbBcDYx37twJQDabZcOGDVx33XXcfffdvP3tb9fCu87RfBVZOjRfRbpMMzXGjSKcmauvvghsc879NPAN4JMNb8iYdxlj9hhj9pw5c+b8Rm/gfboAACAASURBVCrzqtYYtywwrtYYmwiX1Bh7GIIg4MYbb8Q5V/sqFAocOnSIe+65h507dyoo7izNV5Glo2XzFTRnRVqhmcD4KHBZ3c9bgOP1BzjnzjnnSsmPHwMarrpyzt3lnNvhnNuxfv36CxmvzKHVpRTUbfARJaUUHgbf9xds1yYdpfkqsnS0bL4mx2rOilykZgLjR4CrjDEvMcakgV8B7q0/wBhT35frVuCZ1g1RmhG1ePGdV1djXG3P5rk4YxyGYUvOIYtC81Vk6dB8FekyC9YYO+dCY8y7ga8CPvAJ59xTxpg/BPY45+4F/pUx5lYgBIaAOxZxzNJAq0spSAJjTERk4oyxwVPGuMtpvoosHZqvIt2nmcV3OOe+DHx5xmXvr/v+fcD7Wjs0OR+1jLHfonZt1VIKwqmMcVJKoYxxd9N8FVk6NF9Fuot2vusRtRrjVi2+s1OL72pdKZLFd8oYi4iISC9SYNwjWt6VokEfY+O0+E5ERER6lwLjHtHqxXe1GmMirBbfiYiIdL2jR/+WZ55R5c3FUGDcI6wt4nmZlvUQrpZSWBPWSimUMRYREeleQ8Pf5/iJv6NUOtXpoSxZCox7hLWl1nWkALBTXSmsS/oYOy2+ExER6VZRmAfgzNlvdngkS5cC4x4RRcWWLbyDuj7GTGWMPdDiOxERkS4VRZMAnDnztQ6PZOlSYNwjomgSP+hv3Q1WSymoyxhblVKIiIh0qyiKM8bDww8RhuMdHs3SpMC4R0TRJL7fusDY1EopwlpgbLT4TkREpGuFUZ5s5lKcqzAy8sgF345zlvHxp1s4sqVDgXGPCMNJfL+vZbdXW3zHVGCMRRljERGRLhVFk6xadR0Ak5P7Lvh2hoa+yw8f+UUmJw+0amhLhgLjHhFFeYJgoHU3aKtPjbiUwnMG49DiOxERkS4VRXky2U2k0xsuKqgtlc4AUCgcbtXQlgwFxj0iiiZanDE24AyWkMhaPAwuclp8JyIi0oWci7C2iO/3099/JZP5/Rd8W1E0AUC5fKZVw1syFBj3iCjKt7TG2NlqOUWItRaDAetUSiEiItKFqgvvAr8vDown9+OSDbrOVxjGgXGpdLpl41sqFBj3iCjKE7QwMMZacEFcY2wtHh7OutriuwudbCIiItJ61cDY9/vo77uSKJqkVDpxgbcVt30rKWMsS5FzdhEyxg7jfCBKAmMDUZwxBrDWtuxcIiIicnGmAuO4lAK44DrjsFZKoYyxLEG1yRC0rsaYyGGsjyMiiiI849VKKQAtwBMREekiYZLl9ZNSCuCC64yjMMkYq5RClqKoNhlanzF2LqxljF1kCYIgOafqjEVERLpFdTto3+8jnV5LKrXmglu21TLGCoxlqbC2grVx1naq4L6VNcZxYGxdpVZjXO1jHJ9TgbGIiEi3qCXJkl1ws9lLKZVOXdBt1Rbflc8uuzVFCoyXqL2P/xr79v0nYOoJ3OqMMUnGOC6lmJ4xVimFiIhI94jqSikAUsEglcroBd5WHFc4VyYMR1ozwCUi6PQA5MJMTu7//9t78zjJ6ur++/2999bSe8/Ssw80y7CMLMOIiKKoj4qCC8kjKCQmRk18ZRHjL8ljNIkG4vOSxxjjKyLRYATEDYICjiAIYgBlH2aBGWaG2XqWnqX3rda7fJ8/7q3qqu7q7uqZ6qrb3ef9etVU1b3fuvfUnXv6furc8z0Hz8sAxTNRK4arUVhoL0ilUH5VCokYC4IgCEL4GHv32Io0k84cOaFtOU4CpaJonSWT6SISWVAxO8OORIxnIVprbLs/f4sk9yuxkp3v9LhUCiWT7wRBEAQhpDhjI8aRVmz7xKK9rjtCff2pAIyM7KKv7+nKGDkLEGE8C3HdBFrbZDJdaK3HOUNF8IKIcT6Vwsh3vvNtkIixIAiCIISFsXePLasFxxk6oRxhx0lQX9cOwM5d/8iWrZ/A8+yK2RpmRBjPQmy7H/Bzf2y7P19WpaI5xq5GaaMglaI4YizCWBAEQRDCg+smUSqCYUQBiERaguBWYlrb8TwHz0tRX39afrtaOyccfZ5tiDCeheSEMUAm21VU1LtieBqlrdFUijERY0mlEARBEITw4LqJojvHEasFAMcZmuZ2fE0RjS3BsprISUXb7quMoSFHhPEspEgYZ47NSCqF9jQKsyiVQiLGgiAIghBOXCdZpAOsQBhPtzJFriKFZTaw9tyvcdZZXwIgK8JYCCuFtzOymS5cN4FhxDGMChYZKcgxLowYy+Q7QRAEQQgfrpssunMciQTCeJrl1vIlYK1G2treTXPTBf52siKMhZBS+KstnTk+7vZJJdBuUMe4oFwbnky+EwRBEISw0Nl5d75ihOsmsEpEjB17uqkUoxFjgK7uXwGQTp9Y6bex9A+8yLbt/4dNm/4Qx5le/nM1kDrGsxA/YqyIRFrJZo7juikss3Kl2gDwNAYWrh7xUymMCNrTWJJKIQiCIAg1x3UzvLb7JiyrlTe/6XEctziV4sQjxrkOer6uSKU6ABgc2loBq2H37i8zMrITrV0SiV20tKyvyHYrhUSMZwnp9FG09sWobfdjWS3EYsvJZI7juCOYVmUjxngaClIpTGWAdL4T5hBaewwMbJx37U4FQZgbDA1txfOyZLNdHDx0h59KYY2mUoxGjMfnGO/e/RX27vtGye06+YhxIIyTHQAkErtO2matNcnkflpb3+hvO9150tusNCKMZwG2PcSzz72TQ4fvCt73E40uIBZbQiZ7fFxeUSXQrh8xzqVSKKWKcowlYizMdo4e/SkvbfoI/f3P1toUQRCEaTMw8DygWNB6KQcO3EY221MUMTbNepSysJ1iYWzbQxw6fBeHDt2er0BRiJvLMTYb0dojGUSMU6nD+QAdQCKRIJvNTsvmbFBJa+HCtwCVS8+oJCKMZwEjIzvxvAzd3Y8BvjCOWK3EokvIzFCOMZ5GKb/zneu6mIYhne+EWY3WXv4ioLXm0KE7Aejte4rjXQ/zwgsfxHUzk27DcYZJpQ4CkEx2kEodnlGbBUEQJqJ/4AUaG8/mtNM/i+uOkM12FWkBpZTf5GNMxLin59dobeO6Sbp7Hh+33XzE2GognT6C52UwzSa0zjJUkE5xxx138Mgjj0zL5mRyPwDNTedhWS2kJWIsnAgjwe2LwcGXcJwRbHuASHQhsdgystlebHuw4jnGemxVCsP0c4xl8p1QAzoGO/jGS9/A9aY+7zzt8WjHo6ScVNHygwe/y9PPvA3XTTIw8DwjiV0YRpS+vqc5dPB7DI9sp6//dxNv17PZvOXjbHzpI2it2bb9s2zb/tmT/m6CIAjTxfOyDA5uorX1ElpbXk8stgwY388gEmkZFzHu6nqYWGw5sdgyjh9/cNy2RyPGDXkhm2v20T/wIuBHi3t6ejh06NC07M5tr66unXh8pUSMhRNjZGQnAFo79Pc/l48YNzScAWhSqQOVjxi7xcLYjJq4g1lMJakUQvW5b/d93L7tdvYM7Cm5XmvN3z7xt/xi7y94eP/D/O2Tf8tD+x4qGtPV/Si23Ud39685eOgOIpEFnHLKnzEy8iqDQ5sB6O761YQ27N//TYaGNpPNdpHJHCOR2MXQ0JZ50w1KEITwMDy8Dc9Ls6D1jShlsHTJ+4Dx/QwiBRHj/v7neGXbZ+jt+x1Ll1zF0iXvo7f3yXF1jh03gWHEMIwIyeQ+AOrrTgUMEonXAOjs9CO9PT092Hb5raKTyf0YRpR4fDnx+AqJGAsnRmJkF83NF2Ga9fT2PeUL4+gC2treQzy+EtBFCfeVIBcx9jw/lcJqjIHj4falMQxDUimEqrK9dzsAL/e8XHJ950gnjx54lC8/92X+Y9N/APBq76v59bY9yNCQ/9n9Hd+ip+fXrFr1MdoWvysYYbBwwWV09zyO543/Iz84tJWOA9+hsfEcALp7HsPzsoCmr/+ZCn1LQRCE8hgY3ARAS+vFACxd+n5gtMRaDqsgYnzg4Hfp6XmchobTWb7iWpYsuRKtbXp7nyz6jOuM5CPPyeR+TLORWGw5oEmM7AZGhbHWmq6urrLtTqYOUFfXjlIGsdhy0ukjoZsALcI45GjtMZLYTXPTeSxY8Ga6uh7G8zJEIgsxjAjtp/4FUOF20BDkGI9GjCNNMQDsowlM05SIsVA1PO3lRe4r3a+UHLO12897sz2bo4mjtMRa2NG7I7++v/85wKO15Q0kk3uxrCZWr/oYTU2vIxJZyMKFl7Fq1UdxnAEGBl4o2vbe/l3c9fxniEbbOP+8/wQouv3Y1/vbSn5dQRCEKRka3EI8vppYdDEATU3nc845X2HZsquLxkWsVmx7EK01Q0NbWbr0A7zxkodobFhDc/MFRCIL6e19ougzjpvACkq1JZP7qK8/jWhsEaBJJPeitceRI0eIx+MAHDt2DM8rL1iWTO5nZKSBm2++mWef2YXrjky7ZfVMI3WMQ8yevV9DKQvXHaGx8WyWLLmSTT2/BiASaQVg+fIP0dP7vywISp9UCj0mlSLSGAND5YWxRIyFatEx1EEyk2JZ8jSG+p9mx44vEI21ccbpf5Mfs7V7K3VWHf/2tn9jS9cWsm6Wn+z8CbZnEzEi9PX/DtNs4Kyzb+SFF97P6tWfIBJpBmD9RT8kEmnFsprZlq5jy8u3ohueZffAbpJ2kpe7t+Kh+c/L/oa+PpO+vvOBlwDFooVvpa/vd2itUUoV2T0ysovOI3dzxul/g2U1VfGICYIw1xkc2kxr6xvy75VSrFzxkXHjrEgzjjNIKnUA2+6npfnCgs+YLFp0OT09T6C1i9YeHR3/ydDgFkyrEc9zGEnsYuGCy4hGFgDgeWmSqYN0dnZy7rkN7N49yLFjO3j6mb9k5cqPcvppN0xos+c5pFIHOXLkHBYtWkQi4QvrdLozX3M5DJQVMVZKvVcptUsptUcp9fkS62NKqXuC9c8rpdorbeh8o7f3SQ4c+A4dHd8CoLHxbBYseCOLF78TIH+SGkaUCy+4jUWL3lqxfWut6W57gKx1PBDGLoZlEllSh310BMuyyooY79+8kcGuYxWzSyiPueav23u2c+nBD/KRQ/83H6jv4OixB+jouDWfGgG+MD5/8flcvupyPrP+M6xdtJasl2XfwD48z79VuKD1jTQ1nsMbL3mI9lP/Mv/ZxsazicWWsrN/H//drbjzwCv8eMfd7OtsZmRoKe9YsAgTeLajm3vu+Sb9fTEcxyIeX0lb2xWkM0foPPITtm3/LFtf/hSel2FgYCMvbfoIhw/flS+zKAgTMdd8VphZ0umjZDLHaGleN+XYiNWC4wwxGKReNLdcVLR+8aL/C8cZYHBwM8eO/5z9Hd8ka/exoPUSjh69l2y2B8N4A319kfxnnn/uPrLZfhqbvsP5FzyM5/2QbLaH/fv/I9+FrxTJ5F60tkkkGnjHO97BggVnAoSuus+UwlgpZQK3AlcCa4HrlVJrxwz7JNCvtT4T+Abw1UobOlcZOJ7kmVdeYsPuX+TzbDzPYfeem6mLn8LChW/FMKI0NJwFwJlnfJ7m5gtpajpvxmzav/NbdK38MYPx5wFQyi/TFlneWHYqxdHdu7jv/7uRe276AslBmZxULeaiv756eBdrj7+ZtvMfxM3WMXj8K5hWE7975Z8YzAyStJPs6tvFhW2jkZBzF50LwI6+HXR2/oh0upMVKz4M+ELYMMbfLLtz+53UWzFuXJ7iD9u+xu6db2fzlnew8eXrudhcx6kDG1h30c8448yNWJZDb4/mt7/1SKWWsXPnFzl+/Nf09DzOjh1fYMvWTxKJLKKl5WIOBYX3BaEUc9FnhenTf7STg9u2MnDsaNFyO5Pmvpu/yON3fAc765eTzE0WLqdjXCQIoh09dh+mWU9jw5qi9QsXvhWlLA4e/G/27/8mSll4Xpr+/md5bffXGRlZxj337OTeezfR1dUOwP79T7Ny5W4gjWmmqG/YzbKlH6W+/gxe2XZDXoSPZf/+W9A6yvBQO+3t7Zx11psAON61E8/z2L17N5nM5CUzq4GaKulZKfUm4Eat9XuC918A0FrfXDDmV8GYZ5VSFnAMaNOTbPziiy/WGzdunHC///mNfyabThdaApTenM6vZ8IxJT4w+pGCFUrnXhVsZ9zXKDdRXI8Z6o1ambUxhpLEE0mirsaLNDOwpB7VANpIgOFgeK1AHHDIZb2oSe2fwIZx9qoSX0NjRdM0LDhMY9thMv0LibX2MdS9iOOHzqTeihJTUeyUwbBKoZSiLhotedg1oIYP0bSsBydtkuxdRLRhOV4kgmfqIvPLTrmvVnK+Kuuglo/WKCBiRfmrv7tpil2rl7TWF5/M7mrlr/f/8DYOHdrt/396vv8oNF6wfvT/XAf/lSq/TOecDs//lNYMWVE8rTA9B2zFoqY+2tdsofvQSno7V7FseQeLVx1l38Gz6RtoIUWaRlVH3Ijnf+0fc3upMyI0GRqIYHjNeXu1fxxw0Iw4JiiXrNkbbMNmT3IFLVaWlkiCw+kWzj99K0sWHeVY5xr2JtewcOER1i7ewkD/Ylpae0gMtXJg1wUsOW0PbW1HsO0Ymw++m+F6eOfyBzk8eAaZwaVEWrpxMg1Yww1YNqBN8BRlOnOx/QUHNn8s9dhByk/xUGoCXyu938Kl0/hrNy2m940r65flbO2yt72f11962cTbqIC/Btupus/u3rGFRx64O+hwGpxNhir7KOuCf4uWl7RmgtETmj7ZdX5qq6bFpB8ptXKKfZR/QRt96WpIpXCGhgEwDI1a3Igbs3CUh+UlWdzSg+eYjAwswKEOFXPBcFB6ORq/UpTv4R7ascHxJxCrSBQVUXiqC9AoFcXQC1BKowwPZTgo5YJKgjnMohVH0J7BcP8K6pq7idcPs2fnRTiJRWQ9Fw943fnP4NiNxOLDZJLNjHSvpG7xYQ7vXUs0lmLVmduIRG2GeleTSixCKdcPrjHM4lP3cezAaXQfOZO6SB06Ame87iE8bdLfv4z+3iXoTJQmM47WCu15+cOkCl4phX+tVqDx/8a1LV3NdX/yV5Me9XJ9tpwc45VAYaG6w8DYhNb8GK21o5QaBBYBPWVsvyQXDP+at3jbTvTj4ccAWoNHIekSY6tFChgEOsaueBZyzW0K7zFM1vAmBvQHr+vx/w5Mr0HOnOJVTgEmF8YVoib+2nnkeT6T+emJfnw8Y1PYh4FNAHshCvQGD/aPjvGvC8W4wWMq9Jh9moyeswa+T3QA+DOyGRrzHsB4EQ7gP4Dr2Ob7QGfBuPInbws15l8fS0wqjCtI1X32kQfv5YbMt0/ko8JMUBc8Cim8Xo79Xy43qGoHj3Lpzr0o1F5BiUxVYlWOAYDnff2SX1+ifXRXsD3rsdG/r5tzK0erCE3L5oDvHXs/MLkwLpdyhHGpH5EThCAnHYNS6lPAp4K3I0qpqRpvL+YkLtYVJky2QLjsEVtKU2DLNrhpynjMqRXYZ8389YZwHXsIlz1iS2nCZAsU2XMLf/+lWyYbWwl/hRr57Gf8pzAdf7GlNGGyBcJlT4EtP+ZPv/DjqcaX5bPlCOPDwOqC96uAsa1KcmMOB7d5WoC+sRvSWt8G3FaOYQBKqY2VuFVVCcJkC4TLHrGlNDWyRfw1IEz2iC2lCZMtID5bS8SW0oTJFgiXPTNlSzlVKV4E1iilTlNKRYHrgA1jxmwAPha8vgb4zWS5T4IgzBjir4IwuxCfFYQQMWXEOMhn+jTwK/zMu9u11tuVUv8CbNRabwC+B/xAKbUH/1fsdTNptCAIpRF/FYTZhfisIISLshp8aK1/CfxyzLIvFbxOA9dW1jRgGreEqkCYbIFw2SO2lKYmtoi/5gmTPWJLacJkC4jP1hKxpTRhsgXCZc+M2DJluTZBEARBEARBmA+U1flOEARBEARBEOY6oRXGU7XInOF9r1ZK/a9SaodSartS6q+D5TcqpTqVUluCx1VVsqdDKfVKsM+NwbKFSqnHlFK7g+cFVbDj7ILvvkUpNaSU+mw1j4tS6nalVJdSalvBspLHQvl8MziHXlZKTd0m6ORt+ZpSamewv/uVUq3B8nalVKrgGH2nkrbUGvHXIntC4a/Bfmvqs+Kv4UT8dZxNofBZ8dcpbamOv2qtQ/fAn4CwFzgdv5z/VmBtFfe/HFgfvG4CXsNv1Xkj8Hc1OB4dwOIxy/4V+Hzw+vPAV2vwf3QMvy5g1Y4LcDmwHtg21bEArgIexq8BeinwfBVsuQKwgtdfLbClvXDcXHqIv46zJ3T+WvD/VFWfFX8N30P8taRNofNZ8dfa+WtYI8aXAHu01vu01lngbuDqau1ca31Ua70peD0M7MDvPBQmrga+H7z+PvB7Vd7/O4G9WusD1dyp1vopxtfvnOhYXA3cpX2eA1qVUstn0hat9aNa61wPtefwa5LOdcRfp6bW/go18Fnx11Ai/loetfZZ8dca+WtYhXGpFpk1cRylVDtwEfB8sOjTQRj/9mrdDsXvcPSoUuol5Xc2AliqtT4K/h8aYEmVbMlxHfCTgve1OC45JjoWtT6PPoH/izrHaUqpzUqpJ5VSb62iHTNNrY9zHvHXSQmLz4q/1pZaH+c8IfFXCKfPir9Ozoz5a1iFcVntL2fcCKUagZ8Bn9VaDwHfBs4A1gFHga9XyZTLtNbrgSuBv1JKXV6l/ZZE+UXoPwjcGyyq1XGZipqdR0qpfwQc4EfBoqPAKVrri4C/AX6slGquhi1VQPy1mFD5K8wanxV/rQ7ir+MJlc+Kv06x4xn217AK43JaZM4oSqkIvtP+SGt9H4DW+rjW2tVae8B38W9JzTha6yPBcxdwf7Df47nbFsFzVzVsCbgS2KS1Ph7YVZPjUsBEx6Im55FS6mPA+4E/1EEClNY6o7XuDV6/hJ/jd9ZM21IlxF8LCKG/Qrh8Vvy1toi/jiGEPiv+OgHV8NewCuNyWmTOGEophd9paIfW+t8Llhfmz/w+sG3sZ2fAlgalVFPuNX7y+TaKW4R+DPj5TNtSwPUU3OKpxXEZw0THYgPwx8Hs2UuBwdwtoZlCKfVe4O+BD2qtkwXL25RSZvD6dGANsG8mbaki4q+j+wyjv0K4fFb8tbaIvxbbE0afFX8tQdX8darZebV64M94fA1f+f9jlff9FvxbAi8DW4LHVcAPgFeC5RuA5VWw5XT8WcNbge25YwEsAh4HdgfPC6t0bOqBXqClYFnVjgv+H4ujgI3/i/WTEx0L/Fs9twbn0CvAxVWwZQ9+3lXuvPlOMPZDwf/fVmAT8IFqntNVOC/EX3X4/DXYd818Vvw1nA/x1yJ7QuWz4q+T2lIVf5XOd4IgCIIgCIJAeFMpBEEQBEEQBKGqiDAWBEEQBEEQBEQYC4IgCIIgCAIAVq12vHjxYt3e3l6r3QtC6HjppZd6tNZttbajFOKvglBMmP0VxGcFYSzl+mzNhHF7ezsbN26s1e4FIXQoparaXns6iL8KQjFh9lcQnxWEsZTrs5JKIQiCIAiCIAiIMBYEQRAEQRAEQISxIAiCIAiCIABlCGOl1O1KqS6lVMkWhEE7wG8qpfYopV5WSq2vvJmCIJSL+KwgzB7EXwUhXJQTMb4TeO8k66/E70u9BvgU8O2TN0sQhJPgTsRnBWG2cCfir4IQGqYUxlrrp4C+SYZcDdylfZ4DWpVSyytloCAI00N8VhBmD+KvghAuKpFjvBI4VPD+cLBMEIRwIj4rCLMH8VdBqCKVEMaqxDJdcqBSn1JKbVRKbezu7q7ArgVBOAHK8lnxV2G6PPLII/z0pz+ttRlzDbnGCkIVqYQwPgysLni/CjhSaqDW+jat9cVa64vb2kLbMEiYgyRf6WbkuaO1NiMslOWz4q/CdDl27BgiyCqOXGMFoYpUQhhvAP44mDl7KTCotRYFIoSK5MbjDP6qA+2VDLTMN8RnhRkhk8ngeV6tzZhriL8KQhWZsiW0UuonwNuBxUqpw8A/AxEArfV3gF8CVwF7gCTw8ZkyVhBOFO1pdMrB6U4SWdpQa3NmFPFZoVZkMhmUKnXnX5gI8VdBCBdTCmOt9fVTrNfAX1XMIkGYCVw/UpzpGJrzwlh8VqgVmUyGaDRaazNmFeKvghAupPOdMC/IpVBkO4ZqbIkgzB2c/jRexsm/l1QKQRBmOyKMhfmBl4sYD9bYEEGYO3T/18sM/fogAK7r4jiOCGNBEGY1IoyFeUEuYuz2Z3AGM9x5550opfIP0zRZuXIlH/7wh9m1a1eNrRWE2YGXcnC6U4AfLQZEGAuCMKuZMsdYEOYErgZLgaNx+9P5xffeey+rVq3CdV327t3Ll7/8Zd75zneyfft2WlpaamiwIIQf7WrcQV8QizAWBGEuIMJYmBdoT2PELDzHRtujF+5169Zx5plnAnDZZZexYsUK3v3ud/PMM89w5ZVX1spcQZgdeB7OgC+Is9ks4KdUCIIgzFYklUKYH3gaFTMB0LZHIpEoOay5uRkA27arZpogzEa01uCBTjl4GVcixoIgzAkkYizMC/yIsYkLaMfj0KFDAKTTaRzHwXVd9u3bxz/8wz+wZMkS3v72t9fUXkEIPQXNctzBjAhjQRDmBCKMhfmBWxwxdhy/xNT5559fNGzFihU8+OCD+cixIAgTUCiMBzJksiKMBUGY/UgqhTAvyEWMoVgY33333bz44ou88MILPPDAA6xdu5arrrqKHTt21NJcQQg92h0jjIOIMYg4FgRh9iIRY2F+4GlU3D/dte3lc4jPOeccLrzwwvywK664gtWrV3PjjTdyzz331MRUQZgVFESMncEMmYZiYWwYEncRBGH2IX+5hNDxyiufZv/+Wyq70aKIsZuPGI+NbNXV1XH66afz8ssvV3b/gjDHkIixIAhzERHGQugYHNrM4NDmim5TuxoVMUAVp1KMvYAnk0n27t1LW1tbRfcvCHOOEpPvtmzZwk033UQsFpPGOYIgzEoklUIIHY4zgm1XuHWzp8E0UJZRJIxffvllbNtGa83Rrlln4AAAIABJREFUo0f51re+RV9fHzfccENl9y8Is4xstoejxx7glNWfQKniGIrWGjsz6qPuQIZM22jE+Ic//CFnnHGGNM4RBGHWIcJYCBVae7huAtseqOx2PY0yFCpioJ1RYfyJT3wiP6atrY3zzjuPRx55hPe85z0V3b8gzDa6uh9lz56bWdB6Cffdt4mPf/zjJcc1xxt59e8eYdOmTfz85z8H4Lzzzsvn7hc2zrnmmmt47LHHqvYdBEEQposIYyFUuG4S0HlhfOedd054QW5paWFgYIAnnniCd7zjHTz22GO8613vGjdu1apVvGnB+fz3277tC2Pb46KLLmLNmjX8+Z//OcuWLZvJryQIsxLX9ZvgDA6OpjXlWqj39DzB/o5bWPbKp2iqP82f0GqMNsUZm6KUK38ouceCIIQdEcZCqHDcEf/ZGUTr0Yto7oJciGVN7/T1I8Ym2h7t0iXtawWhNK4TCOOhLYAf/c21UO88coC6+jinDp1GU8sF2IeGsbOjwnj9+vX513V1dX6XPCCTyUjFCkEQQo0IYyFUuM5I8ErjOMP55Rdc8DrOOuvck9u4aaAiBl7WzZdrkwiWIJTGv3sDQ4OjwjiH52UB0MrJV3vJ2tmS20mlUrS2tqK15umnn+aKK67gF7/4BXV1dTNnvCAIwgkiP9uFUOHkhTFFecabNv0BQ0MnV0Itl2OczY5ewEUYC0JpcndvUumD+R+pruuXOrSzKVxXY+ssOqIAiiLG4N/leeaZZ/jZz37G+vXrsW2bN7zhDfzmN7/hc5/7XHW/jCAIQplIxFgIFbmLMYDtjArjdKaHF178CJe8YQP19acBYBhG0S1ZzxudVFdErqqUoVCWQSabzq+SVApBKE0uYgyQSh0C/IY4xfwFV6x/G99795fzd2FyXHvtteO22d3dzdVXX813v/tdvvrVr1JfX19xuwVBEE4GEcZCqMjlNQI4BRHjj//J4eDVWfll73vf+3jwwQfz7yetJLHwfJSBHzFOSsRYEAD6+19g//7/YN26OzCMaNE610lQX386yeR+Uinf/+6//35WrVrF4c67OXLkbpbs/ANOO/c96A6N7RQL4/vuu4/Vq1fn37/pTW+ir6+Pq666igceeICNGzdy+eWXz/yXFARBmAYijIVQ4bijecWFtYxvvvk8mlv6Oa39Btra3glAa2tr0WdvvfVWLrnkknHbfN9V7/NfBDnGGXu03qpEjIX5zODQZvoHniOZOkBjw5qidY6bIBpZRMY8jtb+j8nzzjuPM888k9YFT9DUFGNFcgUr2s+gr2P/uG2ff/75nHnmmYDfOMd1XeLxOKeccgoAR48eneFvJwiCMH1EGAuhwi3KMe7Pvz7n3FNpakpy1pqlrF59ccnPnnXWWVx88fh1kUgEGK1KkbUnLislCPOJXLpEKjleGLtugmh0MYYRw/OKo8E6mHyH4aJiJjbjf2Bu3ryZ7u7ufOMcrTXnnntuvkKFUmoGvpEgCMLJIcJYCBVFk++cQcCvfxqNLvbXu4lSH5uc4EJMMPmu8JavCGNhPuO5KQBSqYPj1rluAtM8xRfGulgYj61K4ajxwvjDH/4wMNo4Z/HixbS3t3PokJ+vvHz58op+F0EQhEogwlgIFY47gmHEMIxoUJXCF8aW1YJSkaIc5GljBlUpXBuCYJWkUgjzGdfzhXEydWD8OieJZTZiGDG09ie1btmyhZ6eHjo69tPdk+b4wf0cb91CS8EPzDe96U08++yz7N69O59KAeTrkD/00EPE43Fe//rXz+RXEwRBOCFEGAuhwo9SNWKa9Tj2AFr7k3dee20A04Surp309DyXH18qdWIi8uXaXDt/5kvEWJjPuPmI8Xhh7LgJTLMe04ihAwE9vtLEfwH/xeOf+VFZ+ztw4ABPPvkkf/3Xfy0VKQRBCCUijIVQ4TgjWFYjltWE7Qzkb9ne8Om7ghG7gDvy47u7u8vfeFCuzdajJd0kYizMZyYSxlpr/0eq1YBhxvnAB5byxS/q/PpXtn2Grq6HWLLjo6y54rO8cvtvaV/QzlNPPcXXv/51YDS6nM1mOXjwIG95y1u49957efe7383NN99cvS8pCIIwDUQYC6HCDYRxxGrFtgf56Ed/n/bT/pWzz/4ynYd/SLxuNRde8F9Fn3n729+en9BTin0v7qLrls1+xDhqYgf5kFu2bOGmm27Kj6uvr6etrY2LLrqI66+/nmuuuUZa1wpzGi+YfJdOd+J5NobhT1T1vBSgscwGDCOG62WKPqfzOcb+5DtX+XdeotHRkm+56HI8HmfJkiWsX7+eu+++m2uuuUYm3gmCEFpEGAuhwnFHMM1GIpFWUunD+cl4ltmIaTXgnsjkOy8QzUGOsU1xE5B7772XVatWkclkOHjwIA899BDXX389t912m7SuFeY0ruc3u9HaJZ3upL6+HQAnEMxmIIwL27MDeEH5Nm24GHELF18Yx2Ix1q1bx1e+8hXWrl1bpW8hCIJQOUQYC6HCcUaIx5djRVqx7QHcoBOeZTVhmg04BbWNy0UHwljlUilwiUVj+fXr1q0rmiT0R3/0R1x77bVce+21fO5zn+OWW245yW8lCOHEdZOYZiOuO0IqdTAvjHNlE3PC2PN6ij6XL9+mHFTMxAnKtcVisWC95O4LgjA7kfvEQqhwnREss5FIpAXHGcR2hgD/Am2ZjWWVaxtbcxV3TLk25RKPxSfdxoc+9KF869pkMjnpWEGYrbhumsbGs4HiyhS5+samVR8I43TR5/Ll2gwXZSpcw/exXCqFCGNBEGYrIoyFUOG4I5hWI5HIAkCTDlrRWlZ5qRR9/c/y5FMXksl05ZcVRYyDVIq6KYQxwFVXXUUmk2Hjxo0n/oUEIcR4bpK6Or/yi53tyy/P/QC1zEZMI4bnTpRj7KBMA9cszjEWYSwIwmxFhLEQKlzXjxjHoksASCb3AYEwNhuKGoCUYqD/BTwvU1yXtSjH2CSrXOKRaOkNFCCta4W5juul8+kSrjd6ZyT3A9Q06zHM+LjJd4U5xhgK1/R9TFIpBEGY7YgwFkKD52XwvCyW1UgsvgyARHIvAKbZiGU14rqJSStQjCR2AcXRr1IR46g1tTCW1rXCXMfPMa7DNOtx3dF0iVwjndEc4zHCOEhX8iPGkkohzE0e6R7k0Z7pz2sRZjcy+U4IDU7BxTgWDYRxwhfGltWAZTYAGtdNYlkNJbeRSLwGQNbuHV04NscYl6gRmbIUm7SuFeYyWnt4XhrTqMMw4vnSbTAaMbasxgmE8ZiIseGhUEQiuXJvIoyF2c+/HzhGvWFwxeKWWpsiVJGyIsZKqfcqpXYppfYopT5fYv2fKKW6lVJbgsefVt5UYa4zWoGikVisDYB0+jCGEcUwYphmYzCudJ6x66ZJJv0UCjs7KozzEeOgXJujXCzDnFIYz9bWteKvQjnkJtSNRoxT+XVOYSqFEUdrG61Hm+HkcowxHFQgjC1l5H1KhHH5iL+Gl96sQ3aSO5TC3GTKiLFSygRuBd4NHAZeVEpt0Fq/OmboPVrrT8+AjcI8IZc/bFqNGEaUaHQx2WxPXhCbQZR4ImGcSO6BoJ5q1h5NpSB3kTaUf9sXDxNz0hSJ++67jw0bNsy61rXir0K55CpPGGY9plmH640K49FUinpMI5cekcE0fV8oyjEGXKUx1eiPTekoWR7ir+FFa02v7dAaMWttilBlykmluATYo7XeB6CUuhu4GhjruIJwUhTOhAeIxZaSzfZgWY3Bcl8YTzQBLzHip1EoFSVbFDH2n/0cYxOH4ujW2Na1Dz744GxuXSv+KpRFLqfYNOowjbqiiLHrJlEqmr9bA2OEsVcsjB3lYWFKxHj6iL+GENdN8fL2/4cG92qy3qpamyNUmXKE8UrgUMH7w8AbS4z7kFLqcuA14P9orQ+VGCMIE+LYAwBYET+fKxZbzvDw9tGIsTl5xHgksQulojQ1nYtdGDEuyDH2DI1WGqsgYjzHWteKvwplka9VbNZhmnVk7f78OsdN5PP4DcMvbeh6GSLB+vzku3zE2MNEUilOAPHXEJJI7KGv52HO4mwOeytrbY5QZcrJMS6lDMYm3fwCaNdaXwD8Gvh+yQ0p9Sml1Eal1Mbu7u7pWSrMeezgwhyxFgB+xBgYjRgHzxM1+Ugk9tDQcDrRaNuYiHFwkTYVrvJfmxhceuml/OxnP0NrjdaaVCrFgQMHuP/++7n22mtnoygG8VehTHKpE6ZZh2HWFzXxcN1EPjqcjxi7ufbRGh2kUmAGEWMkYnyCVMxfQXy2UuSCLxFssnIuzzvKEcaHgdUF71cBRwoHaK17tda5acvfBUrOVtJa36a1vlhrfXFbW9uJ2CvMYXLCOBodI4zHRoyd0sLYtvuJRtuIRhcVR4wLyrXZnuNvU/sX8Tl4ARd/FcrCC1InjCBi7I6pSpHzN8McTaUARkUxoFUQMcbFxEApNVf9aqaomL8GY8VnK4CTF8ZZMp5MvptvlCOMXwTWKKVOU0pFgeuADYUDlFKF9aw+COyonInCfCFr9wc5jXUAxGN+yTZzXMS4dI6x4ySwzEaikYXYdj86l1xckErhOL4wNrUxVy/g4q9CWeRyik0jJ4wLJ98l88LYDFIpcsI4l18MoA3fn1w8TO1fTuaoX80U4q8hJBd8iWCLMJ6HTJljrLV2lFKfBn4FmMDtWuvtSql/ATZqrTcAn1FKfRBwgD7gT2bQZmGOYtsDRCIL8ykMsUAY5wTxVDnGudu/kegitHZxnEEikQWjk+/MAmHsKUzTnHOz58VfhXIpTKUYO/nOcRP5ya65VAq3pDAOUim0S1SE8bQRfw0nuWtMlCwZOZfnHWU1+NBa/xL45ZhlXyp4/QXgC5U1TZhv2HY/kUhr/v34VAo/53GiqhSum8C0GohGFgGQzfYRiSwoKtdm2/6koTkcMRZ/FcpidPJdPaZZj+el0NpDKQPb7qMu7k86KqxKAeBpe3QjBcI47kWC8XPTr2YK8dfwUZhK4QGOp7GMWTnnRDgBpCW0EBp8Ybwg/z4WW4ZSZn6ZUgam2VAyYqy1xg2iXJHoQoD8BLzCltC5iLHlGXMyYiwI5ZKbTGeYdRimn76Um4CXzXYTDZrsjBXGujBirHx/crSLpQ20p0UYC7OeXCpFFP9HoESN5xfSEloIDbbdT2PjOfn3ltXI+ot+TEPDWfllptlQcvKd52XR2sU0RyPG+Ql4BTnG+YixpzAicgEX5i/5iHGQY+wv86PGrpskFh0jjAMhXSqVwtUupjbRjifCWJj1FFalAMhoTUMtDRKqighjITT4OcYLipa1tl5c9N6yGkpOvsu1kzatBqKlIsaqOGJsugZGTC7gwvwlP/nOjGMa9flljjMEQDS6BCiRShEIY6WtfFUKx3OxMNC2L4zlTowwmylMpQCJGM83RBgLoUBrLxDGrZOOs6wWHHtw3PLCfMmcuM63hfY0BPlh+Yix60++y70XhPmG66UwjBhKmQUR4yR20Ggnl0phmmOqUgQ5xoZXN5pK4frl2iRiLMwFchHjWD6VQipTzCckx1gIBX6UyhsXMR5LPLacdObIuOWF7aQNI4plNWHboxFjFQjjfMTYkUlCwvzGdVP50ohmQY5xNtsFMC6VwvWKUykML45WDlprHM8pihiLXwmzmdwE7ybTv16IMJ5fiDAWQkG+691Uwji+gnT6CFoX/6Fygz9k+dqrZiOuEzQscMdHjA1HGhEI8xvPTeUFsVEQMc5k/Y5psdjYVApfEOu8MPYjxqO1wU2QiLEwB8gG145GlRPGcj7PJ0QYC6Eg3/VuKmFctwrPy5C1e4uW51MpLD9X0jQbcNwEnmfTEf037IbjwX6CVApnbtYxFoRycb1UvgRi7tl1U2Qz3SgVwbL8tKaJcowNLw7KHa30IhFjYY6QCQItDUEDm6xEjOcVIoyFUJAtO2Ls11ZNpzuLlhemUoA/Sc91E6TTnfRGHmVk4TZ/XD6VQiLGwvzGdVP5/OFcdzs/YtxFNLo432hHKQOlouOqUhhuvDhijIG2XUzTFL8SZjVOUPkorvxASlrO53mFCGMhFJSfSlFaGOcmSxRGwFw3ka9goc1MsB8bhUI5WiLGwrzGdZP5ahT5iLGXIpvtyadR5DCMaMHku5wwjqGVW9A0x5SIsTAn8MaUa5OI8fxChLEQCkaF8eRVKXLduNKpw0XLc7WNR3OM/XrHudxjz/Iv6o7jYBkm2NKIQJjfeG4KIxcxLqhjnM10EQ0m3uUwzXh+8l0+x9j1c4xzwtiSqhTCHEF7fmqelGubn0i5NiEU2PYASkUwg1SIibCsJiyriVTqIM89fyXJ5D6am9exeNHbgvW+MLbMBhw3mU+xyAlj27axDAs8jaHkAi7MX1wvRcxcDoxGjL1g8l1Ly/qisYYRG59j7Pq5x47jLzclx1iYA2itIRDGps4JY4kYzyckYiyEAjvbRyTSms9rnIx4fCXHux4mkXiNeHwFg4MbsZ1BlLJQKgr4jT5cdzRirE0/2uU4DpZpAmCgJJVCmLe4bnK0KkWQY2w7w9h2H9FxqRTxEsLY/0w264sIC0mlEGY/rptE4QthEcbzExHGQiiwnambe+SIx1fiOAOYZgOrV30MgGSyA9NsyAvrfI5xLpWiIMfYMv0bJRIxFuYzjpPAMpsAf4KdYcRJpw4BEI0uLhpbFDHO5Rg7fsTYzkWMtYGXdUUYC7OaXIUjDwMVnOtZLefzfEKEsRAKHHsIy2opa2w8vgKAtsXvoq7uFCAnjOvzY0yzEc/LYDt+Fy/PKMgxtgJhLBFjYZ6itcZ1RzCD1CPwf0wmk/sBiMWWFo03jBie6/uQ9vycYuUEUeas31rawkCnXWkJLcxq3GDC9jCNoP1zXiLG8wsRxkIocJxhIlZzWWNzlSmWLLkqfwFPpQ5gWaP5yVYwCS+b8ZsVeEEqhW3bRIKIsdJKIlvCvMTzsmjt5P0E/Al4wyM7AGhsOLtovFkqx9gZk2NsWhIxFmY9uXkpI7TkJ5qKMJ5fyOQ7IRTYzhANDWvKGruk7b1kMsdZtOhybGcIAK3tfEUKGJ1MlMkcA0ZTKfyIcQTwI8Zaa7TWZeU2C8JcIRcVK/QZvz20h2W15n985teZMbLZPsAXxkpFwfVz9R3H/9EZiUbQGRHGwuwmV+EoqVrQ+hAGrlSlmGdIxFgIBY4zhBVpKmtsXd1qzlrzTxhGlGhkIUr5v++KUimCW8SZbBcAnlEQMY4EqRTaF8Ny21eYb+TrflvFEWOA5qbzxv1QHJtjbBgRVCCM7ZwwjkXQaUeEsTCryeUYp5Wf2hfDljrG8wwRxkLN0drDcYbLzjEuRCkjX3O18LZw7nUm47eCdg0/D9JxHKwxwlgu4sJ8I9fZyyooj5j7YdnU9Lpx44urUtgYRhTl+pcPN0iliESjeBIxFmY5uaZQWcO/HjUYjnS+m2eIMBZqjh+98srOMR5LLs+4OJUiJ4xzEWNfCPgRYz+VQknEWJinjEaMC4WxP5muqfm8ceMLI8bay2KoKHi5VIpAGMf9VAppCS3MZnKpFLbpd2FtMByJGM8zRBgLNce2/Txh64SFsV9zdewMex//Au2pghzjQBhLxFiYr+SiYkWT74L20M1NpYWx6ybQWvs5xkY0n0rhBNUqrFhEIsbCrCf3o9Ez/fKhDYYtOcbzDBHGQs1xnJMVxn7EuCiVwhrTQc9w0dr1I8ZREcbC/CbX+KbwLosVaQ4m3q0eN76l+QIcZ5iBwY1+jrGKoDw/JSmbSRGPxzHqZPKdMPtxghxjHaT21StHqlLMM0QYCzVnVBiXN/luLLFoLpWisI5x/bhxrpsKhLHfHc/QueWSSiHML3IlqQp/QJ7W/mnWXfi9khValiy5EtNs5MiRe4KqFBGU9iPGmUyCuro6jJiJl5HJd8LsxnVHyBLNX0MalC3CeJ4hwlioOTlhHIlMf/IdFKZSFOZLNowbZ9sjeJ5HJBbkGAfXbrmIC/ONXB5loZ/E4ytoaVlXcrxp1rNs6Qfo6nqYbKbLn3yXixhnU9TX16OipkSMhVmPYw+RooFYkHMfV3ZR5zutNf99uJs+26mVicIMI8JYqDknn0qxDJg6YpzJBAI8J4xdSaUQ5ie5iHGpH5ATsWLldXhelqHhlzFUbDRinE36EeO4ic56KCUdJYXZSybbRT8LiAbCuM5wyLijEeM9yQz/tLuTn3cN1MpEYYaRBh9CzbFPUhjX1bWjlEk8tiK/TCkD06zP16QEyGaHAb+sFEZW6hgL8xbXHcEwYhhG+ZeA5qbzuOQNP6e377c0Wucw4HUCfkvo1tZ6VMwXygbSUVKYvaQzvjBuykWMsckURIyPZPyW6MeDZ2HuIcJYqBmpVCcDA8/h5KtSNE7xidLU1a3kzW96Mh85zmGaDWOEcW4/FspyUYEglou4MN9wnQSmOX1/a2paS1PTWpzBDIP6AQCydoq6urq8MFaeCGNh9pLJdNHPOtoiQcR4TI7xkYzfJvqYCOM5i6RSCDXjcOddvLrjc6RSBzDNRpQyT3hb8fjycZOGxqZTZLL+TPxIJIKKGBjBtVsixsJ8w3ETWFb5aRTjcHU+x9hzberr6zFiQeMcyd0XZime5+DYvQywgLjlC+Oxne+OpIOIcVaE8VxFhLFQMxKJvQAMDG464eYek2GNiYhlMz3+cstCRQxUoIflAi7MN1z3xCLGObSn8znGynDHRIz9MeJXwmwja/cAmgEWUG/5gZWYKq5jfFRSKeY8IoyFmpFM+sI4nT6EdYIVKSbDMOoAMG1fAPh/9EYjxnIBF+YrjjNSVPd72ngaFXS+U0oHEePgvfzgFGYp2aBTaj8LqS+IGJdKpTielaoUcxURxkLF0Voz1JuadIzrZkilDuffn+jEu8kwTL/6RCTVBoCd7Qv25UeMDSdni6RSCPML1x0p6hQ5XbSrUTpInVDFEWPDk2ovwuwkEwhjP2LsB1aiE0SMe22HrJzjcxIRxkLF2be5mx/+07P0HU1MOCaV6iDXrhlOvLnH5PgX6uiIX60ia/f776NRVMSUyJYwb3GcxLRKtY1jsoix3IkRZimZbC5ivIDGYPJdlGxxjnHGps7wf/x1S9R4TiLCWKg4x/YPoTV0vNIz4ZhEch8AjY1rAWYkx1gp//SODfstbtPpXgAWLVpUlGMsEWNhvuG6iZNKpdCuBxPlGMsPTmGWks10o1EM0kqjFUMpkwg26UAYJxyXQcflgiY//1gm4M1NRBgLFaev06/+cHBb74RjksHEu7a2K4CZSaUA/49ZfLAdgGx2gObmZuLxOMoyUI6/Xi7gwnzDdRMnd5fGG61KYeQixvGg+qcrfiXMTjLZ43jmAjxl0mAaGEbMjxhrj46ODnb3+Xcd1+WEsUzAm5NIHWOh4vQEwvjonkGyKYdo3fjTLJHcSzy2gubm84GZEcYRawEAsZFVgJ9XuWSJ3z5aRQxUcBdMLuDCfEJrD9dNnlQqhXY1CgOtFYap/QmtSoGpMIIfnHInRphtZDPd2OYi8KDB8oWxhY2r4Y7v30X0wtdDy0ouas5FjCWVYi4iEWOhoqRGsiQHs7RfsBjP0xza2VdyXDKxl/qGM2hsOAuASHRhxW1RhoFltWA4DYDC89JFwlgm3wnzETfXDvpk6hjncy5NolEzX0PciJkwjVQKrT1e2/3/Mji4+cRtEYQKkckeJ20uRgH1RiCMtV+FwlGKHd1+euD5TXUYSMR4rlKWMFZKvVcptUsptUcp9fkS62NKqXuC9c8rpdorbagwO+jt9C+6r3vrCmL1Fns2do0b0z/wIsMj22lpeT3x+ArWXXgHy5f9XkXtcN0Mx478koE9DSgUaBPDsIuEMSeQStHT8xteeOGDHDz4IplMpqI2VwrxV2EynEAYn0yO8UDqRbrW3IPWikhktLGOipkYgVaYyq+6Dgzxm3t+yKFDd7B337+fsC1zAfHZcJDJdJM0FtJgGiilMIwoqWE/uLNm7VoGrCgAK2NR2qKW5BjPUaYUxspvR3YrcCWwFrheKbV2zLBPAv1a6zOBbwBfrbShwuyg97CfRtF2ShPnvHk5+zZ3kxgYFZCel2XXri8Sj6/k1FM+CcCiRZdXvCrFqy/+NxhZel+tC5aYmKbL0qVLAfyqFNOIGHuuy1N338KmF/+S4ZHtbN3yZ/zP/9yF1nrKz1YT8df5jee6U56TruP76ImkUmjt8eqOz7O95y/oP+1hPC9CY+NhtPZ9yIiZZf3gzKYdfvXdbST0PQD09z9DMrl/2vbMBcRnq8+WXz3EQ9/8Gsf37QHAcYY5eOj7ZLPdbE23shaLwScPkko4pEZ8Yfy2917JruXttDtp4qbB0mhE2kLPUcrJMb4E2KO13geglLobuBp4tWDM1cCNweufAt9SSikdNtUg5HG1pifr8FD3ANtGUrTXxXhzayMXNtVjKlBA2tNkPY+YYRAz1KTbs9Npug8eYN/mvZhRm8eP/wbnlB6az3uGp56/iXh9mobWtzCSPEBmeDcXnfdtlIoXXTxP5nTxPJtEYj+J5Gsc63iRzoMbiLdEWdj6FuxhG8+1sKwETvZp7Oz7cZWLbSeINQ4yOLCDA/uTZLNDGCqCYSzANOtJpbppaVmGO6J5+r7/JN7+BHWmw6HfLmPVZcdw9W1semkN6y56K6Zp4nlZP3eTRr8ihqnGtamuAuKvJ0jh19djnv31jFvvv9b5z+oxY7UeO7Zw26NrMq5Hn+P/Uosqg5hSxAxFJPA9o+A8KrTDyWbp3LcXz3Pp3rWdlzbci+e6LD97LZf/yZ8RaRrGMKLEYytQKoJSJgPDnWTdCI5uIG2747ZZiOtlSIzspLfnl2QzXSgjQk/3A7RF/4DhzldILNyJq/rZfeA+li29moSlSGVdbG0wmMwQT2aKtt1r22zrGmHr4x0kTnmOK5bu5EDP2zhl4W/Zse1bnHHGJ+ndsRU3q2lafS6LTjkH1xskmx023QCoAAAHVElEQVSgrm4FltWAYZx46/iJ0Nr/31AgPltFtC7wHa2LTkTP0ySHMwzbI+wb2c3RoUO0G0s5fenZNC9YTHeyi/v3PoDruXzgjA+wrG4pWdfmeOIYu/p3cWSkE1Asr19Bo9VMvY7SeegwL/7uCZbu6kQDO59+EvPc8+CcI5y76BlcI8aG7Dv4zIGH+Z+uXpa8Lk1LvBlTO9xyoJNsVPH6XS+wfaXBuXXNPNAzzBN9Q7x9YXPRd0oODpAcGsS0IjQvbsOKRqt8ZIWTQU3lV0qpa4D3aq3/NHj/R8AbtdafLhizLRhzOHi/NxgzYb2uiy++WG/cuHHC/T7+5bfzRmfHdL6LIISW14zVrP/nic93AKXUS1rri09mP7Xy12999U/5eHLDyZg+79FUXZBVFMWs1mjjuNW6js998ZsTrq+EvwbbqbrPfuvf/olPDN92sqZXnLl1BgnV5Mf17+XP/v6uSceU67PlRIxL/bUee/6WMwal1KeATwVvR5RSu6bY92Jg4mK41SVMtkC47BFbSlNgSxfcOKXwObUC+6yZv94QrmMP4bJHbClNmGyBIntu4e+/dMtkYyvhr1Ajn73BfwrT8RdbShMmWyBc9hTY8gM+9fkfTDW+LJ8tRxgfBlYXvF8FHJlgzGGllAW0AOPKEWitbwPK/pmqlNpYiV/klSBMtkC47BFbSlMjW8RfA8Jkj9hSmjDZAuKztURsKU2YbIFw2TNTtpRTleJFYI1S6jSlVBS4Dhh7z3QD8LHg9TXAb2Z77pMgzFLEXwVhdiE+KwghYsqIsdbaUUp9GvgVYAK3a623K6X+Bdiotd4AfA/4gVJqD/6v2Otm0mhBEEoj/ioIswvxWUEIF2V1vtNa/xL45ZhlXyp4nQauraxpwDRuCVWBMNkC4bJHbClNTWwRf80TJnvEltKEyRYQn60lYktpwmQLhMueGbFlyqoUgiAIgiAIgjAfkJbQgiAIgiAIgkCIhfFULTJneN+rlVL/q5TaoZTarpT662D5jUqpTqXUluBxVZXs6VBKvRLsc2OwbKFS6jGl1O7geUEV7Di74LtvUUoNKaU+W83jopS6XSnVFdT1zC0reSyUzzeDc+hlpdT6KtjyNaXUzmB/9yulWoPl7UqpVMEx+k4lbak14q9F9oTCX4P91tRnxV/DifjrOJtC4bPir1PaUh1/zXWeCdMDfwLCXuB0IApsBdZWcf/LgfXB6ybgNfxWnTcCf1eD49EBLB6z7F+BzwevPw98tQb/R8fw6wJW7bgAlwPrgW1THQvgKuBh/BqglwLPV8GWKwAreP3VAlvaC8fNpYf46zh7QuevBf9PVfVZ8dfwPcRfS9oUOp8Vf62dv4Y1Ypxvkam1zgK5FplVQWt9VGu9KXg9DOwAVlZr/2VyNfD94PX3gd+r8v7fCezVWh+o5k611k8xvn7nRMfiauAu7fMc0KqUWj6TtmitH9VaO8Hb5/Brks51xF+nptb+CjXwWfHXUCL+Wh619lnx1xr5a1iF8UrgUMH7w9TIcZRS7cBFwPPBok8HYfzbq3U7FL/D0aNKqZeU39kIYKnW+ij4f2iAJVWyJcd1wE8K3tfiuOSY6FjU+jz6BP4v6hynKaU2K6WeVEq9tYp2zDS1Ps55xF8nJSw+K/5aW2p9nPOExF8hnD4r/jo5M+avYRXGZbW/nHEjlGoEfgZ8Vms9BHwbOANYBxwFvl4lUy7TWq8HrgT+Sil1eZX2WxLlF6H/IHBvsKhWx2UqanYeKaX+EXCAHwWLjgKnaK0vAv4G+LFSqrkatlQB8ddiQuWvMGt8Vvy1Ooi/jidUPiv+OsWOZ9hfwyqMy2mROaMopSL4TvsjrfV9AFrr41prV2vtAd/FvyU142itjwTPXcD9wX6P525bBM9d1bAl4Epgk9b6eGBXTY5LARMdi5qcR0qpjwHvB/5QBwlQWuuM1ro3eP0Sfo7fWTNtS5UQfy0ghP4K4fJZ8dfaIv46hhD6rPjrBFTDX8MqjMtpkTljKKUUfqehHVrrfy9YXpg/8/vAtrGfnQFbGpRSTbnX+Mnn2yhuEfox4OczbUsB11Nwi6cWx2UMEx2LDcAfB7NnLwUGc7eEZgql1HuBvwc+qLVOFixvU0qZwevTgTXAvpm0pYqIv47uM4z+CuHyWfHX2iL+WmxPGH1W/LUEVfPXqWbn1eqBP+PxNXzl/49V3vdb8G8JvAxsCR5XAT8AXgmWbwCWV8GW0/FnDW8FtueOBbAIeBzYHTwvrNKxqQd6gZaCZVU7Lvh/LI4CNv4v1k9OdCzwb/XcGpxDrwAXV8GWPfh5V7nz5jvB2A8F/39bgU3AB6p5TlfhvBB/1eHz12DfNfNZ8ddwPsRfi+wJlc+Kv05qS1X8VTrfCYIgCIIgCALhTaUQBEEQBEEQhKoiwlgQBEEQBEEQEGEsCIIgCIIgCIAIY0EQBEEQBEEARBgLgiAIgiAIAiDCWBAEQRAEQRAAEcaCIAiCIAiCAIgwFgRBEARBEAQA/n+7QFMm0egutgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26186a4320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bird -> ['B', 'ER', 'D']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f26185a0cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cat -> ['K', 'AE', 'T']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c1c3c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dog -> ['D', 'AO', 'G']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c1c3710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "happy -> ['HH', 'AE', 'P', 'IY']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262d6dbeb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "house -> ['HH', 'AW', 'S']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c3bff28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "marvin -> ['M', 'AA', 'R', 'V', 'IH', 'N']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262d9d4320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sheila -> ['SH', 'IY', 'L', 'AH']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c3d67f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tree -> ['T', 'R', 'IY']\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2632e24ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "wow -> ['W', 'AW']\n"
     ]
    },
    {
     "data": {
      "image/png": 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vJxqNVuiTCdWEnSGCD6c8gZvKc6dEW74wrq9Hp1KhMHaSSbTWvPjii+zatWtS+8/cuXOpra0NJ4TmIli3ePHiM/iEQjEQYVxirDweYw0Ml/kWZpgxjps4ths+HhwYkm5TgjDNSY9pOlRXBcJ4ZNDihT0bqYnW0bry/Tm3+fjHP05tbS3r1q0Ll03kCzVNkzVr1qC1Fn+xEGJlJKGCSizpfIkp/zxoNDSg06PCGMtCp9Ph/jiZ/ScSidDW1saTTz7JyMhIzrfZsGEDAFdfffVpfz6hOEQqPYDpzmiDj/HrgkxN0nHD25nlwLVHM8ZuhjB+7oWNYbmZRx99lMcff5zf/d3fBfJ3m3r99ddpb2/nggsuCNdJtylBqD6Cu1gxwzv+NEQCK0XlrFTDAxa3Xvd1AKJm7slJTU1NJJPZlQCCC/lcbNy4sXgDFKYFVg4RnM5npQgyxrW1uKk02kqH60Z6evjRj37E6tWr+eY3voGbSmHW1obrP/e5z7F+/Xq+/vWv8/nPf55rrrmGv/7rvx7nYz5w4AB33HEHbW1trF69+kw+olAEJGNcYoIywbk8xpW6hek4gcc4guPoUChv/NUG6TYlCNOc9JgJwZkX6JUiqGEMo8cnQSg2Vg4RnN9KYaOiUVRNPMtKAfDzDRs4efIkn/nMZ/iNAx0s/ruvctUVV+S0/7zvfe/ja1/7GnfeeSdr167l4Ycf5rnnnuPOO+/k8ssvp6mpifXr1xf9MwunjgjjEhNmjCfwGEP5hbEbWClioxnjxNAJtr/xgnSbEoRpjh1mjLOFcVDfuBIM+13vonETxxJhLJQG+3QzxtEoRswXxn4GGWD9Aw/Q2NjIRz7yEfoefginrw+nvz9cP9b+86UvfYnHHnuMoaEhPvGJT/D+97+ff/7nf+amm25i69atnHvuuUX6pMKZIFaKEjNZg49wNrhd3luYjqMxTIUZUTiON/nuxb1P4urscjP3338/DzzwAJ/+9KeB7G5Tl112WVa3qZaWlrDb1JIlS6TblCBUKWNLSI5eoFfQSuFnjBua49KNUygZVo5dK39VCj9jHI/jjskY/+j226m/7DJS+/aR2rsPAKevj0hLC5Db/nPddddx3XXXneEnEUqJZIxLzOQNPiqXMTYiBkbEwLW8jPELe55kwZzF0m1KEKY56TGVcipdrm3rox3s29qFGTGI10VxxUohlAhrjG1CUVhVChWJoOIxdCqFmyGM3UGvW2z/40+Ey5xEX/EGLFQEEcYlZvKqFJXyGGtMU2GaCtfVvLx9G8d7D3Lp21ul25QgTHMsrTEYnfdQyXJtI4MWL2zYT/dbA8xd3IAZVeFkYEEoNmMn3zVHzbxVKbRtoaJRjPh4j7E7NIQzOEjfz36GMWsWAE6/COOpjgjjEjNZxrhSZZJc2/WsFFHv/R/6+Y8BeOzX/yndpgRhmmNpHfqLobLl2hJd3m3mG/7oN/jw51diRgzxGAslY6xLZ14sWpDHWEUiqFgcN51Gpy2UX3nCSSQ48qd/hnX0KPP92v9unwjjqY4I4xJjT9rgozJlkhxHY0YMDNPAdiwef2YDS+a/kz/9vX/kF794WrpNCcI0xnJ11pwHUynihqpIVYpAGDcvqEMZyhPGjniMhdIQZIxn+yUK50Ujea0UZHiMg4xxpLkZgL6f/YyhX/2Ks77yZWZddy3geYyFqY0I4xJTiJWi3CekMGMcUew4uIW+/l6uvPD3WL5wBVeuaZVuU4IwjUlrPe5Cvc4wyt5oCCDRmUQZisa5Xu1iwzTCqjmCUGwCj/HcmFd3oCUWKTxjHI+B4+AOJzGamsAwGNmxA1Vby+wPfQijsRGUEo/xNECEcYmxx3SZyqTGUBhUwGNsj2aMX9izkbqaei5d6mWCrVR29lq6TQnC9MJy3XFVcur89vTlpq9rmFktNZh+kkA8xkIpCapSzI1GqDcN6kwjf1UKv46xEY8D4A4MYsRiGH5SqPZd7/IyyqaJMWuWZIynAVKurcTYeuJybUop6k2j/B5jx8UwDcyI4tbrvs7yyxaw59edwHhhLN2mBGF6YeXKGFdIGCe6kjTNrwsfmxFDyrUJJSOwNs6LRZkdSRM3DNI6f1UKop7HGMAdHMCc3YxRX4/b30/tJZeE25pNTSKMpwGSMS4xtgZTMWFb5LhhMFLmW5hextjz8wGkR0bF8FhhLAjC9MJyNTGVfeivNcovjLXWJLqGmb1gtIWuaRqSMRZKRmBt/Px5Z/F/33kucaVOoY5xDABnYBAVi2E21ANQe8lorX4RxtMDEcYlZuxEl7HEjfyBWWyCjLHh3760UqMtntMj9kRPEwRhGpDTY2waJN3yXhQn+9PYKYfZ4zLGIoyF0mBpjalgeX0NVzY3EjNUgR7jTCvFACoWw6j3rRTvfne4rQjj6UFBwlgpdZ1S6g2l1D6l1BdzrP9DpVS3UuoV/+eW4g91amJrnXPiXUDcMEiXPWPs+hljb1yWZIynFRKvwmTkulivrYCVItHpWbSa5mdkjKMKd4ZZKSRey8fYfT9mKCytcSepZZzZ+Q682sUqFsOcM4fY25eFFSogEMaJ0n0AoSzk9RgrpUzgbuC3gcPAi0qpDVrrXWM2fUBr/dkSjHFKk08YxyqSMdZEYiaGWCmmHRKvQj4sPV4Y15kGR0bKexzq6x4GyMoYG76VQms9of1sOiHxWl7Gno/jhn8OdDU1Zu79LbOOcYCKxZj/+b9Ap62sbc2mJlypSjHlKSRjfBmwT2u9X2udBn4EfLC0w5o+5M8Yl18YO7Ybdr4Dzz4RNPsQYTzlkXgVJsVysxt8QGWsFKmkZ9uqqR8t6xjMe3BnTi1jidcyMra5Tdz/fdJaxn7nu8BjDKCiUWKLFhFfel7WpubsJpz+fnQFSh8KxaMQYXwOcCjj8WF/2Vg+rJTarpT6iVJqcVFGNw3INQM8k0JmxRYb19EYESPMGFsjTnhyyrRV5ENrzeaH36TrYH9JximcFhKvwqTkzBhXYPKdY3nHGjM2ehoKhPEM8hlLvJYRy81OVMWCjPFkVoq0lzEOPMYAKpa7Rr/Z1ARa4w4MFGnEQiUoRBjnUnVj96JHgCVa698AngLWjX8KKKU+pZTaqpTa2t3dfWojnaKMDcSxxFR+83+xcR3tZYwjo1niUBinCp98d3Rvgm2PH+TNl2fG33KKIPEqTErazT35brjMwthOuxiGCmsYAxj+vIcZ5DMuWryCxGw+xl4UxlWQMS7cYwyelSIXRlMTAE6/JIumMoUI48NA5hXqIuBo5gZa65Na65T/8F+BlbleSGv9fa31Kq31qnnz5p3OeKccjtY5m3sExAxVgXJtLkbECCffAUTjJkZEnZKVYkf7Ee/10jMmuzMVkHgVJiVXxrjWNBh2J5+EVGzstJuVLYYZmTEuWrz620rMTsJYa2Ngq5gsOTW2jjGAMYEwNgNhLD7jKU0hwvhF4Hyl1HlKqRjwMWBD5gZKqbMzHn4AeL14Q5zaWHk8xjWGUf6Mse8xNjIyNWZUEY2bBVspkv1p9vuZYtsSX3IVIfE6g3muZ4CRPJnfnA0+/FvK5cwa25ZDJDrjhbHEaxlJj/HXB1aKyTzGQcbYyPQYTyiMZwPkLNnmOi7rv7SZvS92ntbYhfKRtyqF1tpWSn0WeAIwgR9qrXcqpb4GbNVabwD+VCn1AcAGeoA/LOGYpxR2juxMJoXUUSw2ju8xzswYmxHDE8YFZow7XjvheZUNhWPNmJNY1SPxOnM5PJLmo6++yV3vPJffP2vOhNt5DT7GWykAkq5LPWZJxxlgWy6RaPZ7BcekmSKMJV7Ly9iMcU2QMZ7MY2xZBVspzNl+xjhHybbUsE1/9zA9x4ZOa+xC+SioJbTW+lHg0THLvpzx+18Bf1XcoU0PLBcik0y+q4SVwssYG9kZ44hBrCZSsDBOD/szyhui2CKMqwqJ15lJd9qLyT578hhOazenxxgo6wQ8O+0SmdBKMWM8xhKvZWSsjSjIHqcm2e+1baMiY4RxdAJh7Nc0Htn+Gk2/8ztZ61JDXnzK+bL6kc53JcYpxEpRRl8fBBnj0cl3MJoxThcojO20t50IY0GoDhKWd+IdyXMHKleDjzrTy9yWUxg7lkMkNjZjPOOsFEIZsV2dlagKWqMXlDGO5c8YR5qbafrgB+lZt46+n/931rqgPGFw7hSqFxHGJSbXRJdMKmGlcG0XcyIrRYEeY8ufUR6rMSXQBaEKSPiZ4sI8xtmH/iBjXE6PsZV2x3mMR6tSiDAWik9aZ9uIRusY5z4Ha63Btv1ybfk9xgBnff1r1Fx4ISe+992s5amk1wxEEknVjwjjEpO3850yJi8uXmRcV6M1GKYK6xiD5+2L1URIDRdWrs1OO0RiBmbUFI+xIFQBvWHGOI8wzuUxNkY9xuXCsZywsVCAZIyFUjJxVYoJ9jfLE7MqGoVIBPw4mUwYG7EYNRddOG4CnmSMpw4ijEtMvoxx0PlOl8lOEWRizIgRdr4LHje21DBwcrigsXj+QJNIzJArYEGoAsKMcT5hnKMqRW0lPMaWO4mVYuZ4jIXyYY2p4R0Pq1JMkDG2PTGrohGUUqHPeKIGHwFGfQPuUDJrWZgxlvKmVY8I4xJja42ZRxhroFznAcdvtWqYCmWosLy8ETVomleLnXZJ9qXzvk6QMY5ERBgLQjWQsAJhPPnBJJ3TY1yhyXdnmDEedlwODqfybygIjGaM7//1W/zVT18LrRQTeYx1ZsaY0frFk2WMAYz6enQyiXZGs8MjkjGeMogwLjG2q4lO8i2HLSlLdAtzZNDCzTjZZWaMlRrtOmVGDJrm1wLQ150c/0JjCDLGZswIW7sKglA5ev3s1mQ+YUdrXJhYGJfRSpGrjrFxiuXa/v3ICd734htlbUwiTF3S2qtjvGlvNxt3Hh+tSjHBfh9kjIl4BbyCjPFEDT4CjPp6ANzk6Ll01EohiaRqR4RxicnX4CMIzHxZnlNFa82u549yzxd/ybYnDobLg1uUhm+jCCbgmRGDpnl1ACS6hvO+vpcxNolETQl0QagCRjPGE8ej5R9nYhM0+Ch/ubbcVopCJ991pi0GHZehMrezFqYmtuudjwdGbPqGLaLkmXw3JmM8aqXII4wbfGE8NFqzeHTynSSSqh0RxiUmX4OPmiBjrIt7YD+0q4dn/mM3ju0ylBi1RgTZ4+AEFEzAMyOKxjlxDEPR1+0J4+GBNHu35u7SY6UdojGDSFSsFIJQDRRipbD8zOpEGePydr6bpCW0U1iiIBjvQJ7azYIAo3N+BkZsbFeH58OJKkOFHuNIIIwLt1LAWGEsGeOpggjjEmNrJvUYF9Kr/XTo7fRu4YztZhfcogxuWZrmaMbYMA0a59bQ52eMX37yLTb+287wSjeT0EoRNaQqhSBUAYkCrBTBcWbs5LsaQ6EoX8ZYa42TnqQldIHHlGC8A5IxFgrA9ieeDqa8WEmlA2E8gZUiPdZjXGDGOKcwDibfyUVctSPCuMTYOWaAZxKUTSq2lSK4Om1ojpMeGS3B5vqZmMBbPJox9v5vmlcXeoyP7k1kvVYm3oxyL2Ps2C66zLWYBUHIprcQK8UEGWOlFHWmUTZh7Dpe2cixLaEDi1ehHuNgvIOSMRYKIJh4OuifE4eGLRSTVaXwhfEYj3E+YWw2NADgDg6Gy8KMsSSSqh4RxiUmV5epTGpKNPkunbSJxk1itZEJMsbZgjioJ9o0v5a+7mGslEP3wQFgAmEceIx9j6AtdUcFoWJorcOMcUHCOMfFeq1hMFymyXeBOBjXEto/DrkFWimGwoyxCGMhP0FVioERT/AOpGzihspflSI2xmMczVeuzcsYOzmtFLKvVjsijEtM3gYfJbJSpJIW8boIsZpsK8Voxnj85DuApnm1WCMOHdtP4Ppjym2lcEIrBYAjvilBqBhDjhuWfByZRFSGk+9yHJPKmTEOxMGZtoQOxtsvF+ZCAVhaYwJD/v7XP2wRM9TETbZCj3GQMS6Cx9hyy9a3QDg9RBiXmEKFcb6i/KfKSNImXhclGp88Y2yY2ZnjOWd5Af3rnx8In5OrG57nMTZCj6DcHhKEytHrWwkMJj+WBJN8x7aEhnILYz9jPLZcm6FQ6hQ8xq73ucVKIRSCrTVkaNK+YYu+GtscAAAgAElEQVSYMiaefDeujnGQMS5QGA96wth1Nelh2zvPaunsWO2IMC4x+YRxPLRSFPcKMj1sE6+LjJt859oTZYy9/8+5oJmll8wj0ZmkttE7GIy1UmitsdMO0ZiZIYzlxCQIlSLht4OeF4tMaocIMsbRHIeksgpj/3gxtiU0eBfphValSIqVQjgF0q7Osun0D1th99lc6HEZ4wI73wUeYz9jnPaTS/WzPUEtlSmqGxHGJSZX+9VM8nXeOV0CK8W4qhTO5Bljw1D89v+6kLevms+Ka871XytbGLu2N3HGjBqY/uQZqUwhCJUjKNV2Vjw6ebm2sCpFjoyxYZStwYcTeozNcetMf0JvIYTCWDJwQh4crdGQ1fCqb9gmbhgTV6UYV8fYE7b5GnyoWAwiEdyhIY7uTXDszT4A6md7wlqEcXUTqfQApjNaaxwNkYl1cUbnneJXpZg0YxzJ7TEGb6b4tbdcjHY1Wx5+M7zaDbB8f1Y0ZoaTZyTQBaFyBFaKs+NRXhsYRmuNynGnKph8N5HHOJEaP5+gFExkpQCvMsUpC2PJGAt5CC4KnQxh3D9iEZtlTDL5Luh851spCqxKoZTCqK/HHRzk6XtfJzng9RKobwqEseyv1YxkjEtIMBlmUiuF8v4EE5r/T5PQY1xj4lhueJUcZozN3FUpMlGGIlYbITWUfbIMT2pZHmMJdEGoFIGV4qx4DJdRATyWyapS1JlG2Rp8hJPvJrBSFNL5TmsdVqUQj7GQD1sHwjjbSlFnGgxNsL+NyxjH4qBU2CJ6Msz6etyhIYYH0lgj3v4ZZozlDmtVIxnjEhKchCb3GBe/KoXjuNgpJ8wYA1gph3jd6AknyBSPLds2bnx1kXGT7zJnlIuVQhAqTyLIGPvexxFXE8sR0ulJqlLUmwaDZcq82pNZKSJG2Lp+MlKuJjjqSFUKIR9BVji4GxE1FX3DFun0MEfI7RkO6xhHPalUe8klNHR05LwbMxajvh57KEk646JNMsZTA8kYlxB7gmL6mcSM4meM074neKwwhtGr5TBjbAYCOfcY43XR8cLYCoSxVKUQZh5p1+Wr+47QY42v1lIpei2bWkPR5F+ojkyQ+Q0v1nNkjJsiEfrKlHnNPIaMxYgU5jHO9EOXS9ALUxfbvyi0/HPV2U219I9YvJXYw+GhvpzPGZsxnnXt+1n8ve8W9H5GfT0j/rnY8OOtvtmffCfny6pGhHEJCTxNuU5CAfESeIxToTD2rBQwKozDOsbBZLs8GWPPSjE2Yzya7Qk9xmKlEGYI2weG+e6hbh7rzn0yrQQJ22F2NEKtf6E9UWWKyeoYz46ajLi6LHaK4BiSuyqFKshKkVlBY0CsFEIegotC299XzpldS/+wTTqdIDVBxnhsHeNTwWhoYGTY20dX/Pa5vPOKs5nVUuu9rGSMqxoRxiXEKcBKUYoGH6msjLEX0GHGOKhjHJRrM8dPvsukJoeVYnTynRGe2GTynTBTCDLFe5MjFR7JKAnLYXbEpMaP5wmF8SQe49kR7yK6HFnjsCpFdLyVIho3SY/kH0OWMC6TN1qYugR3cNOWi1JwdlMNh3qHULof16jN2XRjbMb4VDDq60mlvN8Xv7OZq//gneEdXDlfVjcijEuIVYiVwl+X0sULlKBTXbw2w0rhn2hGq1IUmDGui5BOTjT5zgxPbOIxFmYKoTAeSlV4JKP0Wjazo2aYMZ6o+13anfiYFNgwgtbSpcRKT2ylqG2MMTyYfczRWvPKK6+QSo1+54EwnhM1ZfKdkJdg309bLg3xCLNqowykhzD0EKhIzjKHQVWK08oY19eTsrw4q2nwhLXcYZ0aiDAuIXYBGWOl1KQFxk+HTCtFrGasxzioY5ydKTYn8hjXRsbVMR6dUT7a4CPxi2eLNn5BqGZ6/ZNaVWWMbYfmSISaQBjnyxjnslL4J/++Mpy0RzPGEwhjv7xVQGdnJw8//DA7d+4MlwXC+KxYVMq1CXkZzRg7NPrCWJlJlJsE4GRqfDyfccbY8vbvmnrPWxxMNpWMcXUjwriETHbbMpOYUhMWGD8dAutDvH40Y5xOecsC714wGSBXHeNM4nVRbMvNygjbGdke078CHnhxW3gQEYTpTJAxPjSSLlt5s3wkLIfZUZOaPC3mJ7VShBnj0otMO+1imCqcBJxJbWOUkSErqxHDiRMnAOjt7Q2XDflieEE8yoDt5rwVLggBwb6fSjs01kSZVRNBmcOhMO4Y7Bn3nKDzHacjjBvqSWtPENc0eBedo8JYLuSqGRHGJaSQjDF4baGLmzH2rRR1460UjqMxIiosNxOJmRiGmrRcG5DlM860UpimgdIuroqQPny4aJ9BEKqVIGOsgf3D1WGnSNg2syMRaszJrRSWL5hzTr7zPcaJMmSMbcvJmS0GqGuMgYaRjEm/gTBOJBLhsqAqxfxYFA1hTWNByEUw8TRlOTTURGjyM8aG67Vt3t+XGPecMGN8GlYKs74eK1LnV2/yYisic3KmBCKMS0hQHmayznfgVaYo6uS7IRsz4gXj2HJtru1iZmRpLmo9h9/9k3ejJshqx2p9YZzhMx7rDzS0jWtESR88WLTPIAjVSq9th1aEvUOVt1MMOy4jrqY5aua1UqQnaQkdCuMyeIxty8XMUcMYPCsFkGWnOHnypDe2TGEcWCniXjZP7BTCZAQZ45GUE3qMlTFqpTg41D/uOdq2wDRROeIlH0Z9PVa0npq60f3cMBXKUOIxrnJEGJcQq4DOd+BVpihmHeNU0gozvbnqGGfWLK6bFWPxO+dM+Fr5MsYAhpP2hHFHR9E+gyBUKyfTNhc31KKoDp9xIGQzrRT5qlLkyhiv3/EvoHV5MsbpSTLGszyhmxxI093dTSqVCoVxX99oibxAGM+PeceoAWnyIUyCHQpjm8aaCLNqor6VwssYH0sOjXuOtqzT8heDV67NitYTj4/GmlKKSNSQjHGVI53vSkghDT7Aa/IxUa/20yE1bIeC1jC9kmoTZYzzEa/zDgqZE/Acy8GMGBiGwhkcxHDSOJIxFmYIvbbDsto4PVaMvcnKWykCITs7EqE2sFJMcAcqyBibGYcky7G4/qfXUx+tRzW8m739x4CzSzpmJ+1OKIyDjHEikeTnD63n4osvDq0U/f392LZNJBIJhfECv9ufVKYQJiOwUgynHRprIqxYPJuV58V5Le1ljLtTw+Oeoy3rtGwUEGSMG/B355BIzBCPcZUjGeMSYhc4+a4UVSkCQQte1jgrY5xxVnzj+AD/8tyb415jX3KE7rRF3LdSpDOEsZV2R8vOdHVhuhauKRljYWbQa9nMiUZYVhfnQBUI48DznGWlmMBva2tNTKmslraHBg7Rmezk2NAxlDvE632lnytgW27OdtDgCeM3Iw6/v2E7iRGH7du3k06nOftsT6z393u3vJOOiwLmBRlj8RgLkxDcLUmO2DTWRKmNmVy6NIapPctOb67J47Z92hljs7ERK9pAzMy2JkVipnS+q3JEGJcQO8zO5BHGyiiqlWKoL01t4xhhPDKaMTYyJtrdu7mDbz62m0M9yXCZozUfenkfX9p7hHh9LiuFMzq7tqsLw7XQtY2SMRamPVpreiyb5qjJebVxDgynKl4NIbRSRArwGGs97kL9QP8BAIbtYUyd5Eiyj6SVzPX0omFbTs4axuCViNwfc0m5mpNuPZYvWJYtWwaM+oyTjkudaTDL90ZL9zthMqyMcm0NfuOrvlQfS2KNKDfNoDPeW38mGePo4sVYkXqi1mDWcs9KIftqNSPCuIQU0uDjla5XUFhFm3znupq+7iSz59eFy7IyxrYOu90B7DrmZV+27D85Oqb+JN1pm9cGhqmpi2KYikTn6InSzswYd3ZiuBbMbsE+eozh116TzLEwbRl0XGwNzdEI59XFGXRcTliln6w2GaGVIhohaigiignLyFmuHucvfiuxn690e/F/Vk0Dtqpl89HNJR2zPYmVQhmKo1Fv/Aldi+GL/XHC2PWEcaMvjE9W+O8gVDeBlQLX63oH0J/q5+8P7WOWPchQjpDR1ulnjI2WudjROiJDvVnLJWNc/YgwLiH5yrXt7tnNHz7+hxwbeKtoVoqBk8O4tmb2WWOFsXfSWN91ggds7wrWcTW7jw0AsGX/aA3Hp056YvnAcIqUAYsuaObA9hNhZiwzY2x1dWE4FjQ2AdDxkf/Boc9+Fq01h3b10H9yGK01/U9sxE2WNgslCKUmqGE8J2rythrPPHhwOD3ZU0pOr58pbfYFYo1hTOgxtnJkjAePvUKzn2E+t74ZbdSzu3d3CUfsCWMzRztogL5hi241KowvvvhiYrEYixcvRimVnTE2DM6KRVlSG+NfD3cXtR68ML0IzsdozfkLGgFIJU9w/lAfc+wBUow/T2vLgujpZYxTw96+aPZ1Zy3P9Bhv3ryZHTt2nNbrC6VDhHEJmcxjbLs2X/7ll3G0w2C6t2hWit7jnvicvWBUGMdqvIyxlbJ5eSjJDjtFMm1z8OQQw5ZDLGKwZf/JUPg+dbKfqFK4wJ6hEc579zz6u4fpOerN2rXTDtEwY9yFabjouPd+ZksL6X1vknhlNz+/61V+ftd2Brfv5Mif/Rk9995b0Gd4dfutvLn/zqJ8H4JQTHr87OwcP2MM3gVkJUlYXvm4On/inSeMJ84Yj72DFel6nYP+yb/JUChzFrt7SieMhwfT9B4bojnjGJXJy2/1ooEoLgNGA9dffz2f/OQniUQiNDY2hpUpAitFxFD8n/MXsS+Z4vuHunO+piAEE9yVC8vm1QNwVuIwBjDHHiSXHNJn4DEe8duamyePZC2PxEzstMuvf/1rnnjiCTZu3FhxO5aQjQjjEhJYKcwcCePHOx7n9Z7XubDlQpJWHyNucTxHfV3ezNrMk040HqGve5hv//XzJLXGAV440BPaKG5csZAjiWEO9w5zZCTNa4PDfOSsZgB2DQ1z3rvnAnDgVe+k41kpRj3GkaiBa8Y476f/xXn/9RMwTV5/aCuuq+k9NsTmn+4DoPuln9HR8V06Or6LbQ/kHH9//3ZOnHiKw4fX4TiVL4UlCJn0hhnjCItrYhhUgTC2va53wYS6GlNNWq5t7IX67N63eCsaZY7jUDd4CMeoZXfPGwW999889Br/vf3YKY33zZe6cF3N8tULcq5/6WAvBrDM6KfHjhOP17Bggbdtc3NzWKEiEMYA17TM4r1zGvn+4W5cERlCDoI5P5ct7KDG9BJIS/q6AJhlDxJl/B0Mz2N8esJ4sNc7f6ljb6Ez4jESNRhMJXjsscdoaGigv7+f48ePn9Z7CKVBhHEJCQIxl8f4iY4nWFC3gE//xqfBtRiyT/12rJVOcWT3rqxlvZ1J4nURahqyJ98ND1jsio527Nq4u4tdR/uJGIqb1iwB4PHXO/nEaweIG4o/Onc+NcAjTz/Nm1ufYf6SenY+f5TXfnmE3s5kWB/Z7urCjEex0w41F15I9KyzqL/8cvZ3uDQ6Jzn/3DR7jzcwEptF11V7eXP/P/Dm/n/ghRdv5Hjnk1hWPwx2w8BxcB0OH7kPUNj2AN0nnjzl70QQSklgpWiOmsQNg3NqYnRU2kph2WFzDoBaw5iw812PZYcT9MCffJQc4M14LYstm6bePWgMjiZ76Uv15XyNgAMnhrjvhbf41hO7cU/BCvbGC53MWVhPyzkNOddv2X+St9XFaVF9WFpxqHfUgrV06VKOHDlCX19fljAGWLugma60zfaB8WW3BCFIVP0/b/8X9u+/E6017xjqo7e+hVn2IBjxcc/R9unXMX7j18eJmi6zTu7B7uwMl0diJiftN4lEItx8880A7Nmz57TeQygNBQljpdR1Sqk3lFL7lFJfzLE+rpR6wF//glJqSbEHOhWxJvAYD1lD/OrIr7jmbdfwrnnvQmmL4RwzYvPxix98lx995S85tHN7uCzROcTsBXVZ5ZgCEbt7YQQdVbgtcTbu7mTXsX7ePr+BixbOYvmCBr7zy/28PjTCDy4+j2W1ceb3dfOmNnny+3dR37CN7U6KGze8wusRm+VXzmHDhg08etYCBhvTjAxabH/mEP/5d1t4etbH6KtbzILDv2LBL74HyqDn+quxF2rO6X4/F168nq5EDzt3fppfPrOS1P9dDv/4Dqx7r6ez8xEWLvwf1MQXcvzYT0/na5/xSLyWjtHSaJ71YEltjI5KZ4wtJxwPTGyl6BpK8XzvIFfNaQyXdfQd4B3pNIdiMZo0nNOzFwBt1PNGnqzxEzu9LNfBk0k27TuRcxutNamMuQWJziTH9/ex/LIFKKU4mhjm2jvb+bMfvcyhniT7ugZ4saOX1fMamG161q03jnt3l2xX80TLIracdyHbX9vBkONQbxq4/me9es4sFKNzJKYSErOlpzflxWkEm+OdP2MwdZJ3pUbomr8cQ9tYZt04S8PpVqUYGbR486Vulr09iummSR98a/Q142kG1DFW/MYlzJs3j3POOYc33niDE31DHO5NMiJd8SpOXmGslDKBu4HrgQuBjyulLhyz2SeBXq3124E7gTuKPdCphtaaDccT1I04zB1j3t90ZBNpN801517D3Nq51EWipzz57kc7dvPoPq/M0q9+8p/h8sTxJM0L6nhi53E++i+beeVQgmetJD8+2+V47zCLzmpk8aJGTvaO8Owb3Vy4cBZKKa5esZCBnhE+VtfANS2zOPL6TpqOHuTEwrexY+0nufd4P49ERtAKnoiO8LMnHuLVbdvoj8fZ3djLbpL85CdvoBW0nDeXhqYol3zuw8SOvEFD/x56LngL7Sj2PtXP//sfB/nipr+ldnsjjumw+7yLGWr6OPvNHbhump6mjxBr+T1O9jxPb+8LZ/7HmEFIvJaWHsvGAJr8DO15tfHKC2PbycoY5xLGx/f38Tf/8hKW1qyd5R32tdZs2/ffHIpGOIkDtXNYMujZIrRRP6HPWGuHI0NJHjjQwdLFs5hfH2N9+4FxosKxbX5+5+1879N/QOcBr1b6Cxv2E4kaXHD52fQlLf7w33/N4d4kT+w8zu98ZxPffHQ3UVOxsmWE2crL/P7g12/xT/uP8dFX3+SH3QO8cu5yvtU1QL/j0NfVxT/8wz9w8OBBWmIRVs2q58mTfRlj1RweSYd376oRidnSM+K4/PvhQ5yvd6OjH8C2++l6+RvMcjWDCy7EVQbDZj19ydF9x02lsI8eQ8XHZ5LzsWPTERzb5aL3LAYg/ZZXytR1Xbrd3YCidngRAO94xzvYfCjJ5d/8BVfe8Qyttz/FsT6561FJVD7Tt1JqDfB3Wutr/cd/BaC1/mbGNk/422xWSkWA48A8PcmLr1q1Sm/dunXC9/3W1/8c5c9M1kHyUykU3kvmGbX/v0ZnbKn8f7X3UuHrKH+lBlQ4ZDX6vhO+mUah0WOuLzSQiDfSMdxCw9AgTSRZZPRSZ9oovKL0Co2BRml4Zf757JuziPce3Iqp3Yy5sd7oNQaOaWBqF8N10Aoc/3ZoRDtEXNf7VHp0qK5WKOU9WxkWynTQyiBqujgohu1GHG0wz03Q5A5yxFhA0vY8kybe924bBpZpgjP6HUQNB8s1MXGJKBc02BgEp+GI4WIaNsrQaKVRysU0HRrmdpFO1tF7ZCGONonj0KiH0WcPUDs7QX/XApoWHCfd00h359vA1CxYshdlOAx2no1je7eztMr8dry/nXfOU96OolTG38vfWybZWcaZXCbYdvJK1PlxUfzl335n0m2UUi9prVedyftUKl7v/MYXsXT+qiM6iL/gkdagtXeHQzH6Rw1+Hw1H78+rg+OBGvvC/v7ub57xSbxP5YavrTHAfzuV8foZLxUuUhpcbaMcF3BxzBiOGSXqOKA02lBYRpSYm8YIZ71njCvzdZVC+x8s2DZY7SoVflylwXAzjwNuxouN3RMdHK1wlIljmkS0Bt9DHLGdMPWhXc3LZ1+AZUa5bv8vMXQwEs1wxJskVG/XcKKumSeX/Cbn9+xhwUAXMSIYrnecUv5fT8VsdMTFVA4xy2KB3UuTm6SPOhKqgSFVi0MEjYmlDO8o5h9MDa3QWqENA8f1BmeiUabGcvy/i+FiRjQmLhYGytUYZppYbJhITRpXGwwm5+A4ceprE0QjKdL9jbipCI4RIRWJEndsHAWOiuAqheFqYtrK+vuojONEsFhnfL3vWPpubvzYJ5mIYsSr/zplj9kXNz/Ls0//15kOvWjoMz7CTvLaCg7PWsCulmW87+Bm5g32YUYsUArtGLiYvN6yhFfnv4P3HXzBiw3tnzt1MY79mShsbaBRGLgYCi9+URhARDlY2gx/D3bWUAKd4VimM4Yb5X9/6R8n3abQmC3kHsE5wKGMx4eB1RNto7W2lVJ9QAuQ+/5aAfyWfpErnSlcxiRIIsUm3crb009wBt9UCXGAHM2ATovgQnzsPYpu/ydzmyD51VGk964CdnFuud6qIvEajXTzueRPTvfpUwfH/6lGco0rc1nQ0C53lTTvbJCG2/asm/x9cri+RnSUGnUGB4uxr1loEn4wx7IiWb6/tffm4rxQfsoesy/88ik+bxVWJWhakHmODVSPZvR81Ov/CFOWH9T8btFeqxBhnOsiZexVaiHboJT6FPAp/+GgUirf1Oe5VI9krKaxQHWNR8aSm4yx7ICv5r3ef1sR3rNi8fon1fXdQ3WNR8aSm2oaC2SN55/4wpf/abJtixGvUKGY/RPvv2r6/mUsuammsUB1jSdjLP/JLX/1n5NuTIExW4gwPgwszni8CDg6wTaH/ds8TUDPmG3QWn8f+H4hAwNQSm0txq2qYlBNY4HqGo+MJTcVGovEq081jUfGkptqGgtIzFYSGUtuqmksUF3jKdVYCqlK8SJwvlLqPKVUDPgYsGHMNhuA4L7T7wNPT+Z9EgShZEi8CsLUQmJWEKqIvBlj38/0WeAJPHfaD7XWO5VSXwO2aq03AD8A1iul9uFdxX6slIMWBCE3Eq+CMLWQmBWE6qKgAn1a60eBR8cs+3LG7yPAR4o7NOAUbgmVgWoaC1TXeGQsuanIWCReQ6ppPDKW3FTTWEBitpLIWHJTTWOB6hpPScaSt1ybIAiCIAiCIMwEpCW0IAiCIAiCIFDFwjhfi8wSv/dipdQzSqnXlVI7lVJ/5i//O6XUEaXUK/7PDWUaT4dS6jX/Pbf6y+YopZ5USu31/28uwzjekfHZX1FK9Sul/ryc34tS6odKqS6l1I6MZTm/C+XxHX8f2q6UurQMY/l7pdRu//0eUkrN9pcvUUoNZ3xH3yvmWCqNxGvWeKoiXv33rWjMSrxWJxKv48ZUFTEr8Zp3LOWJV6111f3gTUB4E1iK1yLjVeDCMr7/2cCl/u+NwB68Vp1/B/xFBb6PDmDumGXfAr7o//5F4I4K/I2O49UFLNv3ArQBlwI78n0XwA3AY3g1QC8HXijDWN4PRPzf78gYy5LM7abTj8TruPFUXbxm/J3KGrMSr9X3I/Gac0xVF7MSr5WL12rNGF8G7NNa79dap4EfAR8s15trrY9prbf5vw8Ar+N1HqomPggELarWATeW+f3fB7yptT5YzjfVWrczvn7nRN/FB4F7tccWYLZS6uxSjkVrvVFrHfTx2oJXk3S6I/Gan0rHK1QgZiVeqxKJ18KodMxKvFYoXqtVGOdqkVmRwFFKLQEuAV7wF33WT+P/sFy3Q/E6HG1USr2kvM5GAAu01sfAO9AA88s0loCPAfdnPK7E9xIw0XdR6f3of+FdUQecp5R6WSn1nFKqtYzjKDWV/p5DJF4npVpiVuK1slT6ew6pkniF6oxZidfJKVm8VqswLqj9ZckHoVQD8F/An2ut+4HvAsuAFcAx4B/LNJQrtNaXAtcDf6yUaivT++ZEeUXoPwA86C+q1PeSj4rtR0qpvwFs4D5/0THgXK31JcBtwH8qpWaVYyxlQOI1m6qKV5gyMSvxWh4kXsdTVTEr8ZrnjUscr9UqjAtpkVlSlFJRvKC9T2v9UwCtdafW2tFau8C/4t2SKjla66P+/13AQ/77dga3Lfz/u8oxFp/rgW1a605/XBX5XjKY6LuoyH6klLoZ+F3gf2rfAKW1TmmtT/q/v4Tn8Vte6rGUCYnXDKowXqG6YlbitbJIvI6hCmNW4nUCyhGv1SqMC2mRWTKUUgqv09DrWutvZyzP9M98CNgx9rklGEu9Uqox+B3PfL6D7BahNwM/K/VYMvg4Gbd4KvG9jGGi72IDcJM/e/ZyoC+4JVQqlFLXAV8APqC1TmYsn6eUMv3flwLnA/tLOZYyIvE6+p7VGK9QXTEr8VpZJF6zx1ONMSvxmoOyxWu+2XmV+sGb8bgHT/n/TZnf+0q8WwLbgVf8nxuA9cBr/vINwNllGMtSvFnDrwI7g+8CaAF+Aez1/59Tpu+mDjgJNGUsK9v3gnewOAZYeFesn5zou8C71XO3vw+9Bqwqw1j24fmugv3me/62H/b/fq8C24DfK+c+XYb9QuJVV1+8+u9dsZiVeK3OH4nXrPFUVcxKvE46lrLEq3S+EwRBEARBEASq10ohCIIgCIIgCGVFhLEgCIIgCIIgIMJYEARBEARBEACIVOqN586dq5csWVKptxeEquOll146obWeV+lx5ELiVRCyqeZ4BYlZQRhLoTFbMWG8ZMkStm7dWqm3F4SqQylV1vbap4LEqyBkU83xChKzgjCWQmNWrBSCIAhCSbjllltQSnHbbbdlLb///vtRStHe3p61vLOzE6UUCxYsGPdad999N0opduwod5l0QRBmEiKMBUEQhKIzPDzMgw96HW3vu+8+bNsO11111VUA44Rxe3s7dXV1dHV1sXv37nHrWlpauOiii0o8ckGYWsiFZnERYSwIgiAUnYceeoj+/n5uuOEGurq6ePzxx8N1CxcuZOnSpTmF8dVXX82yZcvGrdu0aROtra14jdMEQQiQC83iklcYK6V+qJTqUkrlvKzw2wF+Rym1Tym1XSl1afGHKeqeOrUAACAASURBVAhCoUjMCtXAunXraG5u5p577qG2tpZ77703a/1VV13F5s2bszLJ7e3ttLa2cuWVV2ad5Pfu3cuxY8doa2sr2/jLhcSrcKbIhWZxKSRjfA9w3STrr8frS30+8Cngu2c+LEEQzoB7kJgVKsjRo0d56qmn+OhHP8q8efO48cYb2bBhA729veE2bW1tDA4Osm3bNgASiQQ7duygtbWV1tbWrBN58Pt0FMZIvApFQC40i0deYay1bgd6Jtnkg8C92mMLMFspdXaxBigIwqkhMTv9mGoewvXr1+O6LjfddBMAN998M6lUigceeCDcJjgpB59p06ZNxONxVq5cSWtrK4cOHaKjoyPcZtasWaxYsaK8H6QMSLwKxUAuNItHMTzG5wCHMh4f9peNQyn1KaXUVqXU1u7u7iK8tSAIp0FBMSvxWj1MNQ/hvffey/nnn8+aNWsAuOaaa1i4cGGWnWLp0qUsWrQo/Ezt7e2sXr2aWCzG8uXLmT9/fta6K664AtM0y/5ZqgA5xwrj6Lcdbt9/jF7LyxDLhWbxKIYwzmVQ0bk21Fp/X2u9Smu9at68qq2LLgjTnYJiVuK18gzYDj853kNs7vwp4yF88cUX2bVrF2vXriWRSJBIJBgYGGDt2rVs3ryZPXv2hNu2tbXx/PPPo7UOb/sGBLd/Dx8+TEdHx0zObsk5VhjHlsQg/9/BTj7x2gFGHFcuNItIMYTxYWBxxuNFwNEivK4gCKVBYnaK8HBXL599/S0u/dVOlq5eU7UewvSIzX1f2cJ/fGkzf/+1fwLgjjvuoLm5Ofy56667ALKyxm1tbfT29rJlyxa2bduWJYyD27/PPfccMJo1n4FIvArjSLnetdGWviHuPNgJyIVmsSiGMN4A3OTPnL0c6NNaHyvC6wqCUBokZqcICcsBIK01TStWVq2HsOfYEInOJH0nB3nsFxtYvXo1zzzzzLifFStWsH79erT2TuqB2L399tvRWofWC/BO5Hv37uXHP/4xdXV1rFq1qiyfpQqReBXGkXZdAGoNg52Dw4BcaBaLvC2hlVL3A+8B5iqlDgNfAaIAWuvvAY8CNwD7gCTwiVINVhCE/EjMTh8GHZeIgqgyOGfVasATvZdddlmWh7ClpSX0EC5ZsqTsHsK+Lu/EfGjkVQaH+/jMZz7De97znnHb3XrrrXzmM5/h2Wef5b3vfS8XXHAB8+fP55FHHmHlypU0NDSE215yySU0NDTwyCOP8N73vpdoNFqWz1JuJF6F0yHlX1yeWxujM2UB+S80P/e5z8mFZgHkFcZa64/nWa+BPy7aiARBOCMkZqcPA7ZDg+8DbDj73NBD+Bd/8RcTeggDYVxOD2FfVxKl4Jc7HqcmWsfatR/Oud3HP/5xbrvtNtatW8d73/tewMty/eQnP8nKbgGYpsmaNWt48sknp/VtX4lX4XRI+1aKc2tivDKQBJALzSKRVxgL04ChE9B7EBatrPRIBEE4BQYdh4aIQcrVWFrT1tbGY489FnoIr7322nDbwEN49dVX09HRwa233lq2cfZ1D9Mwp4Z//tY9tP9oD4ab+6Tb1NREMpnMWha0jc7Fxo0bizpOQZguBFaKc2tiPHWyH8vVRA014y80i4G0hJ4JbL4b7sudwREEoXoZtF0aTJOYUqRdXbUewr7uYZrm1VLbGANgZNAq23sLwkwkmHx3bm0MDXSnvZh78MEH0Vrz7W9/e9xzNm7ciNaar3zlK+Uc6pRDhPFMID0IqcFKj0IQhFNkwHFoNE2ihsLSumonqyW6kjTNr6O2wcsUDw+ky/begjATybRSABxPy8VosRBhPBNw0uBaoHOWvhQEoUoZtF0aIgZRP2Oc6SEMPIMBmR7Cyy+/vGwewpEhi9SQzez5tdQ0+sJYMsaCUFLSWmMqWOgL466UnecZQqGIMJ4JOH7AuE5lx5GHW265BaUUt912W9byqdYOVxCKxaDjTb6LKoXtX9i2tbWhtZ7QQ6h9L3K5CCpSNM2rpbZBrBSCUA5SrktMGZwV8y5GJWNcPGTy3UzA8W9ruhaY1fknHx4eDifh3HfffXzrW98iEvHGmtkON/OEP7Yd7gUXXJC1rlLtcAWhWAw6Lo0Rg6ihwlun1TZZra/bm0zXNL+OmnovZsVKIQilJe1q4oZibiyCAWHJNuHMkYzxTMD1A8ap3sB56KGH6O/v54YbbqCrq4vHH388XLdw4cIp0w5XEIpJUK4tpgws7VZ6ODnp6/YyxrPm1mCYBvH6CMODFg/fuY0tP3uzwqMThOlJynWJGQpTKebHomHG+MTwCQ70Hajw6KY2IoxnAoEgdqvXg7Ru3Tqam5u55557qK2tzWobC17WuFrb4QpCKXC1ZtDxPcYZGeNqw0o5mFGDSNSrmVzbEKP/xAhH9iTYvfl42OVOEITikXI1McNL/CyIRzjuZ4y/s+073PbsbZM9VciDCOOZgFPdGeOjR4/y1FNP8dGPfpR58+Zx4403smHDBnp7e8Nt2traqrYdriCUgqTjZYiDcm1WlQpM19aY5uidmdrGKEf3JUDDUCLFiUNeRRytNbpKxb0gTDXSWhNXnoQ7Kx4NrRQD6QH6U/2VHNqUR4TxTCDTY1yFrF+/Htd1uemmmwC4+eabSaVSPPDAA+E2gcgNRG9mO9zW1tawHW6wTTnb4QpCKRhwvMmygcfYqlJR6TouRmT0VFLbEMNOjU70PbD9BK6refz7O9jwnVcqMURBmHakfSsFwIIMK4XlWow4I5Uc2pRHhPFMILBQVGnG+N577+X8888Pa7Jec801LFy4MMtOsXTp0rAdLjBhO9xgXTnb4QpCKRi0MzLGhiJdpRljx9EYGRnjoGRbTX2Us5bOYt/WTtrvf4P9L3dz8uhQpYYpCNOKTCvFwniUHsvh0EiatJNmxBZhfCaIMJ4JhBnj6vMYv/jii+zatYu1a9eSSCRIJBIMDAywdu1aNm/ezJ49e8Jt29raeP7558N2uJnlqgKf8eHDh+no6BAbhTDlCTLGDaZXx7hqM8a2i2lmZow9YTx3cQNvX7mA3uNJdm46SqzGJJW0xHMsCEXAq0rhxd2Hz5pDvWnwv3e/Rdq1SLtp3CqdrDsVEGE8E6hij/G6desAuOOOO2hubg5/7rrrLoCsrHG1tsMVhFIQZIwbIyaRKvYYj80YB7WM5y5q4DeuXsQf/J81/M+vXs6l170N19bYlpywBeFMSbuamF91aXFNjC8vW0h77yBHWPL/s/fm4ZHc1b3351dV3a1u7TMjzeKZ8YyNJ2CIMfbEC2DHDoSASYA4kOBwL4YbXggJWSA8b+DNvQk3yb3BCST3JSYkkOT18gA2mxOTEBZjzBDwgMcLM16wPZ7ds2gZjaRWL7X93j+qqtUtdUutVqu7Wjqf55FHqi5V/9Tu03XqW99zDgBFr9jG1XU2khivBSJvccw8xrZtc9ddd3HllVfyne98Z97XpZdeyp133llSmOI6DlcQVoJsmWKcNOKbGM/zGPdGinEvSin6NqQZ2JghlQm2F2fid+dKEDqNop71GAO8edMgAFl6g8ddSYwbJZ7THoTmUlKM239CKsw4/Pjbx7n8tefz+Tu+yPj4OB//+Me57rrr5u37nve8h/e+97088MADXH/99RXjcC+//PKa43Cvv/76lo3DFYSVYrpMMY5GQscR39OY1uwJemh7L/1DabZcNFCxXyoTnG6KOYeewVRL1ygIqw3b13QZsxekUYcKVwexKAV4jSOK8VrAi49ifPjHo+z72hGe/uFpPvWJf6QrkeGXbnhT1X1vuukm0ul0yW4B8RuHKwgrRaQYd4fFd3Ed8OG5GqNMuRrc1M1/+bOr6V3XVbFfV6QY59p/gS4InY5dVnwHYCpQQBRdYqVoHFGM1wIx8hhPnArGxz76zWO8/RX/A/1y0Hb17hH9/f3kcrmKbXEbhysIK8Wsx9ggoYz4Ft95Pqa1uMaS6p5VjAVBWB5Fv9JKoZQiaahZxVg6UzSMKMZrgRh5jM+eDto1TY7miSyT02clgAVhLtOeR0IpUoYR63Zt/pziu1rMWilEMRaE5WLr2a4UEUml8MLEWBTjxpHEeC0QtWuLgcd44tQM2y9eh5UwWLelGwimYwmCUEnW8+kNldiEUngavBgmx55bWXxXi5RYKQShaZR3pYhIGAoXUYyXiyTGa4EoIW6zYuzaHlPjBTbu7OON738Zr/+tS1AKshOSGAvCXLKuR084pCa6ZRpHO4XvVY6ErkUyHSjGBbFSCMKymWulAEgqA18HaZ0U3zWOeIzXAiXF2G7rMs6N5EDD4OZuNl3QD0D3QIqsWCkEYR5Zz6MnHJxhhcqQG0PF2Pd8DHNxjcUwFMm0hS2KsSAsC601Rb+KlcJQeKHeKVaKxhHFeC3gx6NdW1R4t25zd2lb90CKrFgpBGEe065PrxUoxolQGYqjz9hzNYa1uGIMkEpbYqUQhGXiatAwTzFOKIUfpnVipWgcSYxXO1rPjoJus5Xi7KkZlIKB4UxpW89gl1gpBKEK055Hd6jERl7CeFop/LqK7yDoTCFdKQRhedh+0LFmvscYtAqLXEUxbhhJjFc75S3a2tyubeJ0jr4NaczE7NuuZ11gpdAxVMIEoZ0UfU06TIzjrBgHHuP6TiWpjCjGgrBciuHnwFwrRUIBkhgvG0mMVzvlvuI2K8aFGZtMX7JiW+9gF67jy8lSEObglFWdx1kxrrcrBQSdKQoS64KwLKIpmHOtFJaaVYzFStE4khivdsqT4TZ7jF3br1CLIfAYA2QnJIgFoRxb+yWlOBEqQ3YMp9/V28cYIsVYrBSCsByKkZVibmKMJuqpIIpx40hivNopt0+0u12b42MlK6fc9awLE+OzEsSCUE7QpzT+HmOvznZtECjGcndIEJZHpBh3zbFSmEqLYtwEJDFe7cTIY+zaHlay8i3Xu64LgKlxCWJBKMfxdZliHCbGsfQY19euDQLF2HN8XMdb4VUJwuolqjWYb6XQJY+x9DFuHEmMVzsVHuP2KjWe42PNsVJk+pJk+pKcOTzZplUJQjyxdfw9xlpr/CW0a+uSsdCCsGyKNbpSmGh0FSvFu971LpRSfOADH5h3rNtuuw2lFAcPHpz3mOu6KKX4yEc+0sTVxx9JjFc75clw2xVjHytRaaVQSrH5BQOcPHiuTasShHji+LqkCFkxVYz9MFGvvytFOBZ6RhJjQWiUyEoxtyuFqfxZxTi0UuTzeb74xS8C8NnPfhbXldhbDEmMVzsx6krhOh5mcv5bbstF/WTPFpkaz7dhVYIQP7TW2HrWShEpQ3bMFGPfC9azlOI7QArwBGEZ1OpKYaLn9TG+5557mJqa4oYbbmBkZISvf/3rrV1sByKJ8WonJh5jrTWu45OYU3wHsPkFAwCcOih2CkGAWWU4Sojj6jH23eCWrllnu7aunkAxLsxIYiwIjVKrK4WBN1t8F3qMb7/9dgYHB7nttttIp9PccccdrV1sByKJ8WqnoitF+26heK4Pmnnt2gDWn9dDsssUO4UghERe4qhNWyKmirHnLk0xTvcGfczz05IYC0Kj2DUGfBj4gIWlLIpukZMnT3Lffffxa7/2awwNDfGmN72Je++9l4mJiXnH9DwP13UrvjxvbRbJSmK82vHjoRi7dnCFO7f4DsAwFJsu6OfM4alWL0sQYsnsiS+0UsRVMV6ilSLdGyjGuSl7kT0FQahF0a+8oxRh4qOVRU+yh4Jb4M4778T3fd7+9rcDcPPNN1MsFrn77rvnHfOFL3whiUSi4qurq2vl/5gYUldirJR6rVLqaaXUQaXUh6o8/g6l1KhS6rHw613NX6rQEDHpY+w5YWJcxUoB0D2YojAtJ8tmIPHa+ZQU48hKUVKM4zXgw/eWZqWwEibJLpO8xHoJiVdhqdSyUig8UBa9yV4KXoE77riDiy66iKuvvhqAV7/61WzZsqWqneKee+7hoYceqvjau3fvyv8xMcRabAellAl8Evh54ATwkFLqXq31k3N2vVtr/b4VWKOwHLx4TL6L+pZWU4wBUmlLWjg1AYnX1UFRR1aKSDEO4saNl2C8ZMUYAjuFJMYBEq9CI9TqSqF0kBj3JHs58eRxnnzySf7wD/+Qc+dmbYo33ngjt956K8888wy7du0qbX/JS17CC17wgorjrdUOFvVc5l8BHNRaH9Ja28BdwBtXdllC0/DjoRiXrBQ1FONUJoHr+CVlWWgYiddVgDPnVmlcFWMvLL6rd8AHBL3Lc+IxjpB4FZZMra4UBkEi253o59j9xwC45ZZbGBwcLH3deuutAFKEtwD1fJqdBxwv+/lEuG0uv6KU2q+U+pJSaltTVicsn/J2bTH1GMNsG6eCtHFaLhKvqwBbB/ES98l3ohgvG4lXYclEVorUHI8xOkiMu1QvZ75/hiuvvJLvfOc7874uvfRS7rzzTnSdnyfa83BHR5v6N8SZehLjap94c1/NrwI7tNaXAPcBt1c9kFLvVkrtU0rtG11DL3JbiZJhI9HWrhSRlaJaH2OAVHeQGNv5tXnrpolIvK4CIsU4pWLelWKJHmMICvAkMS7RtHgFidm1Qq2uFCpMjE8+dBI36/Le976X6667bt7Xe97zHo4dO8YDDzxQ1/MVDhzguV/8JXTM7litFPV8mp0Ayq9QtwIny3fQWo9rraP5g58BLq92IK31p7XWu7XWu4eGhhpZr7BUosQ4mWmvYhwV3yVqWylARsU2AYnXVcBsu7aYd6WI2rXVORIaQsU465Sm5q1xmhav4b4Ss2sA29cYzE7EjFChleIn33gco8vgzW9+c9Xfv+mmm0in09x+e81rrAq8bBZ/chI/l1vWujuFehLjh4CLlFI7lVJJ4K3AveU7KKU2l/34BuCp5i1RWBaRrziRaW9XisWsFOnQSiGN/5eLxOsqoDhnwIepFAazCXNcKHWlWIKVItOXBA2FrMQ6Eq9CAxR9v9TKsYJQMb75/7yfi//+YsxUdSGqv7+fXC7Hbbfdxjve8Q601vMK7wAsy0JrzR+84pUA+Nls8/6IGLNoVwqttauUeh/wDcAE/llr/YRS6k+BfVrre4HfVUq9AXCBs8A7VnDNwlKIPMaJdivGYVeKWlaK0qhYUYyXg8Tr6mCuYgyBamzHTDH2Sh7jpVgpoiEfdpAkr2EkXoVGsH1d6lRTQeQxtnoAKLgFuqzl9yKOlGJ/eho2bVr28eLOookxgNb6a8DX5mz747LvPwx8uLlLE5pC1KItkWmvx7iOrhQgHuNmIPHa+dh6fgP/hFLxU4xLXSmWYqUIh3xM26xfkVV1FhKvwlKxtZ7XkQIgaGwCphkkw9FY6OUSJcZenYqx1ho1tzCwg5DJd6udSDFuu8d4kT7G3ZFiLLdXBcGp0sA/Yaj4eYxDxXhpxXezirEgCEun6Pvzpt4BJbukoYIYK3rF+fs0gJ+bCf7Nziy679RYnn/8wPd4/pn5Y6c7BUmMVzslj3E6Fn2MzRqJsWkaWCmTglgpBKGkGCfKbpcmlRE7xTjqSrEUxTiyT+Sn5CJYEBrB9vW8jhQAWoeJsZkCAitFMyhZKWYWV4wnR/PYeZe9/3Ko7nZwcUMS49WOV1Z819bJdwtbKUCm3wlChO3Pt1JYxmx/47hQ6kqxBI9xKm1hGIqcKMaC0BCBx3j+xajvBwqxqYLEuFmKsY6sFNPTi6+tEJzDTx+a5MRTnakaS2K82vEcUAZYqfZ2pXA8DEthVKukDUllLIrSlUIQqhffxVAxnrVS1K8YK0PRJb2MBaFhCjW6UujwHK+MJlspZkLFuA4rhZ2ftU0+/r3nm/L8rUYS49WOZ4OZDAZ8tNFj7Nh+zR7GEamMJcV3gkB5A/9Kj3HsulI0MBIaIN2TJC9joQWhIfK+T6ZKzHlhu2sVeozzbr4pz+fng+PU064tUozXb+1haqw5z99qJDFe7fhukBSb7Z1859lezcK7iFQmIR5jQaBMMVblinEMu1I0MBIaoKtH7g4JQqPkPJ90tXZtfnAXxjCanBhHHuM6EmMnTIzXbelmerw5HudWI4nxasezg6TYsNo++a5WD+OIVMaSrhSCQFB1DpVWijh2pWhkJDRAV3dChvkIQoPkPU26imLsh4mxMoKWiM1IjLXroouBEu3VUXxn5z3MhEH/UJpizi0pyJ2EJMarHc8JEmMzMdu6rQ24jo9Zh5VCiu8EYXb0c1KVd6WIoWLsNqgYS2IsCA2T96srxq4fKLSa+hJjrTXOmZEF94lsFAD+dB2JcdEj2WXSuz7opZw92xyfcyuRxHi14zmzHuM2D/hILKoYJ3AKXmnMrCCsVaKuFOU1bXFUjP0G2rUBpLoTFGbcjm3nJAjtJO9V9xhHXSmUEcwFWCwxnr7vPg6++tW4Y2M194lsFFCnxzjvkuyy6B0MEuPpic6zU0hivNrxncBGYbbXSuE5Xs0exhHRWOioqlUQ1iqO1qQMVTE9KqFUKWGOC56nMeassx66uhNoX2MXJNYFYankfb+qlcILu1DocKjxYn2Mi089BY6Dc+ZMzX2ijhRQv8c4mbZKinEn+owlMV7tlHelaGO7Nsf2F+xhDNAVJsYF8RkLaxzH1xWFdxBMwYufYqwxltCqLaKrO7jVW8hKrAvCUtBaB4pxVStFoBA7GtJWelHF2D52HAB/aqrmPpFirBKJ+jzGhcBKkelPoQxF9qwkxkLc8NxZj7HvQptOrJ6zeFeKZCY4WYrPWFjrFPX8Bv5WDBVj3/WXXHgH0CUj4AWhIWyt8aG6Yhx6jB2t60uMjx8Lfm+ydmKs80FibA0N1ecxLrgkuoIhPj0DKbFSCDHED4vvwirVdvmMXdtfvF1bOrRSSGIsrHEc36+iGBs4MZt853l6yf5iEMVYEBolF/r6qxbfhVYK29d0mV2LJsbO0TAxnpqsuU+kGFvDw0vwGAd3h3vXd0nxnRBDPDvsY2yFP7fnRBS0a1vYSpGMEuOiJMbC2sbWmuScE18cPca+5y95uAdAV0+YGEtnCkFYEvkoMa4Sd65vo/CxfX9RxdibnsY7dw6oz0phDQ/jz8yg/YUvzgMrRXAu71mXEo+xEEM8d9ZjDG3zGbv1WCnCq0wpvhPWOo6vSXaCx9htTDFOZaLEWC6CBWEp5P1IMZ4fd47nYOJj12GlsI8dK32/kJWilBhv3Fjxcy2cgkcyHSrGg11kzxXxY3ZBvxiSGK92PDtQi80wMfbaZ6Uw61WMO7AhuCA0E0friuEeEIyHLiyi1rQaz1uex1gUY0FYGpFiXK1dm+3bmPg4viadWDgxdo4fL33vLaQYz0SK8VDw8/R0zX09x8dzfRIlxbgL7WvyU+2bodAIkhivdnwnUIvDvobtUIy11njO4h7jRKgYO5IYC2ucYhXFuM8ymXZ9/Bipxn6DHmPDNEimLUmMBWGJ5EP1tZqVwvEdTKXrVIyDxNgaHq7LY5wYHg5+XsBnHNkgIytF1IK10wrqJTFe7UQDPkqKcetPRJ4TXOEuNhLaNA2shCFWCmHN4/jzFeM+00QD2RgNwPFdv6HEGALVuCiJsSAsifwCxXeBlUJzomCzx3gDk55V8zjO8WOY69djbd6Ev5CVIp8H08QcHATAWygxDs/dkS2ylBjnJTEW4oTnBFaKNnqM3SgxXmQkNEAibYmVQljz2Nqf166tL4yfKTc+F46+pxuyUoCMhRaERih5jOcoxlprbN/GUprvT2QZZSMTDNU8jn3sOMmtWzH7+he2UuRyGJkMRk9v8HN2pvYxC3MU43TUgrWz4lwS49VONOCjjR5j165PMYbgSlOmYQlrnaD4rjJe+sz4JcaetxzFOCHt2gRhidRq1+bq4NxuhVYKgIKurRjbR46Q3LEDs6+vlBh7U1M89wuvJffoo6X9/NwMRiaD2dsT/DxnyMfJZ8/x73+3H9/zSzbIRLpSMbZFMRZihe+23WMcXUUmUosrxskuUYwFwa5ipei34pcYB10pGjuNpEQxFoQlU6tdW9EN+gWXD6Is6ETVY3jZGdwzZ0hecAFmfx/+ZOAxtg8dwj56lOx3v1vad1YxDhLjuerykf1jHNk/Rm7KKbNSBPlGVFAvHmMhXnj27OQ7aIvHOFKF0j3JRfdNps2Ou7oUhGZj6/nFd70xTIw9T2M2MBIaAsW4006YgtBucn71rhSf+vGnAOixUqVtjkrh+fM/L+wjRwBIXrATo68Pb3oa7fs4o6MAFJ56qrRvlBhb69eDaeKcPFlxrKmwT3E+a5dZKULFOC0eYyGOeOHkOzNMStsw+S5KjKOm/guR7LKk+E5Y8zj+/JHQfTFMjBsd8AFh8V3OxY9RMaEgxJ1qxXcPnnyQO568g5teeBPrU32l7b7RTcGbP2DDPnwIgNTOnZh9/eD7+DMzeGNjABSefLK0r54JEmOVTJLYeh72kaMVx5oeDzpf5Kftkg0yUorNRFhQ32EXwJIYr3airhRG+ybf5bNBD8O6E2OxUghrHLtKH+MoMZ6MUWLsuRqzUY9xjwz5EISlEhXfdZV9Pvzo9I+wDIsP7v5gxeeGNrqrtmwrHjoEpkli+3bM/iCR9iancEPF2BsdK30fKcYAqR07sQ8frjhWpBhPPX2E4nTwXJGVAiCZsUQxFmKE54KTg0Rm1krRBo9x5COsLzE2JTEW1jzVJt/1hd0fpmOUGPvLKL5L9wZ3sfLTndX8XxDaSd7zSRsGquzzYSQ3wlB6iKSZLBXtKjS+0U3emZ8Y24ePkNh6HkYyidEXJMb+1GQpGYZZO4Wfz6MyaQCSO3diHz1aGgttF9zSHeHnP3UbUw89hlKVhfaptNVxlilJjFcz546C9hhNbJlt19YWxdjBShokFpl8B0G7NifvoWM0xEAQWo2tfRJzqs6ThkHaULFSjH1XYzTYrq27P0iMcx02FUsQ2knO80nPuRgdyY0wlAlas0UWrO1JN1CMvSqJ8aFDpHZeABBYKQiK6tzRMRJbtwJQ5GEaWAAAIABJREFUeDJMjGdmSopxcscOdKGAe/o0ANPjszYN2+qmMDaJ32XyoS8fYO+hcSDoTGHnO6vIVhLjVYw7dhCALx1OBb2MoW0e43rUYggUY9/XpaEggrAWsasoxhAU4E278YkN3/MbtlJk+oIiIUmMBaF+8r4/r1XbaG6U4XQwmS5hKAYsk/NS1a0U2vOCVm0XhInxHCtFcudOEtu3U3jySdyxMdyREZLbzwcCxRhmi/fKE2Mn0UtxMseplObufcd566f3cseDR0imO6/IVhLjVczU8z8B4MGpgbYqxoWsU1dHCpj1JkkvY2Et4+j5xXcQtGyb8uITG57XeLu2TF+oGE9KYiwI9ZL39LyOFCP5WcX4rZvW8X/v3MSAaQZWijmJsXPqFNq2Se7cAYAZWim80EphDQ2RuewyZvbuJfvAAwB0v/IVQKAYAxRDn/FUWHiXNm3sZA8zbpJcJljbtnVp/uXR50mJx1iIE4UzB8nqLvaNmviqfX2M80tRjNOd2RBcEJpFMMFKk6ihGE858UiMPc+nmHNLTfyXSqLLxEoY5KaKTV6ZIKxe8r5f0cM47+aZtqcZzgSK8c+t7+O/bR1iIGmhjW5ydmViHHWVSJ4fqMBGZKU4dw53fBxraIi+19+APzXF6Cf+FnPdOrpe9CIArOEhjEwG+/ARICi8s5IGPe44TqKXXNcQM8ohZRm84sINHBnPkUpbHXc+l8R4NXP2OY7oTeRsn1PZ8I3ZFsXYpqu7fisFIAV4wprF06Ah9orx9HgB7Wv6hzMN/b5Sikx/UqwUgrAE8p5PpsxKMZYLWqwNpSvHP69LJECZTDiV7dqc48eAssS4OwOWhX3oMHge1oYNdF99Nea6dbgjI3S//OWo8PmUUiR37Ji1UowV6F2fxpoeI989jJ0aYMItct5gmguGujk7Y2MnFcWc21F1Q5IYr2LSU0c5ojcB8NR0UFXK1PMtX0dgpViiYixWCmGNUtSBh7imYhyT4rvJ0UCJ6h9ON3yMTJ8kxoKwFOYqxiP5EYCSlSJiQzLw8J91KsUw++gxVCqFNRTsr5Si6+KLmf72twGwhoZQlkXf614HzNooIlIXXUThqafwfZ+JMzl6BxJYkyM4ZiZ8Ppttgxl2rO8OftYevqdx7fjURiyGJMarFc+hr3iSM9Z5KAVPjAO9W2D06dYuw/WxC94Siu/ESiGsbRw/UFZqKsZxSYxHcgD0Dy0nMU5JYiwISyBq1xYxmgtarEXFdxFDyS6gSmJ8/DjJ7dtKKjBA76tehR+OeraGg4R58G1vo/uVr6T3uusqfj99+WV44+M89pUDTJya4bxhj6Q9XXp8xIWtg2l2bggS41EvOJdXK8DTWnP0ne/k3Je/XP8L0AIkMV6tTBzFxMfu38n56zI8fWYKhna1PDGOehhHPUsXI5kOrBSOWCmENYqjo8R4/sdzrxmnxDhPImWWiugaIdOXlOI7QVgCQbu2MsU4V0MxTgWJ8Tmn8lzqHDtGYtv2im29r35V6ftISU5dsJPt//gZzIGBin0zu3eTSw/xw2+PseOn13NB5hQJJ0iMi2imjQTb1mXYti6DUnCmGOQAxSot2wpPPEnuwb1Mff0b9b8ALUAS49XK2WDkox7cyU9t6uUnp6Zh6IVBYtxCr09pHHTdHmOLbO9zPHlw/0ouSxBiix0pxlWsFP2WScHXFP3235acHM3TP5yuGDSwVDL9SQozDl6MWtAJQpzJ+35FV4rR/CgpM0Vfsq9ivw2hYnyu7EJaax0oxtu2VeybvOCCUscJa8OGBZ8/uXMnZ7ddia8V17x1F5Nf+hJdgWsDOxUk4Zt1ga6EyXkDaU7lgwvfamOhs/cH9o3C/v2x8iBLYrxKcZ77Lo42sTZfzCVbBzg0NsNU74XgzMDkiZatIx8mxvV6jF3fJp95nscPPUQul1vJpQlCLIkS47kjoQF6w2EacVCNJ0fzy7JRwGzLNpl+Jwj1MddKEU29m3uBOpgIbInT7mzC6Y6MogsFEudXKsZKKfrf9CaSO3ZgpBeOaaUUU+ddSsY+i/rxg+QeeojhGwM/sj0YxPOG54MZCjs3dPP8TNB1plrLtun7vg1K4U1O4pxoXV6yGHUlxkqp1yqlnlZKHVRKfajK4yml1N3h4z9USu1o9kKFJaA1PHEP3/N/mo3DG3nNxRsBeHBqffD4WOvsFCXFuM7E+NCR50CB57vs3bt3JZe2apF47WzsUDmpVnzXbwVWo3YP+fA9n6mxPP1DjXWkiIgsVmvdZywxK9TL3OK70fxoqVVbOf2J4LMiW/ZRUepIMcdKAbD+Pe/mgq/9+6LPr33NWXMj/eNP8fwH/oDkzp1sfFOQGOcHgqR64MlHAdixvpvjUwU0ep7H2D5+nOIzz9D/hl8Kfnd/fO4SL5oYK6VM4JPA64CLgZuUUhfP2e03gAmt9QuAvwFuafZChSVwYh+J7PP8m3cVWwczvGC4h50buvmXE73B4y30GReywQmvVmKcLbr89bee4b//ywH+6hs/4Ys/fA68JEM9W9m7dy+nw9GTQn1IvHY+TmiTOHE2xxMnJyse6w0T43aPhc5OFPE9vayOFADpvuBzYS37jCVmhXpxfI2rIaWg6HoU3AJHJ4/O8xcDZAwDpV2y3uwFtn3sOADJ7dvm7a+UqijIq8X4ySy2a7Bx0GPgxl9m6ydvJbMuQ6rbIttlkNYuyX0PAnDhUDfZostJ059XUD/2D/8AhsH63/xNVCpF4cDjS3otVhK1mK9DKXU18BGt9S+EP38YQGv9F2X7fCPc50GllAWcBob0AgffvXu33rdvX83n/bv/8xGc/PwZ3xD0+AwOvIi3TVfustBf2qhLbqFjlv/1jbpndD0L0+ArxYneQZ5avx0Dnw0zY6SnspznztDtedgO5G2HC42TeCqBnRjEUwnAXMJq6nuVor/VR+MWNZ4DmT5j3j7TnsmxfBrbNzAMje8rNJBRPhtVloSRR6FJplKYRrBOpWav5hp3NrYeM5Hktz/4pwvuo5R6WGu9eznP0654/eId/8DJE4caXnc98aFK/5mNrfmfAwscaclBuJR3mJ53eLXIk2o0OEFC6CsDO5nCVgYH+zeyb9tL+eXH/o2dk8chkQJD4aM4MbCNL73wVbz2yMOcPzUaviY+1Z5Ko6r+BeW7qbKtwf4LfqKV/nGdYGx7ssvEsFTl474fjJ5XRhCwygj/h2l8FK5WONrAc218X6O1wjAtEgZ0WT6e77HOm2CAKXIqw4zVj2N2o8rXGy1TVf5BuuxHjQIV/lvx15b/1bX/H7/iutez+6pX1ny8GfEaHqflMfvsU4/xH//6hZpraqbbU0NDH9YNnzMb+p1aC1z8aDV/t8avVt889xgaPA+t/eAx0wJDYZsWd158PS9/8ge89NAB8v0ZCpZHf2KAtJWCMIKDaNb8w8XXsXHyFNecfJqkD2pmBmwbtWEDCoWPj++BT/BcngZXQ8IwSCgTF7BdwPdJ4WGZGkP76CLoTAKXoO86ClySPDfTy4Aq8KLcERgawM0W+bHejFYG21QWw/Dp8j1M00PN5PC7ujlHBq09ktrB6umiS/koXHzXw7BMLBTKVBhQsotUew2HN57HW9/xvgX/X9Ubs/WMLDoPOF728wngylr7aK1dpdQksB4Yq+P4Vblk6lu80o/PFURHUGThV7z8/3armj4YQIpgbdWox2GxChpUPFncDiycGDeJtsTrmdM/4vfsLzX664JmNkYKwJnw++45+2Xhz/d9omXLWpAE4IVfjaCovC7XwNzC9Whb6+cS8ZffmlkwMW4iLY/Zb/z7l/jdwicb+VWhHZSdA//7j/4m+KbcPeEDVW66/NZjf1+5IRl+FebvW8Fcp5aasz1J9fNyquxxp+znavRV2Tb3mM6cfxfgn07/IrBwYlwv9STGi4kO9e6DUurdwLvDH7NKqcXu6W9gGSfrJhOntUC81iNrqU7ZWh6H/7mobHJ+E56zbfH6O/F67SFe65G1VCdOa4GK9fwtf/jHf7vQvs2IV2hTzP5O8E+cXn9ZS3XitBaI13rK1vI53vXhzy22f10xW09ifAIoN6RsBU7W2OdEeJunHzg790Ba608Dn65nYQBKqX3NuFXVDOK0FojXemQt1WnTWiReQ+K0HllLdeK0FpCYbSeylurEaS0Qr/Ws1Frq6UrxEHCRUmqnUioJvBW4d84+9wI3h9+/Gbh/Ie+TIAgrhsSrIHQWErOCECMWVYxDP9P7gG8QOML+WWv9hFLqT4F9Wut7gX8C7lRKHSS4in3rSi5aEITqSLwKQmchMSsI8aIeKwVa668BX5uz7Y/Lvi8Ab2nu0oAl3BJqAXFaC8RrPbKW6rRlLRKvJeK0HllLdeK0FpCYbSeylurEaS0Qr/WsyFoWbdcmCIIgCIIgCGsBGQktCIIgCIIgCMQ4MV5sROYKP/c2pdR3lFJPKaWeUEr9Xrj9I0qp55VSj4VfN7RoPUeUUgfC59wXblunlPqWUurZ8N/BFqzjp8r+9seUUlNKqd9v5euilPpnpdSIUurxsm1VXwsV8InwPbRfKXVZC9byV0qpn4TPd49SaiDcvkMplS97jf6+9pE7D4nXivXEIl7D521rzEq8xhOJ13lrikXMSrwuupbWxKvWOnZfBAUIzwEXELSK/jFwcQuffzNwWfh9L/AMwajOjwAfbMPrcQTYMGfbXwIfCr//EHBLG/4fnSboC9iy1wW4FrgMeHyx1wK4AfgPgh6gVwE/bMFaXgNY4fe3lK1lR/l+q+lL4nXeemIXr2X/n1oasxKv8fuSeK26ptjFrMRr++I1rorxFcBBrfUhrbUN3AW8sVVPrrU+pbV+JPx+GniKYPJQnHgjcHv4/e3Am1r8/K8CntNaH23lk2qt9zC/f2et1+KNwB06YC8woJTavJJr0Vp/U2sdze/ZS9CTdLUj8bo47Y5XaEPMSrzGEonX+mh3zEq8tile45oYVxuR2ZbAUUrtAF4G/DDc9L5Qxv/nVt0OJZhw9E2l1MMqmGwEsFFrfQqCDxoqB0S2grcCny/7uR2vS0St16Ld76P/RnBFHbFTKfWoUuq7SqlrWriOlabdr3MJidcFiUvMSry2l3a/ziViEq8Qz5iVeF2YFYvXuCbGdY2/XPFFKNUDfBn4fa31FPAp4ELgUuAU8PEWLeUVWuvLgNcBv62UurZFz1sVFTShfwPwxXBTu16XxWjb+0gp9UcEk98/G246BWzXWr8M+ADwOaVUtWnxnYjEayWxilfomJiVeG0NEq/ziVXMSrwu8sQrHK9xTYzrGZG5oiilEgRB+1mt9VcAtNZntNae1toHPkNwS2rF0VqfDP8dAe4Jn/dMdNsi/HekFWsJeR3wiNb6TLiutrwuZdR6LdryPlJK3Qz8IvA2HRqgtNZFrfV4+P3DBB6/XSu9lhYh8VpGDOMV4hWzEq/tReJ1DjGMWYnXGrQiXuOaGNczInPFUEopgklDT2mt/7pse7l/5peBx+f+7gqspVsp1Rt9T2A+f5zKEaE3A/+60msp4ybKbvG043WZQ63X4l7g7WH17FXAZHRLaKVQSr0W+EPgDVrrXNn2IaWUGX5/AXARcGgl19JCJF5nnzOO8QrxilmJ1/Yi8Vq5njjGrMRrFVoWr4tV57Xri6Di8RmCzP+PWvzcryS4JbAfeCz8ugG4EzgQbr8X2NyCtVxAUDX8Y+CJ6LUA1gPfBp4N/13XotcmA4wD/WXbWva6EHxYnAIcgivW36j1WhDc6vlk+B46AOxuwVoOEviuovfN34f7/kr4/+/HwCPAL7XyPd2C94XEq45fvIbP3baYlXiN55fEa8V6YhWzEq8LrqUl8SqT7wRBEARBEASB+FopBEEQBEEQBKGlSGIsCMKaRil1k1JKz61EV0ptDLefqfI7vx0+9pLWrVQQBEFYaSQxFgRhrfPd8N+5LZquBXLAsFLqhVUeGyfwtQmCIAirhLZ5jDds2KB37NjRlucWhDjy8MMPj2mth9q9jmqs9ng9cOAAqVSKXbtmO/wcO3YM27YpFAps3LiRoaHZ/zX79++nu7ubCy+8sB3LFWJAnOMVVn/MdipHjhxhfHyc4eFhtm2b7XZ29uxZDh8+zK5du+jt7S1tdxyH/fv3Y1kWL33pSyuONTIywvHjx7n44otJp9Mt+xs6lbpjthVVltW+Lr/8ci2sLj73uc9pQH/3u9+t2H769GkN6OHh4Xm/c+utt2pAHzhwoFXLjC3APt2meFzsa7XH6zvf+U7d09OjHccpbbvkkkv0Lbfcom+++Wb9tre9rbT9mWee0YD+67/+63YsVYgJcY5XvQZithPJ5XK6r6+vdD4s/7x5/vnnNaD/7M/+rOJ3vvCFL+hMJqMB/dRTT1U89qu/+qt6/fr12vf9lqy/06k3ZsVKITSNn/3ZnwVgz549Fdv37NlDJpNhZGSEn/zkJ/MeW79+PS9+8Ytbtk5BmMu1115LNpvlkUceAeDcuXM8/vjjXHPNNVxzzTUV7+no+2uvbftAO0EQOoh77rmHqakpbrjhBkZGRvj6179eemzLli1ccMEFVc+fP/dzP8eFF14477Hvfe97XHPNNQStoYVmIYmx0DQksIVOJUpyo/fn9773PVKpFJdffjnXXHMNx48f58iRI6V9+vr6uPTSS9u1XEEQOpDbb7+dwcFBbrvtNtLpNHfccUfF4z/7sz/Lgw8+iOu6pW179uzhmmuu4ZWvfGXF+fPZZ5/l1KlTcoG+AkhiLDQVCWyhE7ngggvYunVr6f25Z88errzySpLJJLt27WJ4eLjisVe84hWYptnOJQuC0EGcPHmS++67j1/7tV9jaGiIN73pTdx7771MTEyU9pE7V/Fg0cRYKfXPSqkRpVTVEYThOMBPKKUOKqX2K6Uua/4yhU5BArv9SMw2xrXXXst//ud/orUuXcxFRBd1J06c4MiRI/KeFZqGxOva4M4778T3fd7+9rcDcPPNN1MsFrn77rtL+8idq3hQj2J8G/DaBR5/HcFc6ouAdwOfWv6yhE5FAjsW3IbE7JK59tprmZiYYO/evTzyyCMViXF0Uffd7wad3SI/vSA0gduQeF313HHHHVx00UVcffXVALz61a9my5YtFXYKuXMVDxZNjLXWe4CzC+zyRuCOsOhvLzCglNrcrAUKnYUEdvuRmG2MKNn96Ec/ita6dAKDQDF+9tln+cIXvkAmk2H37t3tWqawypB4XRk+//nPo5SaV9dy5swZlFJs3Lhx3u988pOfRCnF449XFe8b5qGHHuLJJ5/kxhtv5Ny5c5w7d47p6WluvPFGHnzwQZ555pnSvnLnqv00w2N8HnC87OcT4TZhjSKBHXskZoFj+SIfeuYEY3bgh3/hC1/I8PAwX/3qV3nZy15GT09Pad/o569+9atcddVVJBKJdi1bWHtIvDZAO7skzUwW+cmDpzjwwAk8z+f2228H4JZbbmFwcLD0deuttwJUqMZy56r9NCMxrtZOoOrUEKXUu5VS+5RS+0ZHR5vw1EIckcCOPXXF7GqO16Lv864njnDb82P86XPPl7Zfe+21aK0r3rMApmly9dVXo7WWizmh1cg5dgnMeB4//f3H+dBYge07d7alS9IPvnKQb9/+FHvueoaDj57irrvu4sorr+Q73/nOvK9LL72UO++8Ex0OW5M7V+3HasIxTgDbyn7eCpystqPW+tPApwF2797dnpF7woqzWGC///3vl8BuL3XF7GqO1785cob903leOdDDF05P8Oub13PVQA9f/OIXa/7ON7/5zRauUBBKyDl2CYzZLqO2yzfHp0j99GU8eP83cF0XywrSnT179vC2t72N9evXs2fPHt797ncDze2SZOdc+ofTTI7m+Zcv38v4+Dgf//jHue666+bt+573vIf3vve9PPDAA1x//fUVd64uv/zymneurr/+erlztUI0QzG+F3h7WDl7FTCptT7VhOMKHYrcko49az5mD0zneUlPmtsv2cmgZfL5UwtZPAWhraz5eF0KWc8HIKEUyUsua0uXJNfxSfckGdyY4Z5//wK9vb285S1vqbrvTTfdRDqdLtktojXInav2sahirJT6PHAdsEEpdQL4EyABoLX+e+BrwA3AQSAHvHOlFivEj6P5Iv/v0TM8eC5LyjD43fM3cuPGQa699lq+9KUv1Qzsb33rWxLYK4TE7OJ4WpM0FN2myaZUginXa/eShDWKxGtzmQ5jeTBhol56ORAkvVdccUVFl6T169eXuiTt2LGjqV2SXNvHShr0ru/lva//c27+i1fU3Le/v59cLlexTe5ctZdFE2Ot9U2LPK6B327aioSO4hf2PUPB93nV+j6O5W1+68mjnCzYEthtRGJ2cRytSYQ+wh7TLJ1MBaHVSLw2l9nE2CK7ZWupS9IHP/jBml2SosS4WV2SPNenq9tiaHsvzz50hvy0Tbo3uezjCq1BJt8JDeNpzTnX433bN/JPL9nJf1y+ixf3dHH/2el2L00QFsTVGitKjC2jdPtVEITOJorlQcvECS0Hre6S5NoeZsJgaHsvAKPH5ZzYSUhiLDSMG1bRJo0gwbAMxaBllbYLQlypSIxNkxlPFGNBWA2UK8aOr9vSJcl1fKyEyYatQX3N6DFJjDsJSYyFhnH9IAE2y1rbWErh+JIYC/HGEcVYEFYl02Esr0sEinE72p+5jo+ZNOjqTtCzLsXZkzNNOa7QGiQxFhomUoYTZS0fLUPhiWIsxBzX1yTCT78e0yArHmNBWBVkXQ8F9FkmrtZt6ZLkOT6WFXzApNIWri0X3p2EJMZCwzhh/lupGAdqnCDEGWeOlSLr+aUG+4IgdC5Zz6PXMkgaRulc1Or2Z67jYSWD9MowDTy5I9VRNGPAh7BG8UqKcaWVQjzGQtzxNGVWChMN5Dyfbmv5FemCILSPaden1zSxVBDnWuuWdknyfY3vasxE8FlimArflcS4kxDFWGiY6GrcKkuME5IYCx1ApWIcfAyKz1gQOp9pz6PHMkuCTavvYHphEmyFXi3TMvBcOSd2EpIYCw0TKcblVgpTKbFSCLHH1ZqEMTcxFp+xIHQ6Wden1zRKF74tT4xDP7GZiKwUCl8uujsKSYyFhikV3xllirGh8CQvFmJOZR/j4JanKMaC0PlMex49plk6L7W6S5LrBBfY5YqxLyfFjkISY6FhnJJiPLstIe3ahA7A9edbKWT6nSB0PtOuR49ltM1K4TqVVgrDVGKl6DAkMRYaJroITsyxUojHWIg7FSOhQ8V4RhRjQeh4ZjyfXmtWMW71+chzIitF8LkSKMby2dJJSGIsNEykDEvxndBpeFqX7nSUPMaiGAtCxzPtemFXijZZKUKP8Wy7NlUqyBM6A0mMhYbxqnSlMFXrr9AFYalUKMameIwFYTXga03W8yusFK12MXhupcfYEI9xxyGJsdAw0q5N6ES01rg6mNIIwUhokMRYEDqdnOejoVIxbrXH2J5jpRDFuOOQxFhoGLdKYmwZCjdsqi4IcSQSb6L3bcYwMBArhSB0OtNhy8V2eoznFd+JYtxxSGIsNMxsYjy7zWrT7StBqBdnzsRGpRTdpiF9jAWhw5kOldkec9ZKYberXVvoMTZNhSeJcUchibHQMFHyaxmVVorgMfkgEOJJtTsdPZYpVgpB6HCii9vyyXdt60phlSnGYqXoKCQxFhrGrdKVwpLEWIg5VRNj0yArJy9B6GiiGO41jfYN+Ch1pZj1GPueFnthByGJsdAw7pxb0iCJsRB/SomxUZ4Ym2KlEIQOp9xj3K5z0fwBH8G/4jPuHCQxFhrGLU2+qyy+K39MEOJGpCAlKqwUohgLQqcTTa8s9xi3uivF7ICPyEoRrEM6U3QOkhgLDVO1K0X4rYyFFuLK7AXd7DZRjAWh84nqBHots20ijet4KBUM9gAwRTHuOCQxFhpm4a4U8iEgxJOoaLRcMQ66UoiiIwidzKxibLaxK4WPmTRR4fOb4QlSEuPOQRJjoWFKXSlUta4U7ViRICxOtcE0vZbJjCjGgtDR2H4w6j1hqLZ2pbCs2dTKCL8XK0XnIImx0DCl4jtDiu+EzqHa+1a6UghC51P0NcnwHFTqStGG4ruohzEEXSkAfLkj1TFIYiw0TNXiO0mMhZhTvV2bia01RV9OXoLQqTjaLyXEpXNRi60Unu2VCu+gXDGWc2KnIImx0DBuler+dl2lC0K9VOu/nTLa40cUBKF52L4moYK0pl1dKVzHL7Vqg9kiPFGMOwdJjIWGcaooxtH3niQYQkyZOxIaICmJsSB0PI7WpVi22tiuzUyYpZ+jrhSiGHcOkhgLDeNVSTDadZUuCPVSrV1b0gg+Cm0tqo4gdCqBYlzpMW61lWKeYhx1pZAaho5BEmOhYZwq7dqiZEMSYyGuVJvY2K7WToIgNI84KMau7VUkxtLHuPOQxFhoGE8HibCqkmDIZ4AQV6LhM+UjoVPijReEjscp60qRbJeVwvWrF9+Jx7hjkMRYaBhX64oCJhArhRB/oos2q0rRqCjGgtC52FqXYrl097LVVgrbx0qWeYxLVgr5bOkUJDEWGsapkhibRqQYy4eAEE+qFd+JlUIQOp9AMQ7SGqWCIR+tHwk9tyuFKMadhiTGQsN4CynGkmAIMaVaH+NUWHwndzoEoXMp+v68gVPt6UpR5jEWxbjjkMRYaBgnHL9ZTqcO+PALBUY/8Qn8QqHdSxFWmGqJcXRBJwM+BKFzcfSsxxggYbT+XOQ6XtU+xqIYdw51JcZKqdcqpZ5WSh1USn2oyuPvUEqNKqUeC7/e1fylCnHD05W3o6FzE+PcD3/I2N99ivwjj7R7KctG4nVhSt1UypSlqJJd7nQIrUbitXk4vp6vGLcwprXW4UjoWY+xIV0pOg5rsR2UUibwSeDngRPAQ0qpe7XWT87Z9W6t9ftWYI1CTKnmMY5at3XaLWnnzBkA/GKxzStZHhKvi1NtYmNMB2qQAAAgAElEQVRSulIIbUDitbnYZe3aIIjxVsa072nQYFrlVoowMZY+xh1DPYrxFcBBrfUhrbUN3AW8cWWXJXQCVT3GpeK7dqyocdwzIwDoot3mlSwbiddFqDbgY9ZK0WFvXKHTkXhtIk7ZgA8IzketTIxdJ0h+rWQVK4V4jDuGehLj84DjZT+fCLfN5VeUUvuVUl9SSm1ryuqEWFNdMe5M5c0dCRRjbXe2YozE66JUG/AhirHQJiRem0h5uzYIYryVk+9c2wOoHPAhfYw7jnoSY1Vl29x32leBHVrrS4D7gNurHkipdyul9iml9o2Oji5tpULscLWu8GlCmce4w5Q3ZyRQjDvdSoHE66I44atRmRiHI6Gl+E5oLU2LV1i9MVsv5QM+oPVdKVw7UozLPMbSlaLjqCcxPgGUX6FuBU6W76C1HtdaRxnFZ4DLqx1Ia/1prfVurfXuoaGhRtYrxIhgwEfltk4tvitZKeyOt1JIvC5CdNFmlifG0sdYaA9Ni9dw31UZs/Via5+EMZvWtLqPsesEinHF5LvIXiiKccdQT2L8EHCRUmqnUioJvBW4t3wHpdTmsh/fADzVvCUKccX1qWml6LzEOLRSdL7HWOJ1EUpWCqPSiwjBrVhBaCESr03E8TWpcsXYUDgtzEcjxThRphgrpTBMJYpxB7FoVwqttauUeh/wDcAE/llr/YRS6k+BfVrre4HfVUq9AXCBs8A7VnDNQkxYcMBHByUYvm3jTUwAne8xlnhdHFdrFJWKcXQylXZtQiuReG0u1TzGjm5dZuxFinGyUnM0LANfFOOOYdHEGEBr/TXga3O2/XHZ9x8GPtzcpQlxx9F6Xh/jqNK/kxRjN/QXw6qwUki8LkK1otGSYiyJsdBiJF6bg9Yae25XihZ7jJ0qijGAaSq8TmvVtIaRyXdCw3haV6huENw2slRnFd9FNgpYFcV3wiK4C9zpsFuoLgmC0DzCFsKVfYwNRSvbB3thYlzuMYZQMZY+xh2DJMZCw1RTjCEqeGjDghqkQjHufI+xsAiu1sw5b6GUItniKVmCIDQPu0obxlZ3pXDCdm2iGHc2khgLDeNWUYwh8G52kpUimnqnUim0KMarHsefrxhDoC4VO+h9KwjCLE7YanHu5LtWnos8p/WK8SNTMxzLy3mrmUhiLDRMNeUNWu/rWi7umRFUKoW1fv2q8BgLC+Pp+d1UAFKGKMaC0KmUFOPydm0tnny3oGK8QrdRf/OJo/zl4dMrcuy1Sl3Fd4JQDVdTUzH2OikxHh3FGh5GWRZ+h3elEBZnIQuQFN8JQmcSXdTOHfDRynqXkmI8tyuFuXJdKc65LieLzooce60iibHQMO4Ct6Q7STH2zp3DHBhAO454jNcA1YrvIHjfSvGdIHQmTrX+5Eq1tDd5pBhbVmVibFoKfwU8xlprsq7PiC2JcTMRK4XQMG4N5c3qMI+xNz2F2duLSiXFSrEGqJUYp5QhVgpB6FDsWopxKz3Gto+ZMFBG5eeLYRp4ocd49Pg0zz0yUu3Xl0ze1/jAaVGMm4okxkLD1Cq+a7Rdm9aa/IED6BYn1f7kFEZ/H0ZSiu/WAq7WWEYtxVgSY0HoROwqinGyxXUDru1hJeenVeWK8Y/vO853P/90U55vxgsU6qznM+N6TTmmIImxsAwWUowbsVLkH32MI2/5VQr79zdjeXXjTU1h9vWjkknxGK8BHL/6+zYpHmNB6FjioBi7jo+VMOdtN6xZxbiQcyjMuE0RgGbKfMtnbHfZxxMCJDEWGiYovpu/PaEUjdip3JGgbZpz6tQyV1Y/Wmu86WnMvr6wXZtYKVY7wZ2O+dtbrS4JgtA8Ztu1lXWlaHGHpJqKsTmrGBdnXLSvsfPLT2SzZSrxGfEZNw1JjIWGcefMpY9oVDH2zk0G/05MLHtt9aLzeXAcjD7xGK8Vat3pCPoYS/GdIHQiVQd8GPFRjKOuFMUwIS7MLD+RzZYrxuIzbhqSGAsNU9NjbDTWrs2bmgqO22Bi/MN7D/HDew819JxmXz9GMike4zWAU6P4LinFd4LQsZTatc3pShEHj7FR1se4mAsS2MLM8hXjSiuFJMbNQhJjoWEW9Bg38GHkT0WK8bmG1nN4/xjHnhhf0u94k2Fi3N+HSqbEY7wGqDXgIynFd4LQsVRr12YphQ8t66vvOn4NK0WZYpyrTzH2fI23yHk065VZKYriMW4WkhgLDVOr7VWjBQ9RkuqdPdvQevJTduk2Vb3405FiHHqM5ap71eP41S1ASUOK7wShU6lWfBcJN61SjV3bx0pWs1IEirHreKUhIIXswueaP/jCY/z+3Y8tuM9MWNCXUEoU4yYiAz6EhtBa11TeEkox4y/dq+lNNu4x1r4mn3WWXOkbWSmM3j6UWCnWBDUHfLT4tqsgCM2j6oCP8PtW+Yxd28NK1FaMI7UYFleMnxudqVsx3pFOise4iYhiLDRENPbdqlLdbyoaK76LPMbnlp4YF3IO2tdLVowrrBSpIDFudR9lobVU8xg/dPohHj3zI5l8JwgdSqQYJ6opxi1LjBdWjMsT4+IiifF0wWGqsPA+kcf4wkxKFOMmIomx0BDRB02t0br1XqFr3+fMX3yU4uHDeMvwGOemgm4Sfni7ql7KrRRGKgVagyterdWMVyUx3ntqL2dmnicn/+8FoSOJLmrLi++sVivGzgKKsetXtGhbrPguW3SZzC+c7GY9n5ShOC+VlMS4iYiVQmgIb4HEOPAY13cc5+Qpzt5+O+bgAH6Zx1hrjapy7Frkp2c/FOy8V7VlTjUixdjo7UUlkgD4RRszkaj7uYXOwqnSZnCqOAU6SdGX6VGC0InMKsaVfYwhHh5j39MV9onFrBRTBRfH8/F9jVGlJgKCPsbdpsHGVIIp1yfn+WRM0TuXi7yCQkOUFOMafYzrHQntjgQz451Tp0seY10sBv2Fl0B+arb/cNQOpx68qSmMnh6UaaJSqeD5pTPFqsbx5w/4mLQnUdrBbsAbLwhC+6nWri2y+rXCSqG1XqBdm4Hvz1opUhlrwcS46HrYro/WML1At4kZz6fbNFmXCDTOCUfueDUDSYyFhlhIMU4soStFKTE+cQI/m8XavDk4/pwCvOJzz3HoxhspHj5c9Ti56dnE2M5XV/2ckRFOvP/9FX2S/alJzL4+AFQqUIylAG9142nmtRmcsqdAe7i6/rsUgiDEhyj5rdqVogWJse9ptKbq3UozzNAjy1//UHrBrhTZwmyCO7WAnWLG8+kxDdaFzymJcXOQxFhoiOjqvFpibC4lMR4dBaD4zDMAJHecH2wv8xlr3+fUf/8fFJ98isL+/RW/X3z2WSa/+tUKxbjWqM2Z//w+0//xdSb/9V9L27ypaYz+foDAYwwy/W6VU634bqo4hcLFV6YUXwpCB1KyUlR0pQhSnFZYKVw7EGRqKcYA+VDA6RtKL3hnc7o8MV6gAC/rBVaKwZJiLFawZiCJsdAQbkkxnv/YUubTR4pxlCAnd+wA4NwXv8jTl13O05ddznM//xryjz4KBKpvOeP/322c/NCHmZnIlbbV6kxhHz0KwNRX/620zZuamlWMk5HHWBTj1Uy1wTSTxUnQwQlovDDZjmUJgrAMHB1YpMwKxTj4txXFd27Yn7iaxziVCRLXc2dyWCmTTG9yYcW4WK4Y11aBs65Pj2kyGCrG46IYNwVJjIWG8Ert2qqPhF6qYhyRPD9QjM995Suo7gwDb3kzqV27GLjprRg9Pbgjlfs7x4+D55E9MUaqO/jwqaUYR4lx4YknKB4KLBmBlaIXAJUMFeOiKMarmWp9jKfsKQaTPQA8OfFsO5YlCMIysH1dYaOA2fNTK6wUCynGG7YGny0nnz1HKm3R1ZPALnh4XvWahnKVeKHOFDOeT7dlsM4KFWNXFONmIImx0BALtWuzVP1X6O4cBThKjHEc+m94PRs//GG2ferv2Pwnf4I1PDwvkbZPnAAgN55lYDgDLKAYHztK6kUvAqWY+rdANfYmpzDmeowdSYxXM67WFUWjvvaZsqc4v/c8AJ6eeK5dS8NzfOyCqD6CsFQc7c/rNpMMrRStmGjp2qFiXMVjvG5zN0oF46BTGYuu7qDrUbFGy7ZzZTUzE9nadzBnPC9UjKX4rplIYiw0RLPatbmjo5jr1pV+Tm7dCmbwwdL7mp+vPO7wcEUirW0b9/RpAPI5n74NaVDVFWOtNc6Ro2R276brRS8i/1hgzfCmpzH7Qo9xUorv1gKOX2mlyDpZfO2zMRO8D8/kGhtJ3gy+/+WDfPkvH27b8wtCp2L7uqJVG1CyGLQiYSwlxlUUYytpMrCpG6AiMa5lpzg7WZj9/lyh6j4Q9DE+dfgQj+57iF7TYKy49OmvwnwkMRYaotr4zYjEEtu1pS+5pPSzOTCAOTiIuX496UsvrdjXGh6qSIydU6dAa6zhYYo6SabbIJW2qirG3tgYfi5Hcvt2Uj/1UxSeeRZt2+h8ftZKERbficd49eJrjQ8V7dqmikEv614rDcBIYemTF5vF6UOTnD05Q3ai9slQEIT52FpXtGoDGE4GCeiI3YLEOCx8qzbgA2btFKlMomT7K9QowDs7VSz7vvodTK01WddjevQMDz/8MAOWyQ/2H+BjH/sYe/bsafjvECQxFhokskqYNRTjejxdvm3jTU7S9eIXQ3jLy+jvp/vlVzP46zehzMpbUolQMY6uiO3jgY2i+5d+Gd9MYU2PkuyysPMuZ/7io0zf/53S70b+4uSO80nt2oU3NkbukUeC9W4KWsSV+hiLx3jVEr1vyxXjSTsotutLdAFwtjDV+oUB2tdMnJoB4NRBKQAUhKUw904QwPqEhQJGWjAVblYxrj5cajYxtkj3Bncnc5PVzzWToZXC0nCuhpWi4Pl4QMJ1OXPmDCmnyIxhYlkWe/fuXc6fsuaRxFhoCLfKXPoISyk0gTq34DHCQrrE5k1YGzeiurowkknO+8u/ZOi3f3v+cYeG0LaNHw4CcUJ/sXXtawAwx06STFsUzs1w9vbbGf/0p0u/ax89BgQe5q6f2gXAxGc/B0DmZ3YDlCbfSbu21Us1b/xkMXg/9SYDxXi82J6kdGo8X6psP3Vw6WPRBWEtU00xThiKdQmL0VYqxlWsFAAbts0mxlE9zMTpmXn7aa05MTqGpSGjFeeqqMr3338/f/ZXHwPg/E0bg+efOIud7OKyyy4jl8thy3msYSQxFhoi8hDPnSAG9VcCu6OBLcIaHiaxaRNm2E+4FtbwMACFp59h4q67sY8dg0SCXHoDAMlTz5LKWORHgqQi/9hjpfZu9tGjYFkktmwhtStIjKe//W2szZtJnBcUXRlR8Z1Mvlu1VOumMmUHCnF/IvAAThSzLV8XwNmTwUmyqyfByedEMRaEpVBNMQYYTlqtVYyrFN8BbNgaWPa6uhMkUia967qYOJ2bt9/Jkyc5PHKMBD4pXb0rxdNPP006rM256qWXkEgkSBTyuOkMg4ODAExOymdIo0hiLDREtVvSEVHF/2I+40gxtoaGSF/y06QuumjB/aPEeOTjH+f0Rz7C5Fe+QnLLFiZOB37M5LMPk0xbFCdzkAi8Zdn77wegeOg5kuedh7IsrA0bgoI/3yezezcq/BvEY7z6KQ2mKVOWIo/xQDJIjCftGVy/9dXd42Fi/MKrNjH+fLZmdxVBEOZj+7pqzctwMtEaj/EC7doAMn1JXvOuF3PxK7YAMLg5U1KMddm58vjx4zjaJKFc0qh5I6F932d8fJxNOy8AoD+ZZNu2baQcm7yVYGBgAIBz5+SuU6NIYiw0hLtAV4p6m6pHrdes4WGGP/Qhtv/jZxbcv6QYh9PvvHPnSGzdytlTWbosFw4/TcLS2AWXnmuvJXH+dqbv+zbe1BQz3/tPul/x8tKxUqGdIrJRwOyAD7FSrF6qXdCVFONUkBj7ymSiDQV4Z0/O0LMuxfYXrwcdFOIJglAfjvbn9TEGGFqGYuxOTOCOjwPgZWcWPDcs5jEGuGj3RroHAgFmcFM3507nOPToKJ/5wB7y2eDYJ06cwMYkoRzSJmTnJPWTk5O4rktXf5AA91gGu3btolt75DRkwvajohg3jiTGQkMsVHxnlqwUCx/DPnwYlclgDg6WVNuFsIaGSt9nrrgCIEiMT84wsC6o8jXGT+GQoPuqq+h7zS8w8+CDnLnlFnSxSP+v/Erp97t2RYnxz5S2SfHd6udIPrgbsDGsVofAY9xldtFtBhdGqARj+bGWr+3sqRnWbe5heEdwYhs50p4iQEHoRGxfl/oWlzOcTDBmu0tuY6a15tg73snBV72aE7/3+zz78pfzzNUvZ+RjH6u6v2Mv3JViLoObMriOz0NfO4xT8DhzOIj348eP45EiqTwSVpHcnCEgo6GgFLUZ7TFNrrjiCm645pUAuF1pDMMQxXgZSGIsNIS7SLs2mO11XIvco4+QfuklqCofZtUwurowQh/y5v/15wz+1/9K3y++nrOnc6zfGfit7Id/iGelybz8atb/X+/CGh5m8stfIfWiF5F+8YtLxxr41V9l6Pd/rzSCGsoUY7FSrFr2TQWevsv7M6Vtk8VJ+pJ9pZOqxlzxxNg5eZJjv/GukgfetT0mTs+wbks3qbTFwMYMI0ena/6+l83iZecX7gjCWsXR8yffQaAYF3zNdI0pc7WY+cEPKD79NMmdO8nefz99v/iLpC+7jPF//KdS3Jbz/NMT9A2lMetNjDcHd6jGjgc1DaPHppmeng4UYZ2kSykMlZ2XGI+NBZ9NJ62gi84LMikMw2BjJigePuf59PX1SWK8DCQxFhpiweI7Y/HiO39mhuJPnibzspfNe0xrXfPqPrFxI6ldu0hu28amP/p/8Ha+BLfoseHCDZgbNmBMjqGViXHe+Zh9fWz56EfBslj3tl+vOE7qwgvZ8Ju/WaFUK6VQyaQU361iHp6c4fyuJENlivGUPUVfqm+2or0FivHkV/+Nme9/n+mvfwOA/d85ge9qdl6yHoDh83sZOVpdMdauy9G3/RdOvO99K7pGQegknJoe4+Bu4lw7xWTe4Y/uOcBY1A5Na/jGH8GxoNXZ2dtvx9ywgR1338ULD+xny//+Xwz9ThBz+UcerThWftrm+acnuOjy4brufgKsCwd+ABiGYuToNCfCTktF32Ag1YOhcxTRuGXJ8djYGJlMhicKDhekUwyEU+/WlabfeQwMDIiVYhlIYiw0RDWv5iNnHuEHz/+AnD1dsU818gcOgO+TnpMYa6355b/7AX/8r0+Utv3o8Fnu+lHQbm3Tn/wxm//if5ceOxv2fV23pYfeV72Kngu3A2Dng9ta3Vdewa7v/ycDb35zXX+XSibxxWO8KtFas29qhp/p767YPlmcpD/VX3ova2WteGKc/f/bO/PoqK77jn9+Go2kkRASAoRlmcUgwEDNqsZb4pjjJgHXDYnjOvgQTB039olNWyenjfFxa9M4dUtSlxwwNtlwMMZOWhtcTmvABi8UggCBJTaBFiyxaBdoH2m22z/eE4zECMmxNPOwf59z3pn37tyZ+5079zvze/fdd+/71hzbrR9+iLfFx8Gt5Yy9cTgjPO14CwrIHDuU9iYfbY2Xn6Q1bt5M58mTtOfl4bdXflSUzzudEaZrg7BFPnrcxPZqXgUb953mlb3WHPfUHoe9L8DulXQUFdG26/8Ydv/CiyuiAiRNmYIkJdF+qPvqlGUf1WEM5OSO6lNnIBgiFDIkDXHjSXWT4Inn+pkjqTpdy549e3C5XPgQMlPTSRLrP7Shud1avTXkZ3PDZtpGtPFRczuzhl668pVhz4Zx3h8gLS1Ne4w/Bf0KjEVknoicFJFSEVkW4flEEfm9/fw+ERk30EIVZ9Hz5rudp3eyZNsSHtnxCCvzrCayv7H3MZLthw6BCJ4ZM7qlH6y4QMGZRt44eJbWzgChkOHJTYd5cvMRjlU2kTxnTrchEV1TXGVkpZD1z8sZvfS7ABTvvxQw9DUNXDiSmHjVjzFWv0bmTIePWl+AOT0DY1/XUAqrLSfFDxnQwDjU0YEJXerxCTQ04C0sJC45mfb9+9nz7O/xef1Mzz5PxQOLqVjyVyR5rDZYdaKWjuPHL71XWxv1q1ZfHALUvG3bgOlUYod69tPT23RtIxMv7zEOBENszLMC4jcPniUUMnDibQBM6XtUP/tjXOnpZCxa1O29xO3GM336ZT3GJQdqGHZNMsOzu/+2hNPQ2snXVu4i56mt3P6z9yk408jE3FFMn3sdSZl+ziXkUVNTw1e/Mp9OIC0lkWvTrRvOV6xczfbt2/ngzAfkx+WzybWJ1upfMTPVc/H9h9k9xtWdftLT02lpaSEQ0Jlt/hj6DIxFxAWsAeYDU4H7RWRqj2wPAReMMTnASmDFQAtVnEXXVGzxIviCPp7Pf54JaRN4+Wsvc0/2JFz+GlYf3QfVRyK+3vtRAYk5ObjsO2i7eG3faVxxgtcfZNvRanaV1FFWZwW/P912sltenz9I/gdnMKnxnDjfhjGGMdMymDB7JHlvlfFxYd0VP0OnN0AwEMLnDRC0L1VJYgL+Dj9njp+n/mxrt2l0rgbUr71z0B5fnBvWy1LZWklFUwVZKVkXA+OUhLRPFBgHGxupWPwAxbfexqkF36Bx81sYv5/AhQtUP/ccxbfcyqnHfkjJgWqO76mkYcduMIYRjz2KP+Si9HwGmfUFtC17lEBNLW9nz2b+liIKEvwU/9sv+Pieb9FiTztY/9JLBOrqyPrX50icMoWWrRoYX+2oZwcGnwn1Ol0b0G2Rj3eP11DZ1MHd07M41+hl76kGAoe3UHNyOOd2peA9VMDIH/wAlz31WTie2bPoKCoi1Gb9L1WWNFJZ0sgNt2T1OozCGMOyTUf4uL6NpXNzMAbuW7uXM+MSSZ/sZ2/RdsS4uPuO+ygpSgSBhLQE7rjhBgBqPeM5cOAAGwo24Al4mJp2J57WnZwt30jh4UcoL3+RzAQ3o5MSeLaskn0eqzOouVlv4P1jiO9Hni8ApcaYUwAi8jtgAXA8LM8CYLm9/wbwgoiI+aS3gX5OiVRNPZMiVWTP15kIz13+PuayxIuHvX1dxnR7qj0Y4o2qBuKMYf0//A1+6knKbODhBc8wc+gNDA2U4a56hxfHLObwqw8yMecm3DMW4cqcRigAjZs207Z7N8MWf4d2X4DS2lZ2FNVy7oKX/z1SxcI/Hc3u0npezatgSEj4jjeJLONif+EFHn8hjz+ZPJzmNh9l+08zp8nLe8nt/GbNOXJzruX7fzaNOffm0FjnZesvjvCFBRPIyc0kKSWeoIFA0CCBELtfL+ZUYR0mzg9GSE1P5s6HbuRk+gQONc2gZe1e/PGtZKQHmDY1gzFjx5MxLInWTi/1zV4yh6YxatgQklM9uBMScLvdBINBfD4fHo91V3CM+Nz7NRTWO2tCIYwxlDe38HRhMSnBILt+9H3yc2aSMPVm9rasJ7ndzdy0+ZSWWydSHkmn5nwJTU1NuMT+Hg34m5qoW/cy3iNHYXgGJiOTwMhMgnv3EFdWQmjuV0isKKVu+bM0/3Yj/o5O3K0d1E9fSK1/MoF1hQAkdbSRMXMRTeXjiZ/5KK3ueCZ9exa73/wS5TO+zOvNaSQEfOz0QPJ1t/DNhGb8z/yEa5taqP/tetLvuYfEGdPJnz+R3SU7uHHtUuZMm0v2Ndcz7LrJuJOSkc5mQtUn6Tz0B4LBJGTURBJGpeHKGIEMHYEkpEA/x0Iqg85V4dmBLMr0eOxJeMsMGQhi/QfFi+ASLgtAi1q9XPAHiTNw4OMGdhXXMuXaNGaOTaTNfwG3QE2Hj9qG8+w7fIwX3y/ji6nwj2OCJO7Oo/TJDQwrrUG8ibSmGM5PdFM8cRiTas8RF0okZFwEg+CWOBJzpkIwSPXaX5M878/Z81YtnjQ3076cTShk3R8j9uqvAB3+ICu2neDd4zUsmzeJ+eOTuG34cF7ec4rd//M7Tsa14XJ7SG6cxKo/FHM420tOQikfNNcxI2c2k4hnf1MKVRNH0nD+P8ly30RTYAa3uguY2bGGer+hvn4Hh874WT32Pv7lXCOr6k6TPS6JE2/+nDnXTOCOnFyM38/wtHTS01JpaWohNS2VlBS7h9vE4fX7aWtrInihmsSUVIZmXIPHM6T79zKIvxk929dgltUX0ldjF5F7gXnGmL+2jxcDNxljloblOWrnOWsfl9l5eu12yc3NNfn5+b2Wu/PZO7gpUPRJPosSA+QKP22fiShrgCiOG83sZ3pv7wAictAYk3vFTH0QK7+uXvE9Hmzf8mmkRw1ts0p/eDH+2/zon1b1+vxA+NV+n6h7ds2/P8WDLVeeNz7aqPeUT8NryfP43hOvXDFPfz3bnx7jSGF7zzbcnzyIyMPAw/Zhq4ic7JmnByOA6E8oGhknaQFn6VEtkQnTUgvL+zwDHjsAZcbMr3/rrLoHZ+lRLZFxkhbopmc1Tzy9+kp5B8KvECPP2lG3k+pftUTGSVrAWXrCtGzg4WUb+srfL8/2JzA+C4wOO74OqOwlz1kRiQfSgPM938gY80vgl/0RBiAi+QNxRj4QOEkLOEuPaolMjLSoX22cpEe1RMZJWkA9G0tUS2ScpAWcpWewtPRnIOQBYKKIXC8iCcBCoOc10y3AEnv/XuC9z8p4RUW5ylC/KsrVhXpWURxEnz3GxpiAiCwFtgMuYJ0x5piI/BjIN8ZsAX4DbBCRUqyz2IWDKVpRlMioXxXl6kI9qyjOoj9DKTDGvA283SPt6bD9DuAvB1Ya8AkuCUUBJ2kBZ+lRLZGJiRb160WcpEe1RMZJWkA9G0tUS2ScpAWcpWdQtPQ5K4WiKIqiKIqifB7QJaEVRVEURVEUBQcHxn0tkTnIZY8WkfdFpEhEjonI39npy0XknIgU2NtdUdJTLiJH7DLz7bQMEXlXRErsx2FR0DE57LMXiEiziDwezXoRkXUiUmvP69mVFrEuxGKV3YYOi8jsKGj5mSKW9yUAAAP3SURBVIicsMvbLCLpdvo4EfGG1dHagdQSa9Sv3fQ4wq92uTH1rPrVmahfL9PkCM+qX/vUEh2/GmMct2HdgFAGjAcSgEJgahTLzwJm2/upQDHWUp3Lgb+PQX2UAyN6pP0UWGbvLwNWxOA7qsaaFzBq9QLcDswGjvZVF8BdwFasOUBvBvZFQctXgXh7f0WYlnHh+T5Lm/r1Mj2O82vY9xRVz6pfnbepXyNqcpxn1a+x86tTe4wvLpFpjPEBXUtkRgVjTJUx5pC93wIUAdnRKr+fLADW2/vrgW9Eufw7gTJjTEU0CzXG7OLy+Tt7q4sFwCvGIg9IF5GswdRijHnHGBOwD/Ow5iT9rKN+7ZtY+xVi4Fn1qyNRv/aPWHtW/Rojvzo1MM4GzoQdnyVGxhGRccAsYJ+dtNTuxl8XrcuhWCscvSMiB8Va2QhglDGmCqwfGiAzSlq6WAi8HnYci3rpore6iHU7+i7WGXUX14vIRyLyoYh8KYo6BptY1/NF1K9XxCmeVb/GlljX80Uc4ldwpmfVr1dm0Pzq1MC4X8tfDroIkSHAm8Djxphm4CVgAjATqAKej5KU24wxs4H5wGMicnuUyo2IWJPQfx34LzspVvXSFzFrRyLyFBAANtpJVcAYY8ws4IfAayIyNBpaooD6tTuO8itcNZ5Vv0YH9evlOMqz6tc+Ch5kvzo1MO7PEpmDioi4sUy70RizCcAYU2OMCRpjQsCvsC5JDTrGmEr7sRbYbJdb03XZwn6sjYYWm/nAIWNMja0rJvUSRm91EZN2JCJLgLuBRcYeAGWM6TTGNNj7B7HG+E0abC1RQv0ahgP9Cs7yrPo1tqhfe+BAz6pfeyEafnVqYNyfJTIHDRERrJWGiowx/xGWHj5+5pvA0Z6vHQQtKSKS2rWPNfj8KN2XCF0C/PdgawnjfsIu8cSiXnrQW11sAR6w7569GWjquiQ0WIjIPOAJ4OvGmPaw9JEi4rL3xwMTgVODqSWKqF8vlelEv4KzPKt+jS3q1+56nOhZ9WsEoubXvu7Oi9WGdcdjMVbk/1SUy/4i1iWBw0CBvd0FbACO2OlbgKwoaBmPdddwIXCsqy6A4cBOoMR+zIhS3SQDDUBaWFrU6gXrx6IK8GOdsT7UW11gXepZY7ehI0BuFLSUYo276mo3a+2837K/v0LgEPAX0WzTUWgX6lfjPL/aZcfMs+pXZ27q1256HOVZ9esVtUTFr7rynaIoiqIoiqLg3KEUiqIoiqIoihJVNDBWFEVRFEVRFDQwVhRFURRFURRAA2NFURRFURRFATQwVhRFURRFURRAA2NFURRFURRFATQwVhRFURRFURRAA2NFURRFURRFAeD/AQccpCmevyxeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f262c43c8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for word in [\"bed\", \"bird\", \"cat\", \"dog\", \"happy\", \"house\", \"marvin\", \"sheila\", \"tree\", \"wow\"]:\n",
    "    print(word, \"->\", cmudict[word])\n",
    "    b_files = dev_labels.index[dev_labels[\"word\"].values == word][:9]\n",
    "    b_labels = dev_labels.loc[b_files]\n",
    "    example_batch = load_batch(b_files, **dev_loading_kwargs)\n",
    "    \n",
    "    phone_preds = phoneme_detector.predict(example_batch[0])\n",
    "    fig, axes = plt.subplots(3, 3, figsize=(12, 6))\n",
    "    axes = axes.ravel()\n",
    "    for i in range(len(axes)):\n",
    "        axes[i].set_ylim(0, 1.1)\n",
    "        annotated_phoneme_map(phone_preds[i, :, :-1], phoneme_labels=group_encoder.group_labels, ax=axes[i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Final Thoughts\n",
    "\n",
    "I think the degree of sucess in terms of identifying phonemes is really rather surprising given the fact that we neither fed any temporaly labeled data in to the model nor used a temporally aware metric like CTC and yet still the phonetic structure in time of some words comes through all right. I think this is a really good sign for the generalizability of these phoneme models for other applications.\n",
    "\n",
    "Doubtless the phoneme probabilities could be improved by incorporating more contextual information for example by using an RNN instead of narrow receptive field CNN. But I think that a large part of the interest of this model is that because there is no network memory the phoneme maps are entirely local functions. That means we can feed arbitrary length audio streams in to the phoneme mapping model and get stable outputs without having to worry that the history of the audio feed might be influencing the results.\n",
    "\n",
    "Probably we could get better results by applying a CTC loss and feeding in the actual desired sequence of sounds instead of simply treating each sound clip as a bag of sounds. CTC loss models can be unstable to train though and so it might still make sense to include the bag of phonemes metric with smaller weight just to get the model rolling.\n",
    "\n",
    "Really though I don't think it is the metric whic is limiting the accuracy of the model but the data set. There are only 30 words total included in the data and those words correspond to 32 of the 44 ARPAbet phoenemes. Although most phonemes appear in multiple different words there are several that appear in only exactly one word. Here is the mapping from phoneme sound to word that is induced by the particular set of 30 words included in the training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'AA': ['marvin', 'on', 'stop'],\n",
       " 'AE': ['cat', 'happy'],\n",
       " 'AH': ['one', 'seven', 'sheila', 'up'],\n",
       " 'AO': ['dog', 'four', 'off'],\n",
       " 'AW': ['down', 'house', 'wow'],\n",
       " 'AY': ['five', 'nine', 'right'],\n",
       " 'B': ['bed', 'bird'],\n",
       " 'D': ['bed', 'bird', 'dog', 'down'],\n",
       " 'EH': ['bed', 'left', 'seven', 'yes'],\n",
       " 'ER': ['bird'],\n",
       " 'EY': ['eight'],\n",
       " 'F': ['five', 'four', 'left', 'off'],\n",
       " 'G': ['dog', 'go'],\n",
       " 'HH': ['happy', 'house'],\n",
       " 'IH': ['marvin', 'six', 'zero'],\n",
       " 'IY': ['happy', 'sheila', 'three', 'tree'],\n",
       " 'K': ['cat', 'six'],\n",
       " 'L': ['left', 'sheila'],\n",
       " 'M': ['marvin'],\n",
       " 'N': ['down', 'marvin', 'nine', 'no', 'on', 'one', 'seven'],\n",
       " 'OW': ['go', 'no', 'zero'],\n",
       " 'P': ['happy', 'stop', 'up'],\n",
       " 'R': ['four', 'marvin', 'right', 'three', 'tree', 'zero'],\n",
       " 'S': ['house', 'seven', 'six', 'stop', 'yes'],\n",
       " 'SH': ['sheila'],\n",
       " 'T': ['cat', 'eight', 'left', 'right', 'stop', 'tree', 'two'],\n",
       " 'TH': ['three'],\n",
       " 'UW': ['two'],\n",
       " 'V': ['five', 'marvin', 'seven'],\n",
       " 'W': ['one', 'wow'],\n",
       " 'Y': ['yes'],\n",
       " 'Z': ['zero']}"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mspec.group_encoder.label_to_group"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This data set looks to be close to the minimum sufficient to learn to distinguish all 32 of these sounds from the others. No two sounds always occur together. However there are a number of sounds which only appear in pairs with specific other sounds. For example this is true of all the sounds which appear in only one word (of which there are 9) and this is also true for B which only occurs in bed and bird. With a richer set of example words this model might improve even without incorporating anything fancy like CTC. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "nikola": {
   "author": "Tim Anderton",
   "category": "",
   "date": "2018-01-24 10:37:19 UTC-07:00",
   "description": "",
   "link": "",
   "slug": "extracting-phonemes",
   "tags": "neural networks, audio, phonemes, speech",
   "title": "Extracting Phonemes",
   "type": "text"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
