From 6c1fcd7eb7987270a3ccbf359826954972126106 Mon Sep 17 00:00:00 2001 From: Jiaming Qiu Date: Sat, 30 Jul 2022 22:59:35 -0500 Subject: [PATCH] public code release --- LICENSE | 9 + README.md | 72 ++++++ img/system_overview.png | Bin 0 -> 134375 bytes lib/README.md | 13 + lib/__init__.py | 0 lib/bstream.py | 71 ++++++ lib/bucket.py | 100 ++++++++ lib/data.py | 59 +++++ lib/genseq.py | 193 ++++++++++++++ lib/model.py | 33 +++ lib/utils.py | 64 +++++ simulate.py | 112 +++++++++ train.py | 155 ++++++++++++ .../Fig10a_trace-checkpoint.ipynb | 127 ++++++++++ .../Fig10b_trace-checkpoint.ipynb | 132 ++++++++++ .../Fig11_history-checkpoint.ipynb | 109 ++++++++ .../Fig3_metricfit-checkpoint.ipynb | 83 ++++++ .../Fig4_testbed-checkpoint.ipynb | 238 ++++++++++++++++++ .../Fig5a_spread-checkpoint.ipynb | 122 +++++++++ .../Fig5b_rprob-checkpoint.ipynb | 123 +++++++++ .../Fig6_tb-checkpoint.ipynb | 121 +++++++++ .../Fig7a_trace-checkpoint.ipynb | 118 +++++++++ .../Fig7b_trace-checkpoint.ipynb | 122 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0 -> 66537 bytes viz/pdf/Fig5a_spread.pdf | Bin 0 -> 22829 bytes viz/pdf/Fig5b_rprob.pdf | Bin 0 -> 27500 bytes viz/pdf/Fig6_tb.pdf | Bin 0 -> 27381 bytes viz/pdf/Fig7a_trace.pdf | Bin 0 -> 25960 bytes viz/pdf/Fig7b_trace.pdf | Bin 0 -> 28810 bytes viz/pdf/Fig8_tprob.pdf | Bin 0 -> 24355 bytes viz/pdf/Fig9_tb.pdf | Bin 0 -> 27302 bytes viz/pdf/FigE_trace.pdf | Bin 0 -> 31234 bytes 52 files changed, 4407 insertions(+) create mode 100644 LICENSE create mode 100644 README.md create mode 100644 img/system_overview.png create mode 100644 lib/README.md create mode 100644 lib/__init__.py create mode 100644 lib/bstream.py create mode 100644 lib/bucket.py create mode 100644 lib/data.py create mode 100644 lib/genseq.py create mode 100644 lib/model.py create mode 100644 lib/utils.py create mode 100644 simulate.py create mode 100644 train.py create mode 100644 viz/notebook/.ipynb_checkpoints/Fig10a_trace-checkpoint.ipynb create mode 100644 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mode 100644 viz/notebook/Fig10b_trace.ipynb create mode 100644 viz/notebook/Fig11_history.ipynb create mode 100644 viz/notebook/Fig3_metricfit.ipynb create mode 100644 viz/notebook/Fig4_testbed.ipynb create mode 100644 viz/notebook/Fig5a_spread.ipynb create mode 100644 viz/notebook/Fig5b_rprob.ipynb create mode 100644 viz/notebook/Fig6_tb.ipynb create mode 100644 viz/notebook/Fig7a_trace.ipynb create mode 100644 viz/notebook/Fig7b_trace.ipynb create mode 100644 viz/notebook/Fig8_tprob.ipynb create mode 100644 viz/notebook/Fig9_tb.ipynb create mode 100644 viz/notebook/FigE_trace.ipynb create mode 100644 viz/pdf/Fig10a_trace.pdf create mode 100644 viz/pdf/Fig10b_trace.pdf create mode 100644 viz/pdf/Fig11.pdf create mode 100644 viz/pdf/Fig3_metricfit.pdf create mode 100644 viz/pdf/Fig4_testbed.pdf create mode 100644 viz/pdf/Fig5a_spread.pdf create mode 100644 viz/pdf/Fig5b_rprob.pdf create mode 100644 viz/pdf/Fig6_tb.pdf create mode 100644 viz/pdf/Fig7a_trace.pdf create mode 100644 viz/pdf/Fig7b_trace.pdf create mode 100644 viz/pdf/Fig8_tprob.pdf create mode 100644 viz/pdf/Fig9_tb.pdf create mode 100644 viz/pdf/FigE_trace.pdf diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..41f53bc --- /dev/null +++ b/LICENSE @@ -0,0 +1,9 @@ +MIT License + +Copyright (c) 2022 Jiaming Qiu, Ruiqi Wang, Ayan Chakrabarti, Roch Guérin, Chenyang Lu + +Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..4977793 --- /dev/null +++ b/README.md @@ -0,0 +1,72 @@ +# Adaptive Edge Offloading for Image Classification Under Rate Limit + +system_overview + +## Overview + +This repo provides a Python implementation for: + +Jiaming Qiu, Ruiqi Wang, Ayan Chakrabarti, Roch Guérin, and Chenyang Lu, **"Adaptive Edge Offloading for Image Classification Under Rate Limit"** +[paper] +[slides] +[code] + +This work is an extension of **"Real-time Edge Classification: Optimal Offloading under Token Bucket Constraints"** +[[paper]](https://ieeexplore.ieee.org/document/9708981) +[[code]](https://github.com/ayanc/edgeml.mdp) + +## Requirements + +We recommend a recent Python 3.7+ distribution of [Anaconda](https://www.anaconda.com/products/individual) with `numpy`, `tensorflow 2`, and `matplotlib` installed. + +## Reproducing Results + +To reproduce the results presented in the paper, you may download and extract our pre-computed [data](https://arxiv.org/abs/2010.13737) merged from multiple simulations. The files should be extracted into the `viz/data/` sub-directory, which allows you to directly run the note-books in the visualization step. + +## Model Training and Simulation + +#### Data Preparation + +You will need to first download an `npz` [file](https://arxiv.org/abs/2010.13737) containing the pre-computed offloading metrics for the ILSVRC validation set with the weak and strong classifier pair we reported in the paper (VGG-style 16-layer vs. [OFA](https://github.com/mit-han-lab/once-for-all) 595MFlops). You can put the file in the `data/` sub-directory. Check our [previous work](https://github.com/ayanc/edgeml.mdp) for more details on computing offloading metrics with your own dataset and classifier pair. + +#### Training + +`train.py` in the root directory is the main script for training the DQN model. Here is a typical example run: + +``` shell +# Start running 3k Q-value iterations with a learning rate of 10^-3. +./train.py data/ofa_top5.npz wts --tr 0.25 --tb 2 --stype 1 --itype 1 --lr 3 --maxiter 3000 +# Reward and loss have saturated. Drop the learning rate to 10^-4 and run another 1k iterations. +./train.py data/ofa_top5.npz wts --tr 0.25 --tb 2 --stype 1 --itype 1 --lr 4 --maxiter 4000 +``` + +Running the script with `-h` gives you a detailed list of parameters. + +#### Simulation + +After you trained the DQN model, weights are stored in the specified directory (`wts/` in the above example). The model is then ready for simulation on the test sequences with `simulate.py`. Make sure you point the script to the right directory to load the model and use consistent token bucket and sequence configurations throughout training and simulation. For example, to run simulation with the model trained above, you should use: + +``` shell +# Set the model directory to wts/ and use the same configuration. +./simulate.py data/ofa_top5.npz wts save --tr 0.25 --tb 2 --stype 1 --itype 1 +``` + +The simulation results (Average loss of the DQN, MDP, Baseline and Lower Bound policies, as well as that of the weak and strong classifiers) are stored in the specified directory (`save/` in the above example). You can compare the performance of different policies, or the performance of the same policy accorss different configurations by training DQN models and running simulations accorss these configurations. + +#### Library + +The actual library for loading data, generating sequences, computing policies and simulations is in the [lib](lib/) directory. Please take a look at its [README.md](lib/README.md) file for documentation. + +## Visualization + +We provide separate jupyter notebooks in `viz/notebook/` to visualize (either downloaded or generated) results, producing the figures included in the paper. + +## License + +This code is being released under the [MIT License](LICENSE). Note that the offloading metrics are computed following the procedure developed in our [previous work](https://github.com/ayanc/edgeml.mdp), and the OFA results files were generated from the [models and code](https://github.com/mit-han-lab/once-for-all) provided by its authors. + +## Acknowledgments + +This work was partially supported by the National Science Foundation under grants no. CPS-1646579 and CNS-2006530, and the Fullgraf Foundation. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors, and do not necessarily reflect the views of the National Science Foundation and the Fullgraf Foundation. + +Ayan Chakrabarti extensively contributed to this implementation by collaborating with Jiaming Qiu. diff --git a/img/system_overview.png b/img/system_overview.png new file mode 100644 index 0000000000000000000000000000000000000000..2b191c6bb293c2c28a5491d79937d44052a589f2 GIT binary patch literal 134375 zcmeGEc{r4B`v;Da^Hfbm_BiP|(tZ2(9haAr z*4Vf2kT39Kdh{^x7v0=oVc@_04>e>Z_vJRzPXWIivb?2yYu~(65#h^_Hz0U z_wA!T1^(=BxU?j(Z{Kc;y!0(CSEE_%u^0x6*gVgo(|pIIG0cjG6PXK>%g!7PxVrz4 zmh_~GWbe~ikq?*H51eN|Fh#MyTIFcrhjUsHw_2I!yqG6T21Rsbu_GVv?2dRnw9IuG z-I_5#dJv);=3{b;w7YIhxQWM4bWCN!v+(dN72Q}E9zIj)#46@Tt{gB+prsK;rFl*c z=pXc!D%v=rE1et6K;wRWapHMpSewH|X=&+qI{Fn8t=PJ(vCZe&7P_;&m7~ulD=dsg zBgPD9furq{Q@n8~DlIybd6{MQ7VtiXpCS}kN#8`PVr)P7LV?Ults95nNtPy4FgW$V 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Note that the offloading metric sequences are represented with image indices from the raw dataset to save memory. +- `data.py`: Code to load the data from the raw `npz` file, and a tuple sampler that randomly samples tuples of offloading metrics and inter-arrival times (for the current and the next state) and reward. +- `bucket.py`: Function to handle various bucket operations: + - Convert rate and depth to integers. + - Various utilities to interpret a long vector output from a neural network as a table of (n, a) values. Do operations to correctly do the whole `max_a' Q(n'=(n,a), a')`. + - Code for computing an i.i.d. mdp policy. +- `model.py`: Functions to create different kinds of Keras models, including one from an iid policy threshold vector. +- `bstream.py`: Generates tensorflow compiled @tf.function's to sequentially simulate offloading decision making with a model and token bucket. diff --git a/lib/__init__.py b/lib/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/lib/bstream.py b/lib/bstream.py new file mode 100644 index 0000000..b90105a --- /dev/null +++ b/lib/bstream.py @@ -0,0 +1,71 @@ +import numpy as np +import tensorflow as tf + +"""Simulating sequences with Tensorflow models.""" + + +def modelsfunc(model, qpm_, nstream, nhist1, nhist2): + """ + Create a tensorflow compiled function to run simulation for a model. + :param model: tensorflow model. + :param qpm_: Bucket parameters from getqpm(rate, bdepth). + :param nstream: Number of parallel streams this functoin will be called on. + :param nhist1: Number of historical offloading metric values the model needs. + :param nhist2: Number of historical inter-arrival times the model needs + (When negative, the model needs no inter-arrival time input). + :return: a function that you should call as func(tf.data.Dataset, int) to get average loss, + where the second parameter to the function is number of elements in the dataset. + + You can use the data2tf to get a tuple corresponding to these arguments: + + simfunc = modelsfunc(...) + tfdset = data2tf(...) + + avg_loss = simfunc(*tfdset) + """ + qpm = tf.constant(qpm_) + idx = tf.range(nstream) + intnum = tf.constant(nhist2 + 1) + # Create tensorflow variables to store the total reward and the current state. + tot_gain = tf.Variable(0, trainable=False, dtype=tf.float64) + nstate = tf.Variable([qpm_[2]] * nstream, trainable=False, dtype=tf.int32) + mhist = tf.Variable(np.zeros((nstream, nhist1 + 1)), trainable=False, dtype=tf.float32) + ihist = tf.Variable(np.zeros((nstream, max(nhist2 + 1, 1))), trainable=False, dtype=tf.int32) + + @tf.function + def simloop(dataset): + for (_m, _r, _i) in dataset: + # Update the the history window of offloading metrics and inter-arrival time. + mhist.assign(tf.concat((tf.reshape(_m, (-1, 1)), mhist[:, :-1]), 1)) + qipt = tf.concat((mhist, tf.cast(ihist, tf.float32)[:, :intnum]), 1) + ihist.assign(tf.concat((tf.reshape(_i, (-1, 1)), ihist[:, :-1]), 1)) + qvals = model(qipt) + # Determine the offloading decision with the predicted Q-values, and update token bucket state. + deci = (qvals[:, (qpm[1] - qpm[0]):(qpm[2] - qpm[0] + 1)] <= qvals[:, (qpm[2] - qpm[0] + 1):]) + ifsend = tf.gather_nd(deci, tf.stack([idx, tf.maximum(tf.constant(0), nstate - qpm[1])], 1)) + ifsend = tf.logical_and(ifsend, nstate >= qpm[1]) + nstate.assign(tf.minimum(qpm[2], nstate - tf.where(ifsend, qpm[1], 0) + qpm[0] * _i)) + # Update the cumulative offloading reward. + igain = tf.reduce_sum(tf.cast(tf.where(ifsend, _r, 0), tf.float64)) + tot_gain.assign_add(igain) + + def mstream(dataset, sz_=1.0): + # Clear the variables and run the simulation loop. + tot_gain.assign(np.float64(0)) + nstate.assign([qpm_[2]] * nstream) + mhist.assign(np.zeros((nstream, nhist1 + 1), np.float32)) + ihist.assign(np.zeros((nstream, max(nhist2 + 1, 1)), np.int32)) + simloop(dataset) + return tot_gain.numpy() / sz_ + + return mstream + + +def data2tf(dset, iset, metrics, rewards): + """Convert dataset from numpy arrays to a (tf.Dataset, int:size) tuple.""" + metrics, rewards = metrics.astype(np.float32), rewards.astype(np.float32) + metrics, rewards = metrics[dset.T], rewards[dset.T] + dataset = tf.data.Dataset.zip((tf.data.Dataset.from_tensor_slices(metrics), + tf.data.Dataset.from_tensor_slices(rewards), + tf.data.Dataset.from_tensor_slices(iset.T))) + return dataset, np.size(dset) diff --git a/lib/bucket.py b/lib/bucket.py new file mode 100644 index 0000000..9084dbd --- /dev/null +++ b/lib/bucket.py @@ -0,0 +1,100 @@ +import numpy as np + +"""Functions for dealing with token buckets.""" + + +def getqpm(rate, bdepth, maxp=100): + """Return the scaled token bucket parameters (q,p,m) (integer) such that q/p ~ rate, m/p ~ bdepth.""" + denom = np.arange(maxp, dtype=np.int64) + 1 + rerr, berr = denom * rate, denom * bdepth + err = (rerr - np.floor(rerr) + berr - np.floor(berr)) / denom + _p = denom[np.argmin(err)] + _q = np.int64(np.floor(rate * _p)) + _m = np.int64(np.floor(bdepth * _p)) + gcd = np.gcd(np.gcd(_q, _p), _m) + return _q // gcd, _p // gcd, _m // gcd + + +def getvpidx(rate, bdepth): + """Get the token numbers for indices of value and policy vectors.""" + qpm = getqpm(rate, bdepth) + vidx = np.arange(qpm[0], qpm[2] + 1, dtype=np.float64) / qpm[1] + pidx = np.arange(qpm[1], qpm[2] + 1, dtype=np.float64) / qpm[1] + return vidx, pidx + + +def qflatlen(qpm): + """Return size of vector to represent Q values of all [n,a].""" + return 2 * (qpm[2] + 1) - qpm[0] - qpm[1] + + +def qflat2dec(qpm, qflat): + """Turn Q value matrix into a decision matrix.""" + qflat = qflat[:, (qpm[1] - qpm[0]):].reshape((-1, 2, qpm[2] + 1 - qpm[1])) + return (qflat[:, 1, :] >= qflat[:, 0, :]).astype(np.uint8) + + +def qflatprev(qpm, qprime, rew, discount, trans): + """Compute Q[n,a] = ar + max_a' Q[n'=(n.a), a'].""" + a0len = qpm[2] + 1 - qpm[0] + qmax = qprime[:, :a0len] + qmax[:, (qpm[1] - qpm[0]):] = np.maximum(qmax[:, (qpm[1] - qpm[0]):], qprime[:, a0len:]) + + if len(trans.shape) > 1: + qtrans = np.concatenate((trans[qpm[0]:, :], trans[:(a0len - qpm[1] + qpm[0]), :]), axis=0) + qtrans = np.transpose(qtrans) + qtgt = np.matmul(qmax, qtrans) + else: + qtgt = np.zeros_like(qprime) + trans = trans.astype(np.int32) + idx1 = qpm[0] * trans[:, np.newaxis] + np.arange(a0len) + idx1 = np.minimum(idx1, a0len - 1) + idx2 = qpm[0] * (trans - 1)[:, np.newaxis] + np.arange(a0len - qpm[1] + qpm[0]) + idx2 = np.minimum(idx2, a0len - 1) + qtgt[:, :a0len] = qmax[np.arange(qprime.shape[0])[:, np.newaxis], idx1] + qtgt[:, a0len:] = qmax[np.arange(qprime.shape[0])[:, np.newaxis], idx2] + qnew = discount * qtgt + qnew[:, a0len:] += rew[:, np.newaxis] + return qnew + + +def iidpolicy(qpm, metrics, rewards, trans, discount=0.9999, itparam=(1e4, 1e-6)): + """ + Find optimal policy thresholds assuming iid offloading metrics and periodic image arrival. + :param qpm: Bucket parameters from getqpm(rate, bdepth). + :param metrics: Training set of offloading metrics. + :param rewards: Training set of offloading rewards. + :param trans: The transition matrix for token bucket states. + :param discount: Discount factor to apply (default 0.9999). + :return: MDP policy thresholds. + """ + + # Sort metrics and compute F(theta) and G(theta) + idx = np.argsort(-metrics) + metrics, rewards = np.float64(metrics[idx]), np.float64(rewards[idx]) + gtheta = np.cumsum(rewards) / len(rewards) + ftheta = np.float64(np.arange(1, len(rewards) + 1)) / len(rewards) + fgt = (np.reshape(ftheta, (-1, 1)), np.reshape(gtheta, (-1, 1))) + + thresh = (np.amax(metrics) - np.amin(metrics)) * itparam[1] + + # Do value iterations + value, policy = np.zeros((qpm[2] - qpm[0] + 1), np.float64), None + for i in range(int(itparam[0])): + vprev, pprev = value.copy(), policy + + # If n < P/P, can't send + value[:(qpm[1] - qpm[0])] = discount * np.dot(trans[qpm[0]:qpm[1]], vprev) + + # If n >= P/P: + vnosend = np.dot(trans[qpm[1]:], vprev) + vsend = np.dot(trans[:(qpm[2] - qpm[1] + 1)], vprev) + score = fgt[1] + discount * (fgt[0] * vsend + (1 - fgt[0]) * vnosend) + value[(qpm[1] - qpm[0]):] = np.amax(score, 0) + policy = metrics[np.argmax(score, 0)] + + if i > 0: + if np.max(np.abs(policy - pprev)) < thresh: + break + + return policy diff --git a/lib/data.py b/lib/data.py new file mode 100644 index 0000000..b8a58b6 --- /dev/null +++ b/lib/data.py @@ -0,0 +1,59 @@ +import numpy as np + +"""Utility functions for handling data.""" + + +def load_base(fname): + """ + Load individual image data from npz file. + :param fname: Name of npz file. + :return: (train_metrics, train_rewards), (test_metrics, test_rewards). + """ + # Load the offloading metrics for the training and test sets. + npz = np.load(fname) + tr_m, ts_m = npz['metric_tr'], npz['metric_ts'] + # Normalize the offloading metrics. + _mu, _sd = np.mean(tr_m), np.std(tr_m) + tr_m = (tr_m - _mu) / _sd + ts_m = (ts_m - _mu) / _sd + # Compute the offloading reward based on the costs. + tr_r = npz['wcost_tr'] - npz['scost_tr'] + ts_r = npz['wcost_ts'] - npz['scost_ts'] + return (tr_m, tr_r), (ts_m, ts_r) + + +class DataTuples: + """Sample tuples (segments) from a dataset.""" + + def __init__(self, dset, iset, metrics, rewards, nhist1, nhist2, ntuples): + self.metrics, self.rewards = metrics, rewards + self.nhist1, self.nhist2 = nhist1, nhist2 + self.ntuples = ntuples + self.nseq, self.lseq = np.shape(dset) + self.dset, self.iset = dset.flatten(), iset.flatten() + + def sample(self): + """Sample n tuples of (curm, reward, nextm).""" + # Randomly select n indexes from the sequences as the end points of the segments. + idx0 = np.random.randint(0, self.nseq, size=(self.ntuples,)) + idx1 = np.random.randint(0, self.lseq - 1, size=(self.ntuples,)) + # Retrieve the offloading rewards. + reward = self.rewards[self.dset[idx0 * self.lseq + idx1]] + # Retrieve the offloading metrics for the current and the next states. + idxh = idx1[:, np.newaxis] - np.arange(self.nhist1 + 1) + curm = self.dset[np.maximum(0, idx0[:, np.newaxis] * self.lseq + idxh)] + curm = self.metrics[curm] + curm[idxh < 0] = 0 + nextm = self.metrics[self.dset[idx0 * self.lseq + idx1 + 1]][:, np.newaxis] + nextm = np.concatenate((nextm, curm[:, :-1]), -1) + # Retrieve the inter-arrival times for the current and the next states. + if self.nhist2 >= 0: + idxg = idx1[:, np.newaxis] - np.arange(self.nhist2 + 1) - 1 + curi = self.iset[np.maximum(0, idx0[:, np.newaxis] * self.lseq + idxg)] + curi[idxg < 0] = 0 + curm = np.concatenate((curm, curi), axis=1) + nexti = self.iset[idx0 * self.lseq + idx1][:, np.newaxis] + # Concatenate the inter-arrival times to the offloading metrics. + nexti = np.concatenate((nexti, curi[:, :-1]), -1) + nextm = np.concatenate((nextm, nexti), axis=1) + return curm, reward, nextm diff --git a/lib/genseq.py b/lib/genseq.py new file mode 100644 index 0000000..d65d6e1 --- /dev/null +++ b/lib/genseq.py @@ -0,0 +1,193 @@ +from dataclasses import dataclass +import numpy as np + +"""Offloading metric and inter-arrival time sequence Generators.""" + + +######################## Functions for generating offloading metric sequences. ######################## + + +def seq_iid(baselen, outlen, outnum, seed=0, opt=None): + """ + Generate offloading metric sequences (represented by image indexes) with iid sampling. + :param baselen: Dataset size to generate sequences from. + :param outlen: Length of each output sequence. + :param outnum: Number of generated sequences. + :param seed: Random number seed for repeatablilty. + :param opt: Options. + :return: an outnum x outlen array with entries between 0 and baselen-1 (image index). + """ + rstate = np.random.RandomState(seed) + out = rstate.randint(0, baselen, size=(outnum, outlen), dtype=np.int32) + return out + + +@dataclass +class LocResetOpt: + """Options for the local reset model.""" + spread: float = 0.1 # Ratio of training set to repeat from. + rprob: float = 0.01 # Probably of resetting. + + +_LROPT = LocResetOpt() + + +def seq_locreset(baselen, outlen, outnum, seed=0, opt=_LROPT): + """ + Generate offloading metric sequences (represented by image indexes) based on the local reset model. + :param baselen: Dataset size to generate sequences from. + :param outlen: Length of each output sequence. + :param outnum: Number of generated sequences. + :param seed: Random number seed for repeatablilty. + :param opt: Options (LocResetOpt object with members spread, rprob). + :return: an outnum x outlen array with entries between 0 and baselen-1 (image index). + """ + baselen, outlen, outnum = int(baselen), int(outlen), int(outnum) + rstate = np.random.RandomState(seed) + # Randomly select the amount of deviation from the location (delta). + delta = rstate.randint(0, int(opt.spread * baselen) + 1, (outnum, outlen), dtype=np.int32) + # Randomly select the indexes for location resetting. + rprob = rstate.random_sample((outnum, outlen - 1)) + _y, _x = np.where(rprob <= opt.rprob) + dset = np.zeros_like(delta) + # Randomly pick sampling locations. + dset[:, 0] = rstate.randint(0, baselen, (outnum,), dtype=np.int32) + dset[_y, _x + 1] = rstate.randint(0, baselen, (len(_y),), dtype=np.int32) + # Add the deviation to the location. + dset = np.cumsum(dset, 1) + dset = np.mod(dset + delta, baselen) + return dset + + +######################## Functions for generating inter-arrival time sequences. ######################## + + +def _geomatrix(qpm, aprob): + """Utility function to generate token bucket state transition matrix for geometric distribution.""" + rnum, cnum = qpm[2] + 1, qpm[2] - qpm[0] + 1 + pnum = qpm[2] // qpm[0] + m = np.zeros((rnum, cnum)) + pidx = np.arange(rnum)[:, np.newaxis] + np.arange(pnum) * qpm[0] + pidx = np.minimum(pidx, cnum - 1) + gprob = np.power(1 - aprob, np.arange(pnum)) * aprob + for i in range(pnum): + m[np.arange(rnum), pidx[:, i]] += gprob[i] + m[:, -1] += 1 - np.sum(gprob) + return m + + +def _spmatrix(qpm, intlen): + """Utility function to generate token bucket state transition matrix through sample distribution.""" + rnum, cnum = qpm[2] + 1, qpm[2] - qpm[0] + 1 + pnum = qpm[2] // qpm[0] + m = np.zeros((rnum, cnum)) + pidx = np.arange(rnum)[:, np.newaxis] + np.arange(pnum) * qpm[0] + pidx = np.minimum(pidx, cnum - 1) + cumfreq = 0 + for i in range(pnum): + freq = np.sum(intlen == i + 1) / np.size(intlen) + m[np.arange(rnum), pidx[:, i]] += freq + cumfreq += freq + m[:, -1] += 1 - cumfreq + return m + + +def int_periodic(outlen, outnum, seed=0, opt=None): + """ + Generate inter-arrival time sequences based on the periodic arrival model. + :param outlen: Length of each output sequence. + :param outnum: Number of generated sequences. + :param seed: Random number seed for repeatablilty. + :param opt: Options. + :return: an all-one outnum x outlen array, the average inter-arrival time, and a transition matrix generator. + """ + outlen, outnum = int(outlen), int(outnum) + intlen = np.ones((outnum, outlen), np.int32) + + def trans_matrix(qpm): + return _geomatrix(qpm, 1) + + return intlen, (1, trans_matrix) + + +@dataclass +class DoublePeriodicOpt: + """Options for the Markov-modulated periodic arrival model.""" + int1: int = 1 # Inter-arrival time in state 0. + int2: int = 3 # Inter-arrival time in state 1. + tprob1: float = 0.001 # Probability of transition from state 0 to 1. + tprob2: float = 0.0005 # Probability of transition from state 1 to 0. + + +_DPOPT = DoublePeriodicOpt() + + +def int_doubleperiodic(outlen, outnum, seed=0, opt=_DPOPT): + """ + Generate inter-arrival time sequences based on the 2-state Markov-modulated periodic arrival model. + :param outlen: Length of each output sequence. + :param outnum: Number of generated sequences. + :param seed: Random number seed for repeatablilty. + :param opt: Options (DoublePeriodicOpt object with member minint1, maxint1, minint2, maxint2, tprob1, tprob2). + :return: an outnum x outlen array, the average inter-arrival time, and a transition matrix generator. + """ + outlen, outnum = int(outlen), int(outnum) + rstate = np.random.RandomState(seed) + # Compute some statistics (e.g., state probability) based on the parameters. + pi1 = opt.tprob2 / (opt.tprob1 + opt.tprob2) + avgnum = 1 / opt.tprob1 / opt.int1 + 1 / opt.tprob2 / opt.int2 + tmplen = max(1, int(outlen / avgnum / 3)) + # Declare variables that keep track of the generated sequences. + intlen = np.zeros((outnum, outlen + 1), np.int32) + inits = rstate.rand(outnum) < pi1 + curidx = np.zeros((outnum), np.int32) + curstm = np.ones((outnum), np.bool) + # Generate new segments for sequences shorter than the specified length. + while np.any(curstm): + for i in np.arange(outnum)[curstm]: + # Use a new seed for random numbers to avoid repeated segments. + rstate.seed(seed) + seed += 1 + # Randomly select the lengths of each state. + sts1 = rstate.geometric(opt.tprob1, size=tmplen) + sts2 = rstate.geometric(opt.tprob2, size=tmplen) + maxnum = max(np.amax(sts1) // opt.int1, np.amax(sts2) // opt.int2) + uint1 = np.ones((tmplen, maxnum), dtype=np.int32) * opt.int1 + uint2 = np.ones((tmplen, maxnum), dtype=np.int32) * opt.int2 + sts = np.zeros((2 * tmplen), np.int32) + uint = np.zeros((2 * tmplen, maxnum), np.int32) + # Select which state to start with based on state probability. + if inits[i]: + sts[::2], sts[1::2] = sts1, sts2 + uint[::2], uint[1::2] = uint1, uint2 + else: + sts[::2], sts[1::2] = sts2, sts1 + uint[::2], uint[1::2] = uint2, uint1 + # Retrieve the sequence of inter-arrival times based on how long each state lasts. + uint = np.cumsum(uint, axis=1) + bmask = uint <= sts[:, np.newaxis] + offset = np.cumsum(sts) + offset[1:] = offset[:-1] + offset[0] = 0 + uint += offset[:, np.newaxis] + ints = uint[bmask] + ints[1:] -= ints[:-1] + intnum = np.size(ints) + # Check if the generated sequence is sufficiently long. + enum = outlen - curidx[i] + 1 + curstm[i] = intnum < enum + fnum = min(enum, intnum) + # Append the newly generated sub-sequences to the end of the generated sequences. + intlen[i, curidx[i]:curidx[i] + fnum] = ints[:fnum] + curidx[i] += fnum + + intlen = intlen[:, 1:] + + def trans_matrix(qpm): + return _spmatrix(qpm, intlen) + + return intlen, (np.mean(intlen), trans_matrix) + + +SEQFUNCS = [seq_iid, seq_locreset] +INTFUNCS = [int_periodic, int_doubleperiodic] diff --git a/lib/model.py b/lib/model.py new file mode 100644 index 0000000..670c82a --- /dev/null +++ b/lib/model.py @@ -0,0 +1,33 @@ +import numpy as np +import tensorflow as tf + +"""Model definitions.""" + + +def iid2model(qpm, policy): + """Convert IID policy to a model.""" + a0sz = qpm[2] - qpm[0] + 1 + a1sz = qpm[2] - qpm[1] + 1 + inp = tf.keras.Input(shape=(1,)) + out = tf.keras.layers.Dense(a0sz + a1sz)(inp) + model = tf.keras.Model(inputs=inp, outputs=out) + + kernel = np.zeros((1, a0sz + a1sz), np.float32) + bias = np.zeros((a0sz + a1sz,), np.float32) + + kernel[0, a0sz:] = 1 + bias[(qpm[1] - qpm[0]):a0sz] = policy + + model.set_weights([kernel, bias]) + return model + + +def mlp(insz, outsz, nhidden, nlayers): + """Define an mlp model.""" + inp = tf.keras.Input(shape=(insz,)) + _y = inp + for _ in range(nlayers): + _y = tf.keras.layers.Dense(nhidden, kernel_initializer='he_uniform')(_y) + _y = tf.keras.layers.LeakyReLU(alpha=0.2)(_y) + out = tf.keras.layers.Dense(outsz, kernel_initializer='he_uniform')(_y) + return tf.keras.Model(inputs=inp, outputs=out) diff --git a/lib/utils.py b/lib/utils.py new file mode 100644 index 0000000..b0088cc --- /dev/null +++ b/lib/utils.py @@ -0,0 +1,64 @@ +import sys +import time +import signal +import numpy as np + +"""Various utility functions.""" + + +def log(data, numit=None): + """Log output in standard format.""" + if numit is None: + lstr = data + else: + dstr = [(k + (' = %.3e' % data[k])) for k in data.keys()] + lstr = '[%06d] ' % numit + ' '.join(dstr) + sys.stdout.write(time.strftime("%Y-%m-%d %H:%M:%S ") + lstr + "\n") + sys.stdout.flush() + + +def getstop(): + """Returns stop so that stop[0] is True if ctrl+c was hit.""" + stop = [False] + _orig = [None] + + def handler(_a, _b): + del _a + del _b + stop[0] = True + signal.signal(signal.SIGINT, _orig[0]) + + _orig[0] = signal.signal(signal.SIGINT, handler) + + return stop + + +def saveopt(fname, opt, iters): + """Save optimizer state + niters to file.""" + weights = opt.get_weights() + npz = {('%d' % i): weights[i] for i in range(len(weights))} + npz['iters'] = np.int64(iters) + np.savez(fname, **npz) + + +def savemodel(fname, model): + """Save model weights to file.""" + weights = model.get_weights() + npz = {('%d' % i): weights[i] for i in range(len(weights))} + np.savez(fname, **npz) + + +def loadmodel(fname, model): + """Restore model weights from file.""" + npz = np.load(fname) + weights = [npz['%d' % i] for i in range(len(npz.files))] + model.set_weights(weights) + + +def loadopt(fname, opt, model): + """Restore optimizer state from file.""" + npz = np.load(fname) + weights = [npz['%d' % i] for i in range(len(npz.files) - 1)] + opt._create_all_weights(model.trainable_variables) + opt.set_weights(weights) + return npz['iters'] diff --git a/simulate.py b/simulate.py new file mode 100644 index 0000000..8cb90fb --- /dev/null +++ b/simulate.py @@ -0,0 +1,112 @@ +import argparse +import numpy as np +import tensorflow as tf + +import lib.utils as ut +import lib.data as dt +import lib.genseq as gs +import lib.bstream as bst +import lib.bucket as bkt +from lib.model import mlp, iid2model + +"""Script to simulate the trained DQN on test sequences.""" + + +def main(opts): + """Main function.""" + # Load data and sort images according to the offloading metrics. + (tr_m, tr_r), (ts_m, ts_r) = dt.load_base(opts.npz) + tr_idx, ts_idx = np.argsort(tr_m), np.argsort(ts_m) + tr_m, tr_r = tr_m[tr_idx], tr_r[tr_idx] + ts_m, ts_r = ts_m[ts_idx], ts_r[ts_idx] + + # Generate the test sequences. + _tsz = (int(1e5), 100) # 100 test sequences with 100,000 images each. + # Test sequences of offloading metrics. + seqfunc = gs.SEQFUNCS[opts.stype] + _LROPT = gs.LocResetOpt(opts.spread, opts.rprob) + seq_opt = [None, _LROPT] + tset = seqfunc(len(ts_m), _tsz[0], _tsz[1], seed=0, opt=seq_opt[opts.stype]) + # Test sequences of inter-arrival times. + intfunc = gs.INTFUNCS[opts.itype] + _DPOPT = gs.DoublePeriodicOpt(opts.int1, opts.int2, opts.tprob1, opts.tprob2) + int_opt = [None, _DPOPT] + tint, (tau, trans_matrix) = intfunc(_tsz[0], _tsz[1], seed=0, opt=int_opt[opts.itype]) + simt_tf = bst.data2tf(tset, tint, ts_m, ts_r) + # Set the number of history inter-arrival time properly. + opts.nhist2 = max(opts.nhist2, -1) + # Prepare the token bucket parameters. + qpm = bkt.getqpm(opts.tr, opts.tb) + flatlen = bkt.qflatlen(qpm) + + # Compute the average loss achieved by each policy on the test set. + # Average loss of the weak and strong classifiers. + npz_data = np.load(opts.npz) + wloss, sloss = np.mean(npz_data['wcost_ts'][tset]), np.mean(npz_data['scost_ts'][tset]) + # Average loss of the Lower Bound policy. + threshold = tr_m[np.int(len(tr_m) * (1 - opts.tr * tau)) - 1] + lb_reward = np.sum(ts_r[ts_m > threshold]) / np.size(ts_r) + lb_loss = wloss - lb_reward + # Average loss of the Baseline policy. + bl_policy = np.ones((qpm[2] - qpm[1] + 1), np.float64) * threshold + basefunc = bst.modelsfunc(iid2model(qpm, bl_policy), qpm, _tsz[1], 0, -1) + bl_reward = basefunc(*simt_tf) + bl_loss = wloss - bl_reward + # Average loss of the MDP policy. + iid_save = np.load(opts.wts + '/iid.npz') + mdp_policy = iid_save["policy"] + iidsfunc = bst.modelsfunc(iid2model(qpm, mdp_policy), qpm, _tsz[1], 0, -1) + mdp_reward = iidsfunc(*simt_tf) + mdp_loss = wloss - mdp_reward + # Average loss of the DQN policy. + model = mlp(opts.nhist1 + opts.nhist2 + 2, flatlen, opts.nhidden, opts.nlayers) + opt = tf.keras.optimizers.Adam() + model.compile(optimizer=opt, loss=tf.keras.losses.MeanSquaredError()) + ut.loadopt(opts.wts + '/opt.npz', opt, model) + ut.loadmodel(opts.wts + '/model.npz', model) + dqnsfunc = bst.modelsfunc(model, qpm, _tsz[1], opts.nhist1, opts.nhist2) + dqn_reward = dqnsfunc(*simt_tf) + dqn_loss = wloss - dqn_reward + # Save the simulation results. + ldata = {'weak': wloss, 'strong': sloss, 'lower_bound': lb_loss, 'baseline': bl_loss, 'mdp': mdp_loss, + 'dqn': dqn_loss} + np.savez(opts.save + "/result.npz", **ldata) + return + + +def getargs(): + """Parse command line arguments.""" + + args = argparse.ArgumentParser() + args.add_argument('npz', help='Path to npz file with raw data.') + args.add_argument('wts', help='Directory with the pre-trained DQN weights.') + args.add_argument('save', help='Directory to save results.') + + flags = [['tr', float, 0.1, "Token rate."], + ['tb', float, 5.0, "Token bucket depth."], + ['stype', int, 0, "Offloading metric sequence type, 0 for i.i.d., 1 for location reset model."], + ['itype', int, 0, "Inter-arrival time sequence type, 0 for periodic arrival, " + + "1 for 2-state Markov modulated peirodic arrival."], + + ['nhist1', int, 95, "Number of previous metrics in state."], + ['nhist2', int, -1, "Number of previous inter-arrival times in state. If negative, state includes no " + + "inter-arrival times, DQN learns from transition matrix instead."], + + ['nlayers', int, 5, "Number of hidden layers in MLP."], + ['nhidden', int, 64, "Number of units in each hidden layer."], + + ['spread', float, 0.1, "Ratio of training set to repeat from."], + ['rprob', float, 0.01, "Probablility of resetting."], + ['int1', int, 1, "Inter-arrival time in state 0."], + ['int2', int, 3, "Inter-arrival time in state 1."], + ['tprob1', float, 0.001, "Probablility of transition from state 0 to 1."], + ['tprob2', float, 0.0005, "Probablility of transition from state 1 to 0."]] + + for _f in flags: + args.add_argument('--' + _f[0], type=_f[1], default=_f[2], help=_f[3] + f" Default {_f[2]}.") + + return args.parse_args() + + +if __name__ == "__main__": + main(getargs()) diff --git a/train.py b/train.py new file mode 100644 index 0000000..c0649ce --- /dev/null +++ b/train.py @@ -0,0 +1,155 @@ +import os +import argparse +import numpy as np +import tensorflow as tf + +import lib.utils as ut +import lib.bucket as bkt +import lib.data as dt +import lib.genseq as gs +import lib.bstream as bst +from lib.model import mlp, iid2model + +"""Script to train a DQN.""" + + +def main(opts): + """Main function.""" + stop = ut.getstop() + + # Prepare datasets. + ut.log("Preparing Data.") + _tsz, _simsz = (int(1e6), 100), (int(1e5), 5) + metrics, rewards = dt.load_base(opts.npz)[0] + idx = np.argsort(metrics) + metrics, rewards = metrics[idx], rewards[idx] + # Generate sequences of offloading metric for training and validation. + seqfunc = gs.SEQFUNCS[opts.stype] + _LROPT = gs.LocResetOpt(opts.spread, opts.rprob) + seq_opt = [None, _LROPT] + tset = seqfunc(len(metrics), _tsz[0], _tsz[1], seed=0, opt=seq_opt[opts.stype]) + simset_v = seqfunc(len(metrics), _simsz[0], _simsz[1], seed=1, opt=seq_opt[opts.stype]) + simset_t = tset[:_simsz[1], :_simsz[0]].copy() + # Generate sequences of image inter-arrival time for training and validation. + intfunc = gs.INTFUNCS[opts.itype] + _DPOPT = gs.DoublePeriodicOpt(opts.int1, opts.int2, opts.tprob1, opts.tprob2) + int_opt = [None, _DPOPT] + tint, (tau, trans_matrix) = intfunc(_tsz[0], _tsz[1], seed=0, opt=int_opt[opts.itype]) + simint_v, _ = intfunc(_simsz[0], _simsz[1], seed=1, opt=int_opt[opts.itype]) + simint_t = tint[:_simsz[1], :_simsz[0]].copy() + + # Create sampler to randomly sample state tuples during training. + opts.nhist2 = max(opts.nhist2, -1) + sampler = dt.DataTuples(tset, tint, metrics, rewards, opts.nhist1, opts.nhist2, opts.gbsz * opts.ngdup) + # Create tf.data.Dataset's for running simulations to compute reward. + simt_tf = bst.data2tf(simset_t, simint_t, metrics, rewards) + simv_tf = bst.data2tf(simset_v, simint_v, metrics, rewards) + # Prepare the token bucket parameters. + qpm = bkt.getqpm(opts.tr, opts.tb) + flatlen = bkt.qflatlen(qpm) + tmatrix = trans_matrix(qpm) + + # Get MDP baseline results. + if os.path.isfile(opts.wts + '/iid.npz'): + iidrs = np.load(opts.wts + '/iid.npz') + iidr_t, iidr_v = iidrs['iidr_t'], iidrs['iidr_v'] + ut.log("Loaded saved iid baseline numbers.") + else: + ut.log("Getting iid baseline numbers.") + policy = bkt.iidpolicy(qpm, metrics, rewards, tmatrix, opts.discount) + iidsfunc = bst.modelsfunc(iid2model(qpm, policy), qpm, _simsz[1], 0, -1) + iidr_t = iidsfunc(*simt_tf) + iidr_v = iidsfunc(*simv_tf) + iidrs = {'iidr_t': iidr_t, 'iidr_v': iidr_v, 'policy': policy} + np.savez(opts.wts + '/iid.npz', **iidrs) + + # Create Model & Optimizer + model = mlp(opts.nhist1 + opts.nhist2 + 2, flatlen, opts.nhidden, opts.nlayers) + _lr = np.power(10.0, -opts.lr) + opt = tf.keras.optimizers.Adam(_lr) + model.compile(optimizer=opt, loss=tf.keras.losses.MeanSquaredError()) + # Create a tf.function version of bucket simulator with model. + msfunc = bst.modelsfunc(model, qpm, _simsz[1], opts.nhist1, opts.nhist2) + + # Restore checkpoint if any. + iters = 0 + if os.path.isfile(opts.wts + '/opt.npz'): + iters = ut.loadopt(opts.wts + '/opt.npz', opt, model) + ut.log("Restored optimizer.") + if os.path.isfile(opts.wts + '/model.npz'): + ut.loadmodel(opts.wts + '/model.npz', model) + ut.log("Restored model.") + + # Main training loop. + ut.log("Starting iterations at %d " % iters) + while iters <= opts.maxiter: + # Run simulations to compute reward at regular intervals. + if (iters % opts.sfreq) == 0 or iters == opts.maxiter: + modr_t = msfunc(*simt_tf) + modr_v = msfunc(*simv_tf) + ut.log({'iid.reward.t': iidr_t, 'iid.reward.v': iidr_v, 'reward.t': modr_t, 'reward.v': modr_v}, iters) + if iters == opts.maxiter: + break + # Sample batches, compute targets, and update model. + cur, rew, nxt = sampler.sample() + qnxt = model.predict(nxt) + trans = nxt[:, opts.nhist1 + 1] if opts.nhist2 >= 0 else tmatrix + qtarget = bkt.qflatprev(qpm, qnxt, rew, opts.discount, trans) + qtarget = qtarget - np.mean(qtarget) + loss = model.fit(cur, qtarget, batch_size=opts.gbsz, verbose=0, shuffle=False) + loss = np.mean(loss.history['loss']) + ut.log({'lr': _lr, 'loss.t': loss}, iters) + iters = iters + 1 + + if stop[0]: + break + + # Save model and optimizer state. + if iters > 0: + ut.log("Saving model and optimizer.") + ut.saveopt(opts.wts + '/opt.npz', opt, iters) + ut.savemodel(opts.wts + '/model.npz', model) + ut.log("Stopping!") + + +def getargs(): + """Parse command line arguments.""" + + args = argparse.ArgumentParser() + args.add_argument('npz', help='Path to npz file with raw data.') + args.add_argument('wts', help='Directory to save weights.') + + flags = [['tr', float, 0.1, "Token rate."], + ['tb', float, 5.0, "Token bucket depth."], + ['stype', int, 0, "Offloading metric sequence type, 0 for i.i.d., 1 for location reset model."], + ['itype', int, 0, "Inter-arrival time sequence type, 0 for periodic arrival, " + + "1 for 2-state Markov modulated periodic arrival."], + + ['nhist1', int, 95, "Number of previous metrics in state."], + ['nhist2', int, -1, "Number of previous inter-arrival times in state. If negative, state includes no " + + "inter-arrival times, DQN learns from the state transition matrix instead."], + ['discount', float, 0.9999, "Reward discount factor."], + ['ngdup', int, 128, "Number of gradient updates in each Q iteration."], + ['gbsz', int, 128, "Batch size for each gradient update."], + + ['nlayers', int, 5, "Number of hidden layers in MLP."], + ['nhidden', int, 64, "Number of units in each hidden layer."], + ['lr', float, 3, "-log10(Learning rate), so 3 -> 10^-3."], + ['maxiter', int, 1000, "Maximum number of Q iterations."], + ['sfreq', int, 100, "How frequently, in # Q iterations, to run simulations to compute reward."], + + ['spread', float, 0.1, "Ratio of training set to repeat from."], + ['rprob', float, 0.01, "Probability of resetting."], + ['int1', int, 1, "Image inter-arrival time in state 0."], + ['int2', int, 3, "Image inter-arrival time in state 1."], + ['tprob1', float, 0.001, "Probability of transition from state 0 to 1."], + ['tprob2', float, 0.0005, "Probability of transition from state 1 to 0."]] + + for _f in flags: + args.add_argument('--' + _f[0], type=_f[1], default=_f[2], help=_f[3] + f" Default {_f[2]}.") + + return args.parse_args() + + +if __name__ == "__main__": + main(getargs()) diff --git a/viz/notebook/.ipynb_checkpoints/Fig10a_trace-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig10a_trace-checkpoint.ipynb new file mode 100644 index 0000000..0886e0c --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig10a_trace-checkpoint.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 4, $\\mathregular{I_1}$ = 1, $\\mathregular{I_2}$ = 3\"\n", + "data_path = f\"../data/fig10a.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "colors = ['#0000ff', '#ff0000', '#ff9900', '#bfbfbf']\n", + "labels = ['offloaded by DQN', 'offloaded by MDP', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 6\n", + "trans = 711\n", + "xtick = [0, 200, 400, 600, 978, 1278, 1578]\n", + "xticklabel = [\"0\",\"200\",\"400\",\"600\",\"800\",\"900\",\"1000\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=55, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "mdp_data, dqn_data, metric = npz_data['mdp_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "intlen = npz_data['inter_arrival']\n", + "intlen = np.cumsum(intlen, axis=1)\n", + "intlen[:, 1:] = intlen[:, :-1]\n", + "intlen[:, 0] = 0\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(mdp_data.shape[0])\n", + "mdp_r, dqn_r, metric_r = mdp_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "xdata = intlen[ridx, :length]\n", + "trace = 2*mdp_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the training data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "ax.axvline(x=trans, linewidth=3, color='k')\n", + "ax.set_xticks(xtick)\n", + "ax.set_xticklabels(xticklabel)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/Fig10a_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig10b_trace-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig10b_trace-checkpoint.ipynb new file mode 100644 index 0000000..e7d8b11 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig10b_trace-checkpoint.ipynb @@ -0,0 +1,132 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 20, sp=0.1, rprob=0.01\"\n", + "data_path = f\"../data/fig10b.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "colors = ['#0000ff', '#ff0000', '#ff9900', '#bfbfbf']\n", + "labels = ['offloaded by DQN', 'offloaded by MDP', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 6\n", + "trans = 711\n", + "xtick = [0, 200, 400, 600, 978, 1278, 1578]\n", + "xticklabel = [\"0\",\"200\",\"400\",\"600\",\"800\",\"900\",\"1000\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=55, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "mdp_data, dqn_data, metric = npz_data['mdp_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "intlen = npz_data['inter_arrival']\n", + "intlen = np.cumsum(intlen, axis=1)\n", + "intlen[:, 1:] = intlen[:, :-1]\n", + "intlen[:, 0] = 0\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(mdp_data.shape[0])\n", + "mdp_r, dqn_r, metric_r = mdp_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "xdata = intlen[ridx, :length]\n", + "trace = 2*mdp_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the training data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "ax.axvline(x=trans, linewidth=3, color='k')\n", + "ax.set_xticks(xtick)\n", + "ax.set_xticklabels(xticklabel)\n", + "dots = []\n", + "for i in range(4):\n", + " dots.append(Line2D([0], [0], marker='o', color='w', markerfacecolor=colors[i], markersize=25))\n", + "legend1 = fig.legend(dots, labels, loc='center right', bbox_to_anchor=(0.65, -0.12), prop={'size': 40}, ncol=2, frameon=False)\n", + "legend2 = fig.legend([Line2D([0], [0], color='k', linewidth=3)], ['state transition'], loc='center left', bbox_to_anchor=(0.67, -0.12), prop={'size': 40}, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/Fig10b_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig11_history-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig11_history-checkpoint.ipynb new file mode 100644 index 0000000..8079fa4 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig11_history-checkpoint.ipynb @@ -0,0 +1,109 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig11.npz\"\n", + "xlabel = \"Log (base 2) Scaled History Window Length T\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "labels = ['DQN', 'MDP']\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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72qyzHXAasEzD7AAsVz22Br4UY/xgSun84TdZkiRJkiRNNAN1ITkROAHYpNXCGONk4FxK8CI0PGh6vTTwpxjj64bdYkmSJEmSNOF0XAMjxrgg8CtKFkcA/g18EFgJmL+afhC4vtpkPuCkGGNXuq1IkiRJkqSJYzjBhN0pQYoM/AV4b0rphYblDwO/iTH+Hvg98FZgDeC9wOnDOK4kSZIkSZpghjMKyY7V9Gngw03Bi/9JKc0Edq3WA3jHMI4pSZIkSZImoOEEMDaiZF/8JqX0dH8rppSeomRdBCAO45iSJEmSJGkCGk4AY9lq+q9Brl9bb/lhHFOSJEmSJE1AwwlgvFRNnxrk+rX1Fh7GMSVJkiRJ0gQ0nADGndV0sUGuv0g1fWoYx5QkSZIkSRPQYEch+UCMcaOmeaGavnyQ+1ijmj42yPUlSZIkSZKAwQcw3t/Psm0HuY/XVtO7B7m+JEmSJEkSMLguJGGAx2tjjOv0t4MY46LAmymjllw5nAZLkiRJkqSJZ6AMjMFmVzw3wPKPAwtSAhhXDHKfkiRJkiRJwAABjJTSJV06ztnABdXzG7u0T0mSJEmSNEEMtgbGsKSUbp8bx5EkSZIkSePTcIZRlSRJkiRJmisMYEiSJEmSpJ7X1S4kMcZ3AWcBOaU0V7qnSJIkSZKk8W8kggxhBPYpSZIkSZImMLuQSJIkSZKknmcAQ5IkSZIk9TwDGJIkSZIkqecZwJAkSZIkST3PAIYkSZIkSep53R6FZDpwDzC7y/uVJEmSJEkTWFcDGCml84E1u7lPSZIkSZIku5BIkiRJkqSeZwBDkiRJkiT1vGF3IYkxvhl4N/BaYGVgUeA54AHgX8BZKaULhnscSZIkSZI0cXUcwIgxbgIcD7y6YXaoposBKwKbAB+PMV4HfDSldE2nx5MkSZIkSRNXR11IYoxvBf5BCV6EhsdTwP3VtHH+RsBlMcYdhttgSZIkSZI08Qw5gBFjXBU4HViQEpy4EngfsGxKaemU0moppaWBZav5l1ebLgicHmNcpSstlyRJkiRJE0YnXUi+SOkikoEfppS+2mqllNITwBnAGTHG7wBfrbb7IrB/Z82VJEmSJEkTUSddSN5KCV78s13wollK6WvAFZSMjR07OKYkSZIkSZrAOglgrFZNTxvidrX1V+3gmJIkSZIkaQLrJIDxXDV9aIjbPdy0vSRJkiRJ0qB0EsC4uZquMcTtVm/aXpIkSZIkaVA6CWD8mlLL4iMxxnkGs0G13u6U2hm/6uCYkiRJkiRpAuskgHEMZWjUDYATYozz97dyjHE+4Phq/cuBYzs4piRJkiRJmsCGPIxqSmlWjPHtlKDErsBWMcafARcBtwHTgYWBlwFvBD4JrA38HtgzpTSrS22XJEmSJEkTxJADGDHGxgBEoAQnDutnk1BNdwJ2ijG2Wy+nlIbcHkmSJEmSNP51EjAIg5zXyTqSJEmSJElz6CSA8XdKMU5JkiRJkqS5opMaGJNHoB2SJEmSJEltdTIKybgTQlg1hHB8COGBEMILIYS7QghHhBCWGuT2i4QQdg0h/DqEcFMIYVoI4dkQQgohfCGE0HKklhBC7udxZT/He3sIYUoI4ekQwnMhhH+GEHbv9OeXJEmSJKnXTfiimSGEdSjDuy4PnAPcBGwGfBbYIYSwdc758QF28zrgVOAJ4GLgbGAp4J2UAqfvCSFsl3Oe0WLbu4ETW8y/r017Pw0cCTxeHXMm8F7gxBDCq3POXxygrZIkSZIkjTkTPoAB/JwSvNgv53xkbWYI4XBgf+BQ4BMD7OMh4MPA73LOMxv28UVgCrAV8CngRy22vSvnfPBgGhpCWJMSEHkCiDnnu6r53wT+BXwhhHBmzvmKwexPkiRJkqSxYtgBjBjjOsC7gc2BlYDFgGeBB4CrgN+nlG4f7nFGQpV9sT1wF/CzpsUHAfsAu4UQvpBzntZuPznna4FrW8x/NoTwI+BXwGRaBzCGYi9gAeD7teBFdZwnQwjfAY6jBFsMYEiSJEmSxpWOAxgxxmUo2Qs7036I1J2B78UYzwA+lVIaqCvG3LZtNT0v5zy7cUEVfLiMEuDYAriww2O8WE1farN8yRDCXsCKwNPA1Jxzu/oXb6ymf22x7NymdSRJkiRJGjc6KuIZY1wDuIZSe2ESJYDR7jEJ2AW4Osa4Whfa3E0vr6a3tFl+azVdbxjH2Kuatgo6AGxIyZw4FPgpcEUI4doQwqtbrNu2vTnnB4FpwKohhIWH0V5JkiRJknrOkDMwYoyTgD8Aq1azHqRkYpxHubB+DlgUWBd4C7AvsDKwGvDHGOPGKaU8/KZ3xRLV9Ok2y2vzl+xk51XBzR0o3UuOb7HK4cCZlN/bDGB94CuUwNBFIYSNcs73D7G9i1TrTW/Rnn0o3WLYe++9mTp16hB/orlv+vTpY6Kd6j2eO+qE54065bmjTnjeqBOeN+rUeDh3OulCshvwaiADfwZ2TSk927TO00ACUozxx5QaEO+otvswcErHLR4jQgjvAY6gFPjcOef8YvM6OecvNM1KwC4hhDMo3W++SCkk2hU552OAYwAOOeSQvOmmm3Zr1yNm6tSpjIV2qvd47qgTnjfqlOeOOuF5o0543qhT4+Hc6aQLyc7V9E5glxbBiz5SSs8B7wPuqGa9r4NjjpRaJsMSbZbX5j81lJ2GEHYCTgceASbnnO/of4s5HFVNX980f7DtbZehIUmSJEnSmNRJAGMTSvbFCSmlFwazQbXe8ZSaGBt3cMyRcnM1bVfjYt1q2q5GxhxCCLsAvwMeBt6Qc755gE1aebSaLtI0v217QwgrVevfl3Oeo/uIJEmSJEljWScBjGWr6aAv6iu1gpjLdHDMkXJxNd0+hNDndxFCWAzYmlJLot2oIH2EEHYFTqMMIfuGnPOtA2zSzhbVtDlz46JqukOLbd7atI4kSZIkSeNGJwGMadV0ySFuV1u/Z7IDcs63U4qPrgl8qmnxIZSMhlNyzrWfmRDC+iGE9Zv3FULYHTgZuAd4/UDdRkIIrwkhzNdqPmVEEoBTmxafALwAfDqEsGbDNksBX6teHoUkSZIkSeNMJ0U87wI2At4GHDuE7d7WsH0v+SRwOfCTEMJ2wI3A5sC2lCyTrzetf2M1DbUZIYRtKV1kJlGyOvYMITRtxlM55yMaXn8eeEcI4VLgXkpgYn1KdsU8lN/taY07yDnfGUL4EvATIIUQfgPMpIxasirwo5zzFUP8+SVJkiRJ6nmdBDDOo9SxeGeMceeU0pkDbRBjfA/wLkrtjL91cMwRk3O+PYQQgW9SggdvowwN+2PgkJzzk4PYzRrUs1n2arPO3ZRRSWrOBhYHXgO8EVgQeBw4Fzg25/yHNu09MoRwF2WEko9Ux/0vcGDO+aRBtFWSJEmSpDGn3wBGjPEj1dOLUkr3Vc9/BuxHueA+LcZ4GHB4SumxFtsvA3wO+HI1a0a1fU/JOd8L7DnIdedIrcg5nwicOMRjnk0JYgxZzvmPwB872VaSJEmSpLFooAyMEylZE+8G7gNIKd0XY/w88AtKV4evAF+IMV5H6XIxjVI7Yl1KV5N5Kd0tMrB/Sun+rv8UkiRJkiRpXOukCwkppaNjjACHAwsB8wGbVo9GtWyF5ynBi2M6bKckSZIkSZrAOhmFBChBDOCVlLoOd1OCFc2PuylBjlcavJAkSZIkSZ3qKAOjJqV0N2U0jc/HGJcDVgIWA54FHkwpPTr8JkqSJEmSpIluWAGMRlWwwoCFJEmSJEnquo67kEiSJEmSJM0tBjAkSZIkSVLPG2wXkv1ijDt16Zg5pfTRLu1LkiRJkiRNAIMNYGzb5eMawJAkSZIkSYM22ABG6OIxcxf3JUmSJEmSJoDBBjCOBK4eyYZIkiRJkiS1M9gAxoUppT+MaEskSZIkSZLacBQSSZIkSZLU8wxgSJIkSZKknmcAQ5IkSZIk9TwDGJIkSZIkqecZwJAkSZIkST1vMAGMMOKtkCRJkiRJ6sdAw6iuVU0fGemGSJIkSZIktdNvACOldPfcaogkSZIkSVI71sCQJEmSJEk9zwCGJEmSJEnqeQYwJEmSJElSzzOAIUmSJEmSep4BDEmSJEmS1PMMYEiSJEmSpJ5nAEOSJEmSJPU8AxiSJEmSJKnnGcCQJEmSJEk9b97hbBxjnAfYBdgeeAWwFDBfSmmdpvU2ABYHnk4p3TCcY0qSJEmSpImn4wBGjHEycBKwasPsAOQWq+8EHAI8G2NcKaX0fKfHlSRJkiRJE09HXUhijO8AzqcELwIwC3i6n02OBmYDiwE7dnJMSZIkSZI0cQ05gBFjXBY4FZgHeAb4KLAksGe7bVJKjwKXVS/fNORWSpIkSZKkCa2TDIzPUDIpZgJvTimdkFKaPojtrqRka2zcwTElSZIkSdIE1kkA462UOhe/TSmlIWx3SzVdu4NjSpIkSZKkCayTAEZthJGLh7hdrUbG4h0cU5IkSZIkTWCdBDAWqabPDHG7harpjA6OKUmSJEmSJrBOAhiPV9MVhrjdutX00Q6OKUmSJEmSJrBOAhg3VNPJQ9zunZTaGf/q4JiSJEmSJGkC6ySA8WfKaCLvjDG+cjAbxBh3AzasXv6hg2NKkiRJkqQJrJMAxi+BR4D5gD/HGF/d38oxxo8BR1OyL+4AftPBMSVJkiRJ0gQ271A3SClNizHuScmkWB2YGmO8EHi2tk6M8SBgVWA7YA1KxsYLwK4ppdndaLgkSZIkSZo4OsnAIKV0LvABStBiXmB7YGdKlgXAN4C9qAcvngLelVK6apjtlSRJkiRJE1BHAQyAlNKZwAbAT4EnKYGK5sezwC+AV6eUzht2ayVJkiRJ0oQ05C4kjVJK9wH7AfvFGF8FrAksATwH3A9cY5cRSZIkSZI0XMMKYDRKKd1AfYhVSZIkSZKkrum4C4kkSZIkSdLcYgBDkiRJkiT1vCF3IYkxvr7DY82mFPV8IqV0b4f7kCRJkiRJE1AnNTCmUB8utSMxxqer/Rzl6CSSJEmSJGkgnXYhaTVk6lAeSwLvAs6NMZ4eY5y/8x9BkiRJkiSNd51kYBxSTTcG3lk9fxy4DLgDmAYsAqwNbA0sQ8nY+APwn+r1ZsAm1ba7ALOAXTtoiyRJkiRJmgCGHMBIKR0SY/wAcADwJPB54FcppZea140xzgt8GPgRsANwekrpN9WyLYFfA2sAH4gx/jyldFnHP4kkSZIkSRq3htyFJMb4CuA4SlbFdimlk1oFLwBSSi+llE4E3kTpOnJcjPHl1bIrgB2BF6vV9xhy6yVJkiRJ0oTQSQ2M/YCFgJNSStcOZoOU0jXAycDCwGcb5v8X+D0luLF1B22RJEmSJEkTQCcBjDdRsi/+McTtLm3YvtHfq+lKHbRFkiRJkiRNAJ0EMFauprOGuF2tm8kqTfMfqaYLddAWSZIkSZI0AXQSwJheTTce4na1UUemN82fr5o+1UFbJEmSJEnSBNBJAOPflJoVH40xDqrbR4xxZeCjlK4n/25avGY1fayDtkiSJEmSpAmgkwDGKdV0SWBKjPG1/a0cY9wMmFKtD6WYZ6OtKIGNWztoiyRJkiRJmgDm7WCbEylDnr4OeBlwZYzxn8DFwB2ULiILA2sD2wKbN2x7aTWsKgAxxqWB7aqXF3XQFkmSJEmSNAEMOYCRUsoxxrcD5wCTq9mb0zdQ0ShU04uBnZqWrQQcWj0/fahtkSRJkiRJE0MnGRiklJ4F3hhj/CjwWWCDflb/D3BESun4Fvu5AbihkzZIkiRJkqSJo6MARk1K6TjguBjj2kCkDLG6CDANeKCsku4YdislSZIkSdKENqwARk0VpDBQIUmSJEmSRkQno5BIkiRJkiTNVQYwJEmSJElSz+tKFxKAGONiwOLAPAOtm1K6p1vH7YYQwqrAN4EdgGWAB4GzgUNyzk8OYvtFKCOs7AhsAqwGzAZuBk4Djsw5zxzEfg4EvlW9fHPO+YIW6ywPfBF4G7AGMBO4izKKy1E552cHOo4kSZIkSWNNxwGMGOM8wIeA3YDNgMUGuWkeznG7LYSwDnA5sDxlaNibKD/PZ4EdQghb55wfH2A3rwNOBZ6gDBd7NrAU8E7gMOA9IYTtcs4z+mnHJsA3gOeARdussybwz6qtU4BzgQWB7YEfAB8OIWyRc35+oJ9bkiRJkqSxpKNAQoxxJeD3wGurWaFrLZr7fk4JCOyXcz6yNjOEcDiwP3Ao8IkB9vEQ8GHgd42ZFiGEL1ICDVsBnwJ+1GrjEMKCwCnAv4DbKUGhVr5UtfXgnPMhDdvPA5wHvBHYBTh5gPZKkiRJkjSmDLkGRoxxEvAHSpZCoN59AUp2xcXAGZSL8Rcb5p8HnEQPXVxX2RfbU36GnzUtPogyHOxuVReRtnLO1+acf9XcTaTqzlELWkzuZxffBdYC9qB0PWln7Wr6h6bjzAL+XL1crr+2SpIkSZI0FnVSxPODwKaUoMQRwLoppQ81LP9xSul9KaXNgVWBH1frvhr4aUppz+E1uau2rabn5Zz7BA6q4MNlwMLAFsM4Ri2I81KrhSGEN1K6qxyQc751gH3dUE13bNrHJOCtlODHRZ03VZIkSZKk3tRJF5L3VtP7gS+nlNpmDKSUHgX2jzHeCBwFnBVj3CilNGBhzLnk5dX0ljbLb6VkaKwHXNjhMfaqpn9tXhBCWAI4EbgU+Mkg9vUD4O3At0II2wJXA/NXbVwR+FjO+Zp2G4cQ9gH2Adh7772ZOnXq4H+KUTJ9+vQx0U71Hs8ddcLzRp3y3FEnPG/UCc8bdWo8nDudBDBq2RenppRaZRXMkdWRUjomxvghSrHLfYHvdHDckbBENX26zfLa/CU72XkI4dOUkU2uBY5vscqRwNLA5JxzHmh/OedHQghbVPt6N6XmBZS/x7HAHKOWNG1/DHAMwCGHHJI33XTTwf0go2jq1KmMhXaq93juqBOeN+qU54464XmjTnjeqFPj4dzppAvJstX0zqb5tUyMBdtsdyalZsZOHRxzzAkhvIfSxeYhYOec84tNy3emFOv8cs75jkHuc03g75TuOG+jBGBWogSFdgX+FUJYq0s/wqh7+GHYe+/1uP/+0W6JJEmSJGm0dRLAqI048kTT/Ger6Qpttnu4mq7ZwTFHSi3DYok2y2vznxrKTkMIO1EKmz5Cya64o2n50pQuNRcCvxjCrk+kBC92zjmfm3N+Juf8UM75aODrlN/9QUNpay877DC49tpFOeCA0W6JJEmSJGm0dRLAeKSaLt40/4FqukGb7VZts91ourmartdm+brVtF2NjDmEEHYBfkcJ2Lwh53xzi9VWp2SybAfMDiHk2gPYvVrn/Gre56r9Lga8AXgi53x9i31eXE3Hdk5Q5Zln4Be/gJwDZ5wBN7f6LUqSJEmSJoxOAhj/raYva5p/DSU7450xxoUaF8QYA6W7BJQuFb2idtG/fTWSx/9UAYOtgenAlYPZWQhhV+A0SjDnDf2MKvI4cFybR22bc6vX/6lez19NFw8hzM+casOnzmyxbMwpwYvyfOZM+MIXRrc9kiRJkqTR1UkRz8uAtwBbNc0/E/gQJbPgrBjj/sAdwDrAt4ANKcUmOx3No+tyzreHEM6jjOLxKUpRzZpDgEWAo3PO02ozQwjrV9ve1LivEMLulOKadwPb5pzv7ue49wIfa7UshHAiJfPj8JzzBQ3bPB5CuBF4BfB/1aO2zYLAgdXLnvn9duqFF+B734Pp08vrWbPgoosgJYhxdNsmSZIkSRodnQQw/gJ8E9gqxrh8SqnWpeRsyrCem1ACAje02HYGZSjQXvJJ4HLgJyGE7YAbgc2BbSldR77etP6N1bRWC4RqSNPjKRktFwN7hhCaNuOpnPMRw2zrfsCfgQNDCG+u2r0Q8FZgDeA24PvDPMaoO+UUeKlpfJsZM+Azn4ErrhidNkmSJEmSRteQAxgppatjjAdTLpxXo6qJkVLKMcZ3AedRsgSaTQN2TSn1VDWDKgsjUoIyO1BG93gQ+DFwSM75yUHsZg3q3XH2arPO3ZRRSYbT1gtCCK8FvkSph/FpYBYl0+W7wA9yzk8N5xijbdYsOPhgeO65vvNzhn//Gy64AN70plFpmiRJkiRpFHWSgUFK6Ztt5t8fY9wQ+CDwJsqoGNOBfwEnpJR6qf7F/1RdOvYc5LpzpFbknE+kjBDSjbbsAezRz/LrqdcTGXfOOQeefrr1smnT4P3vL1kY67UruypJkiRJGpc6CmD0J6X0EnBK9ZAGLWc48MA5sy8aPfEEvPzlsN12sPfesNNOsMACc62JkiRJkqRRMuQARozxI9XTh1JK53W5PZrApkyBe+4Z3LoXXlgeyy4Le+xRghlmZUiSJEnS+NXJMKonAicAW3S3KZroDjywdBMZisceg8MOK1kZ224Lp51WCn5KkiRJksaXTgIYz1bTnirGqbHtmmvg2msHv/6CC8Iqq/SdN2UKfOhDsOqq8IUvwE03tdxUkiRJkjQGdRLAuL+aLtjNhmhiO+igoWVOTJoEn/gE/PnP8K53wTzz1Jc9/jgcfji84hXw+tfDqafC8893v82SJEmSpLmnkwBGre7FVt1siCau22+H88+H2bMHv8306fC978GWW8LZZ8Pdd8O3vgVrrNF3vUsvhd12K9kan/sc3HBDN1suSZIkSZpbOglg/Bx4AdgtxvjyLrdHE9Chh8JLLw19u1mzStACSoDiwANLMOTcc+Hd7+6blfHkk/DjH8MGG8A228DJJ5cgiCRJkiRpbBhyACOldAvwccoIJhfFGHfseqs0oUyd2lkAY8aMUvei0TzzwA47wFlnwb33wne+A2ut1Xedyy6D3XeHlVeGz3wG/v3vjpsuSZIkSZpLOhlG9RvV0ynAm4A/xBjvBv5BqY8xYLWBlNI3h3pcjV/XXdd+2dSpU9l000072u9KK8EBB8BXvlKGXD3mmNLdpBYsefpp+OlPy2OLLWCffeB974NFFunocJIkSZKkETTkAAZwMJCr5xkIwBrVY7AMYGiumTQJ3vzm8nj4YTjxRDj22NLdpObKK8vjc5+DD38Y9t4bNtpolBosSZIkSZpDJzUwoAQtao/m1wM9pFGzwgolI+OWW0pWxvvfD/PNV1/+zDPw85/DxhvDZpvBL38Jzz03eu2VJEmSJBWdZGBs2/VWSHPZpEnwxjeWx6OPwkknlS4mt95aX+df/yqP/feHXXctXUw22WT02ixJkiRJE9mQAxgppUtGoiHSaFluOfjiF+ELX4BLLimBjDPPhJkzy/LnnoOjjy6PTTctgYwPfhAWW2x02y1JkiRJE0mnXUikcScEmDwZfv1ruP9++NGPYP31+64zdSp8/OOlQOjee5cMjZxb7k6SJEmS1EUGMKQWll0WPv95+O9/4e9/L4U9F1igvnzatFIfY7PNSreSX/yijGoiSZIkSRoZXQlgxBhXjzG+Jcb4gRjjR7qxT6kXhACvex2ccgo88AAccQS88pV917n2WvjkJ2HlleGjH4V//tOsDEmSJEnqtmEFMGKM+8QYbwLuBP4C/Ao4ocV6X48xnhdjPH44x5NG09JLw2c/C//5D/zjH/CRj8CCC9aXT58Oxx8PW2xRhmD96U/hqadGq7WSJEmSNL50FMCIMS4aYzwf+AWwLgMPk3ol8CZg9xjjqzo5ptQrQoCtty4jlzzwAPzkJ7DBBn3Xuf56+MxnSlbGHnvA5ZeblSFJkiRJw9FpBsZpwHaUgMWdwHeBo/pZ/yLgoer52zs8ptRzllqqBCquvx6uuAL23BMWWqi+/PnnS6Bj663h1a8uwY4nnxy99kqSJEnSWDXkAEaM8W3AjkAGTgLWTyl9Hfhbu21SShk4nxLw2Kazpkq9K4TSdeT44+HBB+FnP4PXvKbvOjfcULqgrLxy6X7yj3+YlSFJkiRJg9VJBkatSOctwMdSSi8NcrvrqukrOjimNGYssUQp6nnttaWg50c/CgsvXF8+Y0YpCvq618GrXgX/7//B44+PWnMlSZIkaUzoJICxJSX74uSU0qwhbFfrQrJCB8eUxpwQyjCrv/xlyco46ijYeOO+69x4YxmudeWVYddd4ZJLzMqQJEmSpFY6CWAsX01vG+J2M6vp/B0cUxrTFl8cPv5xuPpqSAn22QcWXbS+fOZM+PWvYfJkWH99+NGP4LHHRq25kiRJktRzOglgzKim8w1xu+WqqSUMNaFtuikcfXQZweSYYyDGvstvuQW++EVYZRX44Afh4ovNypAkSZKkTgIYD1TToday2LKa3tHBMaVxZ7HFYO+94V//KpkZ++5b5tXMnAmnnw5vfCOstx784AfwyCOj115JkiRJGk2dBDAuoYwm8v4Y46C2jzGuAOxMqZ1xcQfHlMa1jTeGn/+8ZGUcdxxsvnnf5bfdBl/5Cqy6KrzvfXDBBTB79ui0VZIkSZJGQycBjJOr6TrAoQOtHGNcCPg1sBAwCziug2NKE8Kii8Jee8GVV5ZRTD71qVI/o+bFF+F3v4M3vxnWXRe+9z146KG2u5MkSZKkcWPIAYyU0pXAbylZGF+OMf42xrg5TTUxYoyrxBj3BK4BJlOyL36RUrILiTQIG24IP/1pGcHkxBNhq636Lr/jDjjgAFhtNdh5Z/jb38zKkCRJkjR+dZKBAbAX8E9KEGNn4HLgN5QgBTHGl4B7gF8C61brXQh8YZjtlSachReG3XeHyy6Df/8b9tsPllyyvvyll+Css2CHHWCddeDQQ0tXFEmSJEkCePhh2Hvv9bj//tFuyfB0FMBIKU0H3gD8GHiREqCoPWr7rb1+EfgR8LaU0kvDbbA0kW2wAfz4xyVAcfLJsM02fZffdRcceCCsvjq8+91w7rkwa9aoNFWSJElSjzjsMLj22kU54IDRbsnwdJqBQUppZkppf2BN4HPAmcBU4HbgWuDPwJeBl6WUvmTwQuqehRaC3XaDSy+FG26A/feHpZeuL581C84+G972Nlh7bfjmN+G++0atuZIkSZJGyTPPwC9+ATkHzjgDbr55tFvUuXmHu4OU0kPAT6qHpLnsla+Eww+H73yndCU55hi45JL68nvugYMOgkMOgR13hH32Kd1N5h32f78kSZKkXleCF+X5zJnwhS/An/40um3qVMcZGJJ6y4ILwoc+BFOmwI03ljemZZapL589G/74R3jHO2CtteDgg0twQ5IkSdL49MILZeTC6dPL61mz4KKLIKXRbVenhhzAiDF+Ksa4zMBrShot669f+rndfz+cdhq88Y19l993X8nIWGstePvb4ZxzSjFQSZIkSePHySeXrItGM2bAZz4zOu0Zrk4yMI4EHogxnhNj3CXGuEC3GyWpOxZYAD7wAbjwQrjlFvjyl2G55erLZ8+GP/8ZdtoJ1lgD/u//SiFQSZIkSWPPk0+WQv4HHQRvfjN8/OP17IuanMvohhdcMDptHI5Ou5DMB7wdOB14KMZ4TIzxDd1rlqRuW3dd+P73S/bFb38Lb3pT3+UPPADf/nYp+vnWt8Lvfw8vvjg6bZUkSZLUv1mz4PrrSw28PfeEV7yiFPZ/29tKEf8LLqjXvmg2bRp8+tPlhuZY0kkZv88BuwKvrV4vAXwU+GiM8V7gVODUlNJNXWmhpK6af37YZZfyuP12+OUv4YQTytjQUN7k/vrX8lhxxfJm+LGPlcCGJEmSpNHx+ONw5ZVwxRVletVV8Oyzne/vvvvgzDPLdcFYMeQMjJTST1JKmwMvB74N3AGE6rE6cABwQ4wxxRj3izEu380GS+qeddaB734X7r23vHm95S0QQn35Qw+V5eusA9tvD2ecMWcfOkmSJEnd9dJLcO21cNRRsPvusN56sOyypX7doYeWLuKtghfzzguvfS28+92lO3l/pk2Dz31ubGVddzyQYkrpVuAbwDdijFsCHwbeB9QKfG5cPQ6LMV4AnAycnVKaMbwmS+q2+eaD97ynPO68E447rjweeqi+zvnnl8fyy9ezMl72stFrsyRJkjRePPronNkV06YNvN1KK8GWW5bHFlvAppvCQgvB1luXEUgG8vTT5Xv/Jz4x/J9hbug4gNEopXQFcEWM8bPAWynBjHcAC1bHeEv1eC7GeFZKac9uHFdS9621VqmFcdBBpcDnMceU7iS1/nOPPFJqaXz/+7DddrDPPvCudw0c4ZUkSZJUsiuuv74erLjiitK1eyDzzQebbFICFbWgxWqr9c2gBrjmmpK9MRjTpsHXvgYf+QgsvPCQf5S5risBjJqU0kvAH4E/xhgXA3ahBDNeT+mushjwEcAAhtTj5puvjE6y005w990lMnv88WVo1poLLyyPZZeFPfaAvfcu6W2SJEmSiocfrgcqrrgCUppzZJBWVlmlb3bFJpvAggsOvN1BB5WhUgfrhRfgiCNKIKPXdTWA0Sil9CxwfIzx18CnKfUy5h+p40kaOWusUSoZf+MbZVimY46Bv/ylXrX4scfgsMPKY/LkkpXxnveYlSFJkqSJ5cUX4brr+mZX3HnnwNvNP3/p/lELVmy5Jay66tCPf/vtpdv3UEYXmT4dvvMd2HdfWGqpoR9zbhqxAEaMcTtK9sW7KZkXksa4eeeFd7yjPO69t2Rk/PKXpYJxzZQp5bHMMqXg0N57w/rrj1aLJUmSpJHz4IN9gxUpDS77YfXV+3YF2Wij7tz8O/TQ0kVlqGbNgm99Cw4/fPhtGEldDWDEGDekBC0+CKxUza71yMnAFOCUbh5T0uhYbbWSnnbggaVGxjHHwJ/+VI/2Pv54eQM8/HB4/etLIGPnnUtRIUmSJGmsmTmz1JaodQW58srS1XogCywAMfbNrlh55ZFp49SpnQUwZswoNyF73bADGDHGVYFdq8erqtmNZUT+C5wK/CqldO9wjyept8wzD+y4Y3ncfz+ccAIceyzcc099nb//vTz2268UCNp7b3jVq9rvU5IkSRpt99/fN1gxdergRvZYc82+wYoNNyxdROaG665rv2zq1Klsuummc6chI6SjAEaMcXHqBTpfRz1gUZs+BJwOnJJSuma4jZQ0NqyySsnIOOCA0vfumGPgD38oKWkATz4JP/5xeWy9damVscsuZmVIkiRpdL3wAlx9dd9im43dpNtZaKF6dkUtaLHiiiPf3olqyAGMGOPvgB2BWg+dWtBiOnA2pYvI+SmlIZQNkTSezDMP7LBDeTz4YD0r46676utcdll5fPazsNtuJSvj1a8etSZLkiRpgsi51HNrDFZcc03pIjKQtdfum13xmteU0fs0d3SSgbFzw/PZwIWUoMVZKaVpXWmVpHFjpZXKkExf/SpccEHJyjjnnHrfvKeegiOPLI8ttihZGe97HyyyyKg2W5IkSePEjBml+0djsc0HHhh4u4UXhs02qwcrNt8cVlhh5Nur9jqtgXE9JWjx65TSg0PZMMa4YkrpoQ6PK2mMmjQJtt++PB5+GE48sWRl3H57fZ0rryyPz30OPvzhEszYcMPRarEkSZLGmpxLYc3G7Iprry3Dmw5k3XXrwYottijZwfOO2Lid6kQnf44NU0r/HsoGMcZ5gXcCewLbU+9+ImkCWmEF+MpX4EtfgosvLlkZv/99/YPlmWfg5z8vj802K4GM978fFl10cPt/+GHYe+/1+OMfS10OSZIkjU/Tp9ezK2oZFg8N4nb5oouW75m1YMUWW8Cyy458ezU8Qw5gDCV4UQ2ruifwIWAZSr2MPNRjShqfJk2C7bYrj0cegZNOKsGM226rr3PVVeWx//7woQ+VYMYmm/S/38MOg2uvXZQDDoCTTx7Zn0GSJElzR85w5519u4Jcd93ghg19+cvr2RVbbllGxJtnnpFvs7qr6wkxMcalKUOq7gnUkr8bh1V9ptvHlDT2Lb98ycj44hfhkktKIOPMM+vFlJ59Fo4+ujw23bQEMj74QVhssb77eeYZ+MUvIOfAGWfA179ePrAkSZI0tkybBin1za545JGBt1tssVKvopZdsfnmsMwyI99ejbyuBDBijAF4KyVo8Q5gPvoGLV4CzqPUzTinG8eUND6FAJMnl8djj5UMimOOgZtvrq8zdSp8/OPw+c/XszI23bRsW4IXZb2ZM+ELX4A//Wk0fhJJkiQNVs6lNlpjsOL662HWrIG3fcUr+o4M8opXmF0xXg0rgBFjXI8StNgNWKmaXQtcZOBW4OfAaSmlR4dzLEkTz7LLliDF/vvDpZeWQMYZZ5RxuqFE5Y89tjw23hj23BO++93SFxLKB95FF5XIfYyj93NIkiSpr+eeK92Ea11Brryy3LwayBJL1LMrttyy1LFYaqmRb696w5ADGDHGRYEPUAIXWzQsqgUu7gdqZfN+nVL6ybBaKGnCCwFe//ry+MlP4JRTSleSG2+sr3PNNeXRbMYM+MxnygejJEmS5r6c4dZb+2ZX/PvfMHt2/9uFAK98Zd/sivXXL3XUNDENOoARY9yWErR4D7BQNbsWtJgG/B44GbiI0mVEkrpu6aXhs5+F/faDyy8vWRm//W0JVLSSc/mQXH/9MiTrmmvCWmvVp2usAQsuODd/AkmSpPHtmWdKdkUtWHHllfDEEwNvt9RS9RFBatkVSywx8u3V2NFvACPGuAawB7A7sEY1uxa0mE0JVpwMnJlSmt6wXdcbKkmNQoCtty6PI44oBUBPOKF9JP/mm/vW0Wi00kp9AxuNz1dfHeaff0R+BEnSBOaQ3xovZs8u37FqXUGuuAJuuKFek6ydEGCDDepdQbbYAtZbz+wK9W+gDIw7qmljQc4bKMU4T00pPTAirZKkIVhyyZKNMVAaYjsPPlgerbqZhFC+WDZmbTROV10V5u36eE6SpPHOIb81Vj31VD274oor4J//LPMGsswyc2ZXNI8mJw1koK/dgVKMMwO/Ag5PKV070o2SpKGYMgXuuWfg9ZZcsnQ9ueceuOuuMo74vff2H/jIGe67rzwuvXTO5fPMA6ut1jq4sdZaJbvDKtiSpEYO+a2xYvbsUnOs1hXkiivK64GyKyZNgte8ph6s2HJLeNnLyo0haTiGct/wfcDiMcaTgD+llF4coTZJ0pAceGAZkWQgL75YAgqHHNJ33n33lYBGLajROL3//v4/pGfNqm87Zcqcy+ebr9TZaO6aUpuuuKIf5pI00Tjkt3rVk0/Wa1bUsiueeWbg7ZZdtm9XkNe+FhZddOTbq4lnoADGCcAuwKLA/MA7qsdTMcbfAqeklC4f2SZKUnvXXAPXXju4dadNg699DT7yEVh44TJvvvlKMGGttVpv88ILJUujFtBoDnI89FD/x3zxRbjttvJoZcEFS4CjVf2NtdYqXwgMcEi9zVoGGooXXoDvfc8hv9WZbr7fzJoF//1v35FBbrpp4O3mmacURm/Mrlh7bb+vaO7oN4CRUvpojPEzlCDGHsDrKd1KlgL2AfaJMd5JvSbG7SPbXEnq66CD2o9A0soLL5Sin1/72uDWX2CBkvL4spe1Xv7883D33a2zN+66Cx59tP/9z5jRf4HRRRZpn72x5pqlWrdfGKTRZS0DDcZLL5XPoGOPLVkXjWbMgH33hYsvLoWj55vP93a1Npz3m8cf75tdcdVV8OyzA2+3/PL1QMWWW8Kmm5bvJ9JoGLALSTW6yEnASTHGtShDqX4EWL1aZS3gG8A3YoxXAKeOUFslqY/bb4fzzx9a8c7p0+E73ylfFJdaavhtWGihMkTr+uu3Xv7ccyXA0RzcqE2ffLL//U+bVip533BD6+WLL96+/saaa5blkkaOtQx62+zZJVgwY0YJHtSmjc/n1ryB6i2l1Leg4bzzlmBG42O++QaeN5h1RmI7R44YeUN5v3npJfjPf+rBiiuvhFtuGfgY884LG21U7wqy5Zbl+4QBNfWKIdXOTyndSQlUHAS8kRLMeDewULXKltWjZs0Y4wIppRe60VhJanTooeUDeqhmzYJvfQsOP7z7bWq26KLwqleVRytPP92+/saddw58Z+SZZ+D668ujlaWX7j+Dwzso0vBYy2BOOZf35tEMFtTmNWc6jCUvvVQeta4mvW6eebofMBnJYMxYLLDd3/vNo4/2DVZcddXg6oOtuGLf7IpNNql3s5V6UUeD/6WUMnAhcGGMcXHgg5RgxmbVKrWSd7sD744xnknpYjJleM2VpLqpUzsLYMyY0brg5mhYYonSj3TDDedclnPJ0GgX3LjrroG/2D7xRHlcfXXr5cst177+xhprlBodklrrtVoGs2ePbrCgcd5AIxRMRLU72AP9buaZp5xLY82sWaVb5fPPj3ZLBmfSpN7JXhnMvFmz5ny/Oe88eNvbSmbF7YPoyD/ffLDxxn2Lba6+utkVGls6CmA0Sik9AxwNHB1jfAWwF/BhYIVqlSUowY09Y4z3Ab9OKR0w3ONK0nXXtV82depUNt1007nXmBEQQsmgWHrpckekWc7ljktz3Y3G5y8MkP/26KPlcdVVrZevtFL77I3VVy9frKSJ6pRT5gyizpgBe+8Np5469wMILzo+XEsLLFAeCy445/O5Oe/SS+Ed7xj4rvgKK5T3cSh/05kz+z4GM6/T7Yazr7GmFvAb6HOyl734Ipx7bvvlq6zStyvIJpt4Y0Jj37ADGI1SSjcCX4oxfhV4KyVw8XZgvmqV1YAvAz0VwAghrAp8E9gBWAZ4EDgbOCTnPEAPdQghLALsBOwIbEL5OWcDNwOnAUfmnAd8aw8hHAh8q3r55pzzBW3WWwL4QnXMtatj3QNcBnw65+xXGGkCCKEU1lp+edhsszmXz55dqpW3Ki56551wzz0DX/A8+GB5XHFF6+Ovskr7+hurrlr60kq9IudysfLcc+0fzz7b//LG9e67b8676TmXkZE22GBUfsSeMe+8oxssqD2ff/7eubs82CG/n34ajj8ePvGJ0v6x0NUv55IRMNpBlMFu98IL4y9LaP75S4CiMbtitdVGu1VS943IV8uU0izgT8CfYozLUjIy9gBeMxLHG44QwjrA5cDywDnATZSuMJ8FdgghbJ1zfnyA3byOUrz0CeBiSvBjKeCdwGHAe0II2+Wc246VEELYhFIM9TnKsLXt1lsfOA9YBbgAOJcSIFoTeB8lsGEAQxKTJpUMipVWgq22mnP5rFnwwAPtu6jce+/ARefuu688Lr10zuXzzFO+PLUrMrrSSr3VB9mhMHtLziVVejDBhKEEIcZiav5QdDMIMJx99NL/di8Y7pDfvS6EErSad96x0+bGgEsvZLD0t90LL/T/ebz66mX404UWar+ONF6M+L2xlNJjwBHAETHGTSiBjF7yc0rwYr+c85G1mSGEw4H9gUOBTwywj4coQZrfNWZahBC+CEwBtgI+Bfyo1cYhhAUpQ9H+C7gd2K3NegsDfwAWA7bOOV/ZtHxeYJx/NZPULbUAw2qrweteN+fyF1+E++9vX3/j/vv7v4M1a1Y946NVzZH55it1NtoVGV1xxbl759ShMDs3e3a56Oo0m6HdYyzfIQ2hnN8rrtjdwEB/8xx6s3eN9JDfGrp55ikX/L1+0Z9zKQR+443t13n88VLMc5dd5l67pNEyV5N7U0pXA21Kyc19VfbF9sBdwM+aFh8E7APsFkL4Qs65bdJfzvla4NoW858NIfwI+BUwmTYBDOC7lOFoNwS+3k+TPwGsC+zbHLyojtdBOUNJam2++erBhVZeeKFkabTL4Hjoof73/+KLcNtt5dHKgguWC8BW9TfWWguWXbZ7F2sTaSjMl17qXjZD7TFWRkmAkma92GJlhKChPmrb/fe/8OlP9/9z51zunP797+V/SRNXLwz5rbFrypTS5bM/06bB5z4HO+3k+43Gv4neO3nbanpezrnPx0oVfLiMEuDYgjLqSidq3TlaBhdCCG+kdFfZP+d8a+j/2/iHKCO8nB5CWJNSZ2RJSv2Lvw6iq4skdc0CC8DLXlYerTz/PNx9d/sio48+2v/+Z8yAm28uj1YWWaR99sZaa8GSSw4+wNGrQ2HOnNmdTIbG7cdSwbqFFhpcQGGwj0UW6U7h2c9/fnBBm6efhuOOK7UMNHGNhSG/1buGUjvF9xtNBBM9gFG7v3ZLm+W3UgIY69F5AGOvavrX5gVVMc4TgUuBn/S3kxDCfJQMjUeBvYHv0PfvNy2EsF/O+fgO2ylJXbXQQrD++uXRynPPlQBHuyKjTw5QQnnaNLjhhvJoZfHF2wc31lyzLIfuDIWZcwm4dKM4ZONjLI0qscgiw89saA429GIdhfFey0DdNx6G/Nbo8P1GmtNED2AsUU2fbrO8Nn/JTnYeQvg0ZWSTa4FWgYUjgaWByTkP2NN3acrfaxlKl5NvVvt8njIayRHAL0MId+WcL2rTnn0o3WLYe++9mTp16tB+oFEwffr0MdFO9R7PnbGjVmh0yy37zn/uuUk88MACPPDA/DzwwAI8+OD83H9/mT7wwAJMm9b/1e0zz8D115dHK0ss8RIrrfQCOcNzzy0ETPrfsuefz7z97TPZcccneP75SUyfPg/Tp0/q83z69Hn+9/r55ycxe/bYKD4waVJmoYVms/DCs/43XXjh2X3mLbLIrKZ1ZrPQQmW9VvMWXHA2kyYNfOz+5FyCPM8+252fc6Tsv/86PP/8EsDg/t7PPz+LL33pIfbaa4A+VRq3ju/n1tL06dNZeICrTT/KJi7fb9Rt4+H78UQPYIyYEMJ7KEGFh4Cdm4c2DSHsTCnW+amc8x2D2GXtq+E8wNE55282LDuuKvD5E+ArQMsARs75GOAYgEMOOSRvuummg/+BRsnUqVMZC+1U7/HcGd9yLhka7epv3HXXwCn+Tz89L08/3e5jMPDwwwtw/PErdbXdQzXPPCU7oZuZDQsuGAhhHsrHiYbi9tvhX/8aWnHRGTPm4aSTVuHb317FWgaag59Vasf3G42E8fCeM9EDGLUMiyXaLK/Nf2ooOw0h7AScDjwCbNscoAghLA0cRemW8oshthXg9y2W/54SwNhsKG2VpLEoBFh66fLYZJM5l+dcamw0191o7KbS7VoQCyzQeVCh3WP++R1VopdYy0DS3OL7jdTaRA9g1ErDrddm+brVtF2NjDmEEHYBfk3JvHhjzvnWFqutDiwLbAfMblO48/xq/v455yNyztNDCPcCq9E6oFLrLd7jg0FJ0sgLAZZfvjw2axHWnT27jJKy1ValDkc7888PH/gAbLNN/4GIRRax8vtEYC0DSXOL7zdSaxM9gHFxNd0+hDCpcSSSEMJiwNbAdGCOIUtbCSHsCpwE3E+LzIsGjwPHtVn2ekrg5FzgAeA/DcsuAPYENgD+2bTdBtX0zsG0VZImskmTyugmjz3W/3ozZ8IFF8Avf2mAQnDdde2XjYe0XEm9w/cbqbVhltwa23LOtwPnAWsCn2pafAiwCHBKzvl/gxeFENYPIcxRUz+EsDtwMmVI09f3V9ci53xvzvljrR7A5dVqh1fzLmjY9GfAbOCrIYTlGo69IHBo9fK0Qf3wkjTBDXVoOkmSJI2uiZ6BAfBJStDgJyGE7YAbgc2BbSldR77etP6N1fR//T5CCNtSRgSZRMnq2LNFt5Cncs5HDKehOeepIYRDKMGV/4QQ/gDMAN5Cydq4HPjBcI4hSROBQ9NJkiSNPRM+gJFzvj2EECnDku4AvA14EPgxcEjO+cn+tq+sQT2bZa8269xNGZVkWHLO3wwh/Af4HPB+YH7gduBA4LCcc5fL0knS+HPQQaWf8GC98AIccUQJZEiSJGl0TPgABpQuHZTaEoNZd47UipzzicCJXWrLHsAeA6xzFnBWN44nSRPN7bfD+eeXQp6DNX06fOc7sO++ODSdJEnSKJnQNTAkSRPPcIemkyRJ0ugwgCFJmlAcmk6SJGlsMoAhSZpQrrsOcm79SGlq22U5w9VXj3brJUmSJi4DGJIkSZIkqecZwJAkSZIkST3PAIYkSZIkSep5BjAkSZIkSVLPM4AhSZIkSZJ63ryj3QCNjrvuuuuxPffc8+7RbsdAnn/++WUXWmihx0a7HRp7PHfUCc8bdcpzR53wvFEnPG/UqTF27qzRambIOc/thkiDFkJIOec42u3Q2OO5o0543qhTnjvqhOeNOuF5o06Nh3PHLiSSJEmSJKnnGcCQJEmSJEk9zwCGet0xo90AjVmeO+qE54065bmjTnjeqBOeN+rUmD93rIEhSZIkSZJ6nhkYkiRJkiSp5xnAkCRJkiRJPc8AhiRJkiRJ6nkGMNQzQggLhxDeGkI4MIRwVgjh7hBCrh4Hj3b71LtCCMuEEPYMIZwaQvhvCGFaCOGFEMJ9IYSzQwjvHu02qveEEDYJIRwUQvhDCOGmEMLjIYQXq+llIYSvhxCWHu12amwIIXy14TPLAmOaQwhhj8ZzpJ/Hm0a7repNIYTFQwhfCSFcHkJ4tOG7zsUhhINDCEuOdhvVGwb5XlN7XDza7R2KeUe7AVKDzYC/jHYjNCY9RN/3sxnAi8Aq1eNdIYRzgffmnKePQvvUm/YCPtXwegbwPLA0sFX1+FwI4Z055ytGoX0aI0IILwcOGu12aMyYDTzaz/IX5lZDNHaEELYFTgNWqGbNBKZT/64zGTgbuHbut0496OEBls9H+b4D8K8RbktXmYGhXvMkcCHwQ+CDlAtTaSDzAlcBnwTWyTkvlHNeFFgLOK5a563A0aPUPvWmq4AvAVsCS1XnzeLAYsDulAuMZYGzQwhLjF4z1ctCCJOA44EFAQNdGox7c84r9vO4dLQbqN4SQtga+DMleHEW8FpgwZzzUsAilJuAhwJPj1oj1VMGeI9ZEfhOw+rHtdtPLzIDQ73k0pxzn3TtEML3RqsxGlPemHOeI/0t53wX8LEQwkvAx4EPhxC+lnO+d243UL0n53xym/nPASeHEB4C/gYsD7wd+NVcbJ7Gjs9QsnV+BdxGCYhJUleEEBYGTgYWAo7MOe/XuLzKLP0XY+wuukbdR6vpP3LON49qS4bIDAz1jJzzrNFug8amVsGLJo2R5TiSbdG4cmXD81VHrRXqWSGEtSh3PR8H9h/l5kgan3YD1qZkJX95lNuicSCEsBXwiurlL0ezLZ0wA0PSRDCj4fk8o9YKjTWva3h++6i1Qr3sWEr69idzzo+GEEa7PZLGn49U09/lnGf0u6Y0OLXsi6eB341mQzphBoakiWByw/N/j1Yj1PtCCAuEENYMIXwaOKWafRvwx1FslnpQCGFvYDvggnbdkaQ2lgshTA0hPBdCeD6EcEc1itbk0W6YeksIYQHqmaNTQwirhxCOCSHcG0KYGUJ4OITwxxDCjqPZTo0dIYRFgfdVL08bi8XtDWBIGteqIcUOqF5eOtb6+WnuCCHMqIa+nAHcCRwJLAVcBmyXc3ZUAP1PCGEVSrHp5yn1daShWBjYhDKKxCRKweldgYtDCMeHEMyQVs2awPzV87WB/wB7U2ozTaNeo+lPIYRjg2lgGtgHgEWr52Ou+wgYwJA0jlWjA5wCrES5MP306LZIPewhypBj0xrmXQx8Lud8z+g0ST3saGAJ4OCc8x2j3RiNGQ8AhwAbUkaQWJoSzNgauKBaZ0/g/41O89SDlmp4fiBliPhdgEWrEUjWoN4F4GNYi0cD+1g1vS7nPHVUW9IhAxiSxrMfU+5MAHwq53z9aDZGvSvnvGY1tNiilGHqvghsBFwVQvjmqDZOPSWE8GFgR+Ba4PDRbY3GkpzzeTnng3PO19eyunLOs3LOlwNvAc6pVv1kCGHdUWuoesmkpucfzTmfkXN+EaAKsH8AuK5a52tm8KidEMKrgM2rl2My+wIMYEgap0IIh1HPuNg/53z8aLZHY0fO+ZGc84+AHYAM/F8I4e0DbKYJIISwAnAEMAvYO+f80ui2SONFznk2JXAK5fv5O0axOeodzzY8vzXnfHbzCtW5c1j1chlg07nQLo1NteyLGcCpo9mQ4TCAIWncCSH8APhC9fKLOecjRrE5GqNyzlcB/6he7jOabVHP+B7lAuEY4KYQwqKND+p91WmYP3+7nUmNcs63AY9VL9cezbaoZ9zf8Pymftb7b8PzNUaoLRrDqs+iD1cvz8w5PzWKzRkWAxiSxpUQwg+BL1Uvv1zdSZc6Vfvy+LJRbYV6xVrVdF/KndHmxwEN69bm/WBuNlDS+JFzfoK+QYx2Got35hFqjsa2dwHLVs/HbPcRMIAhaRypuo3UUnC/nHP+4Wi2R+NC7S7os/2uJUnDFEJYh/oFxp2j2Rb1lPOq6Sv6WeeVDc89d9RKrfvIbcAlo9mQ4TKAIWlcqIIXjd1GDF6orRDCPAMNNxdC2A7YrHo5ZcQbpZ6Xc56ccw7tHpQRJmrr1uZ/bvRarF4xiPebQBmaF2A28KcRb5TGihOq6ctCCDs1L6xGXKvdvLkfuHoutUtjRAhhdeBN1cvjc85jOkvHAIZ6SghhqRDCsrUH9XN04cb5VV9jCZij5sXn7TaiQVgNuCaE8PEQwtqNFxchhNVCCF+ljAgQgCdwWENJw7NGCOGq5vecEMKkEMIWwLnAu6t1j8453zxqLVVPyTlfCpxRvfxlCGHn2kgj1YXpacBrquVfr4p6So32olxTvQScOLpNGb4wxgMwGmdCCHcxuOJDJ+Wc9xjZ1mgsqD68765ezgYeHWCTw3LOhw2wjsa5EMKa9E2znQk8AywELNIw/05g55zzNXOvdRqrQggHAwdBycAY3daol7R4z3mB0jVtMWCBhvknAPs4wo0ahRAWAf4CvL6a9QIwHViqYbVDcs4Hz+WmqcdVGTp3AqsDf8g5v2uUmzRsjhMsaaxrHiN9hQHWN3tHAA8AuwCTKWOir0zpez4LuAe4jpKB8euc8/Oj1EZJ48fDwGeALYGNgOUoF58zKBcXl1NSuy8brQaqd+Wcp4UQtqXcSd8N2IAS/LofuBQ4Mud8+Sg2Ub3rTZTgBYzx4p01ZmBIkiRJkqSeZw0MSZIkSZLU8wxgSJIkSZKknmcAQ5IkSZIk9TwDGJIkSZIkqecZwJAkSZIkST3PAIYkSZIkSep5BjAkSZIkSVLPM4AhSZIkSZJ6ngEMSZIkSZLU8wxgSJIkSZKknmcAQ5IkSZIk9TwDGJIkSZIkqecZwJAkSZIkST3PAIYkSZIkSep5BjAkSZIkSVLPM4AhSZIkSZJ6ngEMSZIkSZLU8wxgSJIkSZKknmcAQ5IkSZIk9TwDGJIkSZIkqecZwJAkSZIkST3PAIYkSZIkSep5BjAkSZIkSVLPM4AhSZIkSZJ6ngEMSZIkSZLU8wxgSJIkSZKknmcAQ5IkSZIk9TwDGJIkSZIkqecZwJAkSZIkST1v3tFugCT1ihjjqsBNwCLAe1NKZzYtnwxcXL08JKV08FxtoPqIMa4F3EL5LNshpfS3UW5ST4sx3gWsAdydUlpzdFtTxBjXBO6sXp6UUtpj9FrTWozxYOCg6uW2KaUpo9cajaRe/Vv72aNuiDHm6uklKaXJo9kWaTgMYEhq/FAjpRRGsy2j7DBK8OJ64KxRbsu4FWNcCHgT8EbgtcB6wJLADOB+4Erg1JTShf3tJ6V0Z4zxZGAv4McxxlenlF7sYjtXAD4CvBnYAFgKmAd4BrgHuBH4F3BRSun6bh1XQ9cUCBl0gCbGuAdwQvVyVAIo1cXp5OrliSmlu+Z2G3pJ08X6BSmlNw+w/nuB3zXMmpxSumSAba4FNqxebpxSurajxmrE9ML/Zq+rfkdrAvRKUKvp7zZca03090O1ZhcSSQJijJsC769eHpxSyv2tr87EGHcFHgH+AHwO2BpYDpgPWAxYH9gDuCDGeG6McbkBdvlt4CXg5ZRARrfa+XHgNuAHlADGSsCCVTuXATYGPgT8P+C6GOO+3Tq2JpzJlLv+B1FdjExwVwIvVM+3ijHON8D6bxjgdR8xxqWAV1cvn6QErKWxaA/q7x3ShGEGhiQVh1TTG4GzR7Ed491awKLV8weB8ylZDI9Qsl9eB3yQEizYgRLI2DKlNL3VzqosjNOBDwMHxhiPH24WRoxxP+DHDbOuBf4I3Ao8T8kWeSUl+PJaIFAyMzQOVXc2Dx7lZkwYKaUZMcZ/Aq8HFgYicEU/mwwpgEF5j6ndwPt7Sml2w7EPxr+1NBwXAe/uZ/l+wLbV8yOr9dt5pFuN0vhiAEPShBdjXB94W/XyFLMvRtxlwPeAc1NKs5qWnRBjPAy4gJL18BrgK/R/h+lkSgBjVWAX4NedNizGuFLVNoAMfDKldFQ/668M7EkJxkjqjksoAQwoAYmWAYwY4zKU7l0A5wJvBbaMMc6fUprZZt+NAY4pw2+qpJqU0j2ULpYtxRh3anh5dUrp7JFuk8Yfu5BIEnyCchc9A78a5baMdz9LKW2TUvpTi+AFACml/wL7NMzaY4B9XkQ9gPDJYbbvPcBC1fPf9he8AEgpPZBSOrS54KukYZnS8HxyP+u9nvLeDaU7GZT/38362aZxf1ParCNJ6lFmYEjqmhjj0sCnKNkMLwOWAB4HbgDOAY5NKc0YxH4WA/anXEyuA8wG7qIU1vxpSunxGOMUqjtpwyk8GmOch9JlAeAf1d2DoWz/auAzwHbAysBzwHXAcSml0wbYdiFKN4k3UdKkXwYsDkwH7gP+DhyVUrpuEO1YlxKImUz5nS1CKTb5GPXCmL/tr1hdjHF+YDfgXZQaD8tRCmveQ+nqceRwC2qllJ4c5KrnAtMoP8fqMcbFU0rPtNnnrBjjb6hqasQY104p3dFhE9dveN5vIcChijG+EfgAJYV9JcrP9hRl5JtLgF9XwZvm7Zaj/E0mAxsBq1Mu0p6m1Ok4D/h5SumhLrZ1deDjlPofa1H+l58A/k35Pzyunzvcjft5NeXv8iZgBUrNgX8Dx6eUTu9We0fSYEemiDG+C9iV8r+8IuUm0eOU/8FbKIUpf5NSerzFfmsujjE277rliAExxnkpwb33UM6LZSjvP3cCf6UEC9tmBjUV29szpXRiLAevvY+sROnCsS3lfeor1bo7p5QGLHIcY7yeUmtiBrDyEP73oWRczATmp/xPz5tSeqnFerVsiltSSpfHGO+jZGK9AfhHizYtQfldQYv6FwP9rVuNmhNjXBb4NLAz9Romt1IKi/64Xfe3pv1uU+3jdZS/46PAVMr7/18H2r5pXx19Dlfv/09S/uZ/Tim9vc3+r6VeAPW4lNLHWqwTKOn/ywJXppS2HMrP0G3V3+jjlPN4XWBpyvvnTZTugT9PKT3Xz/Z30TCCU/W/txelyPP6lPfy+4C/Ad9LKd03iDatA3wB2B5YBXi2as+plN/rrHajhjR+/2mY1ypztN8Ra2KMiwD7Uj6X1qH8v91FqVH1gyH+z0pzjRkYkrqi+vJ+O/BNYAvKF5f5KF/ktwN+AtwcY9x4gP1sAPyXUpNiQ0q9hMUpXQkOBq6OMb6mi03fCli+en5xfys2izHuRqnfsDewNqVuw7KUn/fXMcY/xRgX7GcX/6VcDH6ScsdwaUpgeXFKjYVPANfGGL8zQDs+BvwH+DywCeUL67zV/tajXIAcAJzYzz4i5cvTL4F3UC4CFqj29epq3zdXxS1HXJWd0fjFf6F261Ya/3bvHMahG2tZDFRAdFBijMvFGM8HLqScK+tT/xstC2wDfJ1ygdG87dqU7JJjKRfHr6IUO52XcqGzOfB/wG0xxvd0qb0HUC64v0ap8VH7X16BEoj4OfCfGON6A+xnX8pF2F6UoMsClPeDNwOnxRjPonxhHtNijAvFGP9EqZ2zCyXgsxDl512Z8t71XuBnlABhN465HuV//lhKt4mVKL/LpYFNKefTrTHGjwxhn1+lBDo/SrmYWbhh8TGUDDWAOS5YW+xrc+qFMs8Y6oVQSul54Krq5aKU97VWahdxf6+mlzbNb7YNbepfdKJ637yWEvTYoGrropQA8HeAy6qAQn/7OJTS/vdTzpcFKO+/7wLOjTEeOYT2dPw5XAUka111XlcF95v3vwzlfK7ZtnmdygbVsWGIn6vdVgXq7qBk6GxDeR+bj/p77/cp75+DCrJUwZApwNGUOkjLUD77X0YJHF1fFQXvbx8fpARy96X8ry1I+bx5XbXfC6tg24ipPluuAn5Iec9YkvI//0rgq8A1VcBO6jlmYEgathjj24AzqV/8/R04A3iYctdiN8qX2dWBS2KMm6WUbmqxn+UptQ9WqGbdSrnovp0yhOU7KV/Wz6LcPemGxiH6rmq71pxeS7nAAzie8jPPquZ/lHJHZkfK3ZT3ttnHQpS72ucD11AyJV6k3I3ZBHgf5YvWATHGR1JKRzTvIMa4CeULzyTKaBxnVm15pNp2JcqX6e3b/SDVF7cLKF9eMuUu0nlVexYCtqT8DRcGjooxvpBSOrH9r2b4qnOhFkCYTrkj2Z8rG56/BTiiw0Pf3vB89xjjEe0yPwajyp74J+WiFsp5exol8PUM5cvvRsDbKRctzean/F/dQQmA/Ifyu5hE+X+qDUe7CHB6jHHrlNK/htHe/0fJmICSHXJ61dZnKefSTpSLlnUp/8sbt8r8iDG+jxLoqDmXcvf3KUoA56P0X+htLPkO5X8dSrDpVEow6jnKxezLKP9Dr2/a7nTKxe8HqI+A9H+Uv3GjxxpfxBhXpWQX1P4/bqO8T95G3/fJRYATY4yzUkoDdY17P+Xu9NPASZTA0yxKEPnplNIdVRBue+AtMcbVB8hW27vh+bEDHLudKZQLTCgBiT7vzzHGJalfTDcGMD5IGb2kVdZGN+tfrAb8mRI0+hXlQv05ygXgp6j/bx9BuVM/hxjjl6h/jmTgN5TPg+cpv/uPUTIzVhmoMV36HL6YEuhYnHJR2/yZ+AbqXXYA1m5zLjQGNkYtgBFj/Cz1z4LplN/H5ZSMlGUp5/w7Kd85LogxvrZVFlyDeSm/460pP9fZlP/5VSh/q1dR/gdPjzG+qlWWWoxxO+AU6n+nS6p2PUL52+xG+T33939zYNX+b1fHhNbvp3N8z6osTjl3X055X/4r5bvI2pSgyuqUc+Zk5nzfkkadAQxJwxJjXJyShlz7MP5CSunwpnX+H+ViZm/K3eNTKBf6zX5EPXhxDvD+lNILDcuPijHuRckS6LjbSJPNG54PJYDxNspF3fYppcaL51NjjD+lfDleGdg5xrhzmxoJewAXtEmNJsb4dcoXi/WBb8YYj0spPdu02l7U7yjumlL6bZt9zUPfn7U2fzHKl+aFKReXO6WUmrtOnBRLYc0LKV9sfhpj/FNK6TFGTmMNjL8OdKc0pfRIlea7Jv33fx/ImcB3KcGftSkZPz8G/pRSurPfLVs7iXrw4kLgfSmlJ5pXijF+knLHtdkjwNYppcvb7P+7McZtKWnQi1CGfW13V7Rf1d3bz1UvLwA+UOvu0OAnVRbOUZS7ukdQLsAb97MkJdsAykXZPimlXzatczjlC/SYDmJU/1d7Vi/vBjZLKbWsnF8Fs5apva4uHm+KMW7UsNo/2nVRaXAs9eDFGcCHW7xP7gEcR3lv+EWM8aL+upNQLuRuArZLKT3QML8x8HE0JYAxifK+c3CrHcUYF6UekLk5pfT3VusNwhTKhRqULi0/bFr+eurvfbX3rNqxFqF8xjQX/5zctP/heCPlPXOblNI/GxfEGE8Erqbc1f5QjPGrTb/XWheCb1UvZ1Lee89tWOW0GOMRlAvlfv9Puvg5PKXh+bbM+ZlYe2+5jhLErHUxOqlpvcnV9EVK0ea5rsqOOax6eS3wrhaBlqNijG+n3BRZmHIzYot+drtK9fh4SumYpuMdRfn9bU4JWu4E/LZpnfko2Uy1v9MBKaXvNa1zBOX99aPtGpFS+ke17uca5p3dT7ubbUw5596ZUvpT0/GPpQSt16Jk4myWUhrKdyNpxNmFRNJw7UG9C8Zvm780AVQX6PtS728cY4xvalwnxrgi9QuhR4CPNH0pr+3reMpdgW6pVbB/IqU00F3+Zl9qCl4AkFK6lb5fPr7YauOU0l/bBS+q5XdTL0q5GK0vcF9WTZ+m9Llut69ZbS6C96bcSYTyO29Z9yGldBv1C7VF6Btg6KoqtfWA6mWmPirIQG6spktXd6mHrKrx8dWGWetQ0q7viDE+HGP8c4zx4Bjjm2LpM95WjHEryp1wKHfH39UqeFEdN7f6AppSeqKf4EVtnYspwT+AyTHG1fpbvx/frKb3Ui6mmoMXteMdTbn4AXhvi+PtQT19/KTm4EW1j2cpF7nNAbluWCPGmAfzoF4DolPLUboDAZzTLngBkFJ6tFXm2VDE0n1uh+rlXbR/nzwR+EX1cjFKRkB/MiVg9UA/6/wBqC3fM8bY7jvkB6kPlTzH334IanUwALZp0aWhlk1xd8OF6X+pZ6w01whYjHpXlDnqX3Rov+bgBZThnakH8eahZDU0+wyluwjAd5qCF7X9PET5P2lZ8LjBHnThc5gSsJhWPW8VCK3N+xslk2GO9WKpf1H73V81mBogI+QblBu1zwJvb5cxVF3A1z5jNq/et/tzfHPwotrPDOoBNyiZgM3eRQmMQwnMz/HZVv2dPknJQB1J324OXlTHf5ySVVbT6ueQRpUBDEnD1djv/vvtVqpqGjTeQWvur78j9aywEwZI2//xkFrYRnUBulL1suWFZT+epJ+Ln6rwWi0VdYsqQNOJxovXOTIoqNeJWIx6IGIoan3yb0kp/bG/FVNKF1G/gGnbJWU4Yikq9nvq/e9/PoQuEY397NfotA3Vl/+dKd02Gi1Pybw5iJLm/VCM8fv99FXeteH5t1NK09qs1w2N58mQM1BijBtST8f/xSDaemo1bXVx1ni3+Ee0UWUEnNpu+RjxfMPzV86F4zW+bx5Z1Ypo5wfU61YMVB/l0jRAseDqwuq46uXqtL+wqXUfmUk/dXcGUl341v73F6defLOmdpF8ScM2mXrxzuY6GFvT0L1iuPUvKF25+huy+aKG563Ojdr/yYtA2zoXKaXrKV36+tOVz+GU0ovU30u2qTIGgP9lENW6K1xMvWtIc6DjNZRuNTBK3UdijEtR79Z1Wkrp/gE2aXwfGuizrb/vH3+ndOWE1n/zxpsQbfdTdT35RbvlXTAL+Gk/ywc6d6VRZRcSSR2r7rTUUlAfSyldPcAmjV/Cmi/GG0vv9/ulJ6V0TYzxaep3Pju1JPWuKEMNYFzaqn9rk4uof/i/lpLm30dV6+EjlC9Nr6T0n124eb1Kq6yC8ylfhCcBU2Ip+Hn2YLp3VBfetYvWh2Pf8dnbqVVqf8Ug1h2S6g7rrxvadDVtslfaaMwYWGo4bUkpnRVjPIdycf5OSl/8Dehb5HMp4MvALjHGHVJKtzTtptZ/P9Pibz8UMcZXAbtTLsLWpZz77TJAOsk+eV3D8wUGcS409sn/37lQvSfUCtg9klJqrufQ7ELKXeFuepTBZwi9kXInvCMppadjjFdRgkZvijH+nnIxeml1MdhtjcGpfi9qU0r3xBhvovx91o/9jORDvfjlQH5JKRA6iRKo6JM1UGWI1D4TBvU+NIAplHMeSkBianWcxoBGcxeVv1PS97eOMc6T6sM1d7P+BUBKbYaCrjReNPd5P6re91evXl7TLjOrwYXUs7n66PLnMJTP3zdT74ZTC2hMrqYvUYJEtTpUq8e+Iz81BjSmDNCWkbI19Zu0swbxfjZfw/P+PtumU4pvtpRSmhljfIzSva7VZ1Dte85s5jxvm00ZYPlw3JL6L6zb9tyVeoEBDEnDsTj1i+0B0x2rOgW1wMNKTYtXbng+mCEw72TOO3JDtUDD86Gmst82xHVWbl4YY3w/pV/5YAMxi7eYdxyl2OdkSp/VY4FjYow3UL54TgH+klJqVfR0Nepf8l5H34vYgXT1S02Vjn4i9RFEbgbemgYx7G6DxouzgUYtGVB1cXJe9agNe7sx5ULoQ9S7H60FnBNjfE3TRWstkPDIIC5QWqouTr5HCeQMNmuy1XkykDUbnjcP7TmQxnNhCcqFDwz9f6Rbpg+2P3hVr2O4PkW5wFyccuG8EzAtxvhPyoXeBcBlXbjjD33fN5sDZq3cQrkgC5SLqnYBjIHuUAP/C4r8hVJ09u0xxhVSSg83rNKN4p2NLqEETKC8x9W6RryOvkUQG9WCMYvRtxDl5IZ1pnShbQMFZxq79jSPRtX4eTDc/5Nufg5D39/NG5mzq8i/UkrPxRj/Rb1Q7Rupf25PrqYz6ZsZNjet2fB8X4YWJO3vs+3xKsunP7W/e6sRyGp/94cG0bWm06HAB6Pfczel9EKsD+fc30hq0qiwC4mk4Vis4flg0+Nrd/AXa5q/SMPzwfSZ7UY6fuMXzKFe9A21jYs2Logxvp6SbVALXlxNSfn+OKUWyLsbHjVzDGtXZYG8BfgSpU88lIuVDSh3oX9Nya74aXXXstFwMljmG3iVwaku0o8GPlzNup1STLBtPYE2Gn+e/lLrO5JSej6ldHlK6buULJEvNyxen3rhwpra7/s5Ove16jiTKGm/f6MEGPakBK5q58j/NWwzx3kyCMM5FxozQRrP87n1fzyqUkqJEkw9mfp5twjlou4blDutt8cYd225g6GpvW++NIgMMOh77jW/5zYayv/L0dV0PkrtBeB/Ab7a/3Bt1JzhuozSxQJKQcHa99ZaNsUDVX2eRtdQD0i/oWrbItTvfner/sVwAlLd/D/p5ucwlG47teWN2RS15xfD/7oU/aNxWfX3qY1aceUAXZxGUrfez5oNNwhZ+54z2u+N3QimSqPGDAxJw9GYtbBI27X6qn1xa854aPywbteFotFgj9efpyjp/YF6n93BGmobmy9iD6YeRN4npdTybmX1xbtf1YXMYcBhMcZXUtJnt6Z0f1iVkmnyKUqf5i0bvlQ2tunklNLuAx1rhPyUMgQdlJEc3jiIPsutNP4NO8p4GKzqLtwPYxkSr1YLYDv69qV+pmrTonSguiCsFTN9Ftg2pTS1zbrD7a7QeC68sSoMOtz9zK3/41FXFW3cvRqhZUtgK0oXojdQsoHWpIxQtEZK6TttdzSw2vvmvDHG+QcRxGg897pVMPUvwD2ULhAfpV5z4b2UbnkAxw3iTvWAUkrTY4yJ8jtdkhI4vJZ6AGOOri8ppVkxxssp/5dvoNR82Ir6d95u1L8Yrm7+n3Tzc5iU0ksxxssov7+tYowLULIS1q9WaXxvmEIpKlsLbmxIPYNh1IZPpe/vd6+U0nCL9XbLNPpmzPRnXLw3SiPBDAxJw/EM9TsJL+tvRfhfEbDanZHmaveNr9dmYGsNvEr/qi//teMONYAx4M/btM7/fr6qeGitu0ZqF7yoDKkYZUrpvymlY1NKe6SUVqPcBb6rWrwhfUdHaQwSdDRqx3BVQ8bVRlq5j3Lx3LJa/CA0/g3vHk67hqDxLnNzN6H7qunyMcahnl9QLtpqX2KPbhe8qHRctLTSrXPhaerByKH+j4x5KaUZKaWLU0qHppTeSin8+hXqxTS/EWNcpv0eBtQ4FOq6g1i/tk4GHhrGcf+nuvivvWetG2OcXD2vBSFfogxH2S1TGp6/IZZhWmujibQcNYl6fYFtqqyAbte/GK7Gz7vh/p9083O4phZ8WJAyrGgtQDGTvsOi1tZbKcb4cnqj/gX0wGdbG7Xf94oxxoGCGIP5HiRNSAYwJHWsusNWqxK/XIxxowE2aazu3TyueGp43mr4tv+JMW7M8At41tSKDC5VfbEbrD4V2tto/DkaR9JYhvrdwNsH2MewhjCr7qR/umHWNg3LHqPvSCmd1E7oWIzxh8Bnq5cPUoIXw+n3Wyu+9niHGRydaLwD3pxlU7s7HIB3dLDvFRqej+h5Qt8LwY5HmKneE2r/y8tXxUf702p4yXEjpfRcSukHwJnVrAWoF1ysacwGCPSv8X3zzf2tWA1vW7trftMAIzsN1XHUR1vYu7p4rXUd+FM1/Ge3TGl4PpnyHva/bIo229TmL0GpWzO5zf5GRdU9rhZk3agaNaM/bf9Puvw5XDOl4fm21D/LmruFTKVeV2Vb6r/nGZRhcEfL36kHDUdkxKwO1d4bG7vatDN5EPv733tH1RVTmhAMYEgarjMbnn+p3UrVCBONI0qc2bTKn6l/Id5zgIvpz/azbKj+2fC8VUX2dpamof93sxjj9tSHnLui6Qt9Y//XdfrZx2LA/kNoUzt3NTxv7jp4UjVdGPhqF441KDHGb1M/Hx6mBC86Hvc+xrgC9SyEdl/KB7Of5Ye4SWNg4r9Nyxq7k3x9MN2Bmgz2PNmEUlRxOBJwQ/X8/YMIPPTn9w3PP99upepv1o26EGPBXQ3Pm/8HGwNfA50jZzU8/0yMsb8Ce1+i/j2v+f12WKohcP9QvXwPfd/7u1G8s9Fl1D8bXkf9YroxANvsX5SLaCijd9SCRt2qf9ENtf+T+ekbZO4jxrgBA1+Ed+tzuGYq9e4ljYGJPt1CqkLHtUDtm6hflF+RUmqsMTVXVQGiv1Yvt6k+j3vBOQ3P236PqbI0B1N4dCjvHdK4YQBD0nCdCNSKLX4oxrhf8wrVl6afUh815F8ppT4F3qoL/NOrl8sDJ1d9b5v3tRdl2NFuOb/h+WZt12rtsBhj891UYozr0DeF+keNy6sRQW6trx4bC3XWZi4K/I4yUkhbMcYfxRi3GKCdjV+Ermta9jPqdwK/GmP8UkOhvFbHWyLGuF+M8U0DHLOtGOOB1EcWeJRSsPOmTvdXaQw+/W0Y+/l8jPGqGOP7+7s4jDHOG2M8lPqd0VnAaY3rpJSupNQLgJLKf3a7riQxxhBjfGfT7MaspI/FGOfoNhVjXJdyETKsz/PqLm6t3sZ8wF9andtNx35ljPEXLRadRL3K/Z4xxj1abLso5f99rmb9dFuMceMY4/9VwZh26ywL7FK9zMx5AX1nw/NN6EdK6XrqQ5euDZxQXew0H3M3St0bKBeiP+9vvx06qpouSL1r2r3ULxy7IqU0jfr/wjLUA8eXtquzUV081wKZn6FemLEX6l/U/JR6Iemvt7rIrs6r0xm4MO+JdOFzuKapQOdW1LsitaprUZv3LuqZkVMGaO/ccCD1ArCnxxh36G/lGOMaMcbDOghiD8U51P/fd4gxfqVFO+ah/L8OpovYoN87pPHEIp6S+qjujA/G1Smls1JKz8YY96TcjZsH+HF1QX4G5eJ0dWA3SvE1KF+m2wUgvkBJi16B8mXo3zHGEynp80tShth8W/X6GUpq8HALxV1ByQBYgcGlbNb8pWrrZTHGkyh3oWZR7vR9lHqRtDNTSq3uch0J/KR6fkaM8VeUL4zPUkYQ2YNSU+Fk+g/Y7Ey56L6TMlzj9ZQvsgtQgh+7UP/C+jhwTOPGKaVpMcadKF0IFqcaCSXGeCbl7uZz1fy1KQGeyZSLgd36aVNbMcZ9gG81zPoppR/9QF/W/lF1eWmndlc2U78z3KnXUi4anokxXkLJ0rmP+u/iVZS7zo0Bhe+llFrdDd6dciG1FuUO5e0xxtMpd4ifoRS8ew0lg2JNGroQpJTujzGeVR1rSeC6GOPRlL/xJMqFxUcoF5ADnScDSin9Mcb4TcrIGasD/4wxnkc5r+6j/G6XqX7+ycArKef8vk37eSrG+CngN9XPc0KM8b2Uv8vTwMsp/yOrU+5CzxHAG0OWAL4JHFQVPrycMnTps5QsrVdThtytBa5+1aLGy6WUC635gC/FGGtBjtrF7RMppcason0ooxYtRxmxaJPqPeg26u+TOzasv2+VMdFtF1Deixuzg44boQDBFEotBigBbmhf/6Lm75SMgMYL0ildbdUwpJRujzH+H+U9dwHg3BjjbyhB9RmU94WPAcsywP9Jlz+Hay6mZK/UrhVmAFe2WQ/6XlN0u4DnxkP4bnJcSunOlNLVMcZ9KRlBS1F+v5dRAoB3Uv7nlqZ0s9qG+ig1R3S15Q1SSi/GGPemBNnnAb4XY3wr5WZF89/pd9QDn+3+py4EasGq42KM/49yQ2JWNe+2FqP0SGOeAQxJzb4+8CpAuct6FkBK6S8xxp2reUtQLm4mt9jmHuDd7e62V+PTv4lyB28Vyh2IQ5tWu5dyQVe7ozisyvpVxfrTgM9RUk3XSCkNpgDkvyh33H9J+ZL5sRbr/IX6sILNfkrJGtiVcjG6G3MGBc4BPkH/XzRrAZy1gL37We9uyu/+4eYFKaVrY4ybUX6ejSkXJF9uXq/BCwwwjnw/tmp6fcggt9uWNhcfVcZIbQjTy6oRITp1G6UI5SKUYMU76L9+xTTg4JTSYa0WppQeizFuSbmYfwPlAvMT1aNZq2DcPpT/g1dThjz8YtPy2ZQhVP9BFzKTUkoHxRjvpWQNLU6prdFffY37Ws1MKf22yjz4MeW7xo70vaiGkjlyAGM7gFH7m81DuVjur1/7byh/zz6qc+Qwyu9iUUpApNElNLyfppTuizFuQ7lYfTmwHnO+T0LpgrRvSulXg/pJhiillGOMx1AfhWQ23S3e2egS5uzi1q7+RX/Lp3SlNV2SUvphlZX1FcrnwAerR6MjKZ+1/f6fdOtzuMGUpteXt+kWci1lRK8lq9fP07drZje8hnrwZSAXUGUmpJSOizE+QglirEB9hK52Hqfe9WhEpJQurDKkjqcEn99A3yKzUM7dfakHMNp9z/kz5b1/G0oB1581LT+EMuKZNK7YhURSV6SUzqFc+H6D8uXlccodjkeAiyj9PddPKV09wH7+Q7mzezDlLuRzlA/vf1M+jDeu0qhrlfy7MVzmL6gPpzroPvkppVMpd+t/CdxB+eLzBOXn3TWltGNKqeWXoZRSTil9mHJ39mLKF8CZlAvCPwHvTynt1FQwrZVYtfkoyp3+xyi/9xeqff2FcrH8ipTSNf38LDcDm1IyX06i3EV+hnIn5ylK15OTKZkhK6WUupomPkzbAStVz1t1aRi0lNIvKXc8d6TcGb2AEvyZTvldPEv5W/+Bck6v3S540bDPh1NKkynZQ6dU20+j/v9xCeV8f3mLbR+n3Hk+ALimasd0yp3vE4CtUkqDvTM5KNXvYA1KRtR5lMr5L1SPhyhfrn9I+b23rZSfUvo5Ja35RErgcSYl2+kC4EMppfdST/Eek1JKl1CCS1+kBGRuorxnza6m/6VcqLwhpfSBdv/PKaWvUS5c/0r5Hfc7PGpK6ZbquHs3bPMipcbD1cB3gHVTSicP80ccyAUNz/+aUrp3hI7zD+p1MKBk8jR3h2t2edM2vVT/4n9SSgdQAl+/oxQznkkZReMPwNtSSnN0B+lnX135HK5cTb1AJ7TJqqgybhqzYS5PAw/vO9eklP5ICfB/gvI7vZcSZJlJyXq4ghIkegew8gCZft1q02mUTMujKMGW2k2BfwAfp4we1niTueX3nKoGyZspwb0rKOf4rFbrSuNJyHnYw3RL0lwVY1yS8sVsEvCHlNK7urDPcyip1zcBr2zXt1q9J8Z4MiV75V5gnZTSmL4olsaKKq2/lrX37pTS2aPYHGnciDG+g3p3yM+nlP7faLZH6iVmYEgai/al/v7Vrb62h1CyMNZnbKe0TyhVYcsPVC8PNXghzR1V8dC9qpf3UzLHJHVH48g03a4pIo1pBjAk9ZQY45atquo3LH839T6d0ykp+cNWpdT+pnp5kGOqjxlfpxQ/vJmR638vaU6foKHrVjVyhaQBxBiba140LpsUY/we9aFzr0opXTtXGiaNERbxlNRrvgVsFGP8C2Us+gcpwdY1KDUEGovkfbmqEdAtX6T0g30NpVBoq9FD1COq7Ita4crPmn0hjZyq2ORmlBEztgD2rxY9TqkhIGlwLqxGDvsrpb7XE5SCnq+gFO6sjco1k9YFn6UJzRoYknpKjPECSnHA/rwEfC2l9MO50CRJmvBijJOZM5U9A7u0GSpaUgsxxpcoIxf15wngfSmlC+dCk6QxxQwMSb3mc8D7KMOCrUYZbWQxSjX0OymV1I9KKd0xWg2UpAnuMcooIN+qRmKRNHhvpRQNfy2wIuV7zvyUoMV/KZkZR6eUnmm7B2kCMwNDkiRJkiT1PIt4SpIkSZKknmcAQ5IkSZIk9TwDGJIkSZIkqecZwJAkSZIkST3PAIYkSZIkSep5BjAkSZIkSVLPM4AhSZIkSZJ6ngEMSZIkSZLU8wxgSJI0ToQQcpvHCyGER0MIt4UQLgwh/DCE8N4QwkLDONbaIYSvhBAuCiHcHUKYHkJ4JoRwawjhrBDC3iGEJQa5rz2a2vufEMKA31FCCH9t2GbNTn8WqZ0W/0tHDmHbI5q3b7Pemv387z4fQng4hHBLCOHcEMKhIYQdQwjzDuNnaHw8W70v/DaE8IEQwnyD3a8kjYaQc8v3UkmSNMa0u0Dqx1PAScBBOeenB3mMxYHvAnsDA13sPF7t+2cD7HMP4ISm2R/JOZ8ywHZ/Bd5SvVwr53zXAO2RhqTF/9TjwMo555kDbDcf8ACwbOP8nHNose6awJ1DbNpDwNHAd3POLwzQlqG8L/wbeG/O+ZYhtkeS5goDGJIkjRNNFyrvblwELAEsBWwEvB5Ys2H5fcAHc87/GGD/qwJ/Bl5TzZoNTAH+Vu1jPmAd4F0N60AJkuydc36xzX73YM4Axp3Ay9ttU21nAEMjquF/6iWglvXw3pzzmQNs927grOZtBxHAeBTYp2HxJGBJYBlgU+ANwIoNy28A3pdz/u8gfgbo+74A5T1hK2BXoJaRdQ+wcc75iXb7lKTRYgBDkqRxovFCpdWFUsN6AXgrcASwbjX7aWDrnPMNbbZZGLgKeFU162ZKlsRVbdb/IOUO8WLVrKNyzvu2WXcP6gGM6cDC1fNP95e9YQBDI63hf+pmSjBhXeBPOed3DLDdOcA7gVuADLwcBhXAuDvnvGY/+50XeB/wI+qBjHuBzXPODw7wM7R9XwghvIoSjKxljPwg5/yVdu2QpNFiDQxJ0rgXAiuFwCUh9LlzOWHl4i9ABGpZF0sAv+un9sTh1IMXtwJvaBe8qI5xGiW4MKOa9YkQwk6DaN6xlCAGwIFV4ETqBSdV0x1CCCu0WymEsBwlQNi4TVfknF/KOf8a2JgSVAFYDThxmPu9Afhaw6z3Dmd/kjRSDGBIkiaC/wO2qaaq5JyfodzNfaqa9Qrg/c3rhRDWAD5avZwN7J5zfngQ+78COKRh1req7I/+PAT8pHq+IvDZgY4jzSUnU87/eSldLtr5MKU71exqm67LOT9ECTK8VM3aPoSwxTB3++eG52sbPJTUiwxgSJLGtRBYCdiT8pm3p1kYfVVp58c0zNqrxWqfot7//69VYGKwjgCerJ5vAGw3iG1+QD2o8uUQwlJDOJ40InLO9wIXVS9372fV2rILc873jWB7/kO9zgbUg4yderTp9ZLD3J8kdZ0BDEnSePd/lCKWUD73zMKY068bnm/VYijFNzc8H9Id5ZzzDOC3DbO2H8Q2T1KCGFAuor48lGNKI+jEavqaEMImzQtDCBsDGzatO5Ia/3ffMMx9Ldf0+plh7k+Sus4AhiRp3GrIvligmrUAZmG08h9gWvV8YeCVtQUhhEXpO6LIULIvWm2z9SC3+TGlOwnAfiEE/2bqBWdRv7Dfo8Xy2ryngd/Phfb8s+H5uiGEJYexrx0bnt+Vc35uGPuSpBFhAEOSNNeEQJ6bD+ABYMGmZiwEPDgKbelZOedZlGFQaxrvxK5E/fvCjJzzPR0c4uaG56sNsk3TgW9XLxfGzJnWQsgT9jEKcs7PU88o+mBjtlL1/EPVy99W6450ex4CXmiYtWy7dfsTQlgfOLRh1hnDaZckjRQDGJIkCep1KgCWaXi+dMPzpzrcd+N2S7dbqYVjqA8vuXcIYe0Ojy9104nVdFmgcTjVd1APIJzI3NPuf3cOIYSdmh57hBCOAaZSD1w+QL0LlyT1lHkHXkWSJE0AjTc1RvLudnN9jbZyzi+GEA6i1N2YjzKiyW4j1TBpMHLOl4UQbgXWpRTsrBXS3KOa3pJzvnwuNmko/7sDdWu5Edgl59xc0FOSeoIZGJKkuSZnwtx4ACsDMwZozvPASnOxTb1uyYbnT7R53rhOp/seamHAXwE3VM8/FELYoMM2jE85hwn7GF0nVdO3hhCWCyEsD7y1adncskTD8yfartXaNEqW01mU4ODGOecb+t9EkkaPAQxJ0njUOPJIO45IUgkhzAOs2jCr8e7rg8Ds6vmCIYRB1bBosl7D87uGsmHOeTbw9erlJPr205dGy8mU/4v5gA9Xj3mreUMaqWc4QggrUS9SDHMOhdpHzjk0PRbNOa+dc94553xqzvmF/raXpNFmAEOSNK60GHmkHUckqXs1pVAmlDuy/7sDW41EcH3Dult2sP/Gba4d6sY553Ooj7bwzhDCFh20QeqanPO9wEXVyz0oXUkALsw539dyo5GxecPzW3LOT8/FY0vSXGcAQ5I03gwm+6LGLIziQw3PL885v9S0/PyG50OqQRFCWAB4X8OsPw2xbTUHNDz/bof7kLrpxGr6GupDDZ/Ycs2R0/i/e8lcPrYkzXUGMCRJ482WDJx9UbMAsNUItqXnVSnoezfMOq7Faj8HZlXP3xZC2GwIh9iP+sgjDwB/HXIjgZzzxdQDKZNDCNt3sh+pi86ib02Xpxm4SGbXhBBeDby7YVar/11JGlcMYEiSxpWc2XiIBTY3Hu02j5YQwmLAb6kX2bwR+F3zejnnu6hfHE0CTg4hLNe8Xov9b04ZOaTm28PsY/+1huffYfCZNlLX5ZyfB46gdG/6J3BENW/EhRBWBM6gPqLg33LO/+xnE0kaFwxgSJI0wYTirUACtqlmP0MZPnF2m80+TwlwALwcuCSEEPs5xvuA84CFqlnnA0cNp9055wScWb3cFNh6OPuThivnfFDOeYvqcfBIHy+EMG8I4QPANdSL495LqfsjSePevAOvIkmSxpoQwk6NL4HFKF05NgJeD6zVsPw+4IP9DZ+Yc54WQtgB+AvwKuAVwD9DCBdRAhX3UUZkWBvYCdiwYfPLgJ1zznlYP1Txf9X+5wEW6cL+pF6ycNP/7iRgcWBZStDuDcBKDcv/Swk8PjjXWihJo8gAhiRJ49Ng+uI/RRny8aCc81MDrZxzvieEsDXwA2AvyveIN1WPVmYCPwYOzDnPHER7BpRzvjGEcDLecdb4tByD+999CDgG+G7OecbINkmSeocBDEmSxr8XKV1EngHuAq6m9Nn/01D77FfDNH48hPAD4P3A9pSsi+WABZtW3z3nfPrwmt7SwZTRFwZbrFUaq2ZSioM+DdxO+d+9jFLzonm0IEka90J3sjklSZIghPBJ4GfVyyeByTnn60exSZIkaZywiKckSeqanPPPgW9UL5cCzgshrDuKTZIkSeOEGRiSJKnrQgg/BvarXt4DbJNzvncUmyRJksY4AxiSJKnrQggB+Axl5BOAm3POp41ikyRJ0hhnAEOSJEmSJPU8a2BIkiRJkqSeZwBDkiRJkiT1PAMYkiRJkiSp5xnAkCRJkiRJPc8AhiRJkiRJ6nkGMCRJkiRJUs8zgCFJkiRJknqeAQxJkiRJktTzDGBIkiRJkqSeZwBDkiRJkiT1PAMYkiRJkiSp5xnAkCRJkiRJPc8AhiRJkiRJ6nkGMCRJkiRJUs8zgCFJkiRJknqeAQxJkiRJktTzDGBIkiRJkqSeZwBDkiRJkiT1PAMYkiRJkiSp5/1/xXuKr7kTLokAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (15, 7)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=25)\n", + "ax.tick_params(axis='y', labelsize=20)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=30)\n", + "ax.set_ylabel(ylabel, labelpad=25, color='#333333', size=30)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "xdata = np.arange(1, 8)\n", + "\n", + "# Plot the simulation data\n", + "ax.plot(xdata, npz_data['dqn'], linewidth=3, color='blue', marker='^', markersize=markersize)\n", + "ax.plot(xdata, npz_data['mdp']*np.ones_like(xdata), linewidth=3, color='red')\n", + "lines = list()\n", + "lines.append(Line2D([0], [0], color='blue', linewidth=3, marker='^', markersize=12))\n", + "lines.append(Line2D([0], [0], color='red', linewidth=3))\n", + "legend = plt.legend(lines, labels, loc='center', bbox_to_anchor=(0.5, -0.32), prop={'size': 30}, ncol=2, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig11.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig3_metricfit-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig3_metricfit-checkpoint.ipynb new file mode 100644 index 0000000..d511d87 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig3_metricfit-checkpoint.ipynb @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "npz = np.load('../data/fig3.npz')\n", + "entr, metric, reward = npz['entr_tr'], npz['metric_tr'], npz['wcost_tr']-npz['scost_tr']" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "eidx = np.argsort(entr)\n", + "plt.Figure()\n", + "plt.plot(entr[eidx[::10]], reward[eidx[::10]], 'oC4', markersize=4, alpha=0.25, label='Reward')\n", + "plt.plot(entr[eidx], metric[eidx], '-C3', label=\"Metric\")\n", + "plt.tick_params(axis='x', labelsize=15)\n", + "plt.tick_params(axis='y', labelsize=15)\n", + "plt.grid(); plt.legend(prop={'size': 15}); plt.xlabel('Entropy h(x)', fontsize=18); plt.ylabel('Metric m(x) / Reward R(x,y)', fontsize=14)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig3_metricfit.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig4_testbed-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig4_testbed-checkpoint.ipynb new file mode 100644 index 0000000..1e4a192 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig4_testbed-checkpoint.ipynb @@ -0,0 +1,238 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n", + "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig4.npz\"\n", + "xlabel = \"Image Arrival Time (s)\"\n", + "ylabels = [\"Offloading Metric\", \"Token Count\", \"Time (ms)\"]\n", + "color0 = ['#0000ff', '#bfbfbf']\n", + "color1 = ['#0000ff', '#ff0000']\n", + "color2 = ['#ff0000', '#0000ff', '#ff9900', '#33cc33']\n", + "label0 = ['offloaded', 'not offloaded']\n", + "label1 = ['offloaded', 'not offloaded']\n", + "label2 = ['weak', 'dqn', 'transmission', 'strong']\n", + "start, end = 50, 150" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ThinkPad\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:84: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (30, 20)\n", + "fig, _ = plt.subplots()\n", + "ax0 = plt.subplot(311)\n", + "ax1, ax2 = plt.subplot(312, sharex=ax0), plt.subplot(313, sharex=ax0)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, ylabel in zip(axes, ylabels):\n", + " ax.tick_params(axis='x', labelsize=30)\n", + " ax.tick_params(axis='y', labelsize=30)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_ylabel(ylabel, labelpad=25, color='#333333', size=40)\n", + "ax2.set_xlabel(xlabel, labelpad=20, color='#333333', size=40)\n", + "fig.align_ylabels(axes)\n", + "\n", + "# Retrieve data from npz file\n", + "data = np.load(data_path)\n", + "xdata = data['arrival'][start:end]\n", + "dqn_r = data['offload'][start:end]\n", + "metric_r = data['metric'][start:end]\n", + "token = data['token'][start:end]\n", + "delay = data['delay'][:, start:end]\n", + "weak, dqn, trans, strong = delay\n", + "xdata -= xdata[0]\n", + "trace = 1 - dqn_r\n", + "\n", + "# Plot the first subplot\n", + "color = [color0[t] for t in trace]\n", + "ax0.scatter(xdata, metric_r, color=color, s=80)\n", + "dots = []\n", + "for i in range(2):\n", + " dots.append(Line2D([0], [0], marker='o', color='w', markerfacecolor=color0[i], markersize=20))\n", + "legend1 = fig.legend(dots, label0, loc='upper right', bbox_to_anchor=(0.99, 0.98), prop={'size': 25}, ncol=1, frameon=True)\n", + "\n", + "# Plot the second subplot\n", + "for i in range(end - start - 1):\n", + " color = color1[0] if dqn_r[i] else color1[1]\n", + " ax1.plot([xdata[i], xdata[i + 1]], [token[i], token[i + 1]], color=color, linewidth=3, marker='o', markersize=10)\n", + "dots = []\n", + "for i in range(2):\n", + " dots.append(Line2D([0], [0], marker='o', color=color1[i], markerfacecolor=color1[i], markersize=20, linewidth=6))\n", + "legend1 = fig.legend(dots, label1, loc='upper right', bbox_to_anchor=(0.99, 0.662), prop={'size': 25}, ncol=1, frameon=True)\n", + "\n", + "# Plot the third subplot\n", + "bar_width = 0.15\n", + "xdata += bar_width / 2\n", + "y_offset = np.zeros((end - start))\n", + "# Configure the zoomed-in sub-region\n", + "axins = zoomed_inset_axes(ax2, 5, loc='upper right', bbox_to_anchor=(0.62, 0.7), bbox_transform=ax2.transAxes)\n", + "x1, x2, y1, y2 = 12.375, 13.375, 19, 23\n", + "axins.set_xlim(x1, x2)\n", + "axins.set_ylim(y1, y2)\n", + "axins.yaxis.grid(True, color='#C0C0C0')\n", + "axins.xaxis.grid(True, color='#C0C0C0')\n", + "axins.tick_params(axis='x', bottom=False, top=False, labelsize=18)\n", + "axins.tick_params(axis='y', left=False, right=False, labelsize=18)\n", + "spines = ['top', 'bottom', 'left', 'right']\n", + "for spine in spines:\n", + " axins.spines[spine].set_color('#606060')\n", + " axins.spines[spine].set_linewidth(2.5)\n", + "for idx, delay in enumerate([weak, dqn, trans, strong]):\n", + " delay *= 1000\n", + " ax2.bar(xdata, delay, bar_width, bottom=y_offset, color=color2[idx])\n", + " axins.bar(xdata, delay, bar_width, bottom=y_offset, color=color2[idx])\n", + " y_offset = y_offset + delay\n", + "\n", + "# draw a bbox (in the main plot) and connect it to the zoomed-in area\n", + "mark_inset(ax2, axins, loc1=3, loc2=1, fc=\"none\", ec='#606060', lw=2.5)\n", + "recs = []\n", + "for i in range(3, -1, -1):\n", + " recs.append(plt.Rectangle((0, 0), 1, 1, color=color2[i]))\n", + "label2.reverse()\n", + "legend1 = fig.legend(recs, label2, loc='upper right', bbox_to_anchor=(0.99, 0.335), prop={'size': 25}, ncol=1,\n", + " frameon=True)\n", + "\n", + "# Save the figure\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig4_testbed.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average time (ms) spent on each component of the image classification pipeline:\n", + "Weak Classifier: 20.62 (0.57)\n", + "DQN: 0.25 (0.07)\n", + "Transmission: 40.97 (9.30)\n", + "Strong Classifier: 11.64 (5.79)\n" + ] + } + ], + "source": [ + "weak, dqn, trans, strong = data['delay'] * 1000\n", + "ofld = data['offload'].astype(bool)\n", + "print(\"Average time (ms) spent on each component of the image classification pipeline:\")\n", + "print(f\"Weak Classifier: {np.mean(weak):.2f} ({np.std(weak):.2f})\")\n", + "print(f\"DQN: {np.mean(dqn):.2f} ({np.std(dqn):.2f})\")\n", + "print(f\"Transmission: {np.mean(trans[ofld]):.2f} ({np.std(trans[ofld]):.2f})\")\n", + "print(f\"Strong Classifier: {np.mean(strong[ofld]):.2f} ({np.std(strong[ofld]):.2f})\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Percentage of time spent on each component for offloaded images:\n", + "Weak Classifier: 27.96%\n", + "DQN: 0.33%\n", + "Transmission: 55.84%\n", + "Strong Classifier: 15.87%\n", + "Percentage of time spent on each component for local classified images:\n", + "Weak Classifier: 98.78%\n", + "DQN: 1.22%\n" + ] + } + ], + "source": [ + "nofld = np.logical_not(ofld)\n", + "print(\"Percentage of time spent on each component for offloaded images:\")\n", + "total = np.mean((weak + dqn + trans + strong)[ofld])\n", + "print(f\"Weak Classifier: {(np.mean(weak[ofld])/total)*100:.2f}%\")\n", + "print(f\"DQN: {(np.mean(dqn[ofld])/total)*100:.2f}%\")\n", + "print(f\"Transmission: {(np.mean(trans[ofld])/total)*100:.2f}%\")\n", + "print(f\"Strong Classifier: {(np.mean(strong[ofld])/total)*100:.2f}%\")\n", + "print(\"Percentage of time spent on each component for local classified images:\")\n", + "total = np.mean((weak + dqn)[nofld])\n", + "print(f\"Weak Classifier: {(np.mean(weak[nofld])/total)*100:.2f}%\")\n", + "print(f\"DQN: {(np.mean(dqn[nofld])/total)*100:.2f}%\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig5a_spread-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig5a_spread-checkpoint.ipynb new file mode 100644 index 0000000..ae02286 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig5a_spread-checkpoint.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig5a.npz\"\n", + "subtitles = [\"rprob = 0.1\", \"rprob = 0.01\", \"rprob = 0.001\"]\n", + "xlabel = \"Sub-Sequence Spread sp\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black', 'black', 'black']\n", + "styles = ['solid', 'solid', 'solid', 'solid', 'dashed', 'dotted']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound', 'Weak Classifier', 'Strong Classifier']\n", + "markers = ['^', 'o', 'P', False, False, False]\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (36, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1, ax2 = plt.subplot(1,3,1), plt.subplot(1,3,2), plt.subplot(1,3,3)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=30)\n", + " ax.tick_params(axis='y', labelsize=30)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=35, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "lb = npz_data['lower_bound']\n", + "xdata, ydata = np.arange(0, 1.1, 0.1), list()\n", + "for base, mdp, dqn in zip(npz_data['baseline'], npz_data['mdp'], npz_data['dqn']):\n", + " pdata = np.zeros((4, 11))\n", + " pdata[0], pdata[1], pdata[2] = dqn, mdp, base\n", + " pdata[3] = np.ones_like(xdata)*lb\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the simulation data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, style, marker in zip(ydata[i], colors, styles, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color, linestyle=style)\n", + " lines.append(line)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig5a_spread.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig5b_rprob-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig5b_rprob-checkpoint.ipynb new file mode 100644 index 0000000..d4a90ab --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig5b_rprob-checkpoint.ipynb @@ -0,0 +1,123 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig5b.npz\"\n", + "subtitles = [\"spread = 0.1\", \"spread = 0.2\", \"spread = 0.5\"]\n", + "xlabel = \"Log (base 10) Scaled\\nLocation Reset Probability rprob\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black', 'black', 'black']\n", + "styles = ['solid', 'solid', 'solid', 'solid', 'dashed', 'dotted']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound', 'Weak Classifier', 'Strong Classifier']\n", + "markers = ['^', 'o', 'P', False, False, False]\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (36, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1, ax2 = plt.subplot(1,3,1), plt.subplot(1,3,2), plt.subplot(1,3,3)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=35)\n", + " ax.tick_params(axis='y', labelsize=35)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=35, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=40)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "lb = npz_data['lower_bound']\n", + "xdata, ydata = np.arange(-3, 0.1, 0.5), list()\n", + "for base, mdp, dqn in zip(npz_data['baseline'], npz_data['mdp'], npz_data['dqn']):\n", + " pdata = np.zeros((4, 7))\n", + " pdata[0], pdata[1], pdata[2] = dqn, mdp, base\n", + " pdata[3] = np.ones_like(xdata)*lb\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the simulation data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, style, marker in zip(ydata[i], colors, styles, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color, linestyle=style)\n", + " lines.append(line)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + "fig.legend(lines, labels, loc='lower center', bbox_to_anchor=(0.5, -0.2), prop={'size': 55}, ncol=4, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig5b_rprob.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig6_tb-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig6_tb-checkpoint.ipynb new file mode 100644 index 0000000..c1dc220 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig6_tb-checkpoint.ipynb @@ -0,0 +1,121 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig6.npz\"\n", + "subtitles = [\"Rate r = 0.05\", \"Rate r = 0.1\", \"Rate r = 0.25\"]\n", + "xlabel = \"Bucket depth b\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound']\n", + "markers = ['^', 'o', 'P', False]\n", + "markersize = 15\n", + "bases = [0, 0.005, 0.025]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (36, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1, ax2 = plt.subplot(1,3,1), plt.subplot(1,3,2), plt.subplot(1,3,3)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=30)\n", + " ax.tick_params(axis='y', labelsize=30)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=30, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "xdata, ydata = np.arange(1, 21), list()\n", + "for mdp, dqn, bbase, binf in zip(npz_data['mdp'], npz_data['dqn'], npz_data['baseline'], npz_data['lower_bound']):\n", + " pdata = np.zeros((4, 20))\n", + " pdata[0], pdata[1], pdata[2], pdata[3] = dqn, mdp, bbase, np.ones_like(xdata)*binf\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the simulation data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, marker in zip(ydata[i], colors, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + " lines.append(line)\n", + "fig.legend(lines, labels, loc='lower center', bbox_to_anchor=(0.5, -0.2), prop={'size': 55}, ncol=4, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig6_tb.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig7a_trace-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig7a_trace-checkpoint.ipynb new file mode 100644 index 0000000..3b49224 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig7a_trace-checkpoint.ipynb @@ -0,0 +1,118 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 4, sp = 0.1, rprob = 0.01\"\n", + "data_path = f\"../data/fig7a.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "tylabel = \"Token Count\"\n", + "colors = ['#0000ff', '#ff0000', '#ff9900', '#bfbfbf']\n", + "labels = ['offloaded by DQN', 'offloaded by MDP', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 3" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=55, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "mdp_data, dqn_data, metric = npz_data['mdp_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "xdata = np.arange(length)\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(mdp_data.shape[0])\n", + "mdp_r, dqn_r, metric_r = mdp_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "trace = 2*mdp_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the simulation data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/Fig7a_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig7b_trace-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig7b_trace-checkpoint.ipynb new file mode 100644 index 0000000..82cd3d4 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig7b_trace-checkpoint.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 20, sp = 0.1, rprob = 0.01\"\n", + "data_path = f\"../data/fig7b.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "tylabel = \"Token Count\"\n", + "colors = ['#0000ff', '#ff0000', '#ff9900', '#bfbfbf']\n", + "labels = ['offloaded by DQN', 'offloaded by MDP', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 3" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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NdQPwdbJ/sn4V8DtjzPuttVl/3zHGfBD4/BimyAHuNsZ0W2v/L0vLykgGJWlPhAV+S3lnyXh8ltuF956SLtg21Riz+AT2hMz6fbXWthtjDpG+vH4AOAf4u9+5RUSyQRmAIiIC3plwnz7Zi5A4v2XbajKc96DPccsznFcmvp8ytuBfzLnAl7Iwj5xcS32Os6mujJZRmuFzrhqf48D/vmrWqXomtTGmnFMn+AfwM8YW/Is5F/hiFuaRzPj9XFFvre3PYF59rnj2OpHfHT7B2IJ/MVOAXxhjsn0i/I/wTpIYE2PM24BvMn7H6RzgK9EgYzZdDHwhC/ME8IKA87Mwl2Qm6989o+8lR30OP5HvEfqeLSLPOgoAiogIwMfRe8JE4vfg/JEM5633Oe7MDOeViW9RFud6tzFmImTQyCgYY2bhvxzf79Nc73dfBZntr/zuq+DU3V+9isx7/Z1M2eyfdYMxRiUhT6yT/bnijAznlYnvRH53yOb+Zy1eac1sOR+4YqyTGGPO5cRlyf6PMebCLM63AC+4mA0lwPeyNJf4d7LfI07kZ7ln030VEQFUAlRERDyZ9tKQ8TXT57jmDOf1O95vRo+cmsLAv4FH8Z4TU/D6b1yIvwM4DvBt/J9BKxPLe/HX+2SbtTZdTxO/+6p+a22Xz7FYazuNMQN4Zd/SOVX3V1f5HLcP+CfemegdeO/X5XjlHJfhvQ5PdF+9CN4+5BG8fchUvH3IBWS2D8l230NJ7mR/rigyxkyy1rZlOL9MXCfzu8N24K94ZapL8fpmvxD/fQg/boy521pbl4W1jPlxiGYk/gB/73ngfY77D17PwUa894CzgUvxd4wvB/iBMWaltXYg8xWnVY93AtF+vP39YuAl+D/p5fnGmFdaa389DmuTYaLVHPy+dk6H754n+/3wVP3cKiKnMAUARUQkmV3A43ilO1y8vharo/9kfE3zOa4zw3n9HoAvN8bkZVgGTE4N24DXW2u3DL/CGHMOXpk/P9mCy6N9vB7M9gJl/BhjDHCzz+Gf8jFmvPZV4O2vyn2MqxrF3BPBsjTXh4E3W2vvSTdRtFzaFdF/lwGTxry65Lbj7UM2J1jHeXjlhhf6mGeFMeYSa+1E6bd0ujvZnyvAe60qAHh6G+/vDq3AW6219w6/Iprd/kO8fWA6ecDbgU9maV3DdQP/wguAteAFKRfj9UFNdMLG9fgvC7gRuNZaO6JXrjFmCXBPdDvpLAXeCnzH53b9cPEe089ba0PD1lYAfAZ4v8+5bgQUADwx/L4/wPi9R5yQz3LGmHzAb+n4U/q+iogMpgCgiIgM9w/glkQH9wCMMdOAl5/YJT3rlPoc15PhvJmMLyHzMx9lYtsPXGqtbUh0pbX2SWPM84En8Xcw4AZAAcBTRPTg6G/wl2Hw20QHWBMYr31V7DblPsaVjGLuiSDdAaBf+gn+AVhra4A7gTujB1mvBq4DQiluNho1ePuQY0nW8bgx5jK8fcgUH/PdACgAeGJMlM8Vcno6Ed8dBoCXWGsfTnSltbbOGHNldC1+ylu+3Rjz2SxnwLXj9UX8lrW2d/iVxpgAXgnu4fvmm33Ovx14vrW2NdGV1to9xpgr8DK01/iY72ayGwD8oLX29kRXRB+PDxhjIsAHfcx1kTFmVaIT1iTr/L4/wPi9R5yo94dn030VEYlTAFBERAb7DvAea20k2YDogb9sfllMpZmJ8SG5+wRvL9/nuHCG82ZyMNhvKRg5dbw3WfAvxlp7wBjzMbxgQjovMsbkjlP5qGTagKYTuL1kOk72AjIRDf49CMzxMbwGeJvPqcdrXwX+91en6r4qXRnWxtFMGj3I+ovov2y7OVnwb9D29xtjPo6/zwnah5w4+lwh4+VEfXf4VrLg36Dt9Blj3gFsJv0+djpwDl4p42w4BlyRLAgaXV8Er6RznDFmFf6z/96eLPg3aBsdxpi3A0+QviTzUmPMWmvtJp/bT7lp4Cs+xn0CeCVe38B0rgJOZABwgInx/gCj+9w0Wn7fH2D83iNO1PvDs+m+iojEKQAoIiIxj5DmC/yJZq1dd7LXcJL46c8FXqmdTGQy3u8a5NSw11r7e59jfwR8mfRlBAvwzjBP1ycua6y1Lz1R2zpdGGOWAX8B5voY3gq8yFrrN/g0XvuqTG5zqu6rmoBZKa6/2hjzeWvtkRO1oDT2WWvv9zn2buCLpC+zVYhXGtCOZWGZeBbvQ/S5QsbDifru4AJf8zPQWrvdGPMPvJLI6ZxP9gKAb0wV/EvhhT7HPWKtfdTPQGvtU8aYfwPP9TH8BUA2AoD/Y61Nuz+IBmm/C3zBx5znj31Z/llrH8Ff9vrpJpN983i9R5yo94dn030VEYkLnOwFiIjIhPHfEyn49yzX53Ncpl8gMhnvdw1yavit34HR3o9/8Tn8hB6ckcwYYy4AHsZf8K8Lr7zajgw2MV77qkxuc6ruq/akuX4u8LQx5nPGmMuNMTNOxKJSuM/vQGttH/BXn8O1Dzkx9LlCxsOJ+u6w0Vp7MIPxfk9WyNb+50/WWr/7vOHO8TnuNxnO66eMN8C5Gc6bSAT4XQbj/f59zjPGpMtilLHLZN88Xu8RJ+r94dl0X0VE4pQBKCIiAJuttScsi0fSGtE3JIm8DOfNZLzfNcipYWOG4zcDr/YxbuEo1iIngDHmpcDP8bKs0unCy/xLWV4tgfHaV2Vym1N1X/V34HlpxlQBH4n+wxjThRc43A3sArYCG6y1+8ZvmXGZZog8jVfmLZ1FmS9FRkGfKyTbTuR3h9Hsf/zI1v7nrjHcdonPcRsynNfvY+Z3+6nstdZmUtZ4N16/tHSfTyrwqlG0jnJd4k8m++bxeo84Ue8Pz6b7KiISpwCgiIjAsH4UctI1+xxXlOG8xT7HDVhr2zOcWya26nEaX5HpQmT8RXsgfQt/ZyO3AVeOIvgH47evAv/7q4nSrydT9wAfJ7N+NMV4ZXfXDL7QGFMPPICX8fHnceqptzfD8X73IZMzXYiMysn+XAGn7mtVEvvnCdzWRN7/uMC/xnD72T7HZfoY+B3vd/upZPQZ01obMcbUAMt8DK9AAcDx5vf9AcbvPeJEvT+04/Xq83Ms/FS/ryIicSoBKiIi4GX7yMRx1Oe4TA9c+B1/LMN5ZeLLNKDr90xuHbyfYIwxnwbuwF/wrx64eJTBP/C/ryoxxvg+8dAYk4f/Ay9+1zChWGtrgduzNN0M4I14ZdVqjDE3GmOy3WNG+5BT28n+XAH6bHG6OZHfHSby/qfWWtsyhtuX+ByX6WPgd3wmQfyxbmswvUdMHJnsm8frPeKEfJaL9qls8Dn8lL6vIiKDKQNQRERggp6JZozZiL/eVePtS9baL53A7dX4HJdpo3q/4/1uX04doQzH+80gyiR7acyMMfcDF57IbSbxc2vtjSd7EYNFAz7fBd7i8yZ7gBdYa/ePYbM1GYydAhzJYOx4rGGi+TgwD3hDFuecCXwdeJkx5sXW2p4szds/TuMLMl3IWDyL9yE1PseN1+eKunHKTJWT50R+d5jI+5+xPg5+j8mN12OQY4xxooGR0cr0MyZMwM+ZxpgL8d+fcLytjZ4oNO6stX3RSgJ+eg2fDt89a3j23FcREUABQBER8WTSt+FEqgAqT/YiGF35urHY6XPcnAzn9VvmZ0eG88rE5/cM85hSn+PGctb7aExiYuwT/D4+J4Qxpgj4JXClz5s8DrzEWts4xk3vwzvI6KfvyRz8BwD97qv6gLEEME+q6AHXa40xDwJfBKZmcfpLgJ8C12Rpvkz3IX7Ht2Y471g9W/chfj9XZFoOUJ8rnr1O5HeHibz/Gevj0IO/LLwSvPc8v/zuY3rHGPyDzP8+MDE/Z+YyMd4fwF8Vh2zaib+g2Onw3XMncL6PcafDfRURAVQCVEREPGP94ifZtcnnuIXGmEzey5dmefty6piW4Xi/gYgTHQCUYYwxlcA/8B/8+x1waRaCf1hrQ8A2n8MXZzC1333VFmttOIN5JyRr7d14B5quA/6Gd0A4G15mjLksS3Nlug/xeyZ8Jr2HZPQ2AxEf44qNMX4OAsfoc8Wz14n87jCR9z9jfRz8ZhCO1+e4MX8WIPO1gT5nTjR+99G+P8sZY2YDhT6GRoCtfufNgvG4r0FgYZa3LyKSNQoAioiITDzb8PeFtwD/B98AVvsc90gGc8qpYWWG41f4HKc+FieRMWY+8Chwns+bfAe4JotlIQH+43Oc3/0PwBqf406bfZW1ts9ae4+19gV4fWQuBd4HfA/vfvrNnhwuW2Um/e4TMh3vtxePjIG1tg3/B1j1WpWJ5nTe/9T4HHdWhvP6/dx3IMN5E1lhjHH8DjbGTMZftlkInSRyopzMz3JbrLWj6SM5WuNxX5fhr1xtM8oAFJGTQAFAERGRCSZaiucBn8Mv9jPIGLMcf2dE13Niz8KUE+P5GY5/ns9xNsN5JUuMMWuAx/B3EoALfMRa++5xyJj7q89xvvZVGY71u+1TSjQY+JC19mvW2rdZa59jrZ2BVyZuHfB24E/4yzx5bvTM9LG6JMPxfv+GGzJdiIxaVl+rxphJ+DtA2g/80+e2RRJ5jjEmk/Y1p9L+52mf4y7NcF6/+2y/20+lDDAZjH+ez3FbrLWZ9j6U0XkIf30j1xlj/JZ8naif5bbg76SqKmOM3xNt/d7XB7JQcldEJGPqASgiIjIx3Qu8yse4VwB3+hj3Sp/bvc9am7ZMmDHmh3jl6lKy1vo+I3iiMsZ8Cvikj6ELrLU147uaUbvcGDPDWlufbqAx5ixglc95Hx/bsmQ0jDHPB+7DXw+dAeDN1tqfjNNy/gG04fVWS+VcY8wca21tqkHRrEY/BxJbo9tOyRjzPLwDW+lcb639oY9xJ421thuvdNQm4C5jzLuAb6e52SS8vjRjzfJ4gTFmip/SscaYM/AClX48NrZlSQbuBT7oY9zLgY/4GHc1/o4n/D2agZjSafJe64sx5k3A3T6GXmKt/ef4ruaUUAn8F/D7dAOjgUK/n3knwv7nP8BNPsa93Bjzvuj7QErGmAL8PwZ+s6HSuQ54yufYN/gcNxH+Ps8K1to2Y8w/8F5nqeQCVwE/SzUomhH6cp+bv9fPIGOMn8DZj6y1b0o1wFobMcbcB7zLx3yvAG7zMc7v683XfRURyTZlAIqIiExMv8NfX47LjTEXpRoQ7RHm5+ACeOXm5PSTC3zR59gv+Rz3jLV2IpTPelYxxrwOL/vLT/CvHXjROAb/iJ6d/2MfQwP4O7j/KcDPiQP3WGsHfIw7nd0JdPkYV5mFbeUDn/E59vM+x+221qqM8AlirX0Sfz07lxpjUh6gN8bk4S9ICPpcIdnxOZ9ZgO/G66majgs8PLYlZcVfgF4f46YAH/Y55/uBKh/j+oE/+5wznbdFT/5IyRhzPvAyn3P+a2xLkgx93+e4jxljctOMuQ5/PfG2WGv9Bo6zye99vTlasjap6Ilmz/Mx1zG87/ciIiecMgBFRGTCstbOP9lrOFmstb3GmG8Dn/Ax/HvGmEustYeHXxE9SPc9oMLHPP+y1qox+enrWmPMDmttwoPz0bN1vwS80Od8d2VtZT5Za593orc5kRhj3gfcjr8A2WG84N/m8V0VAF/HO5M6XanJNxtj/mat/VWiK40xrwbe6GN7YeAbmS1xYjHGXA20ZiG7J23GNt4JANnwTmPM09ba7yYbYIz5KP4P7v4gO8vy79m+DwG+ir/H/avGmI3W2meGXxF9r/gq/soP70MHPCU7zgLuNsZcb60NJRoQzY73exLTX621dVlb3ShZazuNMb8A3uRj+EeNMTuttUmzr4wx1+CdSOPHL7PYey0P+GP0+0jCTP9oOcV78fcZ5hhwf5bW5kv0/fiUr1wyBr8F9gML0oxbhvcecVOicpbRthNf9rnNr2W0wiyx1m4wxvyb9KU7pwLfN8a8JlE5WmPMTPx/H/qOtbYvw6WKiGSFAoAiIiIT11fwDqpPTTNuKfC4MeZW4DfW2hZjTCFwEV7GzQU+t+f3zOJxY4zZCMxNMyxdqcHYXH4yKNemK0l4mrkteoDsm3illZrxsoMuAm7G/3OlG/jhOKxPUvtKBmNnAk8bk0lbnoTSltuz1u4xxnwfrzddKg7wc2PMBXilK/dGL1+El7VxE/4Ovt1lrd2bftiE9hzgFmPMM3hnov/eWrsnwznejr9MUD+9bvy6I7oP+QbwuLV2wBiTD1wIvA94sc95+vB/Br5kzz142UHL04ybCvzHGPNZ4KfW2mPRE4rWAx/F/9/5I+PQdzQjxpj78Z6fqfjtabXRGJMu6P5Sa+0jPueTzLwBWG6M+Rzwt2jwLACsBN4MvIf0J6LEfGuc1jgaX8S7b+mOzwWAnxpjrgS+Azxhre2PZkYa4B14mVd+3kfD+K8M4dciYJsx5ivAb/CCSU708lcC/w0U+Zzr++r/d2JZa8PRk3hSlveMeg+wwBhzm3dT22+MmQa8Dvg4/k483Ya/ChLj5f8BfvbVLwMeMsZ8Gvi3tbbHGFMOXIP3PTvd91bwAtqZfIb3+z02ZXZi1Bw/c1lrp/iYS0ROUQoAioiITFDW2nZjzC14B+zSmYOX6fc9Y0wX3hfsTM5i/Z61diL0c6sgO+Xq8DmP3wNFp5PnR/+Nxf9aa1uzsBY5fXwMeCnpy44FgPdG/8UO7uVlsJ0jeAeXThfL8Q4KfcUYswf4O7AV2A7sBloGnzFujJmEF4R5I/6yJfuAtL0/M/TK6D/XGNOJvyDkcHf46Sco2RU9wPtu4EHStwOpwMv0+6oxphso8HGbwR6w1v5ydCvNqklk73OFn4Ot2cq4lcTWEe2jFd3/FJL5Z7mNeKW0JwRr7U5jzP/gBef9eG30X2wfXELmmWvftNZuz/A2fpQBt0b/jVYLXmUBOfF+AbwFf98TXhz9FzHG9OI/uAte9YIbTuYJItbaR40xP8A7eSCdC/DK9RL9nl2c4ebeZ63tyPA22XrfCmRxLhE5RakHoIiIyARmrf0x8NMMb1ZMZgcCduKdlSunr4TlskZpB2M7sCOnoWg/yOvwV5IyJo/Mgn9h4E2nceBoCV7W97fxeh/VA73GmD5jTHP0oFMr8A/8Z3n8dRyzKBxGF/zbh5dFJieBtfZf+O/TGFNEZscOjuGvpKHIWJSQefBvALjeWpvJe9WJ8FHAZnib2D440+Df02S36kc2P2MCvNdam83MdfEpWtLzOrx9uF8BMgv+Adxmrf13hrcZD+8FdmV4m0yDfz+x1mb6XV5EJKsUABQREZn43oJ3MHg81AP/Za3tHKf5ZWJ4H5kFZpLpwwvAqIeFjGCt/Stwwzhu4oboNp5t8vAyjzI9wAZwd5bWcFuW5gkBb7bWdmVpPhmdjwM/H6e5O4EXJ+pLLDJK/wtka5/xKWvtlizNlTXREzVeTObBiExV4/UH7s3inL/GXylFP+6LnvwoJ0m0N+aL8fbl4+Hn+OtxP+6i33//i+yWSh/sn8Bbx2luERHfFAAUERGZ4KLBlhcBv8/y1LuB56Tr7yWnhd8Db2NsQcAB4HXW2iezsyQ5HVlr78A7aSGbGQGxoNF3szjns8HvrLW/zdJcdzH20qsR4K3RDDQ5iaJZHtcCd2Z56qPA86y1mWYyiaTyNF4frp4xzvN9a222TmbIOmvtMbx+leOVGfUYcIG1NttlofuBq/BKq47Ff/B6IcpJFt2HX4K3T8+m7wLXRt+DJgRr7X68vsyZ9mFO53d4J8PopEkROekUABQRETkFWGu7gauBDwDZOGv3h8DZ1tp9WZjrdDfbx5htwITOdrDW/gDvAFr7KG7eiHfG+G+yuyo5HUWfaxfilRceq514ByxHm8nm5/XbDTw8yvknKosXiM3ehNZ+FngHx3s3ZqIDeJW19kfZXJOMnrU2bK19B165t9YsTPlHYI21dkMW5jrd+dkvHQEmXKbayWKtfQCvL9loglcuXtnbt2V1UePAWtsEXAp8iOxlYHXjZVxdHA0yZp21thkvYPS7UU7xc+AF0e87MgFEg4Br8fbtY9UKXGetfefJ7PuXjLW2GjB434/Hqhfv+/rL9HwWkYlCAUAREZFThLU2Yq29Ha9P1LfIPJATwvtifo619npr7WgCQc9Gl6e5PoRXFnO8+mxljbX2d8ByvL6Sfr6Ah/BKCJ5lrf37eK5NTi/RTNFVeAGjHaOYYmf0tqustU+NYSlX+BjzEWvt3jFsYzTG6+x3F+/1/bzx6JVorb0TWI/Xh9Cv+/ECQ/dmez0ydtbae4BFeGVeGzK8uQs8hHfg/kr17fLNz37pndGgikRZax/De1+5C68qgR9bgOdbaz8ykbKOUokG57+E97r8HKM/wewY8CVgsbX2M9babPfqG8Ja226tfSnwRqDG582qgVdba19nrR1rhqdkmbW23lp7Jd4+6yEy/+zSgBd8XxR9r5mwos/f64Fz8D63ZPp6acfr4bzYWnv7BOwzKiLPYo7rnhKfgURERGQYY0wh8ALgecAaYCFQARTiZWi0430BfwavrM4frbXZLuVyWjPGnEH6LKbPWWs/diLWk03GmDnANXhlb87E6zEWAFrwetD8C/i1+jhNHMaYk/HBfUE2ygQbYwxeMP1cYCkwAygGHLzeTvV4ZYmfAP6WrRKCxpjD0W0l8x/guSf6wLAxJg8vS/Ly6L81QM4YpuwB/oK3P/KdgWWM+RTwSR9DRzwPjDFrgFcwdB/icHwf8k/g59ba0QSA5SQwxuTiZVldgpf5sRiYgtd/MoSXyVmL9774MPAnlRHPjDGmBGgGclMM+6m19rQvhWiMeR5eUCGd6621Pxx225nAa/Cy5VYC0/D6pXYA+4DHgXuttQ9mccknhTEmgBeUuBRYh/e6nAmUAvl4n/k78QKF1XilOB8CHjtZ2VbGmCDee9t/4b2/zcHbj/QCh6Jr/CPwgAIlpw5jzHy8v2nsfX8u3vMwBy/TtAnYC2wCHgT+Ya31G6yfUIwxVXgtOC4CVgDzgDK811wP3n58H7AZ7/POXxTEFpGJSgFAERERkSSMMTcCX08xZBuw/lTI/hN5tjHGnEXqEnrdwOqTkP03gjGmAC+zZS2wDO9A01ygCi9QWoQXoO+K/mvGC5juADbgBU27RrHdTzHKAKCIZM4Y8xJSl0k8Aqx4NmT/jSUAKCIiIiL+jOUsUxEREZHTXaryn6dM6U+RZ6l05XtPRunPhKy1vcCT0X8icvpKt19S6U8RERERyRr1ABQRERFJIFoK7Xkphnwxk1J7InLCpeqz9R9SZ/eKiIyHVPuln1pr7z9hKxERERGR054CgCIiIiKJnYfX1yKRbcCnT+BaRCQDxph84OIkV3cDbz7Rff9E5Nkt2nv3jCRXHwFuOoHLEREREZFnAQUARURERBJLdpa+Sn+KTHzPAQqTXPf/JkrpTxF5VkmV/fcOlf4UERERkWxTAFBEREQksWR9er6g0p8iE16y1++/gW+cyIWIiEQl2y/9xFr7uxO6EhERERF5VlAAUERERGQYY0w5YBJctRX4zIldjYiMQqID7Sr9KSInhTHGAZ6f4CqV/hQRERGRcZNzshcgIiIiMtFYa1vR5ySRU5a1dv3JXoOISEz0xIOpJ3sdIiIiIvLsogxAERERERERERERERERkdOIAoAiIiIiIiIiIiIiIiIipxEFAEVEREREREREREREREROI47ruid7DSIiIiIiIiIiIiIiIiKSJcoAFBERERERERERERERETmNKAAoIiIiIiIiIiIiIiIichpRAFBERERERERERERERETkNKIAoIiIiIiIiIiIiIiIiMhpRAFAERERERERERERERERkdOIAoAiIiIiIiIiIiIiIiIipxEFAEVEREREREREREREREROIwoAioiIiIiIiIiIiIiIiJxGFAAUEREREREREREREREROY0oACgiIiIiIiIiIiIiIiJyGlEAUEREREREREREREREROQ0ogCgiIiIiIiIiIiIiIiIyGlEAUARERERERERERERERGR04gCgCIiIiIiIiIiIiIiIiKnEQUARURERERERERERERERE4jCgCKiIiIiIiIiIiIiIiInEYUABQRERERERERERERERE5jSgAKCIiIiIiIiIiIiIiInIaUQBQRERERERERERERERE5DSiAKCIiIiIiIiIiIiIiIjIaUQBQBEREREREREREREREZHTiAKAIiIiIiIiIiIiIiIiIqcRBQBFRERERERERERERERETiMKAIqIiIiIiIiIiIiIiIicRhQAFBERERERERERERERETmNKAAoIiIiIiIiIiIiIiIichpRAHAcOJ5XO47zB8dxDjmO0+c4Tr3jOP9wHOetjuPkjNN2g47jvNJxnF84jrPXcZxOx3HaHcfZ4zjOnx3H+aDjOEvGY9siIiIiIiIiIiIiIiIyMTiu657sNZxWHMeZDPwfcGmKYRuBl7muezCL210LfB9Ym2bo/7que7OfOW+88UZ3ypQpY13as0J3dzdFRUUnexkiImlpfyUipxLts0TkVKH9lYicSrTPEpFThfZX/tTU1DTefffdU4dfPi6ZaM9WjuPkAfcDF0UvqgXuBPYCs4E3A8uAdcCfHcc533Xd9ixs90LgT0BZ9KJ/An8FDgJhYDqwHnhRJvNOmTKFT37yk2Nd3rPChg0bWL9+/clehohIWtpficipRPssETlVaH8lIqcS7bNE5FSh/ZU/119//YFElysAmF3v4njwbyNwmeu6LbErHcf5JvBb4AXAcuDjwAfGskHHcarwgo5lQCPwStd1/5lkbBCYNpbtiYiIiIiIiIiIiIiIyMSmHoBZEu3r99Hory7wxsHBPwDXdXuBNwJd0YtudByncoyb/l+gEggB/5Us+Bfdfth13foxbk9EREREREREREREREQmMAUAs+dSIFZj9R+u625PNMh13WPAL6K/5gMvHe0GHceZB7wy+uuPXde1o51LRERERERERERERERETg8KAGbPFYN+/kuasYOvf+EYtnkdx/+GPxnDPCIiIiIiIiIiIiIiInKaUAAwe1YO+nlDmrGDM/VWJh2V3sXR/7vAU47jTHIc52OO42x2HKcj+u8Zx3G+5TjOmWPYjoiIiIiIiIiIiIiIiJwick72Ak4jSwf9XJNm7CEgDASBJY7jOK7ruqPYpon+vw1YDNwPzBk2Zln03zscx/mY67pfGMV2RERERERERERERERE5BShAGD2lA/6uTHVQNd1Q47jtAOT8f4GxUBnJhtzHKcAmBT9NQD8CZgO7AHuBqqBSrwegy/ACzZ+3nGcftd1v5rJtkREREREREREREREROTU4Ywu8UyGcxynH8iN/prrum4ozfg6YGb015mu69ZnuL3pwPDb3A+8ynXd/mFj3wl8J/rrALDIdd3aJPO+HXg7wNve9rb173jHOzJZ1rNWd3c3RUVFJ3sZIiJpaX8lIqcS7bNE5FSh/ZWInEq0zxKRU4X2V/5885vf3HD33Xeb4ZcrA/DUNbx/YxNw3fDgH4Drunc4jnMZ8HK8IOW7gI8kmtR13TuBOwFuvfVWd/369Vld9Olqw4YN6LESkVOB9lcicirRPktEThXaX4nIqUT7LBE5VWh/NTbDg0gyeoNLeBb4GF846OeOUWxv+G1+6bpuW4rxdw76+fmj2J6IiIiIiIiIiIiIiIicAhQAzJ7WQT9PSTXQcZwcoCz66wDQNYrtdQKDy4xuSDN+8PWLRrE9EREREREREREREREROQUoAJg9uwf9PD/N2NlAMPrzXncUjRijt9kz6KJU2X/Dr5+U6fZERERERERERERERETk1KAAYPZsG/RzuqK0g5sxbks6Kr0tg35OF9QbfH26YKGIiIiIiIiIiIiIiIiconJO9gJOI38Fbon+/ALgKynGvnDQz38Zwzb/DLw6+vN64Acpxg4OSu5OOkpERORUEAnDwT/Cvl9DZADmXQkLXgE5ftrwipyaXNelra2NUChEcXExhYWF6W+URG9vL3V1dbS0tBAMBpk+fTrTpk0jGAzGx4RC8Ic/wL//DYWF8MpXwpo1WbgjMi4ikQjhcJhgMEggoPM8RUREREREnu0UAMyeh4AGYCpwmeM4K1zX3T58kOM404DXRH/tBe4fwzbvB7qBIuDVjuN8xHXdZNl9bx/081iCjiIiIiderFq240BvM/z+Yug4AKFO7/LaP8ITH4KrHoayBaPexMMPw733Qn8/XHEFXHkl5JwCn5YikQjNzc10d3eTm5vLlClTyM3NPTmLcV3Yuxe6u2HJEigqil+1ezf87//C449DZSW8851w1VUn7zGORCK4rksgEMBxnIRj9u+Hr38d/vMfmDQJ3vY2ePnLwc/D29cHPT1QVgZjjcc0Njaya9cuIpEI4AUDS0tLWb58Ofn5+RnN1dLSwtatW3FdF9d16ejI4a67utm4sYOZM8u47roAy5bBZZdBSwt0dnrr/5//8S779a8hL29s92ciCofDHDt2jKamJhzHYdq0aVRWVo4+mOZG4MjD0FUHZQth6jnePizLBgYG2LdvH0ePHsV1XRzHYfr06SxcuJCcU2EHJiIiIiIiIuNC3wizxHXdkOM4nwP+B3CAexzHucx13ZbYGMdxCoAfAcXRi77pum5Tovkcx/khcF3011td1/1Ugm22Oo7zFeDjQCXwI8dxXuW6bv+wud4BvDz6axfwnVHdSRERkRPt2FPw1Efg8ENeYGna2d5B9bY9EBn0djfQCaFu+PN/wat2pD7IPtAJXYchWAiH/w6tu+hy5vHC/34Lmzbn0d3tbequuyAc9oJT558Pt94Kz3ueN0VXVxe1tbW0tbURDofJy8ujqqqKGTNmnLAD7rt2eYGpI0c6eMtbtlBYGMFxwgQCAfbs2cPChQuZXVnpRWu2boWpU+F1r4PZs8e03XAYHnjAm3LyZLjmGqioiF7517/Cu98NR45ATg5uJEL7Bz9I+J3v5Pd/msy7351Df7+XWQbw6KOwbp03XzyGtX8/fOtb3pWVlfD2t8OLXoQbCNDa2kpnZyeu6zJp0iRKSkqGZKwl0tPTQ0NDAwMDA5SVlVFaWsqhQ4c4evQoAwMDAOTl5TF37lxmzZo1JBD4+9/Da14DAwPeP4Ann4Qvfxn+9S8oKRm6re7ubo4cOUJ1tcPtt0/noYcKcByHsjL4wAfgllsg1XKfegq+8AV47DEv4+5Nb4IbboBAoJVnnnkmHvyLaWtrY9OmTZxzzjm+g1ThcJht27bF59q5s5T3v381oZBDX5+3uL/9zbu/oRDENhmJeDHdBx6A97/fe+7F7m9fXx8lJSVMnz49eeDZdeHvf4fvfAcOH4bVq+Gmm2DFCl/r9qO6Gu6+G2prYeVK7/GbOtXfbbu7u9m0aRPhcDj+2DQ3N5Ofn8/atWszD6gfeRj+/moY6PB+d10onAZX3AeVq5LezHW9oHFhob9YYSgUYuPGjfT29hJrK+66LvX19bS0tGCMSfgaiUTgoYfgwAGYOxcuuST1czPbBga8fes4xENFREREREQkSgHA7PoOXqDtImAdsNlxnO8Ce4HZwFuAZdGxzwCfzcI2vwD8F15fwZcC2xzH+QGwD5gMXM3QkqPvcF23IQvbFRERGV+H/g5/e6kX2Is59kTy8W4Eug7B0Udh+oUjr+9rhUduhP3/5/0e7gUnCG6Yt37/lzy1MUxf6PjwWJBqYMArgfjiF3uxi0svPUR1dXX8YDtAf38/nZ2dHDhwgDVr1lBSUuJN8Mc/ws6dMG2alzZWVjb6x2OQ733Pi50UFAxwzz1PU1QUjl8XC1403n8/Mz/yEQKRiJfClZcHn/wkfOhD8KlPeQ+Z69LQ0MCBAwfo6ekhJyeHGTNmMHv27IQBj+3b4QUvgPZ2L0iRnw833gif/SzcsuoBeNnLvCuAo5dcwp6bbsLNy+PYX7fzjndcRF/f0Pm6usBaL7h622146ZfXXutFGfujAd5//pPuyy9nywc+QP/AQPz+DQw4/PvfU/nb3+YxMFDExRc73HQTLFxI/L7t2bOHI0eOxDPdAoHAiCAaeH+/ffv20dnZyZlnnglAU5MX/OvuHjq2s9N7HN7/frjjjuPb2r17N0ePHuXgwXze+c71dHcHcF0vutHY6N3Hp56CX/0qcdDjRz/yYqc9PccTXm+7zdvGvffuS7hu73EYoKGhgaqqqoTXD9fQ0BB/7vb3O3zwg6vo6hr6laCrK/nte3rge99zede7qmloOBxfV0NDA/v372fFihVUVlYOvVE47D2Yf/7z8ck3bIAf/xhuv92742N0661e8DQc9l6zhYXe0/2ee+AVr0h9W9d12bJlSzwgfHzZYXp6enjmmWdYvXq1/8W07oQ/vRBCwx7Ijk4ve/lVO6BoxpCr2trgE5+A73/fyxwtKvIyZD/xCSguJqmDBw/T29s3ZH8Uu099fX0cPnyYOXPmDLnu0Ue93VFXlxcIDAS87f3f/8FznpN4O21tbRw6dIienh4KCgqYPXs2kyZNOh4wb90FtX/x9sOzL4OKs0bM0dsLn/88fPObXmZpSYmXUfuJT3jZtSIiIiIiIpJdCgBmkeu6/Y7jvBT4P+BSYA6Jg3wbgZelKNeZyTa7Hcd5EfAr4HnAEuDzCYb2AO9yXfenY92miIjIuHMj8M/rhgb/fN0uDI2bRgYAQz1w//nQvm9o5qAbpqFjCr/d+BL6Qon6qbk8l3+xhD0c7a7ia1+6iHnz9o042B7fTCjEli1bOD8YxLnyyuM1IPPzvVSub3wD3vKWzO7TMLt3e8G/nh646qp6cnJGriW3tZWVH/gAgWgwDjgeUPvyl+HMM+m/5jU88MAecnOPkJcXiQ7p5+DBgxw9epT169cPCQJ2dMBzn+sFxo7fX+//n/gEvK38Rsqi22u48EJ2ffCDRAq8noz3/2I+SeJXlJX1UFfXyIHH65l77bU4g9cMhPv6ePoNb6C/pydeR7OnJ8h737uG2tpCenu9j7Pbtrn85M4eHnjrL1nb9ziH1q7lyJlnMnizyYJoseuOHTvG7NmzKSkp4Uc/Oh6IG66vz4tdfe1rXqCprq6Oo0ePEolE+Pa3F9HdHYwH/2K6u7341+OPexmlgzU0eMGe3t6hl/f2QktLhO7u9qQlRMPhMIcPHx4SAHRdL9gYyyS86iqYPt27rqurK/44PPzwFEKhoesMBCLMnNnDoUNFeEUtRrrssmMcPXoYBj26sTm3b9/OOeecQ0HBoH6cd9wBf/rT0GhqKEQ4GOTYAw/QtGYNwcmTmTZtGhUVFUnLsSZz//3wpS8NffxiT6PrroNVq2Dp0uS3b2tuYKC3CxiZAue6Lq2trfT29g69T6lsvM07wSCRUC9s+zqcc/zjemcnnHMO1NQcf5m2t3tZlg884AXshm+6qckLQl922WFmzUr8vI5EItTX1w8JAFZXe0H8zs6hYzs64IUvhE2bvMq9g+3cuTNeXtRbbyfNzc1UVVWxdOFcnAdfC4f+5u23ceGpIEy/AK74LeR6abL9/V6W4ebNx/82HR1esu8f/+g9X0tLkz2gIiIiIiIiMhrqDp9l0ZKfl+H1+fsjcBjoB44CD+L14jvXdd2DWdxmA17A8dV4fQFro9tsAzbhBQQXu677o2xtU0REZFwde+J46bxMODmQXz7y8r0/hc7aocG/qM2HVpOf2zfi8rPYQg3z+T0v4WvczI95Az+88mtEwuERYwcLHDuGe9llXtpXR4cXJevq8o5633QT/OMfmd+vQb7xjeOBt/POa6KgYOTB/xl/+ANOsnV2d9P2ia9wzTXtBIPHg38xscyh/fv3D7n8xz8eGaCKqew+SF6999HGBfbecEM8+AewZ08JAwNecKWyso+bbtrN/ff/hwce+Cc/+9kTvOEN+4jceUfCx7bhkksIFxQMaaL3ne8soqamKB78A1g9YNndM4vF37gJ93vf4+D06SQP9yUWC5jA0EBFIo7jVTp1XZeDBw8SiUTo7w/w1FMVI4J/Md3dXobXcD/5SfJSiKGQOyQQWbJnD7N++UuCHR0Eurtx+vtpa2tjw4YN9PX1ceSIV1b10ku9ZM///m9YsMArP+q6kJ+fHw+w7dtXTE/P8cdwxowefv7zJ7jssmMJA8sxr3pVDSR5dF3Xpa6ubuiFX/7yiFTKrrlzefwXv2Dv295GY38/R48eZfv27WzYsIFQKEQmPvOZkZmaMf39XqA2qVAvnY/fRiSSfJuO49CVKi1yuNo/eScjJBLpg/33DrnoW9/yypb2D9s99fZ6pX7vuWfo5e3tcPbZ8NOfMiT7N5Hhj+Xttyd/Hff1eX+qmHA4jLU2nkU75G5EIhw9epS+v1/rBf/CPd59i/R7P8dKoEb97Gde2eDhr6m+Pq8M6Te/mfJuiIiIiIiIyCgoADgOXM8vXde90nXdWa7r5ruuO9113ee7rnuX67ppj2q4rvsm13Wd6L9P+dzmr1zXvdp13bnRbZa7rrvOdd2PuK57OCt3TkRE5EToaWBUH1PcEMx7ycjLd3xvZDm+qJL8TiLu0G1N5Rj/4rnM4SCldFJCN5PooH/xXJxA6uykqvvuO94wbrjubi9dLkPd3V5Pwuc8x+txFpu+vz/xYzTZWoLDowmDvHvPzZx1Vh25ucmDOMMP+v/hD8lLQxbSw4DrBfh6q6oYmDx5yPVTp/YTCESYPr2H73//Ka68sp6ysjA5OV5cLzfXpWT37oRrbjrvPMJFRfHf+/sD/O1vVfGAIkAJHTzA5VTQSimd9FdUeEHDUYiVgZw1C1K1fQuFvN6HoVAofpve3kDKnmauC+FwF9XV1ezcuZO6ujpCoRB79yYPNg4MBDl40KsBOe3vf2fBXXdR/9KXEi4tJVJUhJuXB0BnRwfWbuSSS1y2bfP+Vn193nOnt9dLwvviF2HatGnxAGBZWSj+HAgEXL761aeprOzjssuOEQgkCwC6zJqVPDLqui5tbcOKXNTWDh0TCLD59tsZKCsb8reNRCJ0dXWxa9eupPMnsm1b8utCIXj44VQ3/gY5nXsJJAvYRdfV2trqay09PT2EI6mDcsNTS++4I/nfv7sbvv3toZd961tQX+/tB6qrS5Jm1wJeOeJB/vCH4ycQDBcKedfH7Ny5k87hqYKDBPsbyTv0ey/gN1y4Dw4/CG17o2t2k+4/Ys9PERERERERyS4FAEVEROTk6GuBzbfDbwzcuxbsrdB91Ltu8rKE2Xop5RTB2Z+DvATNpFJkE549/ykKcoamxLyTO8ind8QHpbyWlrTLqHzySQLDm90N9uSTaecYrKEBVq70MrkeeWRoEO7vf6+iu3vkx7lwYaJypp5WJvEbXs60aX0ER1Y8jItEIkMCgPn5ycfuZwGR6KPl5uSMCHBceeVhcnNd/vu/d1NSEiI3d2Rwqb+ykkiCOpeBYcHU5ua8EUG21/MTcjge1Qj09+Mmq5mZQiAQoDRah/DNb4acJMXyAwEvw27SJO82MSUlIQoKkgV/XD7wgV284Q0bqK2t5ciRI1RXV/PYY49RVnaMvLzkQaO7715IbkcnZ3z5y9S86U1DsiuPzw5PPllCba2bMMDT3e0FAB0njwULFuA4Dpdccrwt9DnnNFNWFiIYhFmzenj+84+Snz9yTYWFDslKg8bkDH/ghtV2bD77bC/wl+Bv5LouTU1N9CcIBnd1QV3dyEy5dLHelP3ltn+DKR3/xHVSvBjwyrx2dHTE19jf3z+iZ+DBgwd56qmnaCxYH389jBDIgwXXDLloeLx0uObmob9/73vHs/h+9rO59PUl3lYgEGDu3LneA/fd78Lll+M0HEu6nQBhXt3zQ1i1ir7Fi2k8nPr8wUk924k4KaLkTpBQ3X/YtWsXdXVJ0g6jfMZXRUREREREJAMKAIqIiMiJ114NvzwD7CehcQM0PQ2bvwC/OgMan4ZJS6ByjVfScwQHCqZBxWoI5HoH1EsXwsXfh1XvGzncjUAwL+lSgoEI33rtuynMPV5D8Gp+SxEjD1jPuv9+nGS1BmObSxY1ikl3/TBvfjMcOpQ4++6f/5xKc3M+AwNDAzJHX/hCQkmCgDUsIC8nzP79xUkTFb1l5gzpxfb618OwZKK4AfL40xnvwS0qoqC+nsCwCM3SpZ1cdVUda9a0Jg061l95JW6ClLupDz1EYNBjXlIyQDg89P4+j39SwvEHKLe9neJhJUz9mh5tlrd4Mdx8MxQXD70+GITy8uMlC4PBIJOiEaZAAF71qtqEgbOrr67j0kuPEgwO7ZsXDoc599w9SdcTDLqUl1eyYvPTRHJz6TjjjKRjn3qqjK6u5MG5cNgrKTlnzhyKioqYOrWP1772IAUFYc48s53CwuPrvuWW3bz2tQcpKgpRWBiiLK+Lmyt+wJ7z3sD0mn0p1htkxowZgBco6+3tJXzddZB3/DXYuWhRygxNx3Hojv3NQyFqb/kfrqn4J5Wl/SxZEKKiwuXGG4+/Jl7/+uQvq+JiePvbk24KehvJiXSxoPHOEWU7gz09zP/BD7jg6qu56JJLKFiyhKN3380Tjz/OY489xqOPPspTTz1Fc3Mzzc3N1NTUEIlEOFDxBlwnyT4nWAArbxpy0fLlyZfnOLB6dfSXcBjuuYeOA8cjgps2TebHP55Hb28g/noeGHAIBALMnz+f8tZW78l8yy3w979zdd8vyGXkCQoBwvzWeRlf6HwPbN1K26xZI17Hw7lODl7oGSLkcHDyq3l04a/555K/88jC31Bd/gY2NM3myJEjLFjQheMkLyub4mktIiIiIiIio6QAoIiIiJx4f70aepsgPCiYFu6F/jb465Ve0O7yX0PRdMgZFIEJFkH+ZLjyQXjF03DtMXjDYXjNXlj8msTb2nArtO5MuZxXmnv55dtew6Jp+yjIjyTN3ql87DEmb92Kk+LA+JHLLyeULLgRCMCLX5xyLYMdOwYPPJC8oujAQJAbbljLxo2T6e936OoK4jgBOp//fO+gf4K0vcqiHvqDhfz2t7MIhxPfz0gkwKxZs4YEAF/6UpgzZ0gcB4B161q4554nmPGtyzh28cW4OTnM/dnPCAyrafiud+1LlPAV17lkCUcvu2xEYKhy40YKjx3PWiopCbN2bQuBwPFAWhvlhIdlpS3+5jcJJGt2lkAgEGDlypXkDgpC3nabV3J15Uov8DdlSojPfa6Ov/xlOwMDu2hra8N1XRYtWhTPBHzta2sxppmCgnA84FFQEOHaaw8m7NcIUF4+wM037yY/PzwkSJKXF6ayMsIdd0B5Y2PKsq4AOTluyhKkkYgXKHNdN97T7vrra3jf+3aRlxchFDp+42AQrrvuAL/97SP89GP3crRgDl/ueQ+zHvop8z/yEXI6OxleezIQCFBUVERJSQnbtm3jP//5D0888QSPX3YZfRUV8QBvTlfXiMzOoeuMeFmETz3FwNadrPvq67m/5Tn0uXn0DOTQ1eVw110RnvtcLxvwox/1grLDg8v5+bBwIbz61Qk34ymeDcCc1t/gDAoABnp6WPvudzPnl78kr62NcEEB2z74QXbMn09vXx+u68Yfx23btrF3714i0cejO38+W2fdRn+wnJBTSMgpJBwoguI58JKHoHgWAwMDHDhwgA0bNvDKV+6hsDDxc6OwED74Qbzg31VXwbvfzZqwZXAPxp//fB5vf7vhvvtm8+ijFWzePAtjjJf999KXejuS6N/7Fr5CAX0M7+H4an7JJe6D5EdLJQdCoRGZvMO1Fq3BccNECLJ59u3UVL6J/pwp4AQZyJlMbfkr6Qnn4rour3lN7Yh+o/E/QTF8+MMpNyUiIiIiIiKjoACgiIiInDj7/g9+MgdatjH8AHRcfxsc/icUz4JX7YTzvwYzL4HpF4H5tBfsq1jhjc0vh4JKkkY9Brpgy1e84GIygTwIFvCSyxvYs6OPXbsDzLz51QzkjsygcyIRVn70oyx44okhwbHBjl5+OaGyMiKJUt0KCxn45Cc5dOgQu3btYv/+/ezZ08sNN8C0aTB5shcffPzx6MO1L315w/b2PD7zmVX87W/nsXz5StavX8c5F15IziOPwKte5U1QVub93xjmPPxzVqwMUFtbxF13LaS3N0A4Gvdw+vsp/8tDLL3nR8z7zW9gUAnA3Fyvl9oVV3hTTZoEF1zQwm23bWXOnB4IOuz40Iewd91FqKyMyfv2DQkgOI4XoEpl9y23sOfGG+mZMcPLKyosxHn961lzySVUVFTEx9188x6Ki8PxbLofcy09FA2Zq3zbNs768IcpqKtLG8goKCjg3HPPHbKNmFe+ErZuhebmdn7zm8c4//xquroaqK+vZ/PmzWzdupXi4mLWrFlDaWkpOTlw2207+fKXt/Kyl7Xz4he7fOpTYSoqUqRbAv/1X0f52tee5sILG5k8uY8ZM3p4/esP8n//t5OZM4EFCwjk5FBSXZ10juc8p4n8/OT3tbw8cabV5Zcf47WvrU3498kLhHjRV28gv6OVnGhQt/DIEda9851M3rQJJxwmEAgQCASYPn06U6ZM4YknnqCxsTFeRnagtJSn7riDuquuIlJSwtT//Cdh+c8Y13XZ9OSThK64gvpIFa1MIsLQFL++vgA7d8K998LMmWAtvPCFXoC6uNgLnF17rVc2N1X5Wlbd4pUPBnIix/vdzb73XgoPHybY30+osBB7xx20rV2bcF8TiUSOZyxGtRat5dGF/8f2mZ9hz7Sb2Dn/dnjdAZiyjq6uLp544gkOHDhAR0cHq1fX8bKXHSI/P0ww6P0NcnK8+/Dxj8NFFwE/+Qn861/Q1cX/4/MUMTTAXltbxHe+s5jPfW4VF1ywmKKiInj6adi7d0igdh4H+SfPYwE1FNNJaXGYkhL4YN7/DMmiLd+0KW02czhQyMGK13Gk7IV0FCwlEhi2swoc3weedVYb1157gPz8cLy/pONEKCqCt7wFXvaylJsSERERERGRUXDcNAdE5Nnr1ltvdT/5yU+e7GWcEjZs2MD69etP9jJERNI6afur3ib4y0vg2GPpxwYLvaDf8neMfbt1D8LfXgYD7Ymvd/Jg1X/DivdAyezjl7e0wNKlXvOtYVlOFBXBo49iBwbo7OwkkbzmZpZ97nNMfuYZL/owMABz5tD0gx+wPdqgLRKJcPBgETfcsJbe3px49pXjeAf+77oLzj8fVqyAYcl0Q5bypS/BDTekeAza2qCmBiorYbZ3H59+2gsqdHXBkiXtvOpVtZwXfJLnf/lmAuEIeX2dx6Mm/+//wbDPA4cPw86dkJPzJJFI4pKogUCApUuXsmvXLjL5vBkIBJg0aRKrVq7EGRZE7evro76+PtpDL5cf/WguDz44jf4+hwcLXsQFof+Q0z/0wQpVVPDIvfeSagVz5sxh0aJFSa8Ph8M8+uijhMMjS3sGAgFmz57NwoUL42sMh8Pk5+cTjK4/HA7z8MMPZ/Q4xEyZMoWVK1dCYyPMmUPzWWex7dOfHtkH0HXBcfjAB1azZUsZ/f1DH7uiIu859brXeb9ba5M+fwerfOQRln3uc/Hg33ADlZWEnnmGvMpKWlpa2L59e8r7mZ+fz3nnnkvNgQPU1tbGs+ZG3O+HH+bMz3+eH37tId72jnOSzvfc58I//3n899bWCHV1DUQiTeTmBpg2bRqTJ09OGrAnEoa/XQ2HH6J60ms5NPmVuIE8znvVqyho8Hok1rzhDRx44xsTlqj1q7i4mLPPPhvXdXniiSfoTZCdundvCX/601za2qZx5pne6zpeHnTNGti8OT72y7yfT/BpwgQYIJ88p59Afh5f/CLcFKsw+pOfwLveBQn+zi7wZOHzOPCWW5n7+os595pZOPVDe/7VXHstB1/7WiIpeoriuuSGmxnIqfT1OOzbV8x9983iwIEiZs7s49OfruKc5H9ekVOKvhOKyKlE+ywROVVof+XP9ddfv+Huu+82wy/PrAmNiIiISKYGOuE3Z0Onz55sgRyv9GeMG4HdP4LNt0PXQa//38qbYPk7IZgqtQdIGfbBy0Iqnj00+AdeKt5jj8E110B1tZeOE4lAaSn89KewejU5Tz+ddNr+igq2/+//8px582DPHqiqonfRIrY/+eSQgMdtt51JV1cOrns8OOG60N0Nb3sb1NfDmWfCpk2JtxOJwGsGVT6NlSQMh8MUFxd7ZRQnTRrURMyzZg08+SR87GPw+9+X8e3PzuCDgZspiAwKlPZF+4R96UteMPS1r41fNXMmVFT08uSTyTMrI5EIXV1d5OXl0dc3sufYcLESmlVVVSxZsgQnQYZYfn4+8+fPZ968ebS2tnLeeZ3k5DQwZcoUct3fe7Ug77jDGzwwAKtWkfOtb1FRUEBTU1PS7cZ61iVz9OjRpEGtSCRCXV0d8+fPJxAIkJ8g3SwYDFJeXk5LS0vK7SS6XVVVlffLlCnwne9QccMNLP3a19jz3veC6xIJBHDz8+MZdZ/97FZuv30p//73VHJzXYJBh+Jil9tuC/K61x1/ni1YsIDt27cnDcDFlO7eTTBZBBrIDYXIPXAApk2jpqYmbZBzYGCAru5uFixYQEFBAfv376c/QWnTwtpaAn19uGkKlrS2Hv+5p6eHZ57ZRDgcjgdrGxoaKCwsZM2aNd7rYbhAEF5wP+y/j7nb7+Ko20m/O4ncjo74kLprrvEV/HMcJ+H9dxyHgoICDhw4QG5uLgNJyp8uXtzJzTfvZN06r4zqEIcODfn1A9zONfyGO3kbe1nMGcWHefvWm5g/f9CgKVOSZlo6wOqqGqZc1UcDj9M5pZLSYQHAeT/+Mc7AADXXXec9xxIFUR3Hd/APYOHCLm65ZTcAkyZNYu3aKt+3FRERERERkcwoACgiIiLja+f3obsugxs4MOeF3o9uBB54BRz6G0R7UzHQCU9+BKp/Di/5V+og4LRzwQ2l3tbsKxJftXgxbNni/du7F6qqvJS86AH1WbNm0d7enjCA4jiOF7iZM8f7B9RVVw8JDtTXF7B/f/GQ4N/QOeD//s/rQXfRRV5QcHACWiz7rzJ67P3YsWPs3bs3HvhwXZcZM2YM6U832LJlXvlE1wX3y98n8KkBSBTn6e72MgAHBQDBy2pLmlUVFYlEWLhwIbt27Ur4OAUCXobW1KlTyc3NpaioKB6kcV2Xzs7OeDBzcG8+x3GYPHkykydPHjrhl78Mn/mMFywpLfX+ZsCS3l7a29sJhUJD/gax7L2ioqHlQ4dra2tLGShzXZe+vj4KU2RKLVq0iE2bNo3IIkwVNMrPz6eyclBw5U1vgjPPZPrnP8/Ut72NlrPPpvVlL+Pw/PlEonPk50f46Ed38p737CUUcpg8eYBg0CEnJ4cDB2YzZ84cAoEAlZWVLF68mL179+I4DpFIhEAgEO9tF1tTqLiYSG4uweSNKKG0NP73SsdxnPhjMGPGDMLhMPv27Rvx+A5MmkQkL48CkgeZc3JcLrjAew66rsvmzZtHBBPD4TBdXV3s3LnTy6RMuKgALHw5uQtfjunvp7q6mt4ZMyjev59jF1/MQHl52vvlrScnYXDPdV2amppoampK+veOL8Vx6OnpGRkAnD0bhgWxF7GPL/L/vF9Wngfzbxp6m+c/P2kAsGPRIp7++teJ5OXh9vZy4OUvZ9mePQQHZSY6wLxf/IKSujq2f+pTRNK83jMRCASYN29e1uYTERERERGRkdQDUERERMbXzrsgMjLDJ6FgIVzyo+NBvZrfDg3+xYS7oWkrPHNH6vlyS2Dle+M9voZuqwBmXQrlS1PPsWqVlwl44YVDDqZXVlZSWlqaMLiWm5s75OB2KBSipaVlyIH/xsY8cnOTBwK6u+FoXSerJ/2ODff9iVe/vIuiIq8X33nnwW9+c7z057Fjx9i5cyf9/f3x7KdIJEJ9fT07duxIefccBwIP/C15nVHwsiCHZfGlCnaBl702adKkeEZfMBiM/wsEAlRUVHDBBRdw5plnUllZSVlZWTz419jYyGOPPcbTTz/N1q1beeyxx9ixY0fCEpwjFBR4wduqqkEXFWCMYcaMGQSDQRzHobi4mGXLlsVLdw4WDoepr69n586d7N27N+0mXdeNl/tMpqSkhLVr11JWVobjOAQCAYLBIPP7+1n10EPkNzUR7OsjGA2sVlRUsHbt2pHPr/POg/vvJ1hXx5Tf/pbe9evjwb/BJk0KUVk5QCDgrW9gYIADBw6wbds2XGvhXe9i5rvfzQWPPMLSqioWLVrEihUrOO+888jLy4sHdxue+9zUd37GDDjjDBzHSRsQjj1WRUVFtLe3s3PnTurq6hIGVxsuvhgnHGYG9RSROLCYmws33+z93NLSkjCTMLbNpqYmX5moeXl5LFu2jMJPfpLQ5Mns+tCHkvcYHWTy5MkYY5gyZUr875tsLenkJso2fN/7vOaGiRQXwy23JJoIvvc972yBwWsAtn/2s4QLC+Prabz4YhovvJDQ8NKyxcVMrqoikJeXdt1+xYJ/iXpuioiIiIiISPaMOQPQGDMXeAjvJFGAb1hrvzbKud4HvCf6axi40Fp7bKxrFBERkZNooCv9GIBp58MFX/Oy9mK2fX1k8C8m3O1df8b10H0YCqZCwaBsKTcCtX+Frnoongsd1RAoAMeFSAjmvAgu/fGo71YgEGD16tUcOHCAurq6eEbctGnTWLhwIXl5ebS2tlJdXU1nZ+eIA//Tp/cxMJAssODyiZd8ng9UfRYeymEJ8NMrBuDNL4BLf+IFNmMjXZe9e/cmDKJEIhGampro6uqiqKiIlpYWurq6yM3NZcqUKcdLIiYLLMQ4jlcGddj9nzVrFocOHUq47WAwyJQpUwAv06uqqorW1lbC4TClpaUUDA80RDU3N/PMM8+MmLOhoYHe3l7WrFnjK9A0XH5+PkuXLmXp0kEB31AIfvtb2LABysrgla+ko7KSzZs3E4lE4mtItb3SXbuY8+CD5H3nO3DBBfDGN0KSjLGSkhLWrVsXD9Tm//WvBF7/eujv57xQiM5FiwhNnUpRKET+3/7mBXBSaG1tpbGx0fdjEAmHmfbhD8O//gW9vRCJkPPXv1L12c/Cz34GL30pAMYYDh48SH19Pf3Tp3Psmmuo+t3vCAwPEhcWwne/Gw+QTZkyhYZo37xEHMdhypQp7Nu3j6NHj6bMqgyXlLDnxhspd1q5kW/ydW5igBxC5FFAD05+Hj/6UZClS+HIkSPs2bMn5XyBQIDu7u6EJVoTjn/jG2msrvY1tqCggOXLl5Obm8vKlSsJhUK0t7ezbdu2tCVWh4sFzkd4/eu9lOAHH/Sad8YUF8OLX+ydpJDIy1/ulQL9f/8PnngCgPZXvIKB6dOHjnMcdnz0o0x5+GHm/PrXlDQ10b92LVx/PQVXX82ZLS0JX5feTVNnNQ5WUlLCihUr0p5AICIiIiIiImOXjRKgbwYWRH/uB34xhrl+AXweyMU7OfVNwJfGsjgRERE5yarO93r3uckOhDtQcRZc/ejIq7oOjbxssM4D8OMqCORCuB9mPg8uugPyyuEPl0DbXghFs4eCxV5/wXUfh4Uvh5K5Y7hTnkAgwIIFC5g/fz7hcDieXQZeICtVAGDq1D6WL29ny5ZJRCJDs4VuuvR/+cBlnyOHHhhcUbD2L/DXq+DKB+MXdXd3EwolL3MaiUQ4fPgwjY2NhEKheKnH3bt3s2jRImbNmgXXXQf/+AckK+F4xRWQIMNt/vz59PT00NTUFL+fsSy/M888k+bmZnJycpg0aVI86y+dVMHMjo4O2tvbEwdIMrVjB1x6qRdM6eiAvDzCn/scm3/1K0LDsp1iwY0hgY5wmGW33caURx8l0N/vNWT8/e9jjRUhReZcXl6e17zu9a/3Uj3xzqQrra72si3z8uA97/H6Taawb9++jO7yjN/9jqkPPogzOBMuVvLxda+DnTthzhxyc3NZtGgRixYt8q67+GL45jfhc5+D9navFu1ZZ8FXv+pdFzV//nyam5uTZmqWlpYyadIkqqurfQXGjlx5JTnd3Xxk+f9w3c4f8wPeQu2Mc1j18sW85SPTqaqCAwcOcODAAV/zpcvSHMJx6H/723H37Ek5rLy8nNWrVw8JEufk5NDbm7x0aTKBQIBly5YlDjgHg3DfffDLX8LXvga1tTBvnpf594pXJC31CXjPxUcfjdcQ7m1shN27h9YUBnAcGi+6iMaLLiInJyf+mOY88QQLFixg1apV7Nu3j/Z2r1doaWkp8+bNIxKJ0NvbG3+NJuu3GQwGFfwTERERERE5gbIRALw6+n8X+Ie1tn60E1lrDxtj/g78V/SiV6AAoIiIyKlt9QfhwP0Q6k58feE0eOEfE19XtgTaU2ThuGHvIHY4erC97gH4zdkwZR20PDO09Gi4CyI9sOO7cNbNo7oryTiOczybDi9glKzv3WD/7//t5F3vWkdXVw59fV5woiBvgE+95FaK8xM8XpE+OPYENG6CKWu9iyKRtBlx9fX1Q9YSC9BUV1dTUFBA5Ute4pXN3LFjRKlPiovh859POG8gEGDFihV0dnZy7NixeL++o0ePsm3btnjAzHVdAoEAOTk5zJgxg9mzZw95vGL6+vpSBk4ikQjHjh0bewCwt9cLijQ2ek0QAfr7OXbZZUTSlBmNBUZm//znTHn00SE902LBPK68Eg4cgIoKQqEQdXV11NfXEwqFKCkpYe7cuVT87GfJN9Lf79V4bW/3MhMTiEQi8UCMX/N+9jOCycpghsPw7W8n/ls7Dtx4o1dztr7eK7M6uDdhVHFxMWvWrGHnzp10Rx8L13XJz89nyZIlVFZW8uSTT2aUFRcuLmbPPfewZs0avjwsgNff309NTY2v7LNgMEhpaanv7QIUFRXh5OSMDJRFOY7D0qVLE77+kpUAHXx9UVERXdFsvsmTJ7NgwYLUawwGvUDt617n/04Mvz34yoIcfFJBf38/e/bsYf78+axbty7+90t2H3t6eti+fTvd3d3xfUAsS1LBPxERERERkRNnTAFAY8wU4Cy84B/Ab8a8IrgPLwDoAGuNMeXW2tYszCsiIiInw5Q1Xlbev9/uBVsifcTbEC99I1x8p5fBl8iq98GR/yQvAzqcG4H+Vjj8Dy84mOj6rjo48jDMuGgUd8afrq4uBgYGUo5xHIeqqn7uu283//rXGfziF0H6+uDNL9lCWWnYK4aeSLgP9+CfcaIBwKKiorQBkGTXRyIR9u/fT6UxXlnId73LCzzl5cHAgBcU/N73YPXqlPOXlJRQUlJCJBLhySefTBjEi/UmPHjwIEeOHGH9+vUjep35CQxlWlIxoV/9yut5OOxxaV21ikiKAIXjOKxfv54AkHfNNTjJgpWRCNx9NwM33cSGDRvo7++Pr7u1tZX29nbWPPEEZd1JguLglf88fDhpADBTTihEforynPT1wWOPpZ4kEIBZs1IOKS0t5eyzz6anp4eBgQEKCgq8jMeonlS9JhNwXZeuri4eeeQRqqK9Cgf3ivRTfjIQCCQN1KUyefJkgsFg0ozGkpISiooS9BeFtNmujuOwdu3azLISs2TSpEkp71cikUiEmpoaZs6cmTB4P1hhYSHGGLq7u+nt7SU/P5/idGWGRUREREREJOvGmgF4Fsd7/7nAE2OcD+DxQT8Hotv4TxbmFRERkZNlybUw6wrY/SNo3QE9DdC8Bfb+3MvaW3EjrHwv5AzrCzfrMq/H3667hwUBA0CSQJAb4vjHkwQiA9C0aVwDgKFQKG2wYdasWcybN4/c3Fwuvhg+/vHoFQ0u/IERAUCXAIfKr6G24tX0t1cS+Pe/qaqqYsGCBcyaNYu6urqkwbFUAZLOzk6vLGhZmVdysqUF9u2DigpYsCDp7RJpbGykv78/5ZhIJEJfXx/79u3jjDPOGHJdQUEBgUAg6f0IBoNMnjw5ozUl9Pe/Jyx3mtPR4WV7JQnKRCIR9u3bR0UkwvRk5VLBywR89FH2XXklfX19Ix7/SCRCY2Ehpfn5Q8txDtbfD1OnJt1EIBCgpKSEzlTrGMQNBnGDQZwU5WITZfWNVmFhYcJsr0wDT3A86HvkyBE6OjpYt24dgUCAgYGBtAHhgoICli5d6qv87HCO43DWWWfx9NNP47rukMy3YDDI8uXLk942Ly8v6esyEAgwf/78pMG/WCnNzs5OHMehsLCQ8vLyUfW+THa/VqxYEe91mcntmpubmTZtmq/xRUVFSQOkIiIiIiIiMv5S16ZJb/Ggn13gmTHOB7AjOlfsSMniFGNFRETkVFFUBatu8TLw6h+CrlovG7CrDjbcCr99DuzY5vUhiwUpHAcu+DpccR/MfgGULoTpF3tzpZQiIyiQC7mZZ1V1dnayY8cOrLVs3bqV5ubmpIG1dFl5sUDW8Aw4ACpWgTP0I5oLbJt5K/unvIX+nCmAQyQS4ciRI1hrmT17NlOnTk1bdjCZIYGFyZNh/fqMg38Ax44d8xVQcF2Xo0ePjhjrOA7z5s1Lej+CwSBTpkzJeF0jFBd7z61hqh54wOvnl0JDQwPV9fW4qYJYjkOkooKjR48mfR4cufzy5M/SQAAuuihtQG7hwoVJHyvHcYZe5zgce97zcJM9R0pK4O1vT7m9bKiqqhp1IMt1Xbq7u2loaCAcDlNfn77zwNq1a0cV/IspLS3l3HPPZc6cORQXF1NSUsKCBQs499xz05azXLhwIfPmzYv3xQwGg+Tk5LBw4ULmzJmT8P4dOHCAhx9+mE2bNrFnzx52797N5s2befTRR2lraxv1/Rhu0qRJGGOoqqoiNzd3SK/OZAYHQUVERERERGTiG2sG4OAGLJ3W2jF/I7TWho0xHUCsAUYWTvMWERGRCWHfr+DooyP7AT7SA7/ZAP3rIZgH+fleStxNN3mBmtmXe/9i/vVW2P3DxGU+wQvyRZKU4HRDMP+lGS27traW/fv3xw9+d3Z20tLSQmVlJcuXL48HI44cOYLrukyePJny8nJaWloSBoCCwWDyoEQwD9Z+FDZ8Kv44tRStp6VoHZHA0AxJ13UZGBjgwIEDLFu2jDlz5rBhwwZfPdFisplZlMl2XdclHA4PCTi4rsvs2bPp6+vj8OHD8f6BwWCQ3NxcVq9ePeog5xCvfS38+MfQNbS0bNnu3VQ89RTN551HZFDZyuFCeXm0rlnD5A0bcBLd56IiwtddlzJI2D91KkduuIGZd9xxvHcgQE6OV/bzu99NezcqKipYunQpe/bsAY4//vn5+Zx11lkcPXqUAwcOxMfvf8tbqHziCYJdXQQGB3IKC+G88+Dyyxlv8+fPp6GhIW2J3GQikQiHDx+mp6eHvmTZk3gB0IqKCl/97tLJy8tjwYIFLMgwKB4LaM+ZMyeezVdcXJz0Obx//35qa2sTvo4GBgbYtGkTixcvZvbs2b7X0Nvby5EjR+ju7qaoqIgZM2bEH5OioiKWLVsWH9vU1MS2bdtSzpdpH0URERERERE5ecYaABx8e/9HfNIbPFdB0lEiIiJyatn29ZH9/P4N/BroJ/qffq8840c+As3NcOutI+dZdQvs/RmEk/QTm3QmtO8deX1OEaz9GG5eOf3R0oz5+fkpA2AdHR1Dgn8xkUiEpqYmDh48SF1dHaFQKD4m1uesoKCAvr6+EbctLy8nFAolzgAEWPV+6O+ALV+GQC6Hy68h4iT+SOS6LkeOHGHp0qW4rksgEPBdYjEQCLBw4UJfY/2YMmUKLS0tvrKEHMchJycH13Wpr6/n4MGD9Pb2EggEmDZtGmvWrKG9vZ2+vj66urpoa2vjySefpLi4mHnz5jE1RXnMtC66CM45x+t5N6yP3/IvfYm9f/gDRwKBeAAykb3vfjfrbriBYE/P0IKzRUXw/OcTvOACnIcfTnp7x3Hoefe74Yor4NOfhk2boKAAXvc63A9/mM5Jkxhobqa4uDhlEGv69OlMnTqV5uZmBgYGKC4upqysjFAoRG1t7ZCxfdOns+G732XRd75D5eOPe4GowkK48Ub42Me8zMM0enp6OHr0KP39/ZSUlDBt2rS0PeEGy8vLwxjDvn37OHr0qO/bDRYOh+MB4mQCgQBnnnnmqObPtkAgQFmaXo4DAwMcOnQobRB97969BAIBZs6cmfD6WJYkQEtLC/v27Ys/jx3H4eDBgyxatIhZg3o5hsNhtm3bRltbW8rna2lpaVZ6+fX393P48GEaGhpwXZfKykpmz56dlWCtiIiIiIiIHDfWAGDToJ/LjDE51toUjUXSM8bk4mUWxr59to5lPhEREZlAuo8M/X0AuJdo8G/42G740pfg5pu9spSDTV4Gl/wY/vGaaM+/Ydr3wlQDfa3QtsvLIiysAvNpmiqvZO+TT9Lb2xsPQs2bN4+ZM2cmDAQeOnQoaUArEolQU1Mz4qB57Pfe3l6Ki4tH9GlraGigra0NY0w8COi6Lu3t7XR3d5Obm0vF+k8RWH0L1P6V/iOTYCB5cCYSicQz5dIFEGKlIXNycjjzzDOHBCYGBgYIh8Npg6LJTJs2jf3796ftA+g4DjNmzMBxHHbt2jWkHGistGlTUxMrVqygpqaG0KC+dbFSrJ2dnWkzsmJBjwQLgD/+Ed77Xi8TMC8PQiHanvMcdn/4w/REA2GpHsvuBQvY+K1vsfib36R8yxavv15BAYGbb4aPfYxAIMD06dOpr69POE/sMWDRInjBC+KXNzc3s2vXLkL798fXUF5ezrJly5IGjIPB4IiA6LFjxxKO7Z0xg+2f/jTBgQHOXbGCvKqqpD0PhxucoRYLNldXV7Ny5cqMejPm5+ezbNkyzjjjDLq7u6murqa1tTX+twoEAkP+5oM5jsOkSZM4fPhwym3k5eUlD7AP0tPTQ39/PwUFBSc1ANXc3Oz7NVddXc306dNHZBLW1dVRU1NDOBxOGLyOXVZdXU1JSQmTJnnFXHbs2EFra2vS53swGKSgoIAVK1aM4p4N1d3dzcaNG4lEIkNOmDh8+DCrV69OGygVERERERER/7IZAARYCzw1xjnXRP/v4AUBG8Y4n4iIiEwU5Uuhs+b473vTjM/J8QI1b3jDyOvmvMAr9RlOECgI90DDU7iveIb7/jyF27+WT3VNLldc0cD1128nEPAOPLuuS39/P9XV1fT39ycMKA0P3g2XKkjkOA5dw8pMDt7ugQMHWLx4Md3d3WzZsiUeOIsFAs444wymLXoVJeHdtKcIeMQCdoWFheTn58czEBOtZ+nSpRQXF1NaWhrfTltbG3v27KGrqyseIJw7dy5z5szJKBAYDAZZu3YtW7ZsSZj5CF5wp7CwkAULFtDR0ZGwFyB4wcjt27cnDARFIhFqa2uZPn36iD5svb297N+/n4aGBiKRCIWFhcybN29k77nCQrjzTrj9dtizh/b8fDY3N3tr8dnnrHvBArZ85SsEu7sJ9vQQmjyZ1evXMymaEbdw4UJaW1vp7e0dch8DgQALFiygqKhoyHxtbW1s27ZtxOPR0tLCpk2bMMb4LoE6fJsjFBTQV1pKns/g37Fjx6itrR0yZ+znrVu3cu6552YcQAsEApSUlLB69WpCoRADAwPk5eXR1NTEzp07E67fcRxmzZpFY2NjyhKghYWF1NXV0d/fT2FhIVOnTiU46L52dnayc+dOuru7cRyvp+akSZNYtmzZuAcCQ6EQDQ0N9PX1UVBQwNSpU+NBfL9iJYhjDhw4wIEDB3xl30YiEQ4cOMCqVavo7e1N2c8UYMmSJWPq3RjT09PD008/PeI1HSsHvG3bNs4///yslSQWERERERF5thtrAHBr9P+xb4wvZuwBwCuH/b5rjPOJiIjIRLHq/XDk4eM9AFMninmBmAQBNACOPhYNACYOdrmuw1vf3Msv/1pKVxcEAi4vf/meePBv6Ga8gNKsWbPIG9b7LS8vL2EQz49UB+NjpTvnzZvHxo0bEwa6nnnmmXhfvCNHjiQNqM2ZMwc4HuDbunXriLGBQIAZM2Z4WWeDtLa2smXLlvh413XjmY2dnZ3k5ORw7NgxIpEIJSUlzJ8/P3n/QrzAyznnnEN7ezudnZ0MDAzQ3t5OV1cXOTk5zJw5k+nTpxMMBqmvr0/5GKXqExd7/AYHbXt6etiwYcOQx7Knp4fdu3fT2dnJ4sWLR05UVkZo9Wp2bNjgK3iSSLioiHA0mLdnzx6MMQDk5OSwfv166uvrOXz4MKFQiJKSEubNmxfPvhqsuro64RpiZR23bNnC4sWLKSkpSbiOWPbk4cOH6R1W2jTRnJkEumpqapI+Pq7rUldXl7ScbE9PD7W1tbS0tBAIBKiqqmLGjBlDMvRycnLipUSnTZtGZ2dnvCRmLNsQYNmyZRQVFVFVVcXBgweTrrelpYXW1lYikQiBQIDdu3czd+5cpkyZQjAYZNOmTSNK5ba2trJhwwbOOeecjMqaZuLo0aPs2uV9vYmtbc+ePSxatCijeQavPRQK+Q7+xcRObGhvb08ZcIsFTccSlItEIuzYsYPGxsaUgcZwOExLS0vK/YuIiIiIiIj4N6ZvttbaPcaYOmAmXsbejcaYr1pr20cznzFmEvAevICiAzRYa7eMZY0iIiIygcy+HJa9A3Z8F0I9MNeFVMXDXRfOOy/ZlSk39bftl/HLPy+mKxofPPPMdnJzUx8gb2xsHNFba9asWbS1tSU9uO44TkaZO4OFQqGkgb2YHTt2sGrVKhYvXszevXtHZJJVVFQM6ec1efJkVq1axd69e+MZfcFgkLlz5zJ79uwR8+/evTvh9iORyIgyku3t7WzdupVZs2axYMECgsEgkUiE/v5+gsFgPKATK9OYKMg1WKoMrnRc1x1x+z179iTNGDx8+DAzZswY0cOstrY23ictG7q6uujv748HkoPBILNnz0742A8WDodpb0/9Ebq1tZWNGzeyePHiEc/TcDjMpk2b6O7u9hUImjRp0ohgdyQSoa2tjYGBAYqKiuKBxsF95RKJ9XF0XZdp06ZRWloav66lpWVEQLqmpoZDhw6xbt06CgoS97ZcuHAh06dP5+mnn6a8vJySkhKmT59OXl4eLS0tI/obxsQCVYNLYMa2XVNTw8GDB1P2yYy9JtP9vUajvb2dXbt2Jcyi3LNnD0VFRb5ONnBdd8RjnGmALhZQDYfDaXuG+s06TWb37t00NTWlfY25rps0e1lEREREREQyl41TW38PvBPvKFw5cDfw8kwnMcY40dvGGoi4wB+zsD4RERGZSM7/Ksy/Gp76KPAIrHRhGyMDgTlBWLUKVq8eenkkAg8+CNXPgJM8y+l///5uunqOf9QpKgqT6vhzrAzdcJWVlZSXl8eziQYLBALk5eWlzbZKpqCgIF6qMpXt27dzwQUXUF5eTl1dHR0dHeTl5TFr1izKy8tHHPwvLy/HGEN/fz+RSCRpT7+enp6M1+66LocOHaKuro7i4mJ6enriwZaysjIWLFhAaWnpkHKLycTWNZrgWyAQGBLMC4VCtLS0JB0fy44bnGl19OhR9u/f72v7wWAwbaAEvACUn3HJbptuLZFIhL179zJ58mQKCwsJh8N0d3dz+PBhX8E/x3HIzc3ljDPOGHJ5Y2MjO3fujG/fdV2KiopYsWKFr+fIwMAAtbW11NXVUV5ezsqVK3FdN2FJ01jQeOfOnaxZsybpnEVFReTn57N8+fIht922bVvSxylWzjOZwb3nkl0/XgHAVFl6ruv6zjQuLS0dUvo20+dbLBt4YGCAffv2pRzrum5G/R2H6+/vj2cQp+M4zkntwygiIiIiInK6yUYA8EvAW4EgXtbe1caYXwJv85sJaIwpBb4PXM3x7L8w8IUsrE9EREQmmhkXQ170oPL1wNeBWo6XBM0HpuXC738/9HbWwktfCh0dEA7DVS5cCAxNZAJgf9NivI8UnurqEnJzkwdXXNeltbWVcDjM9OnT45lJjuOwcuVK9u/fPyLrKBKJ0NfXRyAQSBgcnDdvXtKD/rHSncOz7BIJh8PU19cze/ZslixZknZ8zPAMr0Tzjra0n+u6I/ojtrW18fTTT+M4DpMnT2bx4sUj+tyBFxTYtm0bHR0dSQM5sV6B3d3dScdMnz49/nMoFEobQBucMei6Lvv37/ddNrGwsJBgMEhbW1vKcbE1NDQ00N3dTXNzM52dnQQCAaZPn86cOXMS/l2CwSAFBQW+MqBiJTcBDkd7Q6a7H7Fg9fTp05k1a9aQ8pttbW0888wzI+bo7OzkySefzOg5EolEaG1tZe/evWkzQNva2ujt7U2aBZhIY2Nj2u2Pld85wuEwDQ0NNDU14TgOU6dOpbKyMmnGXLrnznDJns+9vb10dHTEswDLysp8B9FjAeBZs2Zx6NChhBmzg8cOf65kqqlpeMv41FT+U0REREREJHvGHAC01tYYY+4E3s3x4N0rgAuMMV8HfmKtrU90W2PMTOANwI14ZUSJ3t4FfmCt3TPW9YmIiMgE1bIVcKEA+ACwD9gM9AGzAROEqVOPj6+rg0sv9YJ/Mb/0puB5wLBj7gsqd7OzfmH8ipaWPB57rJLzz28kPz/xwfKmpiaam5s5ePAg8+fPZ+7cuYAXPEmWXea6Lo7jUFVVFe9xNWnSJObPn8+kSZPIyckZ0dstEAhQWVnJzJkzcV2X9vb2tAfw9+/fz7Rp09IG9TJRWFiYtdKXg7muS3NzMxs2bGD9+vVDgoCRSISNGzemzCoLBAKUlZWxfPlyNm/eTE9PT/zxcxwHx3FYvnw5ubm59Pf3U19fT2tra8r7EggEhpRNHBgYyKgEaWdnJ47jJAz2xsSCK0899VT8cYgJh8McOnSII0eOsH79+oRBr4ULF7Jjx460ASjXdTl69CjhcNh3sKqsrCxptt2+fftSZqZl+hyJZdHl5OSkzU5ra2vLKADY29ublSBfMrHgdTpdXV3xPoKxx6epqYn8/HzWrFmT8HWaabA9tm8Z/vj39fXx9NNPc/bZZ1NQUEBRURFlZWW0tbWlDKiDl9G8ZMkScnJyOHLkSNrXTLK+julEIhF2797NkSNHfI0PBAIsW7ZszOVGRURERERE5Lhsdbd/H2CAczgeBJyFl8H3BWPMAWAv0BodXw4sBuZFf499G47d9ingpiytTURERCaigqnQUeP97ABTgaN45UBzgF90wR8uh7vugvnz4etfh+EBGxcvc3AAL2twkJuf/z/8e/fFdPWXxC/70pfO4Pbbe1mwoJuCgjCJjsfHAh41NTUUFxdTWVlJd3d3yh5ojuNQUVHBsmXLRlwXK9N56NAhurq6RpTunD59OjU1NSkzccALINXU1LB06dIR640FyIqKijI6gB4MBpk+fXraPoSjFQ6H2bdvHytXroxf1tjYSH9/f9LbBINBli1bRmVlJY7jsH79eo4dO0Z9fT2hUIjy8nJmz55NYWFhvL8c+MvaGpwxOBqxYElFRQXNzc1Drov1Wuzr60saVHFdl4GBAXbv3s2qVatGXD916lR6e3uprq5Ou5aBgYGM1j64ZOTwNWWameZHLNiVKmDqui47d+6kqamJM88809dzNz8/P2UPv7FyHIfZs2fHM4Jj/fWmTJkSDyAfPXqUHTt2jLhtOBymp6eHHTt2sHp46WJg2rRp8cxNv5I9lyKRCIcOHWLx4sUArFixIh4sjz02sTK5K1asACA3N5e+vj66uroIhUK+skZHmyG8d+9eX9nN4PUtXbhw4ZAAvYiIiIiIiIxdVgKA1tp+Y8zVeD371uIdjoPjgb35HA/2Mew6ho3fCFxtrU1+ZEhEREROfSveAw+/G0Jd0At8HmjDKwIei4X9/e9wxhlw/fXwwAOQKHB0ESOCfwCXL3uA153zU3721Ovp6vOCgD09OXzwg+t4xSta+fCHG2hra0lacjESiVBTU0NlZSV9fX0pD4SHw+F4Nlk4HObYsWPxoFos0294z7WYnJwc1q9fz1NPPZX2gPzRo0eHBAAbGxvZu3cv/f398fXNnj2b+fPn+z5wv3jxYnp6emhra4tvP1XQJlNNTU1EIpF4cCddP7BIJDKkr2GsdObw4N3AwEDC/nLDxTIGV6xYMaSUYV5eXrzEaKZKS0tZsWIFDQ0NtLe3k5OTQ0FBAXv37vWVLdfS0sLAwAC9vb3U19czMDBAWVkZ06dPZ+bMmRw4cCBtQDgTjuNQUlLC9u3bGRgYoLS0lJkzZyYNCmaD67pUVlZy6NChtOMaGxvZt29fPJiVypQpU9i1a1fS6wsLC+nv7x91gPCMM84gGAxiraW3tzc+T21tLWVlZcyfP5+dO3cmvX0soNrT0zPk8Q2FQrS3++qO4EvscZs3bx719fU0NDTEM5Fjz/n8/Hx6e3upra2lpKSEuro6uru741mF6fYRZWVlo1rbwMCAr5MKAoEAVVVVSfeNIiIiIiIiMjbZygDEWnvEGHMB8G3gTRwv5ZnM4OtiY+8CbrLW+q/HJCIiIqemxa+FHd+Fxk3wcA904AX/huvvhzvvTD7PyBZzADgOfPcN7+RFZ/2Z2x/4INXthqoZedx0k8O1104mN3cyTz75ZMoldnV1AVBQUJAysBPr3xYrCzg4eNPZ2UltbS2rV68ecUC9p6eHuro6Ojs7mTx5ctp+WbFyg47j0NjYmLBvW21tLb29vQmzEYfP1dvbS25uLqtWraK9vZ2jR48SCoVoa2vLqDxmOoMDgNmSrnwhQHFxMRUVFcyaNSthmclFixaxffv2jIKdruvS1dUVz56MBSZ3797tex7Hcdi5cyctLS3x2zQ1NbF//35mzZqV9n4VFRX5Dlw6jkNBQcGQMrStra3U1tYya9YsFi1aRFlZWVaDU+AFd/Lz81m6dGnaxyYSiXD48GHmz59PTk7qryfBYJDly5ePeO7HyrPGst127txJV1dXRuVLA4EAubm5bN26Nf7aH7zG9vZ2nnnmmbRzOo4Tfy3HsoN37949omfmWPX19fHEE08QiUTij0VXV1f8fowlEBrrYToabW1taYOLjuMwc+ZMFi1aNKptiIiIiIiISHpZCwACRAN3bzHGfBX4CHAVUJzmZl3AfcAXrLXPZHM9IiIiMoEFcuHKB+HpL8GnboWBFAeqUx1wr8ErHxoceZXjwNVr7ufqdX+B874MK28ccn26YEPsIHZhYSHFxcV0DO4/mGBsrPfb0KW7hMNhtmzZwtlnnx3vVdff309NTU1GPdby8/Pj2Tt79uxJGFSJRCI0NDQwb968Ib33YsLhMHv37uXo0aM4jkMkEqG0tJSlS5eydOlSGhoa0gYiM5GTk0MwePyPM2XKFJqbm5MGhAoLC9P+XQDa29vTBtz6+/tZsGBB0uBjZWUlZ5xxBnv27In/DSKRSMq/h+M4Y86ci0QiQ4J/scvAC+Cm09vbm7A33GA5OTkUFRVRVFSUNOuyrq6OlpYWFi5cmDCYPBbhcJgnn3ySqqoqVq1axa5du5Jm24L3uHZ1dTFp0qSU84ZCIXJycliyZAmNjY3xYNPUqVOZO3duPNBrjKGnp4eGhgZqamp83TfHcejv7x8R/IuJRCIpy9fGhMNhqqur4/sPv5mhw9eSl5eXMhDvuu6ITNFYMDDTDNJY1m/stbJ06dKkGYDd3d3xbMLCwkJmzpxJSUlJwrGJOI7DokWLmD17dkZrFBERERERkcxkNQAYY63dDrzeGJOD1xdwPd6hucrokCagAbDAU9ba7NU4EhERkVNHMB/WfxzyfwSk73uW0AN4nzQSBADjArmQN/Jg9owZM+js7EwaHKiqqor/vGzZMjZu3BjPwotPHQiwZMkSnnkm9XlMoVCIxx9/PH6gPdOAQCAQYM6cOYB3AD5VD7hYecC5c+eOuPzpp5+ms7NzyPbb29vZtGkT69at4+jRoxllDaUKRAUCAebOnTskG2jq1Kns27cvYSAlEAiwcOFCX9sdXM4zmXA4zO7du5k8eTKVlZUJA4tVVVVMnTqVtrY2wuEwxcXF7N+/P2n/MsdxmDFjxojLKysrM3rsxhJsS3Xb2PNkwYIFADz66KMpx3d3d9PQ0MAZZ5zB7t27geN95/Ly8giHwxn3G4zN4bouR48eJTc3l5kzZ7Jv376Uz/tUWaKRSITq6mrq6+uHPJ8WLlzIrFmzEt6msLCQ2bNnc/DgQV+Pd05OTtZKr2YS2Iehr6NAIEBpaSmLFy9m48aNGe8rMhV73fX29lJQUEBVVVXS11dtbS379++PP54tLS0cOXJkyHOuvLw87ZqnTp2a3TshIiIiIiIiI4xLADAmGth7NPpPREREJLGLLoKaGvATPAkEoLAQgkGIRCBQAfNeB4e/kPw2bgjmXTXi4mnTplFbW0tPT8+IA9Y5OTlDAmhFRUWcc845HDp0KJ5RVVFRwZw5czh8+LCvg/SxbMBMBQKBeClL8AJbqUrsJdtOU1NT0rKIsawlv6Ugi4uLWbVqFQ0NDfFMrNi2Y2ueMmXKiCyfYDDIunXr2Lp1azwjLBb8WLx4MVOmTBmxrUgkEu9rFjN9+nTq6+tTPu6RSIQjR47Q0NCA67osWLAgHkQdLBAIMHny5PjvixcvprW1lYGBgRHB3rlz5ybMrKyoqCAvLy9lltt4CAaD8edDLBNu/vz5gP+MtYaGBpYsWcKFF15Ic3MzAwMDFBcXU1paSn9/fzwgOpqgZSQS4dChQ6xbty5tsDhVFtmuXbtoaGgYsYbqau/EgWRBwKamJt8BtDPPPJPe3l5fY7MpEAgwf/78+Gu2srIynn03d+5cDhw4MK7bj0QiDAwMpO3B2NraOiT4N/j2Bw8epKysLB5onzVrFnV1dSPGBgIBpk6dSn5+gsatIiIiIiIiklXjGgAUERER8eX974df/Qr89DWrqoI//xmqq2HWLDjnHK/W5zML4ZF3e8G+wXKKYN0nIH/yiKmCwSBr165l7969NDQ0xEtilpeXs3Tp0hF94/Ly8li4cOGILLVY8CubZs6cSWdnJ3l5ecyaNYvy8vJ4AKy4uDhtT8JE5fvq6+tTBnGam5vTrisQCLBs2TJycnLYv38/4XCYqVOncsYZZ9DQ0EB7ezt5eXlMnz49aQnBgoICzj77bNrb2+nq6iInJ4eKigqCwSChUIhwOExubi6HDx/m4MGD9Pf34zgOU6ZMYeHChRQWFsaDDY2NjWnXHAus7N+/n7y8vCGZnYnk5eVx9tlnU1tby5EjR+KZgfPmzaOysjLhbcLhMIsWLWLfvn1DgkijCZoVFhbS19eX9raxUoq9vb0Eg0GmTp06JDgZCwr66VnX09NDaWnpiABsfn4+Z555JmeccQYHDhygpqYm4/sTe11NnTo1YRAvEAiwaNGi+PO7v7+fw4cP09TURHd3NwcOHODYsWMJ70ckEmH//v3MmDEjYQZhb2+vr7/B9OnTmTx5Mv39/ezZsyfpuEAggOM4o+6tl0gkEqGtrY3i4mJmzpw5ZL9TVFQUzxoeT7W1tcyZM2dIlmwkEqGpqYm+vj7y8/NT7j9c12X37t2cd955OI4T30fW1dXF/66u61JVVcWSJUvG9b6IiIiIiIiIRwFAEREROflWrIB77oFrr4VQCJKVHMzPhze/GVav9v4NtvxtUDYPHns/tO0CHCiaDuYzsPTapJvOzc1l2bJlLFmyhL6+PhobGzl8+DBPPPEEOTk5zJgxg3nz5qXsSze4x102BINBli5dmvT6WJCypaUlYVAkNzeXioqKEZePNWjhOA5Lliyhrq5uSA++pqYm9u/fz+rVq0eUHU2lrKwsHiTs6Ohgz549dHR0DAlaDf5/Q0MDLS0trF+/nsLCQlasWMGjjz7qu0RlLFg0bdq0lBmU4D2GiYK9w4XDYfbs2cOxY8fi6w4Gg0ybNo2ysjJaW1upr6/3tT7wAkxLly6ls7PTV8nMSZMmMXPmzITXO45DVVUVR44cSblN13XTllR1HIfKykrf5TQHi0QiHDt2jKlTp8YDu7HHPxb8mz59OuCVo928efOQMrmxXpmp1t/R0ZGwf+DgvpnJBIPB+N85Ly+PmTNncvjw4aSByrKyMnbs2EG3nxMWfGpqaqK5uZlDhw6xaNGieEajn3Ka2eA4Ds3NzUybNg3wSntu374d13XjvQHT7T/6+vqorq5m8eLFhEIh5s6dy9y5c2lra8N1XSZNmkReXt643xcRERERERHxKAAoIiIiE8PLXw7Pfz7cfTd87nPQ1uYFA2NycmDqVHjf+5LPMfsKeOUW6G0CNwwFU73sQB+CwSDV1dW0trbGD/yHQiEOHTpEY2Mj69atIycnJ2HgaMaMGXR0dGQlSycWtInp7Oykrq6Ojo4OcnNzycnJoampCWBEYCAYDJKTk8Pq1auHrDOWYTTWQEJpaSkdHR1Dgn+x+SORCJs3b+aCCy5I2cstkfb2dp5++un4nKnWGQqF2Lt3L2eddRaO47Bs2TK2bdvm+7Hv6+tjYGAgK4EI13XZunXriMc2EolQX19PZWVlRo9FIBCgvLyc8vJyJk+eTGFhIc8880zS++Y4DoWFhSnnXLBgAY2NjSl72xUVFY3Idk2ktLSUSZMm0dbWltFz3XVd6urqqK+vJxAIsGrVKhzHiZf9jD1XI5EIW7duHRFoSve8TdZv78iRIwlLVg7mOA5r164d8nxYtGgRubm5HDx4MD5/MBgcEqg855xz2Lhxo++SuX7E7kd1dTWlpaWUlZWRn59PVVXVqEuwZrp98PpCbt26dcj2/J48UFdXR3Nzc7wUbkFBAQsXLlTPPxERERERkZNAAUARERGZOMrL4eabvYzAD38Ytm3zLg8G4ZWvhC9+Eerq4OBBWL4ckgVxChKXaUyks7OTpqYmOjs7hwT/YlzXpaenh0ceeQSAkpISFixYMKQUZKyXYHd3d8JARCYl/ILBYLyH26FDh9i3b5+v2+bl5bFkyRIqKipoamqivr6evLw8IpEIBw4cGJJRlcjgMn3JlJeXc+jQoZRlABsaGtKW2Bxuz549GQU3mpubCYfDBINBKioqWL58Obt37yYcDo86yzEcDnPs2DHa2trIycmhqqqK0tLSlLdpb2+nvb09aWnKvXv3snTp0rSlV2NlJWfPns28efPif4vKykry8/Pp7e0dsY1YP8J0Acb8/HzOPvtstmzZQldXV8Jtp8o2HW7lypXs3LmTxsZGX1lhMbG+lOFwmK1bt3LuueeOCMI2NTWNus9gV1cX5eXl8csOHjxITU1N2sd97dq1uK5LbW1tPMuxsLCQefPmMWfOHLq7u3Ech6KiohHB/4ULF7J58+asZ+jFeuqtXLkSgKVLlxIIBNL2vBwL13Xj2bi1tbWjDja6rjskM7Knp4cdO3bQ19c3oh+oiIiIiIiIjC8FAEVERGTi6OiAF74QNm/2+gG6LhQVwZw5sH69V/azp8fL6gsE4EMf8gKFw7LdDh8+zKFDh+jr6yMnJ4dZs2YxZ86cIaU6I5EI27dvp6WlJaOD3Z2dnWzfvn1Imb5YIGHv3r0cO3YMIF7ybunSpTQ2NqYNRvx/9u47PK68PPv495zRqIx679W2bMvdnu2hvIT2kgRCIAQIPZRACIQSIAkJkAChhtAJvNQUCClAIEtJIASWXXZ33HuRrN7rqE475/3jaMYjaZqKd23v/bkuXTuaOeU3RVp57nmeJ6q2tpbs7Gzm5+czDv/AqYwLh8M88MADsbBlPaqrq5mZmYlV7qwWbTc5MDCQ9BiRSAS/37+uADAYDDI3N7eutUZnsEWfz4qKCsrLy5mbm2NycjIWeCZi2zb9/f00NjbG2l7Ozs7Ggpzo4zY4OEhFRQW7d+9O2i40XVXW0tISubm55OfnMzc3lzC8cblc1NTU0NTURE5Ozpr7efDgQU6ePBkLAaPtLOvq6mhsbEz/YHEtBBweHqa7uzs2o7CsrIy2tjYKCgoyOk50vXv27CEQCOD3+zl79mzG+0bZts3g4GAs6I5aWFjYcIDb2dlJSUkJ+fn5hEIhrl69mjIsq6uro66ujkuXLq14brq6uigvL2f37t2xCsVkSkpKqKqqYmRkZENrTmV2djZ2ORrStra2curUqYSvpei8x3SBZ6JqScMwYhWnkNks0PWwLIuuri5qa2u3vF2yiIiIiIiIJJc0APR6vV9adZXt8/l+L4PttlLCc4qIiMgt6qUvhaNHIRC4dt3CAly65LT+XP3m9nvfC5OT8OEPA06wcObMmRWVfKFQiJ6eHsbGxjh8+HDsDehLly6tO/yLsiyLzs5OqqurY7MBs7Ky2LVrV2yWoNvtjgVMjY2NsUq8dDPdoiFQqkq7ZGu6dOnShiuEcnNzqa6uXtP6L7quqqoq8vPz01YRppslt1okEkk7oy2T8xiGQWFhIQUFBYyMjLC4uJj0mH19fQwPD3PkyBGysrI4efLkmhaZlmUxPj5OT0/PmqAqfpt0bNvmwIEDnD9/PhasxK8rEokwODjI6OgoR44cWdOKMxreRasNTdOkoqJiTViYiZqaGmpqarAsKxYYbVROTg6VlZVkZWWlbC+aiGVZTExMrHlcs7Oz11Utu/qYfX197Nq1i/Hx8ZSvqWjoGp05Gb+dbdtMTExw+fJldu7cmfa8paWljI2NbXl7zkQzR91uNwcPHuTMmTOxtrPR57C0tHRNa97VXC4X+fn5K7YzTZOioiJ2794d224zr4tkDMNgYmIiNmNQRERERERErr9UFYAvA6L/GjaWLycK4+K320qpzikiIiK3msFB+P73V4Z/UbbtfK22sACf+hS87W1QWcn4+HjKNp59fX20tLQQCoW2ZKbW2NgYtbW1K65zuVx4PJ4V1xmGQUtLC/X19Tz00EOEQqGEx7NtOzYrK1G7xuspEolQWlrK/v37uXz5cqz1oWmaK1pT5uXlJV2bYRjrfoM/JydnXYGDaZrU19cn3Sc60+3s2bNJ5x7atk0wGOTKlSuUlpYmfR1YlkV/f3/SVpulpaWMjo4mrVozTZPc3FwMw2Dfvn34/X6OHz+ecD2hUIhLly6xf//+hPepuLiY4uLihOdZr/XOaEylrq5u3WF1sjVUVFRw+fLlDa8lWjUXDofTBsqzs7Nrwr8oy7IYGRmhra0tbaBdVlaWdl3rDbhN01zzeyXK5XJx4MAB5ufnmZqaiq3B4/Fw9uxZxsbGkh63tLSUjo6OWKWsbduUlZWtaXVbWVlJf39/wjUbhkFubi6BQGDdcyDXGxSLiIiIiIjI5mzdv/5FRERENuPo0eQz/VJxueB73wNgYGAgZZgzODgIOG/+b7bKxbKspEFeMm63O9ZacDXTNGlsbIxVdq2ej5aJjVb/uVyu2Py0kpISbrvtNu68805uu+027r77blpaWmKPV3QeWaL1V1dXrwk/0zFNk7q6uoxCqWgb0mQVeVHRSqlkIUpUssA4nmVZBIPBhLdVVFQkbWlomuaKeX4A09PTKdczNTW17tfUo625uZm8vLx1hYrR18pqbrebbdu2JX19pWsfGQ3rCgoKUq4nGrimYhjGijacyWRnZ1NfX590zS0tLSnXvfr3UDRgS/fazc/Pp6GhgYaGhtjPXKqZkNGZkeA8Pk1NTTQ3Nyecc9nQ0JDydb1v3z5KSkpisyszrSZdT6tZERERERER2bx0/1I3lr/SMa7Dl4iIiDyWrDM4irEsZy4gEEhUPRgnWoGyFRVQiSr9MlFWVsb+/fspLCyMvXGenZ3N9u3baW1tjW2XaSgGTmiQqGVgptxu95pKppycnITBTnFxMQcPHqSoqCi2frfbTWtrK+3t7Rs6f2trayxQiDJNE9M0qampoaSkhMrKSvbu3cv+/fszflwyCXnSBRe2bacMQw4ePEhOTk5sm2jVZG1tLQ0NDSu2T9WWNHq8ZGHjjcrlcnH48GFaW1vJy8sjKyuLwsLCpEEeOK+3ZHMi6+vr2bt3byyYMgyDiooKjhw5Qk1NTdLnKxokgxNiJ6vci867yyRgz/RDAm1tbTQ3N+NyuWJfWVlZbNu2jZaWFo4cOUJxcXEsxDQMg7KyMrxeL1VVVbHXTPT1Ht+qeD0KCwtjHzCIPvbRyx0dHRkHcDk5ORw6dIj8/PzYmk3TxOPxcOjQITweD/v37+fIkSO0tbXR2toau4/J5OXlUVRUtO77JCIiIiIiIhuX6p2il2d4jEy3ExEREUnucY+DjVTlGQbccw/gVMUsLoeBiUSr66LhVSr5+fkEg8GkIZJpmpSXl69/vTgBxZEjRwiHw1iWhdvtXrOe0tJSysvLmZiYSFihFg0IbNumtLQ01j5xPW35XC5XrFpuPRWRRUVFHD58OOX61yNaVeT3+xkZGSEcDlNcXLxixuJG5OfnMz4+njJ0q62tTTnDrbCwMGUbSI/Hw5133snk5CSzs7O4XC4qKyvXzPKLbptqxp1lWRua7fdoc7lcNDY20tjYuOL6oqIizp8/TzAYjLXBjM6bSxVwlZWVxQLpo0ePsnfvXsCpNhwbG1sTkpqmSUFBARUVFYAT3O3fv5/jx49jWVasRavL5SI3N5ddu3YRiUTSVsxmGlgZhkFzczONjY3Mz89jGAb5+fmxn4m8vDwOHTpEIBAgGAySk5MTCyB3795Ne3s74XAYt9u96Q8nVFZWxuYSBgIBcnNzqaioWPfPUX5+Prfddhvz8/MsLS2Rk5OzJkDMz88nPz8/9v2ePXs4fvw4wWBwxWOelZXFvn37NnW/REREREREZP2S/kvQ5/N9NZMDZLqdiIiISErZ2fDhD8Mf/ZEz2y+ey+UEfatnSLndsH8/HDgAOK3rJicnEwYs8S3wTNOkra2NK1eurNk2WoXT3t5OMBjk2LFjBIPB2HbRtnf79+/fdBvRVG/KG4ZBR0cHg4OD9PX1sbS0hMvlilWWzc3NYVkWRUVF5ObmYlkWfX19SavMosGCbdu43W6qqqooLS2lrKxsw/djM+Hcals95w6ccK+3tzfpLLOqqipKSkooKytL+LoxTZPt27dntPby8vK0gXB1dTVXr15Nent5efmWPqaPtuLiYu644w7m5uYIhUJ4PJ6EwWimsrOzOXLkCF1dXYyNjWHbdmwmZHNz84rwLBrMjo2NMT4+jmmaVFVVUV5eHqtarampYWRkJOHznq51ZyKmaSZsqRmVk5OTMOCNVg1ulaysrLQtRDO1OuRLJTs7m9tuu42JiYnY81NRUUFlZeWWzp0UERERERGRzNw67zCIiIjIze9Vr3Jagb797TA15YR+eXnwjnfAD38Iv/gFLC2BbUN+PmzfDt/9bmz3kpISGhsb6evrW/GmfrRar6amJnZdtMVmZ2fnim0bGhpiM+aib2iPjY0xPDyMbduUlZVRV1eXsipsqxiGQX19PfX19WtuWx2kmKbJoUOHuHTpEhMTE7GKq7y8PNra2mIhZlFRUcqQ4laSk5PDjh071lRGmqZJbm5uLNzr6Oigu7ubgYEBbNvGtm0KCgrYsWPHlrYtzM7OZufOnVy8eHHNetxu94ZbqN7IDMPY0tdbTk4Ou3fvZufOnViWFWupmYjL5aKmpmbFz3289vZ2XC4Xg4ODK47R2tqa8GdO0jNNk8rKSiorKx/tpYiIiIiIiDzmKQAUERGRG8vv/i688IXQ2QmRiBPyuVzwlrfA8eNO4BcOw5OfnLBtaGtrK2VlZfT397OwsEBOTg719fUJK91qamqorq5mfn4e27bxeDxrKnHShQg3ErfbzZ49ewiFQiwuLuJ2u8nLy3u0l/Woqq2tpaCggN7eXmZnZ2PVUTU1NbHnOloR2tLSQiAQwOVyZTQjbiOqq6vxeDz09vbi9/tjVZ21tbW3VPXf9RY/526jDMNg+/bttLS0MDc3FwsrVa0mIiIiIiIit4JNvcvg9XrLgT1xVw35fL7Lm1uSiIiIPOYZhhP8rXbokPOVxnpaSRqGsWa21c3O7XY/IhWKN4vCwkL27NmTdjvTNB+RwDTT9cgjIysri5KSkkd7GSIiIiIiIiJbarMfM34u8Jm4718GKAAUEREREREREREREREReZRstr9NOWAsfwF8N8W2IiIiIiIiIiIiIiIiInKdbTYADMddnvf5fNObPJ6IiIiIiIiIiIiIiIiIbMJmA8DRLVmFiIiIiIiIiIiIiIiIiGyJzQaAZ+Mu53u93oJNHk9ERERERERERERERERENmGzAeBRYCLu+ydt8ni3BMPxO4ZhfM8wjH7DMAKGYQwZhvFjwzBeaRhG1haey17H11e26rwiIiIiIiIiIiIiIiJyY9pUAOjz+Szgi3FXvXFzy7n5GYZRCvw38A3g14B6IBuowQlIvwA8aBhG06O2SBEREREREREREREREbllbUUl2vuBF+MEXE/0er1/5PP5/nYLjnvTMQwjG/gO8Ljlq/qAzwNXgAbgFcBu4DDwfcMw7rJt279Fpz8LvDPNNr1bdC4RERERERERERERERG5QW06APT5fH6v1/ts4L+AQuCjXq+3BniXz+cLbPb4N5nXci38OwY82bbtqeiNhmF8Cvg28DSgA/hz4I+36Nzjtm1/e4uOJSIiIiIiIiIiIiIiIjepzc4ABMDn8z0E3INThWbghFo9Xq/3w16v9xler7fR6/V6tuJcN6rluX5/tvytDbwkPvwDsG17CXgJML981R8ahlH+yK1SREREREREREREREREbnWbrgD0er2RVVfZOCFgFfDm5a/otus9vO3z+baiTekj4UlA5fLlH9u2fTbRRrZtjxqG8Q3g94Ac4FnAlx6ZJYqIiIiIiIiIiIiIiMitbisqAI0EXzbXgsDNft0snhp3+Qdpto2//enXYS0iIiIiIiIiIiIiIiLyGLUlLUC5FvhFv5Jdv56vm83euMtH02zrS7LfZuw0DOM+wzAmDMMIGoYxYhjGzwzDeJdhGDVbdA4RERERERERERERERG5wW1VALgVlX43a+VfVHvc5e402/YD0dapOwzD2Ir7W4Mzh7EMcOO0YH0c8G6g2zCMN27BOUREREREREREREREROQGtxXz9Vq34Bi3gpK4y+OpNrRtO2wYhh8oxXkO8oG5TZy7E/gRcAqYAPKAPcBzgTacWYN/axhGmW3b79rEeUREREREREREREREROQGZ9j2zdht88ZjGEYQp/IOwG3bdjjN9gNA3fK3dbZtD23wvI+3bftnSW5z4VQAvjPu6sfZtn1fiuO9Gng1wKte9aojr3nNazayrMechYUFPB7Po70MEZG09PtKRG4m+p0lIjcL/b4SkZuJfmeJyM1Cv68y86lPferol7/8Ze/q67eiAlAeRcnCv+XbIsCfG4ZRDbxq+eo/A/5vin0+D3we4D3veY995MiRLVztrevo0aPosRKRm4F+X4nIzUS/s0TkZqHfVyJyM9HvLBG5Wej31eZs1QxAWdnCMzeD7fPiLs9u8VpWezcQLfX8P4Zh5KXYVkRERERERERERERERG5iCgC3znTc5YpUGxqGkQUULX8bAuav05oAsG17ELi0/G0OmtsoIiIiIiIiIiIiIiJyy9p0C1Cv1/uluG+/6vP5/neTx3si8JLlb22fz/d7mzneI+gS14K1FqA7xbYNgGv58hX7kRnEOBF3ueQROJ+IiIiIiIiIiIiIiIg8CrZiBuDLuNZe8pfApgJAYOeqY94sAeAZ4GnLl48AP02xbfwwxjPXa0GrlMddnn6EzikiIiIiIiIiIiIiIiKPsK1qAWps0XGu9zGvpx/GXX5a0q0cT4+7/IPrsJYVDMOoBdqXvw0CPdf7nCIiIiIiIiIiIiIiIvLo2KoA8JFoYXmj+x9gbPnykw3D2JNoI8MwqoDnL3+7BHznEVjbu7kWqP6vbdvXdeagiIiIiIiIiIiIiIiIPHq2KgDcSvGVfzdNsGjbdhh43/K3BvA1wzBK47cxDCMX+CqQv3zVp2zbjp/NF7/tVwzDsJe/3p1km782DKMp2ZoMw3AZhvGXwKvjrn5fsu1FRERERERERERERETk5rcVMwC3mifu8uKjtoqN+SzwHOBxwGHgpGEYfwdcARpw5hnuXt72HPDeTZ7vtcDbDcO4H/gFcAmYAfKADuB5QFvc9u+zbXuzMxpFRERERERERERERETkBnYjBoDb4y77H7VVbIBt20HDMJ4F/CvwJKCRxCHfMeDZtm3PbMFpDeCe5a9kFoC327b9qS04n4iIiIiIiIiIiIiIiNzAbqgA0Ov1FgK/ybXWn52P3mo2xrbtKcMwnoxTffdi4BBQAUwBZ4FvAF9ebhm6WU/DCf7uAtqBSqAciAATwCngx8BXbNue3ILziYiIiIiIiIiIiIiIyA0ubQDo9XqbgJYMj9fu9Xofv841uIBiYA/wEqBm+Xobp1LupmPbtg388/LXRo/xMuBlabZ5EHhwo+cQERERERERERERERGRW08mFYAvB/4izTbG8n/ftPy1UQZO8Bc93r9u4lgiIiIiIiIiIiIiIiIijzmZtgA10m+yru2SseMu/9Dn8923yeOJiIiIiIiIiIiIiIiIPKasZwagneR6I4NtMmHEHes/cebniYiIiIiIiIiIiIiIiMg6ZBIATgM9KW5v5lrwNwXMrnMN4eV9hnBm/n3b5/MdXecxRERERERERERERERERIQMAkCfz/dx4OPJbvd6vVbct3/q8/k+vxULExEREREREREREREREZH1M7foOJud/SciIiIiIiIiIiIiIiIiW2A9MwCT+RnXWoAObsHxRERERERERERERERERGSDNh0A+ny+J27BOkRERERERERERERERERkC2xVC1ARERERERERERERERERuQEoABQRERERERERERERERG5hWzFDMCkvF7vfuAuoBYoA/IBfD7f713P84qIiIiIiIiIiIiIiIg8Vm15AOj1equBNwKvwgn94hmADSQMAL1e7+eBkuVvz/h8vr/c6vWJiIiIiIiIiIiIiIiI3Mq2tAWo1+t9EXAFeDtQjhP4xX+l4weeCzwH+FOv11u6lesTERERERERERERERERudVtWQDo9Xo/CHwVp81ntNIv3urvE/nM8n8NwA08b6vWJyIiIiIiIiIiIiIiIvJYsCUBoNfrfT3wx6wM/mzgIeCzwA/IoALQ5/N1ASfirnraVqxPRERERERERERERERE5LFi0wGg1+ttAD6EE/jZOEHffwK7fD7fnT6f7w+A76zjkN9d/q8BPHGz6xMRERERERERERERERF5LNmKCsA/B3Ljvv87n8/3Gz6f78oGj/dQ3OVir9fbuvGliYiIiIiIiIiIiIiIiDy2bCoA9Hq9BvAcrlX+nQFev8k1nVr1/c5NHk9ERERERERERERERETkMWOzFYC3AWXLl23gQz6fL7LJY/ZzrZ0oQOMmjyciIiIiIiIiIiIiIiLymLHZAHDH8n+N5f/+YJPHw+fz2cBc3FWFmz2miIiIiIiIiIiIiIiIyGPFZgPAyrjLCz6fb2KTx4sKci1UzE21oYiIiIiIiIiIiIiIiIhck7XJ/XPiLgc3eax4JVxrATq9hccVERERERGRm4ht2wwPD9PX10cgEMDtdlNfX09dXR0ul+vRXp6IiIiIiMgNabMVgGNxl4u9Xq+RdMsMeb3eOiD+X3FbVVUoIiIiIiIiNxHbtjl79iyXL19mYWGBSCTC0tISV69e5cSJE0QiqUfQh0IhRkdHGRkZYWlp6RFatYiIiIiIyKNvsxWAo3GXDeAAcGKTx7w77ng20LPJ44mIiIiIiMhNaHx8nMnJSSzLWnG9ZVnMz88zMDBAU1PTmv1s26azs5PBwUEMw4jtU15ezu7du1U5KCIiIiIit7zNVgA+jBPSRdt1/tomjwfwu3GXFwDfFhxTREREREREbnCRSGRFVd/AwMCa8C/KsiwGBgYS3nb16lUGBwexLCt2TNu2mZyc5Ny5c9dl7SIiIiIiIjeSTQWAPp9vBDi1/K0BvM7r9RZs9Hher/cg8BtcCxV/4fP5wptZo4iIiIiIiNzYpqamOHr0KD//+c+57777eOihhxgbGyMQCKTcLxQKrbkuEonQ39+fMDi0LIupqSkWFha2bO0iIiIiIiI3os1WAAL8PdfaddYAn9/IQbxebxnw9eU1RWcJfnYL1iciIiIiIiI3qPHxcU6fPs3s7CzgtO9cWFjg/PnzsfadyeTk5Ky5zu/3p91vcnJy4wsWERERERG5CWxFAPgZYHD5sgH8jtfr/Vev11uR6QG8Xq8XeADYybXqv3M+n+87W7A+ERERERERuQHZts3FixeTVuulqtQzTZPGxsYNnVNERERERORWl7XZA/h8viWv1/t64N9wgjsDeDbwq16v9+vAD4C6+H28Xm87UAkcAn4deArXqggNIAi8crNrExERERERkRvXzMxM0hl/qZimSWlpKbW1tWtuKyoqShnyGYZBWVnZus8pIiIiIiJyM9l0AAjg8/m+7fV6/wx4P9dCvGLgNctf8QzgfILr4v+F9mafz/fgVqxNREREREREbkzh8PpHvufk5LB9+3YqKioStvp0uVw0NjbS19e3Jlw0DIPS0lI8Hs+G1ywiIiIiInIz2IoWoAD4fL4PAK/Hqd6LtvEEJ9xb/a8yY9X10dAwDLzS5/N9ZqvWJSIiIiIiIjem/Pz8dbfktG2bysrKlHP+WlpaqK+vxzRNXC4XLpcLwzCoqKigo6Njs8sWERERERG54W1JBWCUz+f7jNfrfRD4MPDE5avT/Wsu+q+2+4G3qPJPRERERETksSEvL4+ioiKmp6cz3icSiaTdxjAMtm3bRlNTE9PT09i2TXFxMTk5OZtYrYiIiIiIyM1jSwNAAJ/PdxR4ktfrvQ14IU4QuI/E1YY9wH8B3/T5fP+91WsRERERERGRG1tHRwfHjx8nGAxmFO6tp32n2+2msrISgPn5eUZGRrBtm5KSEoqKilJWEYqIiIiIiNzMtjwAjPL5fA8DDwN4vd48oAooB7KBCWDM5/NNX6/zi4iIiIiIyI0vOzub2267jfHxcUZHRwmFQvj9/oStQU3TpKmpacV1oVCIgYEBRkdHsW2bsrIyGhsbyc3NBcCyLM6dO8fk5CS2bWPbNqZp4vF42L9/P9nZ2Y/I/RQREREREXkkXbcAMJ7P51vEqfbreSTOJyIiIiIiIjcP0zSpqqqiqqoKgIGBATo7O2OBXXSb+vr6WEUfwOLiIseOHSMcDse2GxwcZGhoiAMHDlBcXMzly5eZnJzEsqzYfpZlMT8/z+nTpzly5MgjeE9FREREREQeGY9IACgiIiIiIiKSqfr6esrKyhgcHGR+fp7c3Fzq6uooKChYsd3Zs2cJhUIrrouGhqdPn+a2225jZGRkRfgXv938/Dyzs7MUFhZe1/sjIiIiIiLySFMAKCIiIiIiIjecvLw8tm3blvT2hYUFFhYWkt5u2zZDQ0Mp5/zZts309LQCQBERERERueWYj/YCRERERERERNZrcXExZbhnWRbBYDDlMQzDwDT1z2IREREREbn16F86IiIiIiIictPJycmJzf1LxDRNiouLUx7Dtm3Ky8u3emkiIiI3JysE4QVI8f9Xkc2ybZichNnZjR8jEoG5ubUvVduGVd3hH1WW5awzQTd6kUeEAkARERERERG56eTn55OTk5Nym4qKCtra2hJW+ZmmSU1NDbm5uddriSIiIjeHyTPw/WfAFz3w5SL4eitc+NKjFgROTsIDD8DZs49eFjk+Dm97G1RVQX4+HDkC//7v1/+8V6/CN78J3/0upOh0/sgK+uHS1+DUR6H3P8GKbPhQX/satLZCbS2Ul8Ntt8HPfpb5/uPj8OpXQ2EhlJZCWRm8850wNARvfKNzfU4OVFbCX/0VBAIbXuqmXnwzM/CHfwhFRc46S0rgj//YCQNvBqEQ+Hzw0EOwtLS+ff1++M//hP/4D+f5kkdXyhmAXq+365FaSBK2z+dLPvRBREREREREblqLi4tMTk4CUFJSQn5+fsb7GoZBR0cHJ06cIBKJrLlt9+7duFwu6uvrMQyDrq6uWMWgbdvU19fT1ta2dXdGRETkZjR+HP7j8RCeB5YDj7keuP8PYfo83Pnh1PvbNow8AFf+AQIzUPt42PG74C5Y91Lm5+H3fx/+9V+dECccdgK4L3wBfvVX13/XNmpkBA4fdsKLaDfxY8fgJS+BBx+ED35w6885MwPPfz789KfgdoNhOPf/ve+FN71p68+XsQtfhF/8IRgusALgyoUsD/zfe4mUHmB8fJxQKITH46G0tDRle/b3vhf++q9XBps+H/zf/+uEq097WuqlTE46QezQ0LUqv+lp+MhHnC/bvvZ8jY875/qv/4Kf/ASyUqYgcYKzcOL9cO7vIDgNeVWw942w/y3gys7oELOzTrDZ03NtPbOz8KlPwY9+5LyGbtTPn9k2fOIT8O53O1WWhuFc9/a3w5/+qfN9qn3f+U742Mec1zA4AexLXgKf/vS16+SRle6l34Lzmz/FU3tdqd5cRERERETkFmNZFhcuXGB8+WPBtm1jGAbFxcXs2bOHrAzfpSksLMTr9XL16lXGxsZWtAQdHBwkPz+fvLw86urqqKmpYW5uDtu2KSgowOVyXZf7JiIiclP5+WsgnKAsKbwAZz8FHa+DotbE+1oh+NGzYfCnzvbY0PMdeOgd8Gv/DZVHMl6GZcGTnwwnTjgVR9Gqo6tX4Td+A374Q3jc49Z759by+50qtJ//3KnMeslL4K67VgYbb30rjI46AVy8+Xn45Cedffbs2fxaomwbnvpU574Hgysrrt78ZvizP4MXv9j5b1PT1p03rf7/gvvfAJHFa9dZIQjNMvw/7+FS9ZsxDBPLsjBNE5fLxb59+ygsLFxzqLExeN/7EleTLSzAq17lBGapAqYPfhCGh9e2+ExW5be46AS3//qvTriaVmgOvnMn+DshsnzQxRE49lfQ93349R+DmT7F+sxnoK/vWvgXtbQEV67AV77iBN03oo98xAn/Vlefvv/9Tkj9oQ8l3/fP/xz+9m+dx30x7iXzD//g3Pevfe16rFjSybQFqP0ofImIiIiIiMgt6PLly4yPj2NZFpZlYds2lmUxPT3N2bNnV2xr2zYLCwvMz89jJRigkp2dzdyqfkq2bTM5OcnRo0cJLL8rZJomRUVFFBcXK/wTEREBmB+EydPJb7ctuPKPyW9/6M9g4CcrqwfD807l1L1PgfBi8n1X+fGP4cyZxAHR4qIThG3WL38JjY3wjnc4bTY//3kneHvmM6+FSsGgExitDv+igkFnv630i1847U5XB0ZRlhVhcHCIL3/5HA8+eJHp6emUc5C3jO8vloPdlYYLn8qFijdgWTaRSATbdv4bDAY5ceIEwQR35N//HRJ0ZI+ZmnIC0FS+/OXkj1Ey8/NOIJeRM58C/9Vr4V9UZBHGj0HnP2d0mL/7u+RtMxcW4LOfzXA9j7D5+cThHzjXffKTMDGReN/ZWfibv0m87+Ki8/PW17ely5UMZVr8GvVoVQKKiIiIiIjILSAUCjEyMpIwzLNtm5mZGRYWFvB4PIyMjNDZ2Ul4+V040zRpbm6moaEh1mJqZGSEpaWlhG+ERSIRent72bFjx/W9UyIiIjej4LRT0RRZm1YsBPP4l6O/je8Hj6NyP/zu78K2+EFNkQCc++zK6rB4kRB0fRPaX5rRUr7+9dTz0U6edNo9lpRkdLg15ubg6U93KgCjbNsJPX78Y3jXu5wqJ78/9ei3SAS6u1de5/PBBz7gzC30eODlL4fXvS7ztd57b/J5f62tc3zsYydwuy08Hov5eTh1aoSioiL27dt3fT/UNPbwmqsmPLdxoebtYCRO82zbZnBwkJaWlhXXz8ykDu9cLuf5BZidnaWnp4fp6WkMw6CiooKmpiZmZ/M2djfGMtzwfIrXc3jeqYjd8aK0h5mZSX371FTy22wb/ud/nBl6hgG//usWO3YMMzDQTyAQICcnh4aGBmpqahLOuN6M//3f1K1Ss7LgBz9wfhes9otfOC0+F1c9fC6XxW/91gDPe14fV64E6e11U1dXR2NjY8YdP2RzMn2UDZyPcZwE/gmYvG4rEhERERERkVuW3+9POR8GYHp6mpmZGS5fvrwiKLQsi6tXrxIKhWLz+4aGhhKGieC8CTUyMqIAUEREJJGCZrDWlrr9susOnv6J7xOxspgLFOL+D2ee2u//vlPlYxjAXG/qY4fnYOSXGQeAq4OD1Uxz/dVf8f7xH5NX9S0uOvPZ3v1uJ7Rzu5O3lczOhn37rn3/ta85j0sg4LQxBfirv3KqvB5+GGpq0q/NshKHjllZFh/96EkKC8Ox6jnTdP4e8vv9dHZ20t7env4EG2W4wL42ZzliZHOu9l1Jwz9w1jYxMbEmADx4EPLynEqxRJaWoKMDxsfHOXfu3Iq/7YaGhhgdHWXbtrs5e3Z9gadpwoEDGW4cWJvMBV0ljBQ+mSV3NR5jiapQCHeaYXYdHXDffYlvM4zk65mYcGZddnY6gbXLZVFXd5pAYIacHOfxWFhY4MqVK4yNjbFv374tDQHT/XzZdvKfi0R/ipumxQc/eIo9e/zk5jobhEIh+vr6GBsb48iRI+rK8QjINACM/graD+wCvgd8Bfi+z+dL/C8tERERERERkQ26cuVKwmDPsiz6+/tpaGggOzubSCSSYO+V24uIiEgC7nzY8WK4/LVYFeDUfAlP/fiPmF0qim0WCjlfX/iCE2686lWAuxDsUJIDw/nhPZwcfTwl87BrF1y+DMXF4PWubQUZDMKpU6mXWl4OlZUbvaNO+8/5+eS3WxYMDkJLC7zylU6AlyjscLng1a92Lo+Owmtes7bd49KSM6vuta+Fb33LCXb+7d+cyq99++BpT3OOE/X0p8OnP722AvJXfmWc7GwrYetMy7IYHh6mra3t+lVSNTwNer9HNBoYL3g8mTQITPRBryc/2Zm5ODe3NuzMyYFf+zWoqIhw//3nE/7tFolEeP7zr/KBD2xP+TyulpsLb3lLhhsXbYeJ47FvB4p/nc7K1zvzyswcTDtI5wMPsHv3bipTvBj/5E/gec9L/HrLy4O3vS3xfs95Dpw/fy2Ie/KTR9m9+1r4F2VZFjMzM4yOjlKTScKcodtvTx7wgVP9es89iW+76661AeITnjBOR8e18C/KsiyWlpbo7++nubl5k6uWdNJFxN04P9XxP7U5wG8B/wH0e73eD3q93o7rszwRERERERG5lZSUlKSdW5PujSzDMJhYHkJSXFyc9pzDw8MKAkVERBK5+2NQfhCyCgD40v0vJ2IlrsqZn4f3vnc5wPHUQOm+NdsMzdRw1wfu58h7H+JVH3gev/Eb0NoKz3qWU93U0OC0N4z3zndCV1fyJXo88Bd/sVx5uEHl5StDt9VCISgsdC6/732wZw/k51+73eVy1vGpT0FTk3PdP/xD8jWFw/D978Nf/qVzn9/0Jud+Pv/5zv7xI4+f8ARob3eqC+O1t8+Sn5/8g06GYbCUbNjcVrjtvZB1re3moruGiJmTchfDMKiurl5zvWnCj37khLgFBdeuLyiA3bvhS19yqv9SedzjBnnRi0J4PNdCZLfbCfl+5Vec5yf6fGRlOWHbe98Lt92W2d3l4Nuxs5wnfTrvAJ2Vf4Bl5mAv32fLyMayLM6fP898ihTyGc+AN77ROX/0NRddz7veBY973Np9Ll6Ehx5aGaI95zn95OUl/vs1+oG4rVRX58zDzM1de1t2thP+7dyZeN/SUic493iuXffsZ6de/+Dg4BasWtJJGQD6fL424EnA3wMLrAwCDaAGeCtw2uv1PuT1el/r9XpLrtNaRURERERE5CZn2zae+HcH4pimSVVVVdp2QLZtxwK9xsbGlO2PLMvi0qVLnDp1SiGgiIjIalkeeOZ98ORvQOtz+UnP77AQzE+6+eBgXKXar3za2X9ZMOzmng/dh6/Hy2LIw9y8K9Z2c3HR2W9oCH77t+GnP13eJwif+9zaKrp499xzrepuo170IqfSLBmv1wkJwQkxHnjAqQK86y6ngvF3f9e57hWvuLbP5cupW5cahjMbcGnJmfEXDjstMAcHndAv2g7TMOC//9u5n/FrnJvLIhRKnnratn19WyiW74dn/AgK2yArnxzmMe3UfSKzsrISBoDghEfd3fCJT8Bzn+s8J9/4hjNDsbgYAoFAyr/VTNPg/e+f5Wc/c+YsPuUp8PrXw7Fj83zhCxf42MdO8dSnjuH1LvKKV4Tx+ZzgNROWZXEhuJ+h/CcRMXLpLnsRlpGddNu+vr6Ux3vf+5yq01e9yql+/P3fh6NHk1f/Pfzw2oC6oiJFOR7O4xVvYWGB8+fP84tf/IL77rsvbVCZyFe+Ao9/vPMzkJXlrCk/3/n5+Ld/S73vxz7m/Jzk5DjBbnl56tdKcDM9fSVjaeuDfT7fT4Gfer3e1wG/A7wUiObU0Y9tGsCR5a+/8Xq9/wF8FfjBY7FFqOHUOT8PeDFwEKjEmZt4Dvg68BXbtpN0nd6yNZQC54H437ittm13X8/zioiIiIiIJBOJRDh27BgLCwsJb6+urmbHjh2EQqG0YV1RkdOazOPxsGvXLi5cuIBt2wmrC6OzcgYHB2loaNj8HREREbmVmC5o+jVo+jWKvgQ8nHrzWKVa1e3wG/8L978Rxh7m26eex9hsNWEr+Yw007S47bZxLlwYpqgozNxcOZFIE6laS9bVba76D5wZdM95jhNirP4zJD/fqeyLl50NL36x85XMtm1OtVSy8DIQSDzbD5x9/v7v4XWvc74vLYWf/MSpBPvCF5z13HdfFS95SQ/X3oJfKTc3l7y8vIS3bZmae+D5V2DyFJXzY1zudoOVeD2maXLkyJGUnRzy8pzw7uUvT3RbHqZpJm3vbts2ubm5HDkC/+//OddNTU1x+vRpLMuivR3e8Y5JDMPA5XLR3HwISB5mx7t48SJjY2MMV72JkcInM5vbnnLW4fT0dNpj7t/vhMiZiK9ejBoayqW0NHmb3dy4Ur2ZmRlOnjy54u/nkZERxsbG2L9/PyUlJRmv44c/dFry3nuv0xr3KU9JUkUZCjl38G/+BgYHyaqo4POvex3vOftmfnSfh+LifCB5sm/bNg8++CAdHR0URstvZctlPCXS5/PN+3y+L/l8vicA24H3AX2srQrMAZ4LfBfo83q9H/B6vbu3cM03tOXg7b+BbwC/BtQD2TjVkk8CvgA8aBhG03Veyt+wMvwTERERERF5VA0PD6dsVeV2uzFNk5ycHCoqKhLOkAEn9CssLCQcDjM4OMjMzAyNjY0r3ghZ7Xq0ShIREbnh9N4L//F4+Go5fH0bnPwIhDKvAnrpS1e2aFztV391VSVdpRee9Qt48Sj/NvZ55gLJd87NjfCpTx3n7W+/wK5dk/j9fvz+foLB5K3BXa7Nzf6L95WvOK1EKyqc4M7thv/zf+C+++DQofUfL1U4mK4wb35+bStUcKrkPvIROHcOnvnMPH75yxoCgbVv4ZumSXt7+zpXnFgoFGJhYSH5XGXDgPIDZDU9mV27difsvOByufB6vSn/FkunrKws5e35+fkrukhYlsXZs2fXfGjMtm3C4TDnzp3L6LxLS0uMjY05xzEMZjz7sczU9yNV94mNeOpTiVXLRv3LvzSyuJj4PKZp0tjYCDj3N9HjANceo3Tt91fbvx/e8Q740z9NEv5FIs7gxj/5E+jpccLAoSF4//up/e1f4aXPW+See1J36Sg6d46WP/kTjEOHCD/jGU7yuM51SnobmhDq8/m6gD/3er1/gRNqvRx4NhD/kQMDqAX+GPhjr9frA74MfMPn801vZtE3KsMwsoHvcK1Csg/4PHAFaABeAewGDgPfNwzjLtu2/ddhHU8BXgZYQBDY+G9eERERERGRLTI0NJSysm94eJi2tjYAdu7cSTAYZHZ2NraPy+UiJyeHffv2MT4+Hntjx7IsDMNI++aGWg2JiMgt7aE/gTOfhPBy4BeYBN9fwMUvwm8+CNlO9bxtO+0nCwrWVh099alw4IDTrnD1Z3YKCuDDH05y7pwS7DSh12te00lb2xw5Odf+f11QEGLPnhlOniwhURVgdrYTSkZNT8P3vues//BhuP12p2ru2DEoKnLaLSbLoEzTaQn56lc71Xn5+dfm/m1EdbVTqfeGNzitQKN/huTkOBV9Y2NOTpJMqqysrQ0++Umw7R309+fR29VF6f/+L7Xf/ja5fj+u228n++1vhwwruxJZWFjg0qVLzMzMYJomtm1TXV3N9u3bk7YWraqqIjc3l56enth+lZWVaT+Ilc7IyAhXr15NGEIahkFWVhYdHR0rrp+YmEj5t9/i4iLz8/Pk56euApycnFzXWk3TpLa2dl37pFNQ4MyLfNe7rlWo/vSnldxzzzj33DO+YpaeaZpUVFRQuZyMz8zMJA9vcf5Onp6eprS0dOsW/C//Avffv7acdnERLlyAz3yGkre8hcbGRvr6+tb8/d/ypS/R+M1vYgSDmLaN3dkJP/uZM4TwH/7h2pBH2bQNBYBRPp/PBn4M/Njr9RYCz8dpEXr38ibxLUK9y19/4/V6vwt8BadF6K0U676Wa+HfMeDJtm1PRW80DONTwLeBpwEdwJ/jBKRbxjAMD/B3y99+Gngm0LyV5xAREREREdmI8OqPNq8S/+ZFVlYWBw8exO/3Mz4+jm3blJWVUVpayuLiIufOnVvxZkImn2x2u5O3JBMREbmpjZ+A05+AyKo35COL4L8KR9/NSc/f8Na3OjP47roLamvhne905pRFg0DThP/6L3jzm+GrX3XmgAWDTkXQ5z4H+/YlPn1XlxPKGUbiIp7s7AhPf/rwivAPoPD8eT5S8W2e7Xo/85Fc7LiGdR4PvOAFsHev8/2HP+xU8LndTrVUdM2W5VxnGM7lj30MXvnKlee/dAn++I/h+993vi8rc75/05s2lzX83u/Bnj3w/vfDgw9ea3H5+tfDs58NP/954v0KCpx5aekYhkFjdTUNL34x+HwY0Zlu3d3w7W/DRz+K9ZrXMDk5STgcjnVJWNFFIRJxUtPPfhaGh+HQIRbf8AaOzs3F/vaK/nd4eJi5uTkOHTqUtHqrqKiIfcleCBvQ29tLd3d3wg+JZWdnU1dXR11dHdnZK2fyLS0tpfxgmWEYLC0tpQ0A18swDCYmJpiamqKqqorKysotmcX41rc6sxD//M+deZm2bfDFL+5m374Jamr6WFpaIjc3l8bGRsrLy2PP8epZgKvZtp12m0RmZmbo7+9ncXGR3Nxc6uvrKSkpcc77iU84ZayJLC7Cpz8Nb3kLra2tlJeXc/LkydhrrPj0aRq/+U1ccWsywDnef/yHEwC+5CXrXq8ktqkAMJ7P55vFaW/5Ba/XuwOnKvDFOC0wowycarTnLn8Ne73evwe+6PP5Lm/VWh4NhmFkAX+2/K0NvCQ+/AOwbXvJMIyXAF04DYj/0DCMD9i2PbGFS3kv0AoMLK/nmVt4bBERERERkQ0rKipK2QJ09Rs0hmFQXFxMcXHxiuv7+/vTzghczTRNzf8TEZFb19lPg5XkTX4rgO/7Pp74Nzbz8wa//dtOgNbX5wRgly45bSej8vKcrOgjH3G6+5WUOHP4kvmXf4GXvcwJCpN9Hqe8PLjiNiMSoeM976Hs4YcxAgEesn/IW82/4UfWkzGyXFRUmvzJnzhBGsDXvgbvfrdTlZjoT4n46974RmfNz32u8/2pUwHuuSeL+XkT23ZCk5ERJ0w8ftzJGzbjzjud3GK1D33IaZm6ukgqOxuam51ip4x84AMYDz3kBCtRkQgsLjL6rW9xsaMDliv4wJkNt2/fPmc+YCgEv/7r8ItfXAtszpzhanMzkSc8YU0JqG3bzM/PMzExEaswu55CoVDS8A+cvwWbm5sTtoXPzc3NaGZgOplUxrlcLiKRSKzjRHQG4PT0NFevXuXw4cPkrOiNuzGvepUTKl+54jw127YZmGYFUJF0n9zc3JQfhDMMY93VmZ2dnQwMDMSel7m5OSYnJ6murqa9vR1jeDj1ASauxR1FRUVkZ2ezuPz6bfjnf8ZM1pVjfh4++EEFgFvoutRS+ny+yz6f70+BJuDpwD8D8f8HMljZIvQ912Mdj7AnAdHfij+2bftsoo1s2x7FmQ8IzrzEZ23VAgzDuB144/K3f2jb9uxWHVtERERERGSzGhuTzwIxDIOmpsxGpUffdMmUaZoUFBRQX1+ffmMREZGbkf8K2MnbAL76K3/L/PzaEGVhwSnWuXp17T75+dDRkTr8Gxx0WnQuLKydYRZvdjYLl+taSNH81a9S9tBDuJaWMG2b3VzgP61nME8+E/nNDFya5w//8FpF4TvfuTZIS2ZhAd7yFme/iYkJXv3q+RXhX/x23/oW+HyZHXe97rwTvvtdaGlxHsviYqc96NOf7lQGZmVSmmPb2B//+Mrwb9nUwYNcePObidg2kUgEy7KwLIuFhQWOHTvmdF742Meck8VXa0UijN1999r+r8ssy2JoaGhjdzoDtm0zOTnJ6dOnefjhh1N+qCscDjM3N5fwtvLy8pTnyc3Nzaj6Ly8vj9LS0oR/o5qmSU1NDQcPHowFbfHrtSyLQCDA2bMJo4ANMU1ob4cdOzKrTo0GbMlkZWWt+DCdbdsMDQ3x8MMPc9999/HQQw+tCPumpqZWfB9lWRYjIyOMjY3Brl1rzmMDM3v2MPLkJzP15CevCCXjKxbze3owUnXu6O5Of6clY9e1marP57N9Pt+PfD7fC3DCvtcBDy7ffCu1/gR4atzlH6TZNv72p2/FyQ3DcAP/D+c5/Y5t29/aiuOKiIiIiIhslcLCQnbs2IFpmms+yW3bNufOnePSpUuEQqGUx0kWIq5mGAY5OTnU1dVRXV3N1NTUuisHRUREbgolu8BI3Iawf6qe88MdCW8Dp5js61/f2Gk//3mn7WY68/NuTp8uwbbBCIdp+Ld/W9EC0DYMQkVFuLINCsNTGF//p9htw8POPL316O2Fb3wjhM93nqNHS9aEf1FLS/DlL6/v2OvxpCc57VHvv9/p2NnTA9/5jjMjMJ3Z2VmOPfCAM/gwga5XvhIrSWVXJBJhZGTECQBXhYc2YKdJH9O1bd8o27Y5e/YsZ86cYWJiIqP5zMnWYpome/bsWfN3oWEYuFwu9uzZk/G6Ojo6KCsrwzAMTNPE5XJhGEas4s2yrJRrnZubYyHThHqLGYbBnj17YmuOv97lcrF3797Y9bZtc+bMGS5fvsz8/DzhcJiFhQU6Ozs5efIkfr+fq1evJv172bIsent7Cb7hDdgeT+z6ubY2HvzHf+Tkhz7EpTe9iTN/8Afcf//9sQ/tNTQ0xNYQLCtLfYfS3S7rsmUtQNPx+XwzXq/3+0A1sB241Z7JvXGXj6bZNv5zJXuTbrU+7wD2AbPA67fomCIiIiIiIluqtraWsrIyBgYGGBwcXPGmTvQT55OTk3i9XrKSvDlVW1tLZ2dn2jAvOvNkcHAQ27YxDAPLsnC5XOTk5FBfX09tbW3GgaKIiMgNa88fwKWvOjP/VpkOVON2w1KSz9eEQjA+vrHTHjsGqcaLGQbU18M998ATnrCDpaVjZI0MYyz/P9w2TXqf9zz6fud3iHg8YBiUHj3KtjNniNZuuVzJW4um8r3vDfPc57owzcQ779s3zYte1MO+fbM88ICLmpoaGhoatnxmsGE4MxRXCwQCjI6OEgqFKCgooKKiIvY3yfz8PCdOnCASDmO53SvCUnAet9ndu5Oe07IsxkZGqE/QqtEA8vr7WUzSecEwDPLy8rh48SKBQICCggLq6urW3UYykcHBQSYnJzP+QJZt23jigqbVysrKOHLkCL29vUxNTWEYBhUVFTQ2Nq5Zb/TvQsMwyM7OXhGWRYOyxcVFpqenMQyD0tLSWFvP+WTz7pYZhsH8/HzKtSa6b5OTk/T397O0tEReXh4NDQ2UlpRgrPNv08LCQm6//Xb6+/udCj2goqKChoaGFY/D2NhYwg/EWZbFzMwMx48fTztXe25ujl96PLQ+61nUfetbhPLzOf7xjzs/v3HrjoRCnDp1iiNHjpCfn8+BAwc4ffo0Q899LgWXLpGVqJdvXh689rXruu+S2nUPAL1erwf4beClwONZnum47FaqAmyPu9ydZtt+IAK4gB2GYRh2JhPrkzAMYzfX5g++07bt/o0eS0RERERE5HrLyckhLy8v4Zs/0Tdn+vr6aG1tTbh/TU0NfX19BAKBtG9SALHzRLeNRCKxTzuPjIxw8OBBhYAiInJzK9sLh/4MTrwfwnGVSFkeWtpyCNvJ55MVFMChQ6kPH4nAD3/oVMv5/U5l2+/9nhPumWbyKkC325ln5uQoHhYXj9BrGBiRCDZw7s/+jIm7715RyTZ5++3MRCIcnp8nPz+fqipobYULFzJ+NABobZ2jqChAdrZFMHitOrKefj72rH+g+vcPYmVng2kSCITp7e1laGiII0eOxIKfhYUF+vv7mZ6eJisri9raWqqqqnC5EldbZurq1av09fVh2za2beNyubh06RL79++nqKiIzs5OZ7adYTD8tKdRe++9mOusyjNcLufJTdBCs+VrX+PiW96ClZe35jbbthkbG4v9/TQ5OUlfXx87d+6kpqZmxbZTU1NcvXqV2dlZDMOgvLyc1tbWpEFYX1/furoxxIdwyeTn57M7RRgKTvDY3d0d++BZTk4O27Zto6Ji5Wy9vLw8Z3biKllZWQnnEMZbT3Bs2zYXLlyIPc7m0hLVn/40hd/5Drbfz9QTn8jAH/wBi42N5Hk8NDQ0UFJSEpt3mOhDctH7tG3btth14XCYwcFBlpaWyM3NZXBwcMXjb4RCFJ85g3/3bqw0swTjWZZF56tfzfhdd5E1NRX7OUq0XU9PDx0dHRQXF3P33XczuWMHoZ/8BPPBBzHjq1Nzc2HbNmeIp2wZYxO5U0per/cJwMuA50DsAxvRnxI77vJR4L0+n+8712UhjxDDMCaBaPF2oW3biZsTb3D7FMcxgZ8Dd+NUFt5h27YVd3s30Lz8batt291pjvdq4NUAr3rVq4685jWv2ciyHnMWFhbW9QkPEZFHi35ficjNRL+zbm0LCwuxNzESMU0z5dwW27ZZWlqKHWOj/7aNfgo81ewUkXT0+0pEbhihOVgYcioBjSzIq4ScCnp6DSYmnEq65uYFenqu/c5yueDAgaQj4bAsuHTJ6SQZzQ4Mw/lqbIS+vuQBYGkptLUluOHCBSKRCIuNjdhJTpyVlRULY2ZmoLNzfZWAFRUBysqCTEzkMDmZjW1DNkF2ZV0i0NqU9rzhcJilpaUVf2MYhoFhGHhcLqeKMSfHeQDjROfERdtJrhYKhZJ+iMkwDPLz85mfn4/dbkQizty0SGTFA7DQ1EQkSVVe7O+b4WGnvDPBuQKVlYRKS8EwMv47KicnJ/Y3U7L7YRgGHo8n4X2fm5vL+FzRxyJd8JZOMBgkGAwmXGdubm7SjhOrpVq7YRgUFBRkvKb415Zh23h6ezGDQbBtlqqrCRcWYsc9fqsfA9M0yc7OTrn26DmAWCeMFa9l2yZvYIDFuroV59pqCR8b23b6+o6MOCXILhdUVkJNzZogUX9jZeZTn/rU0S9/+cve1ddvaQWg1+ttwan0ewnQsnx1fOgXNQL8I/AVn8+3dRMyH13xr+IE9atrLBIXAAIbCgBx5irejVNR+Or48G8jbNv+PPB5gPe85z32kSNHNnO4x4yjR4+ix0pEbgb6fSUiNxP9zrq1/fKXv0wZABqGkdHzHwqFGB0dpaurK+Xxkom+EaLXmmyGfl+JyI1udwc85Slw6hR89KNHec1rjuDxQFYW/Nd/gXfN28bXvO51TuVfoo59OTlONeDPfgbxXRKzsqCkxGkR2tBgMzExwdDQEOFwmJKSEurb2uj+939nob5+TYAWFYlEOHjwYKzabnTUWUs4DAY2exYf5pfh27BJHBA1NS3wpS/5KC4O8uEPt3PyZDH/sPQ8ql5UQF/970bLEhOet6Ojg4cffnhN4FN06hTtH/kIeaOjmDk5Tv/T3/5t+MxniOTlcfnyZUZHR2OBjcvlYseOHVRWVsaO8ctf/jJlkFRVVUVXV1fsOtvlYqmigqavf52ae+8la3GRQEMDgQ98gFMeT9KOCsFgkNKqKnb+0R9hDA9D/Ay7/Hz4zd9k4fOfp6+vj+Hh4YyCuWAwSEtLCxUVFTzwwAMJ94lWNSb6/+IvfvGLtLOeo0pKSjhw4ADgPCfRmYF5eXmxeX3phEKhlOsMhULcdtttGXWCGBoa4vLly2seb9M06ejoWFNNmMrRo0dja6r91rfY9vnP4woEGLvnHs7/2Z+tCeRWrz8SiRAIBGhubl5TlQlOWHns2LEV+60+RtWPfkTFffdx4R3vIJLiQ3eb5XK5NvU3kv7G2pxNB4DLLT6fh1Pt9ys4gV986Bet9gsB3wW+AvzA5/Ot/19msoJhGE3AXy9/+7e2bR9/NNcjIiIiIiKSqcLCwtinkhPJ9JO+breb0tLSDVcAgvNmloiIyK3Itm1mZmYYGRnhc58Lc+pUDdnZ8Gu/Br/6q/CylzlVesksLMBXv5o4/AMn//rxj6GsDCoqoLfXGeP1ghfAe94DNTURjh8/yfz8fOyDOrOzs/QBRc94RvKyQ5wwLBKJxALA5z8fnvtcuP9/Q+x8x7OpPPdTfj38TX7A07BZGyKOjXnIz68nGBzgr//6NGcezuWZ7/hPrtT9EXaKtpK2bTMwMLDm+sILF9j/x398bR7f0pJTRfjNb8KFC5z5/OeZ8ftXBESRSITz589jmibl5eVEhoZYmp9PGnpalsXU1BS5ubkr/k4KFxXR9ZrX0PWa12CaJs3NzTQ3N7N7bIyLFy9iWdaaYMq2bYZDIfx/93fsv/decv7xHzFmZ6GlBd72NnjFK/CYZsLquFSPzZUrV5ienk653cLCAnNzc2sqv2pqaujv7097PtM0aWhoAGB0dJSLFy/Gzh+trNy3bx9FRUUpjzMxOpq8PHX5eH6/n5KSkpTHAWcGdXZ2NlevXmVuua1qUVERbW1tGe0fbzGu9WX9t78de031Pf/5CduyJmJZFpcvX6aqqmpNgNnb25u21Wr9v/87gerqjM5lGAYul2vF7O5MlZWVAc5jvbCwEJvrqPb7j4wNB4Ber/eJOKHfb7GyxWd86GfgtPj8CvBPPp9vauNLveHNca2iL5f0FX3xP8mzGzznZ3EqD3uAd23wGCIiIiIiIo+4xsZGJiYmEr45YZomTU1NGR/L4/Hg8Xhib8asl9p/iojIrSgSiXD69Gn8caFUY+MEtm3z9a/PUlhYmPYYfX1Js6qYYNDp5tfU5FyO70p46VInc3NzK/5/H708vRzkJAsqTNNcM1ctKwse/9O/hLM/gcVFPs4buY2HmaUAK+6tbo8HXvQiuOOONkZHC+jp6eHw9n5MN3j6+zECgZQh4OpZaQDbPvvZWFAz8qQn0f2Sl7DY2IgRDlN89iz+qSmsBIFmNKgpKynBeMpT4OMfT3pecCqmWlpauHTpUsLHxjAMamtrAaisrKS8vJzjx48zO5v4LeaF3FwefM5zyHvRi9izZw+BQIDBwUECx4+Tn5/P5ORkyvWsFolEGB0dTRvinTt3Dq/XuyLoaW5uZnx8fE1r1XimaVJRUUFZWRkzMzNcuHBhzeMQiUQ4efIkt99+e+IZgbYNH/0o4WPH4KUvTVrtGT1WpsrLyykvL4+tZ6MhVnZ2dixMc/v9sesX6+vXfaypqSnKy8tXXJcuoAXInpoie3ISK4PZhS6Xi8rKSoaGhta1tmg72PPnz8f+7o9WbjY3N9PY2LjpFq+S2rpeoV6vt9Xr9b7H6/V2AT8GXowTQMU/SwYwCvwNsN/n893m8/k+fYuHfwDTcZdT1vsahpEFRD+eEALmU2ye7Bi/Czxj+dvX2ba97mOIiIiIiIg8WqKfmF79xolpmtTV1aVsozQ7O8vo6CgzMzOxN4/27NmD2+1e9xsx8Z8wFxERuZV0dnauCP/ACaNs2+bUqVNpK4TAaeOZrlDeNC0iEZvxcbj33mvXRyIRhoeHk55n9Uyylcd0/v+8JhwIh+GTn3QGEgI7uMIxDvNc/hU3QUwiNJX6+ehH4XOfc85RXV3N7bffzt2/8Ru4cnKo+cEPkjQNvWZNm8elJYrOOpOsul7xCi6+9a0sNjeDaWJnZzN94ACpHs1gMEjw3nsxe3ooPX48aVWaaZrU1NRQXV1NQ0MDpmnGHgPTNHG5XOzfv3/Fh5cMw0j7Iaho9ZXP5+PMmTOMj48zOzubcevPRMdLZ2lpifHx8RXXZWVlceTIERoaGmLz61wuF1lZWbhcLjweD+3t7ezevRvDMOju7k76+rEsK2GlJgBvfzu8610UnjiRsgLQsqx1ze6LMk1zUxVs0ecWnFmOUe4MgrvVElXlZbK2haYmcsfHKXvwwZSPETjPUWNjY9LjRmdOulwuXC7Xitdtd3c3IyMjhMNhLMsiEokQiUTo7u5e0epWro+0FYBerzeflS0+IXmLz+/hVPt9/zHY4vMS0Lp8uQXoTrFtA8Tq0q/YG+tV88rl/w4Dhw3DOJxku+K4y683DGN6+fIXbNse2cB5RUREREREtkRDQwNlZWUMDAywsLBAbm4uNTU1LC0tcebMGWzbpqKigurqalwuF/Pz85w9e5alpaUVs3U6OjooKSnh9ttvZ2BgIPap9MLCQmZnZ5N+ytw0TQoLC6nfwKetRUREbmTpwjfLshgbG6M6TQvA6mo4dAh++cuV1xuGza//+iAvfGEvVVUBwmGDn/ykip//vJVnPjMXSN9i27ZtSktL8fv92La9oqqqtLQ0cTeAkZE1iWQbV/lnXoCFQZgssp/+XPj9f1qzq+F2w2tfS84nPkHbZz/LlTe+MWUL0nhmOAyGwWJtLf3Pex7W6oqyDAIX88c/hrk52j73OY5/8pNrWj0awSAejyc2366trY26ujpGRkYIBoMUFhZSWVkZa4kabz0tPDfTNn09LMticHCQqqqqFddnZWWxbds2tm3blvYYMzMzSW+zbWe2ZFtb28obRkedkHhpiaLz58kdGnJCtqyVUYhhGJSVlSWuILzOampqGBkZYXZ2lt4XvIDCy5dxLS1R/+//TufrXpdxG1DbtslPML+vpqaG7u7ulPv2/c7vUHz2LLvf/358X/gCS/X1CX8eDMOgpqYGj8fD3r17ObschEcikVgguHPnTqqqqvD7/SwuLjI2NsbU1FTKDxlYlkVfXx9+v5+2tjaKi4uTbisblzIA9Hq9X8Vp8RkdvpCoxecxrrX4XF+98K3lDPC05ctHgJ+m2DZ+rO6ZDZ4v+tNYA/xVhvu8Je7y9wAFgCIiIiIi8qjyeDzs2LED27YZHR3l5MmTK94smJ6e5urVq+zdu5fTp0+v+ZRzJBLh1KlTHDlyhPz8fFpaWmhpaVmxzezsLAsLCywtLTE5Ocni4iLZ2dnU19dTXV2tGSQiInLLmZmZSfnmeyQSYXZ2dkUAODMzQ29vL3Nzc2RlZVFXV0dNTQ2f+5yLX/kViC8y++M/vsATnzhGXp5zjuxsmyc/eQTLmmBpyUtubi5ZWVlpw6bCwkI6OjoYGhpiZmYGt9tNbW0tRUVFiVsDFhZCkpaNJjbZZsQZRpjMX/4lPPAA1Q8+SGckgp2V2YSscH4+wbIyhp/yFGfu3zqZpklWTg4YBoWdnRx4y1u49Na3slhXhxEOY7vdVNx/P+0vfOGKv0tyc3Npbm5Oeexom8WFhYV1r+t628jMuHjp2kMmvP1734v1rTWA/W9/Oyc+8QlCRUVE8vPBsnCZJnn5+ezevXtT69so0zQ5cOAAAwMDDGRnM3T8OLXf/S41P/oRI099KnM7dmDl5qY8hmEY5OfnJ6xgrK+vp6+vL2V706nbbmPgWc+i/tvfxvvqV/Pwl75EoLJyTc/f7OzsWLeMsrIy7r77bsbHx1lcXCQnJ4fKyspYNWdxcTEejydp+9pEZmZmOHnyJLt27VoTFsvmpfsN9+IE10VbfP4j8GWfz7fRAOtW80OuBWxPAz6aYtunx13+wXVbkYiIiIiIyE3Atm0uX77M4ODgmtssy8KyrDXB4Opturu72bNnT8LbCwsLY3OO0r2JJiIicrOLRCJcvHgx5TaGYcTetAfo6+vj6tWrsf/XBgIBLl++TFdXF83NzXzta4t8+MOVPPBAKTt3zq4I/6Kcw4Xp7OyMteYuLi5OOo8s2u7S7XZnPvu3qAh+5VfgJz9JfHtuLsGXvITxwUEikQgFBQWUlJRcC4pycuB//oes732PnLk5lkpKMjuvYdD90pdi2Db2OmcHm6bpzDp71rPg05+G+XmKz5/ntt/7PRZrawkVFpI3MIC7pATe/e51Hdu2bSKRCM3NzVy8eDHj0CXVWi3LWvHfzVQNFhUVpd8ohbKyMsbGxhLeZppmwsAo7PfjikRi1TO54+Pc/qIXMXHPPUzccQemaVL+pCexuH07R48eJRQKkZubS2NjI1VVVY/YTLro66KxsRG++U2nzPaTn+TgN75B/zOfycCddxIE3G43kUhkRZVstG3q3r17nYP9/Ofwt38LV67Atm243/AGWrdv58qVKynX0PX7v8/4PffQ9K1vceDDH6bn5S9nbM8ecLmwbZvKykq2b9++Yhany+VKWTns9/vX/RhalsXFixcpLy9PWOEqG5fJRxyi1X42cAr4KnAvEAbwer1tyXfdPJ/Pd7M0gv0fYAyoBJ5sGMYe27bPrt7IMIwq4PnL3y4B39nIyWzbfmIm2xmG0Q1E/4Xbatt290bOJyIiIiIicr1MTU0xNDSUcpt0b2hNTExs5ZJERERuWmNjY4RCoZTbRGfjASwsLKwI/+JFIhG6urooLYX3v3+In/2sgrm5LLKzk/9/eXx8PBYe7dixg2PHjiWsRHK5XBw9ejQWBDY1Na0IGpL6xCfgrrucksT4YMrjofsv/5Ke+XmMK1ewbRvTNHG73Rw4cIC8aFtFlwvjWc+idWRkXaHZyDOeQduZM5iLiylbNEbDs2gIEr1vNDXB4cPw0EMQCACQNzRE3tAQeDzwoQ9l3JLUtm2Gh4fp7u4mGAxi2za5ubkEAoFNtfi0bRuXy0VdXR0tLS3Mzc0xMzPD0NAQi8tzFzO1FXOWW1pamJiYSPgcuVwuamtrY99blsWlS5dY8Hg4gDN/K+J2M/ibv8nAs59NqLiYnNFRGr7zHXp+67eY6+qKHXdubo6LFy8yPj5OR0fHugMs27bx+/1MTU3FWotGP3yWsTvvhDvvxASalr/i79vY2Bijo6MAVFVVUVlZiWkY8MY3wv/7f85cTNuG06fhRz+i4M1vxvWUp6SsAgTw79vHuQMHuOuuu9jtdtMeiRAOh2NzGddrMwHqxMSEqgC3WGY1zg4D2I9T2Zaqum0r2axvjY8a27bDhmG8D/hbnMfqa4ZhPNm27anoNoZh5OIEqNHGvJ+ybTvhv1INw/gK8NLlb99j2/a7r9PSRUREREREHlV9fX2bnkdjWRazs7Prf7NFRETkFjM6Opo21Kquro4FYgMDAxmHYI9//Djj4+7VXQLXiM4Hy8/P58iRI3R2dq75sE40pIxEIvT39zMyMsKRI0fSz2Tbs8eplnrLW+DHP3bm7xUVMfTBD9K7bRu2ZcX+rohEIkQiEY4fP86dd965or1mdXU1gUAgNist3WNgA517964MHeNEQ9Xq6mr8fj8ul4uKigpy41s53nsvvPzl8N3vQm6ucyzThI9+FF74wtT3O87Vq1fp7+9fsebojOSKigomJiY29LdVtKJwYGCAgoICqqurKS4upqSkhBMnTiR8jAzDwDCMFTMcAXbt2oXH41mz/Xrk5+dz4MABzp07RygUwjAMbNvG4/HEqkyjzp8/74SF7e3MNzXh6e3l5Mc+xnxLS6yd5kJLC5de/3onLFvFsiwmJiaYmJigIlUb2VVCoRCnTp1ifn4+9hj09PRQVFTEvn37tqSizTTN2GtrhXvvhS9+EeLbv9q2U2X6sY/heuITiWTQ6t4wDCYnJ2Nztzez5uLi4g299izLYmRkhN7eXmzbpry8XHO6t8B6w7VHpv715vVZ4DnA44DDwEnDMP4OuAI0AL8HRBsLnwPe+2gsUkRERERE5Eay3k+UJ3P69GnuuuuuR6x1k4iIyI0okzfft2/fHru83tlxFRUhbDt5sVq0PWFUbm5u2nPYtk0wGKSzs5OOjo70i+jogO9/3wlyFhexi4vpfughrOXKutXC4TCjo6PU1NSsuL6pqYna2lpGR0fp6ekhGAymP3eCO26aJh6Ph+3bt5OVlUVpaWnCXS2Ph6nPfQ7rz/+cgkuXyCsvd1qaZlL5uGxpaSnph6ds22ZxcZE9e/Zw4cKFWNvI9QYylmXR2dkZa4lZVFQUO2Y05LJtm7y8PPbu3UskEmFoaIhAIEBBQQG1tbXpg9wM2LZNfn4+d9xxB3Nzc7F2nfn5+Su2W1xcXFEpePqv/5rqH/5wRfgXkyLcsiyL/v7+NQFgIBBgenoawzAoKSkhO64N7NmzZ5mbm1vxGFuWxczMDBcuXEjaon5LfOhDMD+f8CZjbo49X/gCJ1/72vThdoo2r5ZlMTg4SH9/P8FgELfbTV1dHQ0NDQmDQpfLRWNjI319fetqSWvbNpOTk7F1LCwsMDAwsCWvo8eyTAPAzX0Uc2Nuun+x2bYdNAzjWcC/Ak8CGkkc8h0Dnm3b9swjuT4REREREZEbUW5uLktLS5s+TiQSYWpqirKysi1YlYiIyM2poqKCmZmZpG++Ryt8wuEwU1NTG6rWSRb+maZJfX39ig/jTExMEEgSzK02NjZGJBLJvAIpLw/y8ggFgynDO8uymJycXBMAgjNjbWFhIW3b1ETy8/PJycmhpqaGioqKFRWGq42MjHDp0qXY93ZVFR6Ph72RCLnrCACjbSCTWVxcJD8/n7vvvpvp6WmCwSCXL19O2wpytUgkwvz8PAUFBQCUl5fHjhkKhcjLy1vReWHHjh3rOn4qwWCQrq4uRkdHV7QlbW5uTvjamJycXPF9qKyM/uc/P+OWqvHi/yaNzqYbHR2NPbeWZVFXV8f27dtZWFjA7/cnDWOjr/3rFmKlmfVZ/JOf4P3iF+nq6mJ8fDz1tsXFa66zbZvTp0+v+H0SCATo6elhfHycgwcPJnw+WlpaAKfLR/R3QbQtbqpQMP5xjFajLi4uYtu2PuC3QZkEgHpk18G27SnDMJ4MPA94MXAIqACmgLPAN4Av27YdfvRWKSIiIiIicuOor6/H7/ev61PCiViWxcLCggJAERF5TKuurqa7uzvh/1dN0yQ7O5ve3l66u7tjLRU3Kn5/0zQpLi6mubl5xTZjY2MZ/z/eMIz1BYBx+6WTLJyzLIuhoaENPQ7FxcW0t7en3W5ycjLhvMG5uTmOHTvGHXfckfF9DoVCadcaDofJy8uL/U3k8Xg4efJkrCIwU6u3NQwjaXXjVgmFQvh8vhX3MxwO09/fz/T0NAcPHkz4XK55TDYYGOXFzXeMthWNhlFRQ0NDGIaxphJxNcMw8Pv9VFZWbmgtaVVVwfBw8tsrKpyQee9ezp49m3CeYrSqMS/BXMvR0dGEHyawLIv5+XmGhoYSznk0DIPW1laampqYmZnBtm2KiooIh8OxmaCZvg5t22Z0dHRt+1PJSLoAsPURWcUtxnZ+2/zz8tdGj/Ey4GVbsJaWzR5DRERERETkeqqoqKC8vDzhmxKmaZKXl8fCwkLaN7tM01wxC0ZEROSxKCsri0OHDnHq1KlYVVw0qNuxYwc9PT1JA8JMGYZBZWUlOTk5+P1+3G43tbW1lJWVrQnj1husxbcPzZTb7cbj8TCfpB2iy+Wiqqoq4W3hcHjDIWimlY1dXV1JH+9IJMLY2FjC6sRECgoKcLlcSSv6LMvi3Llz7NixIxYAFhUVcccddzA0NMTk5CQul4vCwkL6+/uTHifafnPTzpyBD3zAmdfodsPznw9vehPU1ibcvLe3N2HIaVkWc3NzjI+Pr3kuS0pKNh1mg/O3ZDTQWlpaYnx8POExo20xt2/fnjZ8TlUVumlveAO88Y2J24B6PPD618e+3bVrF2fPnmV6ejp2n6LtXZO13U01HzTaLjVRABjlcrlWfDDP7XZz++23Mzw8zMjISOw1NjExkbJC9fLly5SVlenv/A1I+dvU5/P1PFILERERERERkccmwzDo6OhgZGSEvr4+lpaWVswXCYfDHD9+nEAgkLZt0OqZLSIiIo9FHo+HO+64g5mZGRYWFsjKyqK8vBzTNLl06dKmghLTNMnJyWHHjh0ZvSFfUVHB5ORk2haUhmFQU1Oz4cBk+/btnD59OmGFU15eXtLKtaysrA2FR5lUgIET8M3NzaW8PdF8wmQqKyu5fPlyym0WFxc5c+YMe/fujQUw2dnZNDc3xyo0o5VViWYxm6ZJXV3duisx1/jP/4TnPQ8CAYg+/x//OHzxi/DAA5CgejJVNaZlWQwMDKwJAPPz8ykuLl4Rbq2XaZpUV1fHHq+pqamUrwvDMAiFQilf15FIBI/Hs6H1ZOTFL4YvfQn7+HGM+OcxLw/27YNXvCJ2lcvlYv/+/czPz8dm7ZWVlcVavCaSLuDeSNtct9tNY2MjjY2NAMzOzqZtTxqJROjr66OtrW3d53usW//HKURERERERES2WPRNv0RvfmVnZ3PbbbcxMTFBf38/MzNrx6mbpsnOnTs3/0aViIjILSLa2q+kpCR23cLCQtr9iouLCQaDWJZFUVERJSUljI2NMT8/T1ZWFrW1tdTV1WVcqVdZWUlXV1fKoCRa8b+ZN/hLS0vp6Ojg0qVLsXNZlkV5eTm7du1KWqllmiaVlZWMjIys63yGYVBXV5fwNsuymJ6ejrXi3ErBYJCmpia6u7uxbTtlWHbp0iXuuOOOhPfdMAwOHjzIiRMnCAaDRCIRDMPAMAzKy8s3H7YsLjrVfqtfc8EgTE3B7/4uPPzwmt3SBcXR0GlpaYmZmZlYW9I9e/Zw5swZpqenN7Tcqqoq2tvbM541Z9s2PT3p66d8Ph85OTkYhkFVVRV1dXVbVsk2MTtL1wc/SNnf/z0N//ZvZE9PY1VU4HrjG50qywSzB/Pz8zOu7PR4PClDwNzc3ITX27aN3+9naWmJ7OzsWIXmalNTU1y5ciVtNbJt2wwNDSkA3AAFgCIiIiIiInLDi745V1lZydzcHN3d3UxMTABOW6vW1tYVb3CKiIjIxhQVFbFt27YV19XX12/4eKZpcujQIU6fPr2i2syyLNxuN7m5udTV1VFVVZXygzyhUChWzejxeBIGCtG24rOzs7Hqq5wEIchq27ZtY2pqak3rScMwcLvdhMPhFSGFaZq0t7cnDEBGR0dXVFnato1pmklDjmh70vi2jImEw2EuXLjAxMRErEoyXbVbMBhkcXExaRVaTk4Ot99+O9PT08zMzGCaJhXLc+M27VvfSn6bbcPZs9DZCatea9HW7wBmIEDV//wPZQ88gO12M/qkJ+H6jd/g7NmzjI+Pr3gc6uvr8Xg8Gw4AR0dH2b59eyzYLi0tTfn4ZtpCNxKJxO5PT08PfX19HD58eNOP8fDwMJcuXXLm8b3gBfS94AWA89rcsWMHtUnCufVobGxMOAMwep6mpqY118/NzXHmzBmCwWDstWyaJnv27Fnxt/r4+Djnzp1b1+Mo66cAUERERERERG4qBQUF7N2799FehoiIyE0nXTWaaZqUl5dv+Xlzc3O57bbb8Pv9zM/P43K5KC8vz6hyPxKJcOnSJcbGxmItGbOzs2lvb18xXywqOtdsPaLdBvr6+hgeHo6Fh83NzZSVlTE+Ps7g4CDhcJjCwkIaGhoSVlFNTk5y4cKFdc1XNE2TqampWJiTk5NDY2Mj9fX1sQDFtm1Onz6N3+/Htu2MwxDDMBJuGwgEGBgYiM0DrKmpobGxcWs7KfT2OlWAyWRnO9usCgCbm5u5ePEiOb29HHrDGzCXlshaPk75/fdzrqCA6QMH1jwOAwMDm1quZVn88pe/ZPv27dTU1JCbm0tFRUXSGdXRfdZ7DsuyOHPmDLfffvuG1zo/P8+FCxeSnuPKlStpA/VMlJWVUVtby9DQ0JoAvKKiYk0r1kAgwPHjx9e85iKRCKdOneLIkSPk5+dj2zYXL15c1+O31ZW0jxUKAEVEREREREREREQeAwzDICcnJ9bic/VtHo+H4uLilMeIRCIEAgGysrLIzs5e1/mLiorWFc7Zts3JkyeZnZ1dUY21tLTEmTNn2L9//5Z1AHC73bS1tSVsM1hVVbUm7Eikq6sraagRba8ZH+rl5uYSDAZXtB8NBAJ0dXXh9/vZvXs3hmEwOzu75jHIhGVZTE1NcfXqVVwuF9XV1bhcLs6cOYNlWbHjzc7O0tPTw+HDh9f9nCbV1AQeD8zOJr49GHS2WaWqqoqZ6Wkan/983NPTGHH3OVhezvTOnVgJHof1hnGJhMPhWAvZ+vp6du/ezcWLFxkdHV0R+tXW1jIyMrLhcy4tLTE7O0thYeG69w0Ggxw9ejTtdlNTU1syG3vHjh1UVFTQ39/P4uIiOTk5NDQ0UFZWtqZadWBgIOljYlkWPT09dHR04Pf71x2SR2dXyvooABQRERERERERERF5jHC73dTX13P16tUVYVRxcTEdHR1JW1BGIhG6uroYGhrCMAwsy6KgoID29vYNBRmZmJ6eZn5+PmHwFa108nq9a26bnJykp6eHubm5WPDV2Ni4deFWApFIhLm5uaS327ZNaWkp9fX1hMNhcnNzOXv2LOFweM22lmUxPj6O3++nuLg4YRVaOtHnsbu7O7ZvsuNYlkUgEODixYvs27dvXedZze/3MzAwQGjbNvZGIpiJFwd7966p/ouuu31gAHt2dkX4BzDp9a47BF0vy7Lo6uqitrYW0zTZvXs3bW1tTE9Px+YNut1uAoEA4+Pja/YvuHKFotOnGX7607GSVK0ZhsHi4uK6f24ikQjHjx/P6LWQ6HW1UaWlpZSWlgJOK965uTlOnz7N1NQUcK0d//j4eMrnZ3Jyct1ri84Jr6ys3MQ9eOxSACgiIiIiIiIiIiLyGNLY2EhdXR1TU1NEIhGKiopSttizbZtTp07FWlBGzc7Ocvz4cQ4fPkxOTg79/f2xFppFRUU0NTVtqkJvZGQkZbvL+fl5QqEQbrc7dl1vb++K0CsSidDf38/IyAhHjhzJaCbgRkVblKa6vby8HNu2OXbsGMFgMOm2lmUxODhIcXFxRqFX/JzB+GA3ft9UwZFt20xOThIMBjcUlEbbOo6OjsbOc/bP/5yOd78bMxzGiEQIlJURqqoiZ34e9z/+Y/KDnTiBkeKxScY0zTX3Of62/Px85ubmMno8Z2ZmYqFXTk4O1dXVK25vbm5mcnJyxWNa+tBD7P2Lv2Dq0CFGnvrUlMffyGN88eLFFXM0k7Ftm4KCgnUfP5WJiQk6Oztj8wzjzczMcOrUqdj8xFTrAmJtQNMxTZPc3Fza29s3tmhRACgiIiIiIiIiIiLyWONyuTJuETg1NZW0BaVlWVy+fJnFxUVCoVBsm8nJSaanp9m2bRv19fUbWmO6SqdoJWLU4uLiivAvyrZtgsEgly9fvm5zhF0uFx6Ph/n5+aS3R6uY/H5/ymrBqKmpKRYWFigrK2NgYCBpGOpyuWhvb2dmZgaXy4Xb7aanpyfjWYFRpmmytLS0oXBqeHh4RfgHMHHnnRz97Gep+dGPGH/iE5ltbcU0DKzsbCqCQdpXhbcxJSXgdjttQuOU+Xx0/f7vkyo6amlpoaenJxYERlt37t69m9LS0hWzFFNJ99gVFhbS0dHB+fPnAbACATre+15cgQBlDz+MkeK163K50rbaXS0QCDA2NpbRtjk5OczNzREOhykuLk5a1ZupkZGRtDP7LMsiGAymDMGjMztzc3MpLi6OVRCmsqVzKR+DElbgioiIiIiIiIiIiIgAaeedzczMEAwG17zxb1kWnZ2dBAKBDZ23rKwsZQCweg7h8PBwymBnYmJiS1sjrtbW1hYLnFaLDwDTtUqMCgaD+Hw+FhcXycvLSxjkmKZJS0sL1dXVtLe3s23bNsLh8LrDP3CC0oSBXAZ6e3sTvkYWWlvpes1r8O/ciZ2dTcTtxrZtxsfHOXbsWOJ1/uZvQoLrPf39lPp8mAleT6Zp0tDQQHNzM3fccQctLS3U1dXR1tbGXXfdRWVlJVlZWRw6dCg2WzEZy7Iyas9ZUVHB3XffTXt7O7v7+3EtP6dmJMLu970Pc2kJEjwmpaWl627pOjMzk/S1tVogEODy5cucPn2aBx54gJmZmXWdK1404M9kvaZpJn1cV8/x6+joSHt/rme17mOFAkARERERERERERERSSoUCm14X9u2GR4e3tC+lZWVSUOCaKAQHzgsLi6mbcF5PQPA8vJyduzYgcvlwuVyYZpmrPXk4cOHN1TNFA1g2tvbKSoqih0zevzGxkYaGhpW7ON2uzdU9eXxeFK2gk1laWlpXdvbtk0gEGB0dHTtjWVl8J73gMez5qaOD3+YcpcLwzBij4FhGNTV1dHa2go4wVFzczPt7e00NDSsCDXn5+fJysrCk+DY4LxGKioqMg6fojMmq8JhzLjXXvmDD3LgrW/FtbgIq16TY2NjnDhxYt0hYKbzDy3LIhKJEIlECAaDnDx5MqPWoYnMzMysa+5iQ0MDubm5secmWpG6b9++FW1J3W43e/fuTRkYrn5dy/qpBaiIiIiIiIiIiIiIJFVaWsr09PS6AwtwQov1hEO2beP3+xkeHiYUClFbWxubKxiJRGKBQX19PXV1dSv29Xg8aefwbbTCLVO1tbVUVVUxOTlJOBwmPz+foqKiFdtEW3pm+njats3Y2BiHDh1ifn4+1uqzrKxszf0ZHh6mv79/XaENOEHWrl271rVPPNM01111aFkWQ0ND1NbWrr3xbW+DhgZ45zthYMAJ0Q4cwPWRj7DnCU9gdnaWzs7OWEA1PDwcC4UTBa2zs7OcP3+epaWlWOvYaLgcfR5M06SoqGhjj8O2bbAqzPLv3o3tcq253rIs5ufnGR4eXvMaTmZxcXFDP3/R8/X29rJz585177uewNwwDEpLS2ltbcXv97O4uEhOTg4lJSUJg76ysjLq6uoYGhpacd9M06SkpIS6uroNf3hAHAoARURERERERERERCSpmpoauru7E94WfWM/WeBkGEbGVWWWZXHmzJkVYWM0pGlpacGyLLKysqisrExYoVVbW0tvb2/CtRiGQWVl5ZbNFLMsi/HxcQYHBwmFQhQWFtLY2Eh+fv6Kdp+JlJSUkJeXx8LCQkZBnW3bzM7OApCfn09+fn7C7a5evUpfX1/KoMg0TVpbWxkdHWVubi5W8dbS0pK0Ki4TNTU1DA4Orjt4TBlqvfCF8IIXwNQUZGXBcpAaCoU4c+bMiraz4XCY/v5+pqenOXjw4IrK0cXFRU6cOLEmoLRtG5fLRUNDAy6Xi/Ly8jVhbcae8AQoLoa42Y6Dz3oWVm5u0vs9ODiYUQA4MzNDT09Pym1M00z5WI6Pj28oACwoKMj4Oc3KyoqFfcXFxRnNOdyxYwfl5eX09fWxuLhIdnY2DQ0NVFZWbnp2oSgAFBEREREREREREZEU3G43+/fv59SpU9i2vSKcq6mpIRgMMj4+nnBfwzCoqanJ6Dzd3d1rKg2jl3t6erjrrrvIykr+lnZOTg7t7e1cunRpTUVRTk4O27dvz2gd6UQiEU6ePMnc3FzsPPPz84yOjtLe3p72/hqGwYEDBzhz5gxzc3PYtp02ZEnXkjIQCKQN/0pKSti2bVssrNxKzc3NjI2NEQwGM97HMAxKSkrSbeS0BI3T29ubdObk3NwcY2NjVFdXx67v6elJWp0YfezD4TA9PT14PB7q6urW3wrVNOE//gP+z/+BQAACAUJp5ghm2lo32XzFqNzc3FhL1VTnmpubW9GGMxN5eXkUFRWlbAUabUu7b9++DYV2ZWVllK16jmVrKAAUERERERERERERkZSKi4u5++67GR0dxe/343a7qampwePxEAwGmZ2dJRQKrQne2tvbyc7OTnt8y7JStsW0bZuRkRHq6+tTHqempoaCggJ6e3vx+/24XC7q6uqoqanZsuq/7u5uZmdnEwZQly5doqSkhNwklV9R2dnZHD58mLm5Ofx+PyMjI8zMzCTc1jTNtJVio6Ojaecf7ty5c1Mz/mZnZ2Oh3eogNjs7G6/XS1dXV2wt0Tal4+PjCZ9XwzA2NOdteHg46X2NVtbFB4DJwuno9gMDA7HvJycnGRgYYNu2bWlfa9H9YblS9fBhOH8ePvUp+Pa38UxM4E9RBZdpxaXf70+7hsrKyhX3I5HTp09z5513rjuk6+jo4MSJEwQCgViQGj2Gx+OhqqqKurq6695eV9ZPAaCIiIiIiIiIiIjIY5Bt20xNTTE/P09WVhYVFRUp38R3uVzU1taumdmWnZ3NbbfdxuDgYGyeV1FREU1NTRSmqYKKSlTRFc+yLEZHR6mtrV3R3jEqHA4zMjKC3+8nKyuLxsbGjM9tWRYTExOxwLCqqippOGPbdspWl5Zlce7cOfbs2ZO2ag+cFosFBQWUl5dz9OhRQqHQimObpklFRUXa1pSr91vNNM11zXOLikQiXLhwgfHx8djjbts2zc3NNDU1rQiTsrOz2bVrFzt37iQSieByuTAMg97eXrq7u2PVdqZpYhgGe/bsSRuUJltTKqsr69bTljS6xs7OToqKimKvoWAwyOjoKIFAgLy8PLKysujt7WVuueVnUVERbW1tlNTVwfvfD+9/P03j45w7dy5h+GmaJk1NTbH7E23xWlhYuCaodrlcKasFTdOkoaFhzSy91cLhMDMzM+mrLleJhruTk5OMjY1hWRYVFRVUVlYm/FmUG4cCQBEREREREREREZHHkMXFRSYmJujp6cGyLCzLwjAMLl++TGtra6w95MLCAmNjY0QiEYqKiigvL09aPZSVlUVTU1Ms1Fgvl8uVNqjx+/088MADHDhwYEUrQ7/fz8mTJ1e0Jx0aGqK8vJyOjo6UFU/z8/OcOHECy7JiwVJvby9VVVXs3Llzzb7hcDj13Lrl9Tz44IOxijuXy4XH40m5jpycHI4cOUJPTw/Dw8NYlkVOTg5NTU3U1dWlrdoqKCjA5XIlDccsy9pQ2HbmzJlY+8f4Y/f09GCaZsJWotG1dnV1MTQ0RDgcJjs7m8LCQvLy8sjPz6eysjJlO9dU8vLymJ+fT3r76jaXxcXFTE5OrusclmXR29vLnj17GBoa4vLly7HrE/H7/Zw6dYqOjg4qKioAKC8vp7a2dk0wZxgG9fX1lJSUxOY2xj+/0Z+j6HW1tbWxn9XVTNOktraWvLw8mpqaks7qBCfcXFpaWtfjEH+eioqK2H2Tm4MCQBEREREREREREZFbhG3bzMzMMDIyQiQSobS0lKqqKlwuF8FgkIWFBR566KE1YVv0+6tXr5KTk8Pk5GSslWO0nWNWVhYHDhzIuHXherjd7tissVT3LRQKcfLkSe68805cLhfhcJiTJ0+uCb6iVX3d3d20trYmPJ5lWZw4cWJNdVW02jAvL4/m5uYVt2XaRtSyLM6fPx8LNt1uN+3t7ZSXlyfdJzrDsL29Hdu2k4Z+S0tLjI6OEgwGKSgooLKykoqKCi5dupRwe8MwqKysXHeLxrm5OWZmZhIGT5Zl0d3dTX19/ZoqsHA4jM/nIxAIxF5XwWCQqakpALZt27ahWXFLS0uxCrbFxcWkgdjqULKlpWXNbMlMzM7OMj09zeXLlzPa17IsLl68GAvKDcNgx44dVFZWcuXKlRWh5eDgICMjIwkrN6NhX/R1W19fz+Dg4JoqWcMwcLvdsValJSUlKUNgwzAyascrtw4FgCIiIiIiIiIiIiK3gEgkwunTp5mdnY2FABMTE3R2drJ//37OnTuXtn1idI5dtDIw/tiRSIQTJ05w5513XpfWfzt27ODYsWNpw5ZQKMR9991HVlYW+fn5KdtxDgwM0NzcnHC90erGZPv29fXR2NgYa58ZndOXm5vL4uJiRvcpevxAIMCZM2dobm6msbExbZCYLCC7evUqvb29ALF2mpcvX2b//v3s379/TSWkaZp4PB7a29szWm+8ycnJtM/F3NzcmvakPT09K8K/KMuymJqaYnJyMmUQutrqNqTR+2cYRuwc0cCtra1tTevXoqIidu3axYULFzAMA8uyME0z7c+C2+1OWnmXjGVZTE9PU1paGrtuenqahYWFFY9H9Ocp2TGir72srCyysrI4cuQIV65cWTHPsKKigu3bt8cqKYuLi9MGgPHrklufAkARERERERERERGRW0BnZyd+v39NcAdw8uTJjI+TalZcJBJhYmKCysrKjS80iYKCAg4fPszFixdjM9GSiVYDTk9Pp9wuEokwPz9PQUHBmlAtXVWYZVkEAoFYleHqUHS9bNumu7ubvr4+WltbaWhoWNf+IyMj9PX1rQiSous5deoUd9xxB3feeSfDw8NMTk7icrmorq6mvLx8Q4HtembnxRsaGkobyq4nADx37hxTU1Nr2pAC5Ofnk52djcfjob6+Pml1alVVFeXl5YyPj8fm+Pn9fvr7+5OuNRKJxGb8rUf8z084HKa3t3fdrxvDMJiamor9nGVnZ9PR0UEkEiEUCuF2u9eEyIZh0NHRwalTp9aczzAMKioquHDhAnl5edTW1mY0ozITi4uLsRarJSUl5Ofnb8lxZfMUAIqIiIiIiIiIiIjc5CKRSGx2XLLbt+o88cHEVtvq8MC2bY4dO4bL5aKxsXHFbLV0VXjR9qcnT55MGYquVyQSoauri6ysLGpqajLer7u7O+nza9s2Q0NDsQrDRLP50gkGgwwNDTE5OYlpmhQXF2OaZsrwKjpvb3Fxkf7+fiYnJ9M+VoFAIOl9mJ6eJhgM4vF4KCgoYHFxkampqYRrsG2bxcVFDh8+nFFr1mggGlVSUhJrpZooBFxYWEh7zERrin8NT05ObqjdabSVb7Tir6KigvLyclwuV8r7WlJSwuHDh+np6YmFcrm5uSwsLDAyMhJrLdvb20tbW9u6Q+h4lmXFKjOjazYMg+LiYvbs2bPhGY+ydfQMiIiIiIiIiIiIiNzkFhcXNxQ0bESmc/A2ItoucSvZtk04HKanp4e5uTn27NkDOFVhg4ODSQMuj8ezpqJyq1iWRVdXF9XV1Rk9b5ZlpWw7Gm2vuXpmYab8fv+a9qF+vx9gRavNKNM0aWpqwjRNpqamOH36dCwwTScaGsabnJzk/PnzsXPbtk1ubi4VFRUpj2UYBn6/f0OtLd1uN0eOHKGrq4vR0dEteZ4LCgpWVCFGIpENVVJalrXitTk+Pk52djaHDh1KO8evoKAg9hr3+/2cOHFixRqiz1NXVxcFBQWUlJQkPI5t2/j9fiYmJrBtm7KyMkpKSmKv18uXLzM+Pr7icYuGuOfOnWP//v3rvt+ytTYdAHq93qatWEgcG1gCpn0+XyjdxiIiIiIiIiIiIiKPdS6Xa8MtG+OZponb7U5apWWaJlVVVZs+TzIjIyNbVq24mmVZTExM4Pf7KSoqorCwkJKSkoStQE3TZMeOHYyMjKQMhgzDyGieXCLhcJjFxcWkbStXnydREBdvo8GsZVmcOnVqzX2Ifu92u2OXozP06uvraWpqwrIszpw5k3F4ZpomDQ0NhEIhhoeHmZiYwLIsZmdn19y3hYWFlC06t0J2dja7du2ivb09FkJu9PVnGEYseItaPR9xPVa38l1cXOTMmTMcPnw442P09fUlfW4sy6KnpydhABgOh2PzRKP7Dw4Okpuby8GDBwEYHh5O+NxEQ8CFhYWMXtty/WxFBWA3Tmi35bxe7yJwDngI+C/gP3w+3/X7aRcRERERERERERG5CeXl5cVa/W1ENPjbuXMnQMJQxzRNSkpKKCws3PR6k9lMFZbL5cKyrJSBkWVZDA8PU1RUhGEY7N27l87OToaGhmIBW05ODu3t7ZSUlMTaKKayf/9++vv7GR8fv25hlWEYlJWVMTExkfB2l8u1rnai8dKtOxwOc/DgwViVaVlZGW63G4CxsbF1nau2thbDMHjwwQczmqmY7vG0bXtTIVuUaZoEAoENP3+GYbB79+41c/Xy8/MpLCxkZmYm4+OkWsPc3Bzz8/MZt8pNd95kszbPnz+P3+9fsZZIJMLCwgKnT5+mubk5bfA9PT2tAPBRtlUtQK9XbbkH8AJHgNcC/V6v9699Pt/nrtP5RERERERERERERG5K7e3tnDp1al0hmmEY1NXVUVNTQ0FBQay93549e7h8+TLBYDAWStTW1rJt27brtXwASktL17QVTMcwDGpqatixYwdzc3OcOHEi5f6h0LXGc9FKv7a2NhYXF3G5XOTl5cVur6qqor+/P+nxCgoKKC4upri4OBZoBYNBTp48SSgUSrmO1edKp62tLeE8PMMwyMvLo7y8PONjxVtYWEgZ5JimCZAwYFxcXMy4Ys40TSoqKjh16lTGMxVt245VtyYKpBsbG7esJa3b7U7ZjjX6OC8tLa1Yi2maVFZWJp2LuXfvXu6///604WJFRQWFhYX09PQkfd0YhsHc3FzGAWC6xybR7UtLS0xOTiat7pubm2NpaSntuR+plsSS3FYFgNFXgsHmqwGTHcMAGoFPe73eZwAv9Pl8c5s8l4iIiIiIiIiIiMgtoaSkhAMHDnDlyhXm5uYyqma65557yMpa+zZxeXk5ZWVlLCwsYFkWeXl5CbfbalVVVXR1daUMQOLvl2ma5OXlsW3bNkzTpLCwENM0k+5vmmbCijGXy5VwNl1BQQGVlZWMjY0lbRMa/71pmmRlZXHnnXcyMTHBxYsXVwSO8du2tLSsKyTJz8/n0KFDXLx4kYWFhdhjUVlZyY4dO2JB3Xq53e6Uj5lt27GKv9Wys7NT7rtaMBhcd4vN3NxcPB4P4+Pjsfto2zb19fW0tLSs61iplJeXp/yZycrKwuv1MjY2Rn9/P4FAgNzcXBobG6moqEj6XLrdblwuV8rQ0+VyOZkdegABAABJREFUsXfvXsbHx9O+Jtbzc1hbW0t3d3fC5ycanK82Ozubtrov3bzH6MxAeXRtxW/sXq4FdnlAFSsDwag5wA9kA8VA/G+M6PZBYHh5v6Ll7YxV2xjArwH/APzmFqxfRERERERERERE5JZQXFzMkSNHCIVCTE5OcvHixaThTGVlZcowwTCMjCuNtorL5eLgwYOcPHmSSCRCJBKJzb+LVir29fXh9/vJysqirq6OqqqqWCWTYRjU19cnnX2WLPRIZdeuXXg8ntgxbdumsLCQ7du3J20/aRgGFRUVFBUVcebMGebm5mLX27ZNc3MzdXV163x0oLCwEK/Xy9LSEuFwmNzc3E0Hs5WVlXR2dia9PRrAJdv38uXLac9hGAbl5eUEAoF1BYDR6rqWlhaWlpaYmZmJtaJNFkpulMvlor29nUuXLiUMe3ft2oVpmlRXV1NdXb2uY+fl5SVttwnE2uqWlpamPVYm20TV1dUxMDBAMBhcE9i53W4aGhrW7JOuatAwDNxuN01NTfT29iZ8rKqrq9e0Q5VH3qYDQJ/P1wLg9XrvBP4RJ6gzcIK8rwL/CZxYXa3n9Xq3AXcALwKetryPG/gu8Cafzxfxer3ZOC1Afwt4JU4oGD3+b3i93tf7fL5PbfY+iIiIiIiIiIiIiNxK3G43VVVVDA8PMzMzs+ZNepfLRVtb26O0utTy8/NjFXRzc3NkZWVRWVlJbm4uALt37065f3NzM/Pz80xOTsbut2maGIbBvn371h0cGYZBc3MzTU1NBIPB2LzETGRnZ3P48GHm5+fx+/24XC7Kyso2HdpFH4utkJ2dTWtrK1evXk0afCWTlZXFzp07UwbNLpcLj8fDzp07GRsbW1fFoGmasaA0Nzd3S+93IjU1NWRnZ3P16tVYYFdcXExbWxvFxcUbPm5TUxPnz59PeL+jrUzBeay2bdvGlStXEj4X27dvX1elZ1ZWFkeOHOHy5cux+ZG2bVNeXs6OHTsSvo7T3c9odV/0Ndzb2xurWrRtm7q6uhv2d8tjzZbUbHu93ifhBHe5OOHcR4G/8Pl8i8n28fl8nUAn8E9er/cu4MtAO/AHwDav1/tMn88XBO4H7vd6vR8B/gW4h2sh4Nu8Xu/nfD5fZg2DRUTkugoGg/j9fkzTpLi4eMt6sIuIiIiIiIjI+kUDr+7ubgYGBmJt+0pLS9m+ffu65s890tLNVUu37549e/D7/QwPDxMKhSguLqampmZTVWOGYWy4qik/P/8Rr6Zcj8bGRnJzc+nu7mZ+fh7DMCgrK6O1tTVha9R41dXVsX39fj/gtE7NysqKBdGlpaWxqsh0FYPRsNbtdrNv3z6ys7O37H5moqysjLKysljF3FbMsquoqKCqqorR0dE18wNra2tXtMusq6vD7XbT1dUVm7WXm5vLtm3bqKioWPe5s7Oz2bNnD+FwmFAohNvtThlAu1wuWltbE7bijYaV0Z+jlpYWGhsb8fv92LZNUVHRI9IqWDKz6WfC6/XWAP+K0/7TBt7i8/k+tp5j+Hy+B7xe7+OB/wV2Ak8H/hp4W9w2w16v9/8CDy1vA1AP/Drw7U3eDZHHnIWFBebn53G73RQXF2f8P7Lubvj0p+Hhh6GqCl79avjVXwXNdH1si0QiXLx4MfYprqjW1taErQRuJeFwmNHRUYLBILm5uVRWVir4FBERERERkRuGaZq0tbXR0tJCKBTizJkz7N+//9Fe1nVnGAbFxcWbqtp6rIkGrhsJvoqLizlw4EDa7dxuN21tbQnDJcMwaG1tJTs7m7y8PIqKirYkfNuorTy3YRjs3LmTqqoqBgYGWFxcxOPxUF9fn7ClZ2VlJRUVFbH5kVsRgmZlZWUczjU0NOByuejq6lrRhre5uXnNe30ul2tdbUnlkbMVUex7gBKc8O/H6w3/onw+36jX630l8HOc6r4/8nq9n/H5fN1x28x5vd43A/dybSbgE1AAKJKxpaUlzp49G/skD1wr5S8vL0+57ze+Aa94BUQiEAw61917LzzpSfDv/w76cMdj15kzZ5iZmcG27RV93Lu6umK999OxbZibc15HN/AHEGPm5+e5cOHCiv7thmFw4cIFCgsLKSkpoa6u7ob+NKWIiIiIiIg8dpimqZlckpHrHbo1NDSQm5vL1atXmZ+fB5y5dm1tbbFZeLeiaFVlfLVfuu0f6erHeLW1tdTU1LCwsAA4cwzX035UHn2berve6/Xm4czwi/r4Zo7n8/l+4fV6fThz/1zAy4F3rdrmB16vtwdoWr7qrs2cU+SxJBKJcOzYMYLR9C7u+rNnz3LgwIGkn4rq6XHCv8VVjX3n5+HHP4aPfhTe/vbM1hAIBMjKylr3/8Asy2JsbIyhoSHC4TAlJSXU19dvOGAJBoMMDg4yMzOD2+2mpqYm1o7gZjA7C3//9/DTn0JhIbzoRXD33UHGxkYJh8O43W6CwSChUIjCwsIVA7G30tzcXMJZAuA8Z1evXqWuri7l4/oP/wB/8RfQ1+cEgXfdBR/+MNx555Yvd0tMTk5y+vTpNcOTo9/Pzs4yNzfHwMAA27ZtyygAFRERERERERF5rKioqKCiogLLsmLVZXLjMQzjhm5dK6lttl7nbpzWn1E/3uTxAH6CEwACPIlVAeCynwEvXr5cswXnFHlMGB11gqFELMuiq6uLQ4cOAU6QMTMzE2sT+pnPVBCJJP6Ex8KCEwC+7W3JW4FGIhG6uroYGhqKHb+wsJD29va0fcTBabN44sQJFhYWYkHT/Pw8g4OD7NmzJ2314mqTk5OcOXMm1vseYHx8nKKiYvbv33fDf5rl2DGn9Woo5ISwhgG23U043IPTgntlMGWaJpcvX6auro5AIIDL5aK6upqSkpK0f2CFQiHGx8cJhULk5+dTVla2Yp+JiYmUg5tt22Zubi7pJ7je+1746792XkdR993n3L///E944hPTPRrXhMNhwuEw2dnZ1+05tCyLs2fPrgn/Vou+tjo7OykqKrqlP8EmIiIiIiIiIrIRN/p7cCI3s80GgDvjLvt9Pt/SJo8HMLT8X2PV8ePFTwlVc1mRDK0eMrtatIXj4uIip06dIhQKYds2hmHw3//tJhhM/uM2OQlLS4lbN9q2zalTp2LDYKP8fj/Hjh1j586dZGdnU1BQkHQQc2dnJ/Pz8yv2jwYsZ8+e5a677sp4iHO03330sbBt+NGPqvn7v29mYCCPnByb5z0P/uqvoLk5o0M+opaW4ClPgenpa9c98Ykj/PZv9+J2Jw6love1v78/dt3o6CiFhYXs378/aWVgf38/XV1dsWO4XC5cLhf79u2LBVrpgrBU24yOwvve59yn1RYW4JWvhMuX08+YXFpa4vLly0xOTsbCyZqaGtra2rZ88PD4+AQpfozWsCyL3t5e9uzZs6XrEBEREREREREREUlms++KlsRd3qoG0rlxl5NNaJ2Ou6zhSnJDCAQCTE5OYts2xcXFN2RpdCZBTTgc5vjx47EBs1FlZQEMw8a2EycxWVmQrI381NQUc3NzCc9vWRbnz5/H5XJhWRZVVVW0t7evCKQikQgjIyMp1z8yMrJmAG0yw8PDK77/1Ke2ce+9dSwtOecMBAz+6Z9svvc9g4cfhm3bMjrsI+bf/u3aDMaol7+8m7y8daRSOI+93+/nypUr7Ny5c82A5/Hx8TUDmSORCJFIhJMnT3LHHXfgdrspLS2lt7c3ZbicrMrzX/91bbhXX7/A857Xx5EjU0QiJg8/XMWhQ/VJA95AIMDRo0djr9no/RgaGsLv93P48OEt+TSZbcPnPw/33x/ghS+0k77eE4mfEygiIiIiIiIiIiJyvW02APTHXc7xer11Pp9vcJPHjH+rfS7JNvHr3oqqQ5ENs22bQCDAL3/5yxVtEYuKiti7d2/a6iPLshgf///s/Xl8JPld2P+/PlV9qLvVuu/7nNGM5p7eY3bB2MaJl9hgjnzBHHZ8YHMa55s4gQQIcSC/QGLCHWLHYMMXCASD7RBsg43j+9jtuU9pdN93S92S+q76/dGqHrXUp6SZ3Z19Px8PPbbVXV31qeoebVW9P+/3e4XFxUUMw6Cmpoampqais9lyiUQirKysYBgGFRUVVFZWUldXRzAYzBmo8Xq9LC4ukkwm9732xjfO85Wv1KeDZBZNM7l0aZV3vnOBmzeTVFVV0dLSkjH+hYWFrOvczXp9eXmZaDTK2bNn08dzb8/CvQzDYHMz15+L/UKhUPoYTEy4+du/bSEazdyvZFKxsQE/8zOpMpSP2sZGqsdfYyPs/So8/zzs3l2HI0lr657mjEUyTZOFhQXW19cJh8MopaitraW7u5uJiYmc3xXDMJifn6ejo4OKigrcbve+DE1IlXFob29PB+BM0yQYDLKxsYFSiuXlJqLRBzt48eIav/zLt7DZjPR+b29P8fzzs1y8eJGysjL2mpyc3Bewtra1vb3N8vIyjY2NBzo+u/3yL8Ov/RqcPVtGIqFKCgAe9t+zEEIIIYQQQgghhBBClOKwAcD5Pb+/Cfj9g67M5/PpwBtINa9SWdZv2V2HcOOg2xPiKIyNjaVLZe4OfmxsbHDz5s10T71s4vE4V69eJRKJpAMtGxsbTE5Ocu7cuaJ64+1lmibDw8PpLDfTNNE0DZfLxcmTJ9OZdntpmkZ3dzfT09NZXz9zZoOnn17lG9+oTQcBy8qS/Nf/eo2urm1criSBAKyvrzM5OUlfXx8NDQ3YbLacfQezsbLSgsEglZWpJGArkJmLUgrnTjQmmYTPfAb+4A9SJTJf9Sr48R+Hpl3dQncHYz796SYSiexZjYYBn/tcKhD3qNq33b4N73kPfPWrqaxKXYef+il4//vB4UgtU1OTes06rN/7vTMFS2TmY5V9tR6vrKywtraW95gbhsHq6iodHR0opTh79iw3b97MCMSapklLSwsdHR0kk0kSiQQ3btwgHA6nGzw7HBu4XCfY2tKx25O8//23s2QyGsTjBs8//zy6ruNyuejo6KC2thalFIuLi3nHOTc3d+gA4Opqqk9hJALPP19DMln8Adc0jZaWlqKWNU2TZDKJruvS/FoIIYQQQgghhBBCCHFghw0AfoNUsA5SAbuf9/l8f+L3+w9a6+y9QPPOOk3g6zmWG9j5rwlMH3BbQhxaMplkdnY2a2lK0zQJhUJsbm7mDOQNDQ0RDocz3m8YBoZhcP36dS5dulRy6cLx8fF95TINw2Bra4vbt29z7tw5bt68mQ5aWhoaGojFYgSDwWyrRSn4hV+4w8c/3spf/3UfCwuKn/mZEfr7N7HZ9vflGx4eZmRkhKamJiorK1lfX88bUNrNMAyWl5eprKwkEokwPj6ed3mlFE1NTeneeNeuPciQ+/rX4QMfgE98Al73utRzTU1NzM/P72RfOkkmU8fY40nwpjfN8oY3zONyJbl/v5yPfayTjY2qRxIAvHsXLl1Kjd00H5T5/K3fgqtX4dOfTn0OP/RDqUy0RAJqa6O87W2ThwoAZlPMZxWJRBgbG6OhoQGPpxyb7QLx+CZNTRvU1Gh4vV5mZmb48pe/nPPfyJNPruB0Jtja0vjWb13Jux/Wv414PM6dO3doamqiv7+/4FhLCUDn8jd/kwq6AiSTGv/u353iP/2nGxmZitkopXC5XDQ0NORdfzweZ3x8nIWFhXTQvqWlha6urpz9GYUQQgghhBBCCCGEECKXQzVF8vv9s8ALO7+apIJ3/9vn87lLXZfP53sT8J94kP0H8LEci1/c9Xio1G0JcVRCoVDeLB3TNAkEAllfi8VirK6u5uxrZxgGa2trJY3HCkjmCohEo1FisRhPPfUUZ86coaOjI12idGlpiXv37uUt1anr8M53bjI3p9jeTvCGNyxmBP+y7YNVXrLUbCZrH+bm5gr2LmxtbcXlcvFzPwd+f2Z5zEgEtrbgu7/bZGMnX9jr9dLQ0ICmaRw7FsLpTFJREePDH36Bt751kpaWCNXVcXy+AL/6q9cYH/8yN2/eZGPj4SYcv+99D4J/u4XD8JWvwBe+kPq9vx/e/nZwu+F1r8ud/fawRaNRpqam+KM/GqGjI8ozz5h83/eV4/O18pM/WcvVqzfSAa1cdB0+8IEbeL0JOjrCOJ35S8VarO/WxsYGbnf+/+VUVFSUtF/ZbG4+yLgEuH69ih/9UR+f/nQzi4tOlpcdJBJ11NbWomkaSql0EO/8+fN5g3iJRIIrV66kg9JWFuDMzAxXr14tWD5XCCGEEEIIIYQQQggh9jpsBiDA+4G/5UHg7lXATZ/P98/9fv/fFHqzz+drBH4R+DHAukNqAs/7/f6/y7L8CaCHB5mH3zj0HghxQMUEtXIts729jaZpOW/uJ5NJRkZGWF5eprm5mcrKyoLb297ezvt6MplkfX2d6upqPB4Pt27dyto7LRelFD09PQCEQoGissQMw2BjY4P+/n5GRkYwTbOo921sbHD79m0ikUjBAGBHRwfRKHz4w6mAn6WxMcw73znOt33bMjabyTe+4eLs2U4aGxs5fvw4Simee26Rj3ykm5/+6RFqa2PY7Q+2ZSVfJpNJVldXCQQC9PT00NbWVnD8pYpG4bOf3R/8s2xvw0c+Aq95Ter33/1dOHYMZmejOJ3FZVaWyso+zfd5jYyU8773nd7XG7KnZ4JoNE6BFpgAdHdv8Zd/+QLz820kkxq6Xnym6MzMDF1dXdy9ezdnadv29vai1pePz5cKVu42N+fmN37jOABOJ4yNQUtLalxWGc9iMnhnZmaIRqP7vudWD8PFxcWiS4gKIYQQQgghhBBCCCEEHEEA0O/3f9rn8/1P4Ad5EATsBj7h8/lmgb8DrpDq5xcEHEAVqTKel4DXkAr8qV3vjwA/nmOTP7zzX2v5zx12H4Q4KG+BupBKKWpqarK+ZrfbCwa2IpEIkUiE5eVl6uvrGRgYyBsELCYgaQUkFhYWSs4sqq2tpbKykkQiwb1794p+n2EYhMNhnnnmGRYXFwmFQoTDYYLBYM7g0tbWFltbWwXXrZRC13VmZzOfb2nZ5r//9yu43Yl04MbpDDM8PMzm5iZ9fX1sbGxQWRnn/e+/zfnzgYzgX679GBsbo66ujrKysqL2vVi7A5fZmCbsTiZVCt77Xpid9TAyomGapQcBHQ4HiUQib4Dv5MmTjIyMENupR7p32Q9/uJtodH+Q63WvW8ibHbqX253ku7+7ghs3Ur0Xi2Ga8MILOl/4Qj19fSGeeWYmHTxUSqGUYmBgoGCGYDGeegp6euDOHTBNg3/0j5b43u+dobY2xsJCGWNj7TQ31wGpzL9iS/dGozA3N5/zM7B6GEoAUAghhBBCCCGEEEIIUYqjyAAEeBtQDTxHZk/ANuAdOz+5WBELK/gXBb7H7/df37ugz+dzAD8AWHX47vj9/tHDDl6Ig9I0ja6uLsbGxvYF8zRNo6amJmfwwe1243Q6CYfDBbdjGAZLS0tomkZlZSWVlZW4XK59y3k8HnRdzwjsbWzY+eu/buGzn20iFtN47Wt1fv7nwTRXiu7JZ7FKKRYq65iNlRFlBTJM02R0dJTZ2VmUUiWPxWKV8qyqgt3JjO997308ngR74zBWQKW+vj597J96aq2EoJPJ/Pw83d3dxGIxpqen08FUj8dDZ2cndXV1Je9HRQXU1MBijoqeLhd8y7fsf76xsYHR0ZGcmYO52Gw2nnzySb7+9eytVpVS1NbWUleXKmu5tbXF1NQUS0tL6WVME/z+akxzb+DZpKystM/T+m4fP36coaGhgt8H04QPfOAYn/98E7EYGEYPXV1NfMd3zPPcc1HOnvXQ3NyMw+EoaRy5KJXqwfjqVxv81E/d4PjxIC5Xaoy1tTFOn77L0FBDOrO0kE9/Gv7tv4UbN+ATn0jk7TFZzN8IIYQQQgghhBBCCCGE2O1QPQAtfr8/Dnw38AHA4EF23u5gYLYfdi2ngGHg1X6//+9zbCfm9/v7/X5/9c7Ps0cxfiEOo62tDYfDgaZp6LqOrusopaivr+fkyZM536eU4vjx40VnClmBp/v37/PCCy9w/fp1Erubku2ss7e3N73OxUUnb3vbE/z5n3cwP+9iddXJX/2VjWeegaWl0nryaZpGQ0MDAKurqyUF7OJxO3/zN0089RQMDsJP/iSMjCj6+vp4+umn6e3tpbq6uqQ+gUopHA4Hvb29AFRVpQJkSoHHk+DcufV9wT+LYRgsLi5mbK/IjwHTNFldXWVmZoYXXniBmZkZ4vE4hmEQCoW4c+cOY2NjRe/Hg/2Bn/3ZVF+/bFL9F/c/b7PZGBwcLPp7BKnPsru7G5vNxpkzZ9Lf2d2vu91ujh8/vjM2RXl5OeXl5fs+I8PI9pkpFhaKz5DUNI3e3l6UUjQ2NnLu3Dlqa2ux2Ww59+vv/76Rz3++kUhESwdvJybc/P7v9/LmN58kFOo8suCfpbUV/uEf5jl79kHwz2IF6Yvp2/mHfwj/9J/CtWupbMfJSU/e5a1+gEIIIYQQQgghhBBCCFGsIwkAQjo496+Bp4GPAQkyA32QGRRk1+sTwL8Gzvn9/m8e1ZiEeBSsQNSzzz7L4OAgJ06c4NKlS5w4cSJr8GJ9fZ2bN2/yjW98g7GxMTo7OykvLy96e8lkEsMw0uvZq7GxkWPHjmGz2fjP/3mAYNBGLPageZlhpPrJ/bf/1lB00Mjqo2aVvSwl2BQM2njnOy/wi79YzvPPp0oofvjDcO4c/M3fgNPppLW1FaVURlZhMGjjM59p5OMfb+HevVR6VHl5OZqmYbfbaWtr44knnsgI8vze74HXC15vgmQyfzAxkUhgt9uL3o/dNjc3GRkZIR6P78uEtPrS5SpfmkgkWFxcZHZ2lvX19Yz3v/e98P3fnwoCWmVL3W4oL08dq1yJhbW1tTzxxBNFZR5aWautra0AVFZW8tRTT9HZ2UllZSU1NTUMDAxw8eJFbHsa+NXV1WUEAJWC/v5Q1u38+Z+3EYnk/p5YwXKbzcaxY8doampKv1ZRUcHp06f5lm/5Fr7lW76FioqKfd+5P/uzzn19By2xGPzGb+Q/Dgc1NzeNUrnLdRYK1G1twXvek/o3mGLy5S/XsVNhNafx8fGSS/YKIYQQQgghhBBCCCFeuY6qBGia3++/DHy/z+drAF5LKiB4glSJ0CpSJT4DwALwAvA14Gt+v7/EAnZCvLToup6z359lfHyc6enpdPZcJBJhc3MTt9u9r3RnIaZpEgqFCIVCeL1eIpEIk5OTLC8vY5om4XAVt29X5cjQgi9/uYGf+qkJHI5Y3nKeLpeLrq4uGhsb0881Njayvr5ecLy6rvM7vzPA4mIZsdiDccTjqZ83vxnm5qCyMhUITO0X/PEfd/Jnf9aBrpskkwpNg9bWMF/4gpu2ttxBpYEB8PvhF37BQb5kQiujrbq6mvv37x+4/GguhmEwPz9PX19fxvMzMzOMjY1lBDudTidnzpzB5XKhafCRj6QCgX/0R7C8nOo999a3po6RxTRNkslkuv8hpD6nbGVh9+73uXPn0qVcLQ6Hg66uLrq6uva9J5FIsLm5iaZpeL1e6uvrWV5eTh+zd7xjgl/6pUGi0dQ46uqi/NiPjfKqVy2xJ36Y7svX29ubzib0er15Mz81TePcuXMsLCwwOztLLBbb6fmYO8MwmYTLl3Mfh0QiQTwex+FwpI9fsWIFInWRAs0cP/WpB8HdEyc2+KVfuoPXmypVa5rk/d5ubGwU/BsjhBBCCCGEEEIIIYQQ8BACgBa/378E/PnOjxCveMFgMCP4ZzEMI2e2WCGGYbC2toamaVy5ciUjIDc2FsNmSxKNZv9nvram8/WvX+ANb7jF1tZWOgijaRoDAwPU1NRgmmbWbL+6ujomJiYIh8P7godKKVpaWrDZbChVyVe+Up0R/NvrT/4EfuqnoLm5mcXFRT7+8Sb+/M87MrIWIVXe8TWv0bh370EAJZv+fviLv9AYHm5mfn4e09wf3DNNk6mpKdrb2+ns7GRycjL9fKm9DXPZGwiam5tjdHR03/rD4TBXr17lqaeeSgejzp1L/WQb99zcHJOTk8R3Gh5WVlbS19dXVBbp7oBhIYZhcP/+/YxSqVapzrKysnSm26VL6/zMz0zyO7/TTV1djN/+bT9eb3xf8M9ms9HU1ERra2vBQGU8Hicej+N0OtF1HU3TaGlpobGxkWvXrrG1tYXbnSQUyhUMNunqihOPq4wsz0gkwvDwMBMTIT71qWa+9rUaPB4773iHkze/2cTlUvuyHvdyOBx5g3xWlmwugUAqQNnWts0HPnAdt7v44LNkAAohhBBClMYwDCKRCLqupyccPmqmabK+vs7c3BzxeJyKigpaWloKnjcKIYQQQghxWA8tACjEK5lhGOlsJ4vfPwMYWXvNHTbodO/evX3Bgbq6KPF47sCbxwNNTU4uXrzI1tYW29vb2O12Kisr0+POlZmlaRrnz5/n3r17BAKBdEabw+Hg+PHjVFdXA3D3LtjtkCtesr2dWgbA6/VSU1PHRz/albW0YzKpsbgIn/40vPGNhY4I9Pb2EAoF2drayprhl0gkmJycpK6ujkuXLrG6ukoymaS8vJyKiop037WFhQWi0WhJn5FSCo/nQV+3tbU1hoeHcy6fTCZZXl7OKIOZzcjICPPz8xn7s76+zpUrV9J982ZnZ3NmNOq6jjtXk8E9bt++TSAQyFhXMplkeHiY48eP8+yzzxIOh9E0jW/91jJ+/ucVX/rSBB5PPOt33DAMqqur8wb/tre3GR4eZmNjA03TME2T+vp6+vv7sdls6dKqhmHw3HMLfPzjLSQSu78rJs89t8A73jFBXV2Mr30N3G43fX19uN1uLl++zN27Dv75P3+KREIRjep8+7cv4PXe4JvfjGGzQXm5J92TMpu2tjbGxsayHmNN02hra8t7XAcHU1l+P/RDkzidxQf/DMPA6/UWvbwQQgghxCvR1tYW09PTbGxskEwmicfj6WsVj8fDsWPH9lXDeJgMw+DWrVvp8UCqqsPMzAwnTpygvr7+kY1FCCGEEEK88kgAUIgjYhgG09PTzMzMEI/H0TSNpqYmuru7+exn7czNbbOnIuShaZpGeXl5OoNtt7q6GCdOhLh5swLDSEVkPJ44b3zjHK9//SJlZQaDg1VsbbXj8XgyAlbFsNvtnD59mmg0mg4eejyejKBhfT15e5s5ndDennqslMLlOkE0mjvQFgoVHwDUdZ3z58+zurqaNUAKqc9sZWWF9vb2fcE3m82WLos5NDTE/Px84Y3yYF+am5uBVKDx1q1beZdPJpOsrKzkDQBub2/vC/7t3o/79+9z/vx5PB4Pm5ub+wKWmqbR3d2dt9ymZXNzc1/wb/e2RkdHaWhoyPjOVFZCZeUiuaqpWv3xamtrs74eDoe5cuUKiUQCeJDttrS0xObmJhcvXswIbv7wD0/xhS/Us7amSCZT3++3vnWCH/zBacrKUsuYZuom0M2bN6mqqiIaTfBzP+dja0sHFG9+8xT/7J9NpJe39v3mzZucPHkya0/FlpYWlpeXCYVCGcdH0zTq6+sLluh85hloaYFnnlnNm8m6m1KKmpoamSUuhBBCCJHH4uIiQ0ND+85hrfPizc1Nrl27lrUk/sMyNTXF+vp6xpisqiN3796loqLiRctMFEIIIYQQj7/czbTEgamUH1BK/R+l1IxSKqqUmldK/YNS6keVUkcSeFVKuZVSzymlflEp9b+VUreUUgtKqZhSKqSUuq+U+gul1P+jlCqt0ZUo2Y0bNzJKM1p94F54wc+7320yP1+WMziSj9PpzFqGUylFRUUFdrs9Z1Dn537uHl5vAofDoLY2ykc+8gJve9sk3d3bNDdHWFtb4PLly6ysrJQ+sF3jq66uTvd0262uDp59lqwZYal9gLe85cHvdrsi358lpVIZhcXSNI2qqqq8Pf4Mw2BxcTHveurr67N+Brl0dXWlgzWLi4tFZQ9Go1GuXLnCN7/5Te7cuUMoFMp4vdB6QqEQX/rSl4hGozv9BDV0XU+X0Ozu7qalpaWo8a+srOQ9ZolEgu3t7YznTNMs2EtxfX09Z/nMiYmJdPBv73rD4TDLy8vpf1sAlZVxPvShyzz33AIOR5Lq6ig//MNTGcE8i1Uq94UXqtneTgX/vN44b3vbRM7lh4eHsx5vTdM4e/Ys/f39eDwe7HY7Xq+XgYEBBgYGCgZYlUr1ASz262QF+RsbG5mbm2Ntbe3IytQKIYQQQrwUWeeVkUiE6elpJiYmWF1dzXsOFI1Gswb/9rImzj0KpmkyMzOTd0xzc3OPZCxCCCGEEOKVSTIAj5hSqhr4GPDaPS817fy8FvgJpdT3mKY5dcjNvQr4dI7X7EDfzs/3AzeUUj9gmua9Q25TZJFIJLKWmjRNkzt37AQCJp/4RCs+3xouV2lRwGg0SldXF1NTU+nggmmaVFdXc+LECZLJZM6L4aamCH/0R5f5/OdP09s7Sk1NbF/WkWEY3Llzh2eeeaZg/7OD+NCH4MknIRiE3fEdtxv+w39IZUNZ2tuhsREmJrKvy+OB7/me0rafTCbTZX9y2R1Yyqa6uhq3283W1lZRwZfGxsb041AoVNR7dmfthcNhVlZW6O3tpbW1NT3GYtYTi8VIJBLU1NRQX1+PrutUV1cX3fsPYH7ewDRTwapslFL7vutKKcrKyvL2x7NmOp86dWqnR+SDDSwvL+d8nxVMt9vtxHallFZVxXnf+4b5F/9imGRSYbfnPz6Tk27i8VTk7dlnV/IG5GOxGGtra1kzFjVNo7m5OZ3lmU08HicYDKKUorKyMuP49/XB9nY1q6vLOY9xeXk51dXVOJ1OJiYmGBoawjRNlFJomsapU6eorKzMu79CCCGEEC8X8XicqakpFhcXM873LLquY7PZOHv2bNaS9qne38VNkgqFQoRCoYdeXj2RSOTt4WwYxr5Jf6VIJpOsrq4Sj8fxeDwZrRyEEEIIIYQACQAeKaWUA/gk8K07T00DHwJGgDbgHcAJ4ALwaaXUJdM0g0ew6TvA88A9YAaIAFU723kzUAOcAb6olDprmubCEWxT7BKPx3PO7Nza0lHK4MqVKr70pXpe9arljCBgvkCLZWpqaqdHXg0ul4uKiop0hpnNZqOyspJAIJD1vTU1CX71V3VeeGEjb8BjeXk5b0DjIOLxOOXla/zd35l88IM1fOxjDiIROH8e/t2/g+eey1xeKfjAB+Ctb031B9zN6Uz1T3vVq3JvzzAMDMNA1/X0xa/D4ch7IaxpWsESQEopzp49y927dwkEAnlvLjidToaHhwmFQui6jsPhyLtuy951WqU2d3/mCwsLBWc1W+9dW1ujvb29pCDRygp853eCplXxC78wi8uV+4ZFthsvHR0d3L9/P+/x2djY4Gtf+xq6rtPS0kJXVxeaphXcr2QySWtrK5OTk/uW1TTQtMI3fCor49jtBomEhseTQNfzv+fevXs89dRTJQXGDcNgZGSEhYWFjIB9e3s7XV1d6ed6e7tYX1/Nut+6rnPq1CmSySSXL1/et0wymeT69es88cQTeXsqCiGEEEK8HAQCAW7evJn3fDCZTJJMJrl69SpPPvlkusqFZXt7u6QqCTdv3uTpp58uqcpHqYqZgLf7WiEcDrO4uLhzDVVOQ0NDznXMz89z//799ERHpRR2u50zZ84U3fNbCCGEEEI8/o48AOjz+XRSmWk+YIBUIKoCOEgJStPv93/70Y3uofsJHgT/rgCvM00zHZVRSv0u8Ang9cBJ4BeBf3WI7b0AtJimmas52R8opX4R+BTwFNAA/NLOOMURynex2dW1RTyuAMWv/uoAfn8NP/iDqTKcUDj4B6mgwsbGBqFQiP7+/n29wAYGBrh8+TKJRCJ94ayUQinF4OAg8Xg8bxDMMAzC4XDhgRTJNE0mJyfTWYumafKWt8CP/7iH06dP5w2Kfd/3wdYWvPe9kEymjk8sBt/xHfDRjz44XtFolMnJSZaWlkgkEui6ns72s9vtdHZ20tLSgqZptLW1MT09nfWmglIqI2MvF+uCOhwOc+PGDSKRSNbPPRaLsbCwxuc/38Df/E0LHk+CX/mVWwWz07IxTZO5uTl6e3upr69nZGSkqAAgpD7Tubm5ogOApgmvex3cuQOJRDVLS05aW8PYbPt7Cba1taHrOoZhEAgEiMfjuN1umpqamJ2dZWtrq+B+JRIJZmZmCAaDnD17Fo/Hk/N9Simqqqpob29nZWXlwDOlX/WqNX7jN1JfoNHRchIJDYcjd5AzmUyysLBAW1tb0dsYGhpieXl53+c0PT0NQHd3NwAeT+rfwu3bt9N9YJRS6eBfWVkZd+7cyfl5WyWl+vv7ix6bEEIIIcRLTTwe59atW0Wf48bjcb761a+meyT39vbidrtL7qOXTCZZXl4u6jrgoDRNo66uLmelC6uqhGmajI6OMjc3lz4v1DSNkZERTp8+DaQCfrFYjIqKClwuF/fv3886Sezq1aslT2ATQgghhBCPryM7K/T5fA7g3wA/BhzFWbQCXjaNjnb6+v38zq8m8NbdwT8A0zQjSqm3AmOAB3iPUupXTdNcPcg2i3mfaZprSqmfIBWQBHjDQbYl8tM0LWd5l8rKBK95TYAvfrGOSETxuc81UlER50d/dKzkcqBWz4r6+vqMizqn08mTTz7J/Px8Okusurqa9vZ2XC4X0Wg0b5BS07QjbT4/OzvL1NTUvovSUCjEtWvXeOKJJ/IGJN/6VvjBH4SvfS0VDDx3LrNUaDgcTgc8LdbxN02TWCzG6Ogom5ubHD9+nM7OTjY3NwkEAukxaZqGUoozZ86UdIHscrm4ePEiQ0NDrKyspGcNK6VIJpNsbyve+97zTE+7iURS8x4++clm3vCGhZI/b9M000ExXdc5c+YM169fL6rfHpC1fFIuX/oSjI5Cqhqq4l/8i7N84APXaWyMYLcbGIairCxV3rSrq4vl5eV0WUrru1VWVkZDQ0PRM7ANwyAYDLK6ukpXVxd3797NGaRtbW1F0zSampoyyqUWQylFbW0t5eXlvOc9o/zO7/Ry7VoVgYAdlyuZMwhvGEZJAcBIJMLS0lLWsRmGwfT0NB0dHemZ3NXV1TzzzDMEAoF078aqqqr0v421tbWc2zJNk9XVVQkACiGEEOJlrdgKF3tZ50Lr6+tcvHiR5uZmZmdni16XVT7zYQYA4/F4zvL4VnCwoqKC+fl55ubmMsZuPb527VpGtYz19fW858HJZJLFxcV0GwEhhBBCCPHKdiQBQJ/P1wF8BjhOKnBnedkE8I7Aa4H6ncf/YJrm7WwLmaa5pJT6c+CdgBN4E/CHD3lsd3Y9bnrI23pFcjgcJJPJrBecmqbxe7+X4C1vgZs3YXMTnntuvuRg0G5LS0u07I6IkSoF2t7eTnt7+77lbTZbOmMrl4aGhpyvWTNkQ6EQDoeDxsbGfVmIFiv7L9e2otEogUCAmpqanNsDsNvh274t+2v379/PCP5lYxgGi4uLtLW14fF4OHXqFKFQiIWFBRKJBJWVlTQ2Nh5odqzNZmNwcJBYLMbW1ha6rhMIBJicnOQP/qCbiQk38fiDpOff+71+Rke9vOMd49TXFx+UAzKOc0VFBU8//TQLCwusra3lvQGglKK8vLzo7Xzuc6nvpmVtzck73vEEp09vMDgYRCmN972vjuPHy1hfX88arNve3mZmZqZgz8XdrEzFM2fOsLm5yfT0dMbMZ4DBwcH0ccjX89Ky+yaJruu4XC4GBgaw2Wz8h/8QZnBwiV//9Sp+9mfP8P/9f88XHF+xAoFAwX1fX1/P6CuoaVrWPoOA9HARQgghxGNvY2OjpIldeyWTSW7fvk1rayv19fUsLi4W/d6HWf7TNE2uXbvG9t6+Bjtqa2s5ceIEQN5rJ8g8Hy10rAzDYGVlRQKAQgghhBACOIIAoM/nqwA+C1hpCNYZqSIzGPi4+8e7Hn+mwLKfIRUABHiOhx8A7N31WPr/PQSaptHT08PY2FjGBZqmadTX19PT08hXvwpf+AL8/d8H6e3NXyIxH8MwSsrsMgyDa9euEU+ldmUd+7Fjx7Db7Vlf39jY4MaNG+msM6UUk5OTtLW10d3dvS9IEQ6H8za7TyaTrK2tFQwA5pJIJHL2O9zLyuDq7e3FMAxsNhudnZ1Hlu3ocDjS5UxnZ2eJx00+9anmdPDvzJl1fuRHJjl2LEQ0qjM/X0ZtbbyofnUWK+BlHWe73Y7T6SxYBtPKmiuWrqd66WXee1DcvFnFzZtVlJfDv/23qWfHx8dz3qQwDIO6ujpWVlZKKuUEqfKYTU1NLC4uEo1G8Xg8NDU1ZQRp3W53utxrNkopenp6CAaDaJpGQ0MD1dXV6ePncrl429tcvO1tqbKn165VsrGxkXNdpXxPi7khMzMzQ3V1dVE3nOrq6pifz17hWSlFfX191teEEEIIIV4ucl2DlGJra4uRkZGSAom6rj/Uc6lAIJCzZQCQPv8s9dquGDKJTAghhBBCWI4iA/DfkAr+7Q78RYG/Bb5KqtxlCMgdEXg8nNr1+HKBZf053nfklFIe4Ld3PfXXD3N7r2RtbW1UV1ene6A5HA7KysrSvboaGxt5zWsceDz3yDERtChWRlOxVldX8/Zkq6iooKkpe2JoLBbjxo0bGcEWKztrZmYm3fetVIe5KLX6GRZ7gR+NRhkZGWFubg6lFIZh4PF4OHbsGBUVFQcex14ul4utLQeJRCqw86Y3zfDjPz6Gw2GQivUkqK2NUupE46WlJQzDoL+/H4fDQSAQ4N69ezmDa1bvx+PHj+fM0oTUzQbDMNB1HaUU3/md8F/+Czm/m243nDhhsry8kjNgZq03Fotx9uxZJicnCQaDebM1lVIZn4PL5aKrqyudwXn16tV0j8H6+nqCwWDe4F9VVVVGyc5EIsHExARzc3MkEgmcTift7e20tLSglKK7u5sbN27kLD1aSv+/qqqqgssEAgG+8pWv0NzcTHd3d94M1I6ODpaWlrLur9WLUQghhBDi5cya/HWQMqC7lfJ+pRRlZWUHmpC49xw6l9XV1byTIhOJBJFI5EjbMEDqWjFfZRchhBBCCPHKcqgAoM/nswE/SSr4Z/Xs+yzwdr/fP3f44b2sHNv1eKLAsjOkAqI60K+UUuZh6p4ASqly4HXWr0AFcAb4QaB55/lrwL8/zHZEflZgKRAIcOvWLSCVwaWUYnx8nNbW1px9ICxKKTweD5u76zHuUVdXV/SYCvXVsMruZLuAnZ+fzxloMwyDiYmJfQFAl8uFzWbLOZPV6ncRj8dZXFwkGAymy4p6vd6C+2Nl3BVDKcXm5iaRSCTjGGxubnLt2jXOnTt3ZEHA5uZmRkamAairi/ITPzGG05l53HU9lXVWSvzTNE2Wl5dZWVmhra0to49hNlVVVRw7dixnkDgSiTA6OsrKykq6zGZtbS2nT/fz9NMOvvY12PsVdbvhV3/V4PbtW0VnX1ZWVnLmzBkA5ubmGBkZydvfbzcra3VzczP9nlgsxvr6es7taZqGw+FIl1KC1I2VK1euZHz+1v4HAgEGBwepqqqiv7+f+/fvp7dt9Yc8depU3iDqXm63m6qqqry9+6xtzM3Nsb6+zoULF9I9AfdyuVycPXuWO3fupLMkTdPE6XQyODh45DeMhBBCCCEetYqKCmpqalhdXT1UKdBiKaWorq7mxIkTJU1K3N7eZnR0NH2et7v9wmEmN2qaRlVVVdHn2IXYbDapEiGEEEIIIdIOmwF4CfDyIPvPD7zR7/dnrzX4eKva9Xgl34KmaSaUUkGgmtRn4AFyR3uK0wZ8PMdra8AfAb9gmuYhcs9EMSKRCDdv3tzXq8HKmit0gVhXV0dfXx+XL18mkUik12Nldp06dSpnwCCbQr3yTNPkS1/6EuXl5XR1dWX0I1tfX88bbIpEIgQCAbxebzqTSSlFb28vQ0ND+95r9aUzDINvfOMb6bKikAoS1dfXMzAwkPcYWeV6lpaWCt4kUErtC/5ZDMNgZGSECxcu5F1HsZxOJydO9PCqV63Q0rJNrhaoB70/YH1/iul/ly/45/f7M74ThmGwvLzM8vIyv/M7Xbz//Z188pMKK7ZkmvBrvwbf/u0zTEzk7jm4e/t7bzo0NzcTDAbT2YyQmanodrszlp+ens4I/hWi6zr9/f3U19dn/NuYnp7O+vkbhsHq6iq3b99mY2ODeDyOw+GgsrISt9uN2+2mrq4u67+zaDRKLBbD6XRmDUYPDg7y5S9/ueCYTdMkHA6zuLi4r5+naZpsbGwwOztLJBKhoqKC6upqbDYbZWVllJeXS2knIYQQQjwWlFKcPHmSqakppqenMQwD0zTTgayGhgYMw+D27dsHzhJUSqFpGt3d3dTV1ZU0wQtSwb/Lly9nZPTF43EmJibY3NzMGky0SrnnGrN1XgfQ29vLlStXSs5i1HU9fW5umiZer5eTJ0+WdK0ohBBCCCEeb+ows+x8Pt87gf+x86tJKvj36aMY2MuNUioGWA0M7KZp5o26KKVmAeuub4tpmtkbPRW//QHgbo6X/w/wYeB/F8o0VEq9G3g3wLve9a6LP/ZjP3aYYb1ibG9vp4MY0WiUeDx+oBmsVjkam82GaZokEon0umw2Gw6Ho+Qb/7FYjFgsVvR4lFLY7XbsdjvRaLRgANEaz+6LWEhdFEejUeBBbzSlFE6nk2g0mnU8SqmMvnq5mKbJ9vZ2OrCaa0y6rhcsP+nxeI40mBKNJlldjeP1vjjzIGw2W94AYK5ekPDg8wE729upnoDl5amg5dbWVlE3JfId02Qymf4+Wxl7SikSiUT6O6ppWrrvYbGUUrjd7n199TY3N0teT64Su4Zh7Asm6rpOWVnZvn0t9lhZ69gbAM32N8T6d3kUWX+7/14JIcRLnfzNEuKVJVdlkkQiQTgcLno9drsdTdMwTRNd1/OWXS8kHA7nvKZQSuFyudB1fd/fq+3t7XRAc+97nE5nRv/DbOeaNpuNRCKR9f3WOat13qxpWlE9poUQwiLnWEKIlwv5e1Wc3/3d3738kY98xLf3+cNmAO6uQ2gC/3DI9YkDMk3zHqnSnyildKAWeBL4aeCNOz8fU0q9zTTNnA3hTNP8EPAhgPe///3mxYsXH/bQHwuXL1/GOlZ+v//Ajdx1XeeJJ54oePFmGPD7v5/q2TY1BV4vvP3t8Iu/CLsS+IBUMOGb3/xm0YEQ0zSJxWIkEgna2tqYnZ3N27/CWm8ymcRut6fLPkIqq88qrWgtm68EqhXQu3DhQsGgXDKZZGlpifn5eeLxeDpoY5omVVVVNDc3c//+fZaXl3OuQynFmTNnSiormk0gEGBiYoJgMLgTrNVIJBQ2W64swFTAKl9vxoPQNI3e3l6am5v3vWZleuZjffbPPvtExsxh0zT54he/WHD7Ho+HU6dOFd2j0jAMbty4kREwO8jMbk3T6Ovro7q6OuP5Ysa8m5WR2tHRkZHFaGVO7v13YAXon3jiiYybStPT04yPjxe1L7qus/vv7PLyMnfv3t3379WaEHDixIl9+1mq3X+vhBDipU7+ZgkhIHU+9vzzzxd9fjUwMJBR2STb+jY3N7HZbFRUVOS8/komk3zlK1/JuR7TNKmsrOT48eP7/l7F43Fu375NMBhMX9uYpklPT0/OXs7WBMyysjJ0Xc8o3w+poGBbWxsdHR1SEUIIcShyjiWEeLmQv1eHc9gA4O67oet+v/9gUY/Hwyapkp4AZRQu6bn7DnnoKAdimmYSWCKV+fd/lFK/DPwC8E9JBWq//yi3JzIVCt5ZWW7xeDx9AWv1HDt9+nTB95sm/MAPwKc+Bds7BV2DwVRA8OMfhytXMoOATqeT06dPc+vWrYySm4UYhsH09HTRgSrDMFhfXycUCuH1egmHw4yMjJScCRmPx0kmkwVn6eq6TnNzc9Zgl6WqqorV1dWc+6zresbM24OYnp5mbGwsYz9drtzHWClFXV0dLpfrQAFAq3Rmtn2y2Ww0NDRkfV+ubMm9DMPg7t27DA4OZtxU0DStYO/Bc+fOFd6BXWZmZggGgwcu52QxTTNrKSen01mw5+ZehmEwOzubEQCcmprKOes7Ho+zsLCQcROntbWVpaWlojIBY7EYL7zwAidPnsTj8TA1NZXzPda/ycMGAIUQQggh8rFKxM/Pz5NMJqmqqqK1tbXk0plHPaZizmWtiio1NTVZX4/H49y9e5f19fX0ua5Siv7+fhobG/ctn28i5O51ZmO32zl37hzb29uEQiF0Xae6ujpviU6rzHwymcQwDMrKyhgcHMQwDAzDQNd1CfwJIYQQQoiiHTYAOLvr8Ss9D3OdBwHAOvIEAJVSNqBi59c4cLRpQPv9Eqmg3zHg/1FKnTRN885D3uYrjlWuprm5OW//soaGBo4dO8bi4iILCwsYhkFtbS0tLS1Flff73Ofg059+EPyzxGKwsADvfz/89m9nvlZdXc2lS5dYXFwkEAiwurpa9AV0bW1tutxmIVZGV3l5ebrkzkEcVfmaxsbGnJlYmqbR3t5+qAvoSCTC+Ph40ftplb3s7+8nHo8zMzNTcvDL6XTS2dnJyMgI8CADs6ysjNOnT+e8oWBtu5js1JWVFUZGRujq6sJut6OUoqmpifn5+az7qmkanZ2dJe0HcKD9z8btdmfNOmxvb2d0dLTkbVjHyMqIXFxczLmsYRj7AoCapnHu3Dnm5uaYmprKW3YVUiVDr169ypNPPlmwtNVRZ40KIYQQQuyWSCS4evUq4XA4fQ61ubnJ7Owsp0+ffuQTkUzTZGJigqmpqaL6f1dVVXHy5Mms5/imaXLt2rWs1zZDQ0Pouk5dXV3G83a7PW9bAU3T8Hq9ecdl9Zjea3Nzk2AwiK7r1NTUYLPZmJ+fZ3JyMn0+WlVVRW9vb/r6SgghhBBCiFIcNgD4/K7HTp/P1+L3++cOuc6Xq2Gge+dxFzCRZ9k2wLpLP1KoL99hmaZpKKU+SyoACPBtgAQADymZhE99yuD27RmefHKLL37xi2iaTlNTIw6HI2ufO13X6erqQtd1WlpaaGlpybH23H7/9yFXDCAWg49+NDMAaJom8XgcXddpbW2loaGBr3/960UH9Ar1ANwrHo8TCARKes9u1dXVBS9uV1dXmZycZGtrK50J2NbWti+bz2azcfbsWa5fv56eNQupC/WGhgba29uLGpNhGESjUXRdzygXagVwC9F1HafTmc5YtPo5NjQ0sLS0lHUdSql9n5FV4rO+vp6GhgbW1tZIJBJ4PB4qKir2rWOv9vb2fdmKuczOzjI/P8+pU6eoqamhq6uL1dXVff0kNU2jrq6Oqqqqguvc66Clci1W/5MTJ07se80wjIwbV6XweDzMz88zNjZWMHgH2WeG67pOe3s77e3tjI+PMz09nXcsVuah1esll8NmrAohhBBC5DM8PLwvQGZVkrh16xaXLl06VD+93Yo5p5+fn2d6ejrv+as1abG3tzdvKfpAIEA4HM66LsMwGB0d3RcAVErR1taWs0qDVYlifX29iD1OicVi3Lx5Mz2xyzrvLy8v3zeRNBAIcOXKFc6fP4/L5WJ2dpa5uTkSiQROp5PGxkba29slOCiEEEIIIbI61Jm73+8f9fl8V4ALO089B/zhoUf18nQLeP3O44vAF/Isu7sZ462HNaA9dpcZrXpE23xsbWzAq19t8iM/cpOzZzfQNKt/WZK5uXmcTgc1NTUEAoH0BZ3H42FgYKDo/mi5zM/nf31zM1Um1DQNJiYmmJ2dTV9E1tbW0tfXR01NTVFZgJqm4Xa7qa6uZm1t7VDjLoau6/T29uZdZm8wJZlMMjU1xcLCAhcvXtzXz8/r9XLp0iWWl5cJBoPYbDYaGxvxeDwFx2MYBpOTk8zMzKRvfHi9Xvr6+qioqCiYrWWprq7m1KlT+54/fvw4breb6elpkskkpmlSUVFBd3c3s7OzrKyspC/mrdJEVmlKXdczylQWo62tjWAwmLcv4m6GYXDr1i2eeuopnE4nPp+PycnJdDmosrIyOjo6aG5uPlAmZaFgl8fjSQewXS4X9fX1bGxssLGxgVIqHcTNljk7NDSUcz+tEry5shntdjvDw8NFZ3YWmgnf3d1NQ0MDly9fzlvec2lpidbW1rxZq62trUWNSQghhBCvLMlkkuXlZTY3N7Hb7TQ2NpZcsjORSLCyspLzHMg0TZaWlg40idFilRedmZlhc3Mzo5/43nN6K/sv3yQqp9NJb29vzjL4uy0vL+ddVyQSYWtrK6P8aXl5Oe3t7VRVVbG+vp71/cPDw+l9W1xczFpK1LI7C3GvYDCY9T2GYXDv3r30BDfL9vY24+PjTExMcPz4cZqamnJuVwghhBBCvDIdxdS9XwY+vvP4Z30+3x/7/f7SUoYeD38H/Mudx68Hfj3Pss/tevyZhzaiTH27Hq88om0+tt7+dqisXOHEiY0s/d5SZQPdbjcDAwNEIhHsdvuR9cw4dw78fsgVN0ldj5vcuHFjX3+1lZUV1tfXOXv2LFtbW0Sj0YIZUg0NDdTX13P58uWcQZODcLvd6SxJ0zSprKykv78/b2Bue3s7ayaVVapxdHQ0azaYrus0NTWVfFF8584d1tbWMrYXDAa5du0a586dy1rKZy+lVM59UkrR0dFBe3s78XgcTdPSM6qrqqqIxWJsbm4SiUTSZTnHxsZobGykra1tX7CzmLGcPHmStbU1bt68WfT75ubm6O7uxm6309fXR19fX+E3FaGlpSXnjG5N0+jr69sXXCsmazMcDrO0tJTzu5or89AKsFkB32JompZR/jMXj8dTsI+iaZq0tLSwsLCwL3tR0zTKy8vz3lASQgghxCvT+vo6N2/eTPf7VkoxOTlJe3s73d3dhVewIxKJ5J3UZRjGocqRh0Ihrl+/np74ttfec/poNFqwGkl1dXVRwT9r/YXcuHEjo1f7+vo6wWCQjo4OOjo6mJ+fJxaLsbW1lb422l0NYmhoCE3Tck7UCwQCRKPRosa729bWVs7PxjRNhoaGUErJuaIQQgghhMhw6DoRfr//k8CfAopUkOmDh13ny9T/Bax0k9cppQazLaSUagDevPNrBPjkwx6YUqoN+Ce7nvraw97m42xhIdWD741vnMXtzn4z3zRN5ufnsdvteL3eIwv+AbznPZCrCqDbDe97H6ytre0L/lkSiQQzMzP4fL68ATer3KTD4cDpdPLEE0/Q2dmJ0+nMyEorlVIKh8PBuXPnePbZZ3nyySd59tlnOXfuXMGsvLm5uZwBFNM0983qDYfDLC8vEwgESi4FGQwG9wX/LIZhMDIyQnNzc8FyO1ZfyELLOByOfeWUrFKyIyMjrK2tEY/HiUajTE9P88ILLxCJREraJ2tbtbW1dHV1FVUqyDCMkkoalaKjowOXy7VvHFaJ1oOUFQWKzla1jrsVWLOCusV+rzVNY3BwsKhAMOTPFLQ+F13XuXDhAm1tbenvg91up6Ojg3Pnzkl5JyGEEEJksMpJJpPJ9HmrFQicnp7O28t4L7vdnvec2Tp3OohEIsH169dJJBJ5A3G7z+mzlcTfq5RzI+tcKxelFLFYbN8xMIxUZZXl5WV6e3vp7OzMuR9WKdFc415bW8taPr4YhY5bvu0KIYQQQohXpqMp3g8/ClSTCjK9zefzNQA/4ff7Z45o/S95pmkmlFL/EfhNUsHQP1ZKvc40zXQzNKVUGfBHgBXl+F3TNFezrU8p9VHgn+38+n7TNP99lmV+DfhvpmlO5hqXUqoX+CvAukP9RdM0b5ewa2KPO3fA6YTq6vy9wQ56YVfIyZPw678O//Jfpnr+WZvxeOC1r00FCO/cyR0oA1haWmJgYCDdky4SiTA1NZXuR+f1eunq6soIWNjtdrq6uujq6gJSwbWVlRUWFxfZ3NzMuS2lFC6Xi3A4jK7rNDY20tnZmb55UEpwtFDJTdM007OE79y5QzAYTAdzrBKaxc6KXVxczHsMQ6EQSimOHTvG0NBQziy2Y8eOHTgAHIvFuH//ftaMx3g8zvDwMGfOnDnQujs6OggEAgSDwYI3Co6qz0u29V68eJGZmZl0LxOrrGhDQ8OBAsxA0cFe6zj6fL7097GY4wGp4OyTTz5Z0rHp7OxkdXU1Z3lPK7tR13V6enro6enBNM0DHwchhBBCPP7yTZCzAlfFnv86nU68Xm/OUpSHyTArtnc2PDindzqdlJWV5bwGKLUkfm1tLXa7Pet1mhVszHceaPXIrq6uLlhKNBKJHLr1Q6kSiQThcLjoyWlCCCGEEOLxd+i7uj6f71U7D3+DVG+5Z0gFAkd9Pt+nSPXCmwDWgZKno/n9/i8ddoyP0O8D3wd8K6m+iNeVUh8ERoA24J2AVZ/wDvArh9zejwH/Sin1DVJZfUOkjrMNaAG+hdRnYU3TXCAVrBWHUFWVCrqNjJTT2blFrvv/VtDHNE0WFxeZmpoiEolgs9loaWnJyPAp1U/8BLzqVfBbvwXXrkFTU+q5178eNI2CpXL2XtiWlZVx7Ngxjh07VvQYXC4X7e3tVFZWcu3atZwXwY2NjQwMDBS93nw8Hg9ra2s5L8yVUui6zuXLlwmHw/uWGxoawmazUVtbW3BbhY6hUopkMklTUxMej4fJycl0XxBd16murqazs7OoXoO5LCws5L0JEQgEiMfj2HOlhOahaRpnz55lZWWF+/fvE49nD2hrmlYwg/EwdF2ns7OTzs7OI1tnZWVlUTPGIbV/W1tb6QBgeXl5wfcqpaivry/53295eTmDg4PcuXMHIB3c0zSNU6dOZQ0US/BPCCGEEPmsr6/nPW+xyooXypRLJpNEo1F6enrSGYW7aZpGR0fHgSe2lVKRwzo/CofDdHV1MTQ0tO+9SincbndJFSM0TePcuXPcvHkzfa2gaRqmadLW1lZUGXjDMFhdzTqHN8MLL7zAwMDAvvKkdXV1eYO22Vjng4XGppQqueqJEEIIIYR4vB1FWscXyAzsmaQy4OzAd+38HJTJ0WUpPnSmacaUUm8CPga8Fmgne5DvCvA9pmluHMFmFXBp5yefLwA/aprm6BFs8xXt/HmorISPfayNb/u2ZWy2/RdZSqUukE3T5O7du6ysrKQvxmKxGJOTkywtLXHhwoUDBwEHB+FDH9r/fCgUytnjzOJ0Oo8ssFBRUUFjY+O+jDmlFHa7nZ6enqLXFY1GWVlZIZlM4vV6qaqqyhhnS0tL3gtz0zS5desWkUgkb0meYgKAlZWV+0qK7qZpWjpo5PV6OXXqVDG7WJJc+2GxyhQdJAAID0ptlpeXc/ny5X03epRSlJeXF3W8XkoqKirweDxsbm4WHQS0VFZW4nQ682abKqWK6kWYTW1tLc8++yxra2tEo1FcLhd2u52pqal0X8a6ujo6Ojpk9rYQQgghCspX0hJS5y35zvuTySSjo6MsLCykA0gejweHw5Ge3ObxeOjq6iop226vUq553G43X//619MZeU6nM6PkpmEY1NbWMjAwUPI1TVlZGT6fj1AoRCgUQtf1dGnQmZmjK2BkGAb37t1D0zTq6urSz1dWVuY8T939WVnXILqu4/F4qKioYHZ2tuC5rZw/CiGEEEKI3Y4yuGadeZs8CAi+4lIXTNMMKKVeB3w/8BbgPFAHBIDbwJ8DHzFNM396UXHOAa8nlXV5GugAKoEksAGMAi8A/8s0za8ewfYEoBR8+MPwvd/r5X/8jx7e9a4xnE4DpcAwwDQ1mpvraGpqIhAIZAT/LKZpEolEmJ6epru7+8jGNjMzw9jYWN6Zn5qmHWm2FcCxY8eorKxkcnKSSCSCpmk0NTVllPrMx+pZMTc3B5DOonM4HJw9ezY907isrIze3l5GR0ez7qNpmgQCgX3P7xYOh/NmzZmmycLCApOTk3mDf21tbQ+9H5vVHy9fWadiS81ubW2xsLBALBbD6/XS2NiYPgZut5sLFy5w//59NjZS8xKsGdHb29tcvXqVjo6OjJsXL2XJZJLq6uq8pWktmqZRUVGR/l0pxZkzZ7h69SrxeDzrjZn+/v6cs9+TyWR61nq+bVrHcm1tjatXr2Z8xgsLCywtLXHu3LmMsQkhhBBC7GVdc+Q6X6ypqckZJDNNk+vXr7O5uZnx/s3NTXRd5+LFi3g8HkzTZGtri2AwiNvtPtAExsbGxvREv1ysANj29nbGeCKRCEopjh8/jsPhwOPx4HQ6Sx7D7u1UVFTsO89qbGwsWIGjFFbf8Nra2oy2BGfPnuXu3bsEAoGMz6anp4eGhgYWFhYIBALouk5TUxM1NTUYhkEgEGBrayvrtqwMTekXLYQQQgghdjvKAGC2s+TDnDm/bIOHZuqK4S92fg66jrcBbyuwzATwwZ0f8Qg99xx85jPwvve18Z73VPOBD1xjaclFa6uTS5da0plrs7OzeYM3c3Nzhw4AmqbJ8vIy4+PjBXvkWRlfR13SUSlFU1MTTU1NB3q/1QNu97FKJpOEw2GuXr3KU089lb6YbW1tpaKigrGxsYLBvlzyXdTfv38/b48Sq9zQysoKCwsLVFRU0N7ejtfrPdBY8mlsbGR8fDzvMjdv3uTpp5/OOfvbNM19+2R9X06dOpXu8+jxeDh37hzhcJjr168Ti8XSN2iCwSB37tyhpaWFvr6+I9u/WCzG/Pw8a2traJpGY2MjDQ0NGTcu1tfXGR8fT/dcrK2tpaurK+fs5mQyyZUrV7KWgN1L0zT6+vr23RRzuVw8/fTTLC8vs7S0RCAQSM9At47nysoKJ0+eTB/3lZUVxsfH0zdlKioq6OnpyVuWyjAM7ty5k/W7ZhgGt2/f5umnn06PLxQKsba2hlKKmpoaysvL8+6fEEIIIR5/tbW1uN1utra29p37WH2Fc1lbW2NrayvruUgymWRsbIzm5maGh4dJJBLpMumNjY309/eXFGyqrq6mvLycUCiUdXsul4va2tqc5TGtSXrnzp0repul6u3tZX19vWAVjlLEYjGi0WjG5DGbzcbp06eJRCLpLMSqqqr08Wxvb99XbULXdS5cuMDs7CwTExPpY2SdJ7a0tNDR0XEkYxZCCCGEEI+PowgATnG4QJ8QL0uvehU8/zyEQh7u3i3ju77rAnsn10aj0bzrKNRnrhDTNBkeHt5XfjMbpRTnz5/PG6haW1tjamqKra0t7HY7LS0tNDc3FywtdBiGYeTNtkskEqyurmaUHPJ6vbjd7gMFAJ1OZzrzLRKJkEgkcLlc6LqezpLLNRaHw5HOirOWiUQirKys0N/ff+SBVYfDwbFjx7h3717OZQzDYHFxkZaWlqyvz8/P79sn6/HNmzd56qmnMmZQz83NEY1G9930sALWDQ0NR5KVFgwGuX79OqZppsezsbHB5OQkFy5cwG63Mz8/z/379zPGvrS0xOrqKufOncv6XZ6enmZ7ezvnTRvrxordbqevry9nKSsrIGmVWtq9PmsG9vDwMCdOnGB2dnZfVmowGOTGjRsMDg5SU1NDLBZDKZWREWsFFnNJJBKEQiHcbjc3b97MuGE2MTFBZWUlp06deqj/PoUQQgjx0mb1tbt//z7Ly8vpIJ3H4+HYsWN5+1HPz8/nzchbXV3Nml24uLhINBrlzJkzRY/TqrIwMjLC4uJiepwulytdTeTevXt5r2k2NjZIJBIZGYiGYRQsc2rZ2toiFAphs9morq7edw5ls9nw+XzMz88XrKpSCut8b3Nzk6mpKTY2NtLZfS0tLUVnVOq6TkdHB+3t7QSDQYLBYLqE6WEyIoUQQgghxOPr0AFAv9/fdQTjEOJly+sFXWdf8A9SpRXzlSEspjxmPhsbG0UF/yB14ZkvY2h8fJzp6en0uuLxOGNjY8zPz3P+/PkD9yosJBKJ5B1/MpkkEAjsC9QUCq5mo2ka3d3dbGxsMDw8nC4nZJpmOniXbyxWECdbcOz+/ftUV1fnLA15UPX19XkDgMlkkpWVlZwBwHzBVdM0mZ+fp6urK/373NxczqCUYRjMzs6WHACMRqPMzc0RCATQNI36+nrGxsb23XAyDINIJMK9e/c4ceLEvuCfJZlMcvfuXZ588sl9r+UbP6SCxwMDA5SVle27URQMBpmYmEiXQa2srMzZR9AwDJaWlujq6spZktbK4rPb7elyolYZ27q6uqyB1r2i0Sjj4+MEg8F9QciNjQ3u3bvH4OBg3nUIIYQQ4vFms9k4ceIE/f39RCIR7HZ7UQGhYkrJ5zrHWV9fJxQKlVQFQ9d1jh8/Tm9vL5FIBJvNlnHuXMzkSMMw0uewk5OTRKNRlFLU1dXR09ODy+Xa955YLMatW7fY3NzcV3KztbV13xjb2tqoqanh+eefL3rfctE0jbKyMhYXFxkaGso4nhMTE8zOznLx4sWSrguVUlRWVlJZWXno8QkhhBBCiMfbw7mjL4QAUj05lpeXs97kt/rIHUa+EqN76bqec2ZsKBTKCP5ZDMNga2uLb37zm9jtdqqqqmhrazvS5vLFlA7Ktkx5eTlra2tF7b+u65imSU9PD2VlZVy/fn3f++bn54vKpMoVsLFuRBxlT8di5TqGyWQyb6DUNE3W19czfi90IygSiZQ0to2NDW7cuJG+WQNkbDPbmAKBAPPz8wXHsb29ve+7GI/H877Pyvjca3l5mbt372Z8L9bW1vKuS9M05ubm8s44Nwwj4zMIh8PcuXOH48ePZw1C7mYdr42NjZxByNXVVaLRqMz6FkIIIQQ2m43y8nIMw2BlZSVd1aO+vn5f/+tkMonX62VjY+NAmW6GYbC8vHygMvjWOPeqqqrKe35vs9mw2+37KqBYLRECgQAXL17MONczTZOrV69mbZUwOjqK3W6noaFh32tut5u6ujpWVlZK3j+L1Xs9kUjsC/7Bg/PE4eFhOjs7CYVCaJpGbW1tzn7lQgghhBBClEICgEI8JFYmU67gX2Vl5b4Zp7kkEgmi0Sh2uz1jdmixWXBWj75ccvXasMTjceLxONvb2ywsLDA4OEhtbW1R2y7E6XTicDhyBpasjLG9mpubmZqaKrh+pRRVVVWcOHECm83G5cuXc85ktkoIHaTnh2ma6f5vR0nXdbxeL6FQKOfr2W5aQOrYFdqf3ZmdmqZhs9nyzr4OBoN89atfpaGhgY6ODnRdZ3FxkUAgkB5LTU0NSikMw+DmzZtFzS7fTSmVUWY11zKxWGxfANDpdOYNUmYLXieTyYIlp3LZHdgs5T3379/n0qVLaJqW8/g4nU6WlpYKHodgMJizlKkQQgghXllCoVB68lUymUTTNEZGRuju7qa9vZ1QKMTo6GjOCUalOKoSmZampqac/a81TaO9vZ2tra2cFVASiQT379/PKE1qTZbKxjAMxsbGqK+vzzopq1BAMhdrXa2trbS1tTEzM5N3+ZWVlX0Tz9rb2+nq6iqqtKkQQgghhBC5SABQiIfk7t27xGKxnK+fOnWqYPabdRFr9fMwDIOKiop0Pw+3200wGMy7DqUUTqczXeYxm+3t7bzr2M0qa/jMM88cSVnQQCCQ86Jc0zS8Xm/WkpNOp5OBgYGCgRsry03TNOLxeN6SrIeVLbPsKPT29qZv5Oxm9ZSrq6vL+j6lFLW1tTlnLmuatq9vYUtLC9PT03kzHePxOHNzcywsLKSfs8a2vLyMx+Ph3LlzrK6uHjiY6vF40HU9Z3DMKqe5V1tbW86eLbmybldXV0seo6W2trZgtmI2pmkSDAY5ffp0OiPVOlZKqfT3tZhZ58Vk0QohhBDi8RePx7l+/XrGZC7rnGh8fLxg7+1S6LpOZWUlGxsbJJNJysvLD93ewGazcebMGW7cuJFxfmlNCGxvb2dkZCTv+AOBAMlkMl3ZY2VlpWCJ/1gslrWaQr6AZDYul4uWlhY0TaOuri69znA4XPCY7319enoam82Gw+FgfX0dXddpbGw8UMalEEIIIYR45ZIAoBAPQSQSyZmxBakb/KurqzkztyB1EXj16lW2t7czgigbGxtcuXIFn89Ha2tr3gwhTdNobW2lo6MjbxkZt9ud7ntWrKWlpZx954pl9ePIFSRyu92cOXMm58zXhoYGysvLuXHjRt6sL9M0SSQS+45lNpWVlel+a9ayuq7jdrvRdT1n+cpswTRIfY6Li4vMzc2RSCTwer20t7eXdPFeVVXF4OBgRrDTNE0qKio4efJk3gBQT09P+kbI3vF6vV5qamoynu/s7GRtba1gBl6ucqGGYbC5ucnw8DAul6vk7D+AsrIyWlpamJiYyLlMRUVF1gBgS0sLa2trrK+vZ4zfmjWerVdKNBot+UaY1U+yuro6bwZrPslkkurqap544glmZmZYWVlJ97BZWloqKsPXNE2qqqpK3rYQQgghHj8LCws5z2kMw2BiYuLQWX+7DQ0NpddnGAZ1dXUMDAwUVVY/l8rKSi5dusTS0hIbGxs4HA4aGxvTJUPzTbCE1HVWIpE41BgsNpuNU6dOcfPmzYLnirqup88397LKvpdy7A3DYHR0NGNC3NzcHNXV1QwODsoEMCGEEEIIURQJAApxxLa2trL2eNgtmUxm7UOx2/LyMuFwOOuFYjKZZHx8nJMnT9Le3s7U1FTGclZw5+zZs0VdHLa0tOQspZONYRgFx1+IaZrMzc3lvRAOh8PcvXuXzc1NbDYbzc3NNDU1ZVzQu91uamtrmZ2dzbstpRS3bt3KOyZN02hsbGRgYIC5uTk2NjbSPUrm5+dz9pezLvb3lpdMJBJcu3YtI5gWDodZWVmhr6+vqABqOBxmcXGRWCyW7mFoGAZut7uojEO3282FCxe4f/8+GxsbKKVQStHc3ExPT8++4Kqu61y4cIHFxUVmZ2eJRCJ5S4JmY/Vh6erqQtO0koNrAwMDaJqWccPF+p5YZUpPnDiR8Z54PE4wGEQpxcmTJwkEAszMzKTLhLa3t+cMlLlcrrylOK3tWsdKKUV3d3e6hO+ZM2e4evUqyWQyY6Z6vv02DCN9I6usrIy+vj76+vqAVJA/3/d595g6OzuP5AaXEEIIIV7+VldXC07gOigrgGX1FbdKjO62srLCjRs3OHfu3KFKV9psNlpaWrKeK3u93rz7afU/tK4Z6urqWF5eznme53A48mYuVldX89RTT3H37t28faytVgLZNDY2Hjj4unvchmEQCAQYGxtLnzcKIYQQQgiRjwQAhThCwWCQa9euFTVDNFuZmd3m5+fzrmdpaQmn08ns7GzGjFKbzUZvby+NjY1Fzwy1stKmp6eLCtZomlZw/Llsb28zPj7OyspKwYvgZDKZUQJxdHSUubk5zp8/n1F+tLm5Oe/xqq2tLaocpaZpNDQ0oOs6PT09QKqMUL5ZvxUVFXR2dmbtiTg+Ps7W1ta+7RqGwcjICDU1NVmz2CB1g8baXysb0QpCnTlzpqRyo1ZJzng8TjKZxOFw5P1uWNmMzc3NjI2NFdVrcS+lFOXl5SXf6Ojr60uXfK2qquKJJ55gdnaWtbW1dIC2qakp/fkbhsHw8DBLS0sZN106OzuLvvlk9SzMxev1cu7cOba2tlBK4fF4Mo6f2+3m6aefZmFhgdXVVZRS1NfXMz09nbUvpNWXMtdnX0wvSSsDMVtJUyGEEEK8Mj2MrDBN09J9n5PJJF6vl+Hh4awTxEzTJBQKEQwGs1ZdOApNTU15q0RA5jVDbW0tDocj6+RFTdOyTojby+l0cuLECb75zW/mvCaoqanJmZ3odDrp7e1ldHT00OVXDcNgbm6O7u5umQQmhBBCCCEKkgCgEEfENE3u3r1b1EWdaZo5+7ZZiimdOD09nfV9S0tLWctR5tPd3U1lZSVTU1NsbW1lZDNlk698aS5bW1tcuXLlQGUhIXXBu7W1xfj4OP39/enny8vLaWpqylr2yGaz0dfXx9jYWMHtDg4O7ruQznehrus6XV1d+8poWmOdn5/PGQAzDINbt24RDodJJpO4XC46OztpbGxEKcX8/Dxzc3MZ27Ye37hxg6effjpvWdds7HZ7ye+xsuNKvVlh9ejr7e3N2ZNvNysoZmXVWax19Pb2Zn3fnTt3WFtb27f+iYkJlFJZyzDtpWkap0+fTvdZ3J1tqOs6J0+eRNf1rL0oLbqu09ramjH+qqoqrl27lg68Wut0OBy0t7djGEbWG3V2uz3vjShrvNXV1QX3TQghhBCvHI2NjemefEepra0tPfkqHA7nrIoBDzLwHlYA0OFwMDg4yO3bt/NmAW5vbzM6Osrx48c5f/48t27dYnNzM+Mcq6enJ+OaZmNjg6mpKUKhELqu09TURGtrKzabDafTSU9Pz77zWqUUdrudY8eOcevWLYLBYLpySEVFBc3NzdjtdlpbW/F4PExOThIKhdA0jaqqqoI9CrNRShGJRPB4PCUePSGEEEII8UqTMwDo8/k+v+cp0+/3f3sRyx2lrNsU4qVoe3u7qJ5dmqZx/PjxjAy2bKqqqtjc3Cw5g8o0TTY2NgiFQiU3ia+pqUkHs7a3t7ly5cq+2b3WTNl8pXJyGR4ePpIbErOzs3R3d2ccw/7+fioqKpicnCQcDqez+bq6uigrKytqRrRVktESj8fzZmNZwdZsAcBEIlHws9vc3Ew/DofDDA8PEwwG6e/vZ3JyMufNANM0WVhYKCq4dVj19fXcv3+/5Pc5nU5cLhdtbW24XC7Gx8fTN12qq6vRNC2dlWm322lra6O9vb2kclHb29tZg3/woM9Na2trUZ99ZWVluhff2toaSikaGhpoaWkpOWhqKSsr48knn2R1dZXl5WW2t7fZ3t4mHo9z+/ZtgHQp0d37ne37tJuu69L3TwghhBD71NfXMzExQSQS2Xceqmka1dXVBAKBvP3D9/ZQPnnyZMY5dzHXJqUGtJLJJOvr6+kMw0KVLmpra3nqqae4c+dOzj7mpmmyuLhIf38/DoeDCxcusLW1xebmJrquU11dnTHxb3Z2dt/Ev8nJSebm5rh48SIOh4O2tjbKy8szgnhNTU20tbVht9uJRCIZ1WDW1taYmJjg1KlT1NTUUFVVlXEOZ5omV69eJRQKlXTNZ5ViFUIIIYQQopB8EYhXA9ZZqNr1ON9yRynfNoV4yYnFYgWDFy6Xi4GBgaJmxLa2tjI7O3ugXhGGYbC2tlZyAHA3t9uNz+djamqKpaUlDMPA6/XS1dWVN/PINE3m5+eZmpoiEomg6zqNjY20tLQQDAYPPJ69bt++zdmzZ9O/K6Voamqiqakp3fNvt4aGhrz9P8rLy/cFeg5zg6NQgDfXuhYWFmhoaMhZQshaLhAIPJIAoM1m4+TJk9y5c2ffDaHd49nNCnJbn0FtbS21tbX7PhfTNNNZcAfpE7O2tlbwMwqFQkXPQLd68YVCIebm5lhfXycej9Pa2lpSydXdNE2jvr6ejY2NrDO8x8bGME0z47PUdZ1jx45l7SWqaRoDAwOH6qsjhBBCiMeTpmlcuHAh3a/OahPgcDgYGBjA6/Vy/fr1dLUP6z1KKU6dOsX29jbz8/Mkk0mqqqqy9ri2Jtblq5BRXV1NIpHAMIyClQ1mZ2cZGxtL/26aJhUVFQwODmK329MZhaFQCJvNRkNDAy6XC6fTWdSExHg8nm5d4PF4smbNRaPRrFU/DMMgFotx//59BgcHAfYF8SxTU1P7JgBa67t58ybnzp3bd05qlfa/e/duuty9dQysn2zKyspylpIXQgghhBBiNykBKsQRcblceWe76rpOb29vScGIU6dOcfv27QNlzR0kcJhtDMeOHePYsWNFv2doaCgdMITUjN75+fl0j7ZC41JK4XQ6iUQieZfb2NggGAxmLcuY7SZDdXU1brc7a1alpmlZS0za7XYcDkfOzE5d13Nma1kZiIuLi3n3Yy/DMIp6z6Oc9VtXV8fFixeZnp5mfX09Pdu5qamJlZUVJicn0wFLr9eb83u+93NRSh1qP4r5jpc6m3pkZCSjn+T6+jpzc3P09vbuK09arFgsljOYbxgG4+PjtLS0ZByLxsZGnE4nY2Nj6cB5VVUVPT09eUuRCiGEEOKVzW63c+bMGaLRKOFwGJvNhsfjSZ+HnT9/nkAgwMLCAolEgpqamnR/5erq6oLnO5qm0dnZyfj4eNZrH13XmZ6eTlc7sNlsdHR00NbWtu9ccHFxMWvgbWNjg2vXrjEwMJAu0Z5MJlFKMTk5SXNzM319fZSVleW9vjBNs6hJefnK9pumyerqKslkMud5q2maTE9P513HtWvX8Hq9DA4O4nQ60+0WbDYbp0+fJhKJsLm5mS4NOjQ0xPLyctbJYLtbIQghhBBCCJFPobPhYlMMJBVBvOKVlZVRWVnJ+vp61tc1TStY2m+vmpoaLl26xJUrV9je3i76fQfZ1lEIBoMZwT+LaZr7SonupZSip6eHlpYWIpEIfr8/b/DGMAyWlpaKDoYopTh79ixDQ0Osrq6mb0Dous7x48ezZjUqpejs7GRkZCTrDQ4ruyuX3t5eAoEA8Xi8pEBUNBqlqqqKQCCQ9XVN00ru8XhYHo+HgYGBfc+3tLTQ3NxMIpFAKXWgzMeDqqqqKnjTZ29Z13yWl5czgn/WOkzTZHR0lIqKigNl1VozunMF8pVSbGxs7Ps3W1VVxYULF9L7J1l/QgghhCiW0+lMZ77tppTKKPt/EG1tbcRiMWZmZtLnYkopHA4HsVgsoyxnPB5nfHyc7e1tjh8/nn7eNM2cfaJN0yQcDnPt2rWM8yfrvGx+fh6Xy0Vzc3Peiil1dXU5g3bxeJzZ2Vnm5ubyVt6wtpuv514ikSh4rWOaJsFgkMuXL1NeXp4+z9d1nba2Njo6OjJ6xA8MDOByudKBRdM0cbvd9Pf3Syl4IYQQQghRtHx3al9T5DqKXU6Ix96JEye4cuUK8Xg8fTGrlELTNE6fPl1UL7K9bDYb3d3d3L17t6h+GkopysvLD1X+86Dm5uYKjjFXwMYKaum6jsfjobm5mbm5ubzrKjUz0mazMTg4SCwWY3t7G13XKS8vzxtYaW5uJhqNMj09DaQCj7quY7PZOHv2bN4MNofDwRNPPMH09HS6nJLb7WZ7ezvncVJK4fV6qa+v58qVK1ln/ZaXl+ctw/qoKaUO3CfvMLxeL16vl2AwmDWrs7W1taSAZL6+i4ZhMDMzw4kTJ0oep2EYBQPA+f7dSOBPCCGEEC8lSim6urqora0lGAyilKKiooL79+9nreJhVbhoa2tLB9Gi0SjxeDznNvKdGxmGwdTUFK2trXR0dDA1NZWxvHVu2tfXl/X9sViMy5cvZ1yz5WOaJleuXKGvry/rJLxSrvFisRhra2vp3xOJBFNTU4RCIU6dOpU+77OOcUdHB9FoFE3TsgZ0hRBCCCGEyCfnnVG/3//FYlZQ7HJCvBI4nU6efPJJFhcXWVxcxDAMamtraWlpKapHRS61tbXp8pX5KKWorKxkcHDwRQka5CqVuZvb7SYcDmcESK2+I7uDNX19fSwsLOTtL3LQ2a8Oh6Poz0MpRXd3N62trekeglYArphjbLfb6enpoaenJ/3c6Ogos7OzWfdNKUVzczNlZWWcP3+e4eHhdDkg0zRpbGykr69PgkI7Tp8+za1btzL6S1rHafcxL0Y4HM77eigUOtAYC5X9NQxDynoKIYQQ4mUhmUwyMjLC4uIiSikMw6C8vByPx8PW1lbO91lBwFLPz3KJx+PE43G6urrwer1MTEywvb2dLlXf3t6e83x/dHSUWCxWUoWOZDLJ/fv30XWdhoaGjNestgCrq6sH2herv/fGxsa+6xtN0w7ci1oIIYQQQgjpASjEEdN1nZaWFlpaWo5snZqmcf78eW7evJm1xKhSCo/Hw4kTJ3KWpnkUysvLWV9fz3kxbbPZuHDhAqurq+m+I1VVVbS2tu6b0appWtYZvbtfz1d+86g5HI4D94Dbq6uri42NDTY3NzP2TdM0jh8/TllZGZDKcLt48SLRaJREIkFZWdkj7f33cmCz2Th37hxbW1vp/oQ1NTUHmiGt63reWeAHLW/q8XioqKhgY2Nj378NpRT19fWHmiAghBBCCPEomKbJ9evX953DhkIhbt68WbDf9+4ymU6nE5vNVrD8Zj5W5l1tbS21tbVFvSeZTLK8vHygfumGYTA2NkZ9ff2+yXi9vb2sra0duA+7YRjMz89LeU8hhBBCCHGkJAAoxMuEruucO3eOubk5xsbG0heXpmnS1NREX1/fgUqMHqXW1tacfTg0TaOtrS09a3bvzNlsOjs7CYfDLC8vp28y6LqOruucPXv2Rd/fg7I+y9XVVebm5ojH41RUVNDW1obb7d63fK4eLuIBj8dz6OB3U1MTMzMzOb+/hwkADw4OcvPmzfQNMyvztaqqKqMfjhBCCCHES9Xa2tq+4J/F6lOXi6ZpGS0KrP7fw8PDWdfndDrzluj0er0HmpxVqFdfIbFYjFgstu/c3O1243a7cTqdGSU+S5GvJKoQQgghhBAHIQFAIV5mWlpaaG5uJhQKpUvuHDQz6aiVlZVx7NixfRfymqZRUVFBR0dHSetTSnHixAk6OztZWloimUxSUVFBbW3tyzb4Z7EyGB9lFqPIr6Ojg6WlpX0loawM28N8Vna7nQsXLhAMBgkEAiilqK2tfVEzdoUQQgghSpGvPL9F07ScAcLx8XGmp6dpaWmhpqYmXQ0kEAiky91DqqrI4OAgd+7cSV/z7N1Grv5+hRxF3+pcgU5N0zhz5gxLS0vcu3evqP6CFquPohBCCCGEEEfppRE1EEKU5KV8gdjU1ERFRQUzMzOEQiHsdjstLS3U1tYeuG+d2+2mq6vraAcqxB52u52LFy8yNjbG0tISpmmiaRotLS10dXUdSdC5oqLiJftvVwghhBAin2QyWdRy2UqBmqaZzp4bGRkBHgQLNU1D0zTa29szJkidOXMmo9+gaZqUlZVx/PjxA59PaZpGQ0MDi4uLByrXabPZClbmaGhoIJFIMDIyknEsdF0nmUzmDJCura3h9XqLLmcqhBBCCCFEIRIAFEIcObfbzbFjx17sYQhRMofDwcDAAMePHyeZTKLr+oED10IIIYQQj5OqqirW19fzZrZZryml8Hq9hEKhnIE2a1nDMDAMg9nZWdra2tKv67rO8ePH6e3tJRKJoOs6Lpfr0PvR29vLxsYG0Wh0377k62OoaRrd3d1FnRu2tLTQ2NjI2toa8Xic8vJyysvLuXv3Lqurq1mPYTAY5Pbt27S3t9Pd3X2wnRNCCCGEEGIXCQAKIYQQeyilXjKldYUQQgghXgqam5uZnJwsalnTNNnc3Cxp/YlEgpWVlX29wm02G+Xl5SWtKx+73Y7P52N+fp65uTkSiQTl5eU0NDTgcrmw2WzcvXuX7e1t4EFQsKuri+bm5qK3o+v6vhLyJ0+eJBgMMjQ0lF7/boZhMD09TX19/ZHusxBCCCGEeGXKeXfT5/O99VEOJBe/3//HL/YYhBBCCCGEEEKIVzK73c6ZM2e4ceNGUeVAS+mBB6kSo4FAYF8A8GHQdZ22traMjMPdfD4foVCIzc1NdF2npqbmSCaHWa0cIpFIzmUMw2Bubk4qqgghhBBCiEPLdwb7UaD0ovhHTwKAQgghhBBCCCHEi6yyspJnnnmGK1eusLW1deTrP4qey0fF6/Xi9XqPfL3JZLJg/8FwOHzk2xVCCCGEEK88xZxdqxfxRwghhBBCCCGEEAeUSCTY3NwkGo0eyfp0Xaeurq6oXnil9FLWNO2RZP+92HRdLxjodLvdj2g0QgghhBDicVaohsVBgnC5prLtXVexywkhhBBCCCGEEKIEiUSCkZERlpaWUEphGAbl5eUcP3780P3lWlpamJ6ezpvJpmkaTU1NLCwsFCwHqmkaXq+XioqKQ43r5UApRXNzM7Ozs1mPn6ZptLa2vggjE0IIIYQQj5t8AcA/OsD6TgEXSQX3rECeAQwBE8DGznOVQBdwnAdZiNaZ72Xg1gG2LYQQQgghhBBCvOIZhsG1a9fY2trKCDKFQiGuXr3KhQsX8Hg8Ja1vZWWFzc1N7HY7DQ0NnDhxgjt37uQMYtXU1HDs2DFqamq4e/du1r6BmqZhmib19fUcO3aspIzBUpmmyerqKvPz88TjcSorK2ltbaWsrOyhbTOXrq4uAoEA4XA4IziqaRpdXV2SASiEEEIIIY5EzgCg3+9/eykr8vl87wV+iAfBv68Dvwd80u/3Z20O4PP5PMB3Az8JXNp572ngj/1+/++Usn0hhBBCCCGEEELA6uoq29vbWYNzyWSSsbExTp8+XdS6QqEQN27cwDAMkskkSinGx8dpb2/nqaeeYmxsjJWVFQzDSJe2bGlpoaenB4C1tbW8mYJPPvkkLpfrAHtZvGQyyY0bN9jc3EwHIkOhELOzs5w8eZK6urqHuv29bDYbFy5cYGFhgbm5ORKJBOXl5bS3t1NVVfVIxyKEEEIIIR5fhUqAFsXn8/1r4D/t/JoAftrv9/+PQu/bCQz+KfCnPp/v3cDvAHbgN30+n8Pv9//6UYxPCCGEEEIIIYR4pShUdnN1dZVEIoHNlv+WQDwe5/r16yQSifRzpmlimibT09O4XC5OnjyJaZpEIhGSySQulwtd14FU4K3QWNbW1h56ycvx8XFCoVDGOKz9uHPnDk8//TQOh+OhjmEvXddpbW3Nuu/xeJzl5WUSiQQej4eampqHmh0phBBCCCEeT4cOAPp8vieA/x+prD8T+AG/3/+JUtfj9/s/5PP5loG/2nnqV30+3xf8fv/lw45RCCGEEEIIIYR4HIVCIZaWlkgmk1RVVVFXV0c0Gi34vuvXr3PhwoW8gaV8wTvDMJiYmKCpqQmlVEYWn2EYrK2tsb6+njf7zzAMNjc3C471MAzDYH5+Pm8Qcn5+ns7Ozoc6jmJNT08zPj4OpMau6zq6rjM4OIhpmul+iRIQFEIIIYQQhRxFBuCvkOrjZwJ/dpDgn8Xv93/c5/P9T+AHd9b5K8B3HMEYhRBCCCGEEEKIx4ZhGNy+fZtAIJAObi0uLjI8PJyRsZdLKBRibm4ub/bd7nVnE41G92USbm5ucuPGDZLJZNa+f3vZ7faCyxxGPB4vGIScmZlhc3OTpqamFzXbbnl5mfHx8Yxjbh3Hq1evpjMrNU2jr6+PxsbGF2WcQgghhBDi5UE7zJt9Pl8D8DpSwT+ADx56RPD7O/9VwD/y+Xz1R7BOIYQQQgghhBDisTE6OrovQJdMJosK/llGRkYIBoM5X7d6+uViZaRZEokE165dIxaLFRX80zSNpqamosebTzKZZGVlhcXFRba2ttLP22y2vAFAeFBy8/bt21y/fj1v0LOQSCTC6Ogoly9f5tq1aywuLha9vr3Bv72sYGA8HmdoaIilpaUDj1MIIYQQQjz+DpsB+AypQB2AAXz9kOtjZx3W2bkCngU+cQTrFUIIIYQQQgghXvaSyWTBspbFME2T8fFxzp49m/X1pqYm1tbWcm6nqqoqIwBYSrBL0zSam5txu92lD3yP2dlZxsbG0r+bpkl5eTmnTp3C4XBQU1PD6upqwfUYhkEwGGRsbIy+vr6Sx7G2tsatW7fS/QUhlWk5PT3NuXPn8vZcTCaTbG9vF70twzAYHR2lvr5eyoEKIYQQQoisDpUBCHTterzu9/sLT/ErYGcd6zwILHblXFgIIYQQQgghhHiF2d7ePrKgT74yn7W1tbjd7qzb0jSN3t7ejOfyBQt3czqd9PX1HSjIttfS0hKjo6Pp7LhkMpkO5F29ehXTNOnr68sbfNutmJ6B2Zimya1btzAMIyPjMJlMsrW1xcjISN73H+TzjMfjhMPhkt8nhBBCCCFeGQ4bANw9Va/C5/Md+gpkZx0VPMgCdOVZXAghhBBCCCGEeEXRdb1gWcujoJTi3Llz6SwzXdfRNA23283Zs2fxer0ZyxcqGQrw7LPPcunSJVpaWg4dxDRNk7GxsZzBulgsxurqKi6XC5/PR2NjY1HbNE2TWCxW0ljylV41TZOlpaW8ZVE1TaOysrKkbSqlHsn3QAghhBBCvDwdtgTo8q7HOnAGuH7IdZ7ZWZd1FrtyyPUJIYQQQgghhBCPDZfLhcPhIBKJHHpdbrc7b+DOZrNx8uTJdLaZ3W7H5co+T7exsZG1tbWcga6Kigrsdvuhx2yJxWJEo9Gcr1t9Aevq6igrK+PEiRMMDAwwOjrKzMxMzveZpomu6yWNxco8zEUpRTQazVvytLe3l2vXrpWUfZjrsxBCCCGEEOKwGYBTO/+1gnVvO+T6AN6+819rWt70EaxTCCGEEEIIIYR4LCil6O/vzxq4U0rhcDiKysbTNI3u7u6itmm326moqMgbcKqtrcXlchVdMvRR2Jshp5Siubk57/GprKwsOVCpaVre7ELDMAqWIa2oqOD06dM4nU40Tcs7Rk3TaG9vL+pzFkIIIYQQr0yHPVP8EmB1qVbAT/p8vicOujKfz/ck8JM8CCiGgS8eaoRCCCGEEEIIIcRjpra2llOnTuFyudLBIl3X6ezs5Omnn+bs2bO0tLTQ2NhIV1cXdrs9ndVmLd/d3U19ff2+dZumeaDSklbJ0Lq6uoySoWVlZZw+fbrkEpeFOBwOnE5nztd1Xc+6fx6Ph8bGxqzBM13X6e/vL3ksNpstbwCwoqICh8NRcD3V1dU8/fTTnD9/ntOnT3PhwgXcbnfGZ6eUoqmpic7OzpLHKYQQQgghXjkOVQLU7/eHfT7fx4EfJhW0swN/5/P5vsfv95cUuPP5fK8G/opU+U+1s76P+/1+6WgthBBCCCGEEELsUVNTw1NPPUUkEsEwDMrKytJBrcrKyoyAW2dnJ6urq2xvb2Oz2aivr8/IcjNNk7m5OaampohGo2iaRkNDA93d3XmDbHvZbDYGBweJxWKEw2FsNhtut/vQ/f6yUUrR09PDvXv3spbNdDgc1NbWZn3vsWPHKC8vT++vUoqamhp6e3vzlunMxcrIm56e3jcWXdc5duxY0etSSmX0V3ziiSfY2NggGAyiaVq6pKkQQgghhBD5HLYHIMDPAd8FlJMK2lUBn/f5fH8C/J7f738+35t3sv5+GvghUhmJ1jTDLeDfHMH4hBBCCCGEEEKIx1YxwSClFHV1dVlfM02Tu3fvsrKykg5eGYbBwsICq6ur+Hy+koKAkAq+FZPxdlgNDQ3E43HGxsbSz5mmSXl5OadOncoZeFRK0draSktLC4ZhoJQ6dDnN7u5uPB4PExMTbG9vp4N13d3dh+rVp5SiqqqKqqqqQ41PCCGEEEK8shw6AOj3+2d9Pt9PAH/Mg8w9BfwI8CM+n28BuAJMAMGdt1UAXcAFoGnnud3vNYAf9/v9ubtyCyGEEEIIIYQQoiSmabK6usrk5GQ6G7C6ujoj+LdbPB7n/v37nDp16kUYbXFaW1tpamoiEAiQTCYpLy/H4/EU9V6rVOlRaWhooKGhAdM0H0rWoxBCCCGEEMU6igxA/H7/n/l8PhvwYVIlPK1AHkAz8E9yvHX32bD1niTwLr/f/2dHMTYhhBBCCCGEEEKkjI6OMjc3lw72JZNJFhYW8r5nZWWFF154gePHj1NRUfEohlkyXddzZji+GCT4J4QQQgghXmyHq2+xi9/v/2PgKeAmDwJ7Jg9KerLz/N6gn7nrtVvA036//6NHNS4hhBBCCCGEEOJxF41GGR0d5Wtf+xpf+cpXuHnzJhsbGxnLhEKhjOBfKba2trh27Rqbm5tHNWQhhBBCCCHEQ3RkAUAAv99/FbgI/ADwf3mQ1bc38Lf3uS/svOe83++/fJRjEkIIIYQQQgghHmfhcJgXXniBmZkZYrEYiUSC1dVVrl+/npHdNzs7e6Dgn8UwDEZHR4taNpFIMDk5yTe/+U2+9rWvcevWLYLBYOE3CiGEEEIIIY7EkZQA3c3v9yeBvwT+0ufzeUllBZ4FaoHqncUCwCpwHXje7/fLVYAQQgghhBBCCHEA9+7dI5FI7HveMAyGh4epra3FbrcTiUQOva1AIIBhGGha7vnEsViMy5cvE4/H0wHHlZUV1tbWOHbsGE1NTYcehxBCCCGEECK/Iw8A7ub3+0PA53Z+hBBCCCGEEEIIcYSi0WjBzLqlpSVaW1txu92sr68fantKKUzTzLvM8PAw0Wh03/NWQLKmpgaHw3GocQghhBBCCCHyO9ISoEIIIYQQQgghhHh0YrFY3mw8wzDSmX+tra15lwUKBuacTie6rud83So/ms/usqRCCCGEEEKIh+OhZgAKIYQQQgghhBDi4XE6nXn7+mmahsvlAsDj8dDV1cXY2FjO5WOxGLquk0wms66rq6sr6/u2t7eZmZlhY2Mjb4agYRiEw+GcrwshhBBCCCGOhmQACiGEEEIIIYQQL1MOh4Oqqqq8yzQ0NGQ8VkrlXFYpRWNjIzabLZ3pp5RCKUVbWxuNjY373rO4uIjf72dubo6tra28Y1FKpQOSQgghhBBCiIdHMgAfApW6mvp+4C3AOaAeWAPuAP8T+Khpmvs7tB9sWx3AdwCvAs4CHUAZsAEMAZ8HPmya5tRRbE8IIYQQQgghxEvLwMAAly9fJpFIZGQDaprGiRMnsNkeXPonEgk0Tcua4QdgmiaapvHMM8+wvLzM5uYmdrud2tpaAoEAly9fJplMUllZSXt7O7quMzQ0lDcLcTcrwCiEEEIIIYR4uCQAeMSUUtXAx4DX7nmpaefntcBPKKW+57BBOaXUJ4DvArJN36zb+XkW+NdKqV8wTfMDh9meEEIIIYQQQoiXHqfTyRNPPMHc3BwLCwsYhkFVVRXt7e2Ul5dnLFtWVpa3RKeu65SXl6NpGo2NjTQ2NhKLxbhy5QqxWCwd6AuHwywtLVFTU5N3fbtpmkZvby9Op/PgOyuEEEIIIYQoykMJAPp8vgrgGeBpUhlp1YCX0kuOmn6//9uPeHgPjVLKAXwS+Nadp6aBDwEjQBvwDuAEcAH4tFLqkmmawUNs8hQPgn8vAP8XGAaCO9v7PlIBQCfwX5RSTtM0/+MhtieEEEIIIYQQ4iXIbrfT2dlJZ2dn3uVsNhsNDQ0sLi5mDdwppaivr8947v79+0Sj0X3LG4bByspKUWPzer10dnZSWVlZxN4IIYQQQgghDutIA4A+n68L+DfAj5AqQ3kYCihuGuFLx0/wIPh3BXidaZoB60Wl1O8CnwBeD5wEfhH4V4fYXgT4PeB3TNMcyvL6byil/l/gv+78/u+VUn9pmubwIbYphBBCCCGEEOJlrL+/n+3tbba2ttKlQDVNQynFmTNn0r3/IFUydGVlpegsv72UUly6dAlNK3U+sBBCCCGEEOIwjiwA6PP5vhf4A6CCB1lp1hXC7hKVe68a9pavfLkF/QBQStmAn9/51QTeujv4B2CaZkQp9VZgDPAA71FK/appmqsH3Oy37t3GXqZp/oZS6llS2YA24IeBXzrg9oQQQgghhBBCvMzpus758+dZW1tjYWGBZDJJdXU1TU1N2O32jGWj0WjenoGQCvLlChDW19dL8E8IIYQQQogXwZEEAH0+33PA/+JBiU+TVGBvbyAQCgf8svWzezl4LWDVSfkH0zRvZ1vINM0lpdSfA+8kVZrzTcAfHmSDhYJ/u/wlqQAgwOmDbEsIIYQQQgghxONDKUVtbS21tbV5l7Pb7em+f7nWU15eztbW1r7l7HY7vb29RzJeIYQQQgghRGkOPQ3P5/PVAH+2sy4rmBcAPkAq6PQbZAYDXwN8J6kA2H8n1Sdvd9Dv/wKv21nutYcd3yP0j3c9/kyBZXe//txDGMteoV2PXY9ge0IIIYQQQgghHgMOhyNv3z6lFIODg/T39+NypS43NU2jubkZn8+H0+l8VEMVQgghhBBC7HIUGYA/DVTxIPh3Gfgnfr9/GcDn8zXsXtjv939x168f8fl8OqmylP8VqAZeTaq33ff5/f7IEYzvUTm16/HlAsv6c7zvYdm9jclHsD0hhBBCCCGEEI+J48ePc/nyZZLJZEapT03T6OnpoaysjObmZpqbm1/EUQohhBBCCCF2O4pC/D/Kg5Kfm8B3WcG/Yvj9/qTf7/9j4AIPsgGfAz5yBGN7lI7tejxRYNkZwGqg0K+UemhlT3d6E75911N/+7C2JYQQQgghhBDi8eNyuXjiiSdoaWnBbrej6zqVlZWcPn2atra2F3t4QgghhBBCiCwOFQD0+XydgHW2bwIf9Pv98wdZl9/vnwL+CRAjFQT8fp/P96bDjO8Rq9r1eCXfgqZpJoDgzq82wPOQxgTwPmBg5/ENJAAohBBCCCGEEKJETqeT/v5+nn32Wb71W7+V8+fPU11d/WIPSwghhBBCCJHDYUuAXtz5ryIVAPyrw6zM7/ff8fl8HyJVVhTgZ4FPHmadj1D5rsfFlC4Nkyp5CuAllT15pJRSrwF+eefXBPDjpmnm7t6ees+7gXcDvOtd7+Ly5ULVTAXA9va2HCshxMuC/L0SQrycyN8sIcTLhfy9EkK8nMjfLCHEy4X8vTqcwwYA6/b8fj3LMubuX3w+n9Pv90fzrPNPSQUAFfCUz+drPmhW4SuZUmoA+EsefMb/1jTNrxd6n2maHwI+BPD+97/fvHjxYoF3CIDLly8jx0oI8XIgf6+EEC8n8jdLCPFyIX+vhBAvJ/I3SwjxciF/rw7nsD0Ad9f72PT7/dky3/Y+5yqwTj+poKEVOHzygGN71HZn8JUVsfzu4xA6yoEopbqBzwG1O0/9pmma/+UotyGEEEIIIYQQQoiXpkQiQTAYZHNzE9M0C79BHEgsFmN5eZmVlRXi8fiLPRwhhBBCiAyHzQDcfRaZK6tvb3CrCVjPtUK/35/0+XwBoGZn/Z2HGeAjtM6DgGgdeUp6KqVsQMXOr3Fg66gGoZRqBz4PtO489d9N0/x/j2r9QgghhBBCCCGEeGkyDIPR0VHm5+dRSgGg6zp9fX00NDS8yKN7fBiGwfDwMEtLS+njbJomra2t9PT0pJ8TQgghhHgxHTYAGNz1uCLHMut7fu8E7hVYr5MHwcXyfAu+hAwD3TuPu4CJPMu2AfrO4xHziKbjKaVaSAX/unae+kPgJ49i3UIIIYQQQgghhHhpu3PnDmtraxiGkX4umUxy7949lFLU19dnLB+NRllaWiIWi+HxeKivr0fX9b2rFXsMDQ2xvLyccZwBZmdnAejt7X0xhiWEEEIIkeGwAcCpXY/tPp/P6/f792b8WcE+K8j1BPB3uVbo8/naAc+u5cOHHOOjcgt4/c7ji8AX8izr2/O+Q1NKNZEK/vXtPPUnwLuOKrgohBBCCCGEEEKIl67Nzc19wT+LYRiMjIxQV1eXzk6bmJhgcnISSGWv6brO/fv3OXPmDJWVlY907Llsbm4yOTnJ+vp6OoDZ0dGB0+l80cYUiUSyBv8gdZxnZ2fp7OzEZjvsLTchhBBCiMM5bA/AoT2/D+5dwO/3zwOrO78q4HsLrPP7dy0LsHDg0T1au4Oar8+5VMpzux5/5rAbVkrVA/8AHN956i+At5mmuf9sVAghhBBCCCGEEI+dlZWVrEEpSzweZ3t7G4Dl5WWmpqYwTTPdIzCZTJJMJrlx4waxWOxQYzFNk42NDaamppiZmSEcLn1u9+rqKleuXGF5eZl4PE4sFmNubo7nn3+emZkZZmdnWVtbe+Q9DpeXAxRq97exsfFoBiOEEEIIkcehAoB+v3+UB8E9gPM5Fv1bHgT0zvp8vjdnW8jn8/UAP09mb8FvHmaMj9D/BZZ3Hr9OKbUvGAqglGoArP2PAJ88zEaVUjXA54CTO0/9NfAjpmkmD7NeIYQQQgghhBBCvHysr68XXCaRSGCaJuPj4zmDhYZhMDc3d+BxxGIxLl++zPXr1xkfH2d0dJQXXniBu3fv5g1Q7pZMJrlz586+5U3TJJlMMjIywujoKLdv3+brX/86odDeYlQPRzQK//k/Q774qGEYj2w8QgghhBD5HDYDEOBLux5/R45l/nTnvyapQOBHfT7fv/f5fL0+n8/m8/nqfD7f24GvAFW7lr3u9/vHjmCMD51pmgngP+78qoA/VkpV715GKVUG/BGpEqcAv2ua5u4A6u5lP6qUMnd+/n2OZSqBvwfO7Dz1SeDNO2MRQgghhBBCCCHEK8DKykrBrDPDMLh69Spf/epX05mA2ZimSSAQONA4TNPkxo0bbG5uYhhGOsPQMAyWl5cZG8t/iycUCjE0NMSVK1cKBgsNwyCZTBKLxbh27dqhsxaL8cEPwv/5P1VoBe6mTUxMSBagEEIIIV50RxEA/Ntdj1/r8/m8exfw+/2fJdUTT5EK7DmAXwSGgSiwCHwYaOJBkBDgV45gfI/S7wNf3nl8AbiulPp5pdQPKKX+JXCFB+U/73D4/fs0qX6DAHPAnwFvUEp9d56ff3zIbQohhBBCCCGEEOIlZHx8vOhSmIlE4TnDWqEIVw7BYDBncNHKLLS2/41vwBveABUVUFtr8sEPDnPlylXm5+fZ2toqqbSnaZrMzs5m/P4wSoP+9m/DxISLb3yjhmSBukvXrl1ja2vryMcghBBCCFGso+hI/NekAl92wA28E/jNLMu9i1SGXwOZQb7ddp+d/YHf7//rIxjfI2OaZkwp9SbgY8BrgXayB/muAN9jmuZhp4Nd2vW4hVTvv0Imga5DblcIIYQQQgghhBAvAYZhHGmgSdM0mpubD/Te9fX1vJl7Sim2trb49Kcreec7IRwG04TXvW6Jjo4FTLO4EqF7GYbBysoKlZWVjI+Pp0tw1tTU0N3djde7b676gSzvNH75j//xBH/7t19B13MHGU3T5Pbt2zz55JNHsm0hhBBCiFIdOgPQ7/evAz5SwahLwKdyLDcKvI5U5psV/DP3/FgZgr8O/Nhhx/ZiME0zQGo/30wqO3IOiJHKcvw88G7gKdM0p160QQohhBBCCCGEEOKxoFS2+dUHX5fL5aKuru5A79c0reB4trYU73wnbG+ngn8AP/zDk7hcBwv+WeLxOLdu3crov7e2tsaVK1dYXc3afaVk7e3WtnQ2NwvPqd/e3mbZihoKIYQQQjxiR5EBiN/vv1nkcrd9Pt854C3A9wBnSWUExoEZUgGy/+73+28fxbheLGaqzsRfUFxGXq51vA14W4Flju4sXwghhBBCCCGEEC87Simqq6sP1LfPKvWplMI0TWprazl+/PiBS4DW1tbmLUeqlOKzn/Xu66HX2ho+0PZ2rzcej2fdrmma3Lx5k9OnT1NbW3uo7fyrfwU/9VOwtQVf/GI93/mdc+h6/vfcu3ePyspKHA7HobYthBBCCFGqIwkAlsLv9yeBj+78CCGEEEIIIYQQQohD6Onp4erVq3nLb+6llKK1tZXW1lbi8ThlZWXY7fZDjcPtdlNbW8vq6uq+sWiaRm9vL1/5iiISyXxfJKJjt+fuTaiUwm635wzyaZpWsO/f7du3eeKJJ3C5XKXt1C5veQv8zd/AZz4D//N/dvD61y9QVmaQL+nRMAxmZ2fp7u4+8HaFEEIIIQ7i0CVAhRBCCCGEEEIIIcSLx+v1cubMGcrKytA0DV3X0TQNl8uVM5tPKUVLSwtlZWV4vd5DB/8sJ06coLm5OT0OXdex2Wz09fXR3NxMTw/sjcH93d81Eotlj6JpmsaJEyd45plnOHv2LE6nM71eTdMoLy+ntbU1b/APUoG40dFRNjY2SgqUZo4F/tf/gj/9UxgcLOPXfu08BTaLaZosLS0daHtCCCGEEIfxyDMAhRBCCCGEEEIIIcTRqqqq4qmnnmJra4t4PI7b7cbhcHD37l1WVlbSQS+lFEopjh8/fqhsuFw0TaO/v5/u7m42NzfTQTorEPmmN8G73535nj/9005e/eplKitj7I5DWu+1ehJWVVXx9NNPEwqFiMViuFwuPB4Pa2trzM7Okkwm845tZWUlXSq1q6uL1tbWksudalpqH970JgAva2tnuHHjRt73FApOCiGEEEI8DBIAFEIIIYQQQgghhHgMKKUoLy/PeO7EiRNsbGwwPz9PLBZLZ8yVlZU91LHYbDaqqqr2Pe90wic+AW98I8RiEI/D+rqD9773Iu9+9xivfvUyYKJpGq2trXR2dmYE6ZRSVFRUZKyzuroaXdcLBgCB9DKjo6OMjo5SXV1Nd3f3vnUWq6amJm8PRqUUNTU1B1q3EEIIIcRhSABQCCGEEEIIIYQQ4jGllKKqqiprMO7F8upXw82b8Ju/meqn53DAW97i5F3vOkFl5XEMw0DXdVS+5nq7KKU4c+YMly9fLjnbLhAIsLGxwenTp6murs653Pb2NvPz80QiEdxuN83Nzekgam9vL1euXMlaWlQpRXt7e0ljEkIIIYQ4Cg81AOjz+Y4DzwJngFrAmvK0BqwCN4Cv+v3+oYc5DiGEEEIIIYQQQgjx0tHdDb/1W9le0UouywlQXl7OhQsXuHLlSslBQMMwuHfvHk8//XTWoOPExARTU1OYpolpmiilmJ6epr+/n+bmZsrLyxkcHOTOnTvp9WmahlKKU6dOPZRSq0IIIYQQhRx5ANDn83mAdwA/A/QU+Z4x4DeBj/j9/u2jHpMQQgghhBBCCCHE484wjHSPv5eTRCLB4uIiq6uraJpGY2MjtbW1JQcCvV4vPp+Pe/fusbW1lQ7YFSMajXL58mUqKipobW3F4/EAsLq6ytTUVEZ2n7Xe+/fvU15ejtfrpba2lmeffZbV1VWi0ShlZWXU1NQcKJgphBBCCHEUjjQA6PP5vgX4E6Ad2Hu2ufeMa/frvcBvA+/z+Xw/7Pf7v3aU4xJCCCGEEEIIIYR4XC0uLjIxMUE4HAZSfel6enr29QO0xONx5ufnCQQCaJpGU1PTgQJuR2Fra4urV69iGEY6yLa2tkZZWRnnz5/HbreXtD6Px8PFixeJRCJsbGwwNDSUtTRnNpubm2xubrKwsEB3dzft7e1MTk7mfL9hGExPT3Py5EkANE2jvr6+pPEKIYQQQjwsR3Zm5/P53g58HuggFdwzd/2w89zuH/Yso4BO4As+n+9tRzUuIYQQQgghhBBCiMfV+Pg4Q0ND6eAfpAJoV65cIRgM7ls+GAzyjW98g4mJCQKBAKurq9y7d4/Lly+TSCQe5dAxTZPr16+TSCQygmyGYRAOh7l3796B111WVkZjYyNer7fkjEjDMBgfHycYDLK1tZV32WzHWAghhBDipeBIMgB9Pt/rgQ/urG93wA9gA7gCjO48BqgkVR70AlC185z1PhvwQZ/PN+v3+z97FOMTQgghhBBCCCGEeNxEIhGmp6ezZqgZhsHw8DA+ny/juRs3bpBMJjOWTSaTbG9vMzQ0xODgYEljSCaTzM/PMzs7Szwex+1209HRQW1t7b7AWzgcJh6PU1ZWhsPhYG1tbd9YLKZpsra2RjQaxel05t3+0tJSunxoQ0NDRunNU6dOcfPmTUKhUEm9Aa3sPl3Xc44RwGY78u46QgghhBBH4tBnKT6fzw18hP3Bv78j1dfv7/1+f9YzLJ/Pp4B/DLwXeI4H2YB24CM+n6/f7/eHs71XCCGEEEIIIYQQ4pVsaWkpb1Bre3ubSCRCWVkZACsrKzmXN02T5eVlhoaG2NjYSJcGbWpqyhnkmp5OcuXKVcrKtnE6U0HIYDDInTt3aG5upr+/H0iV1rx37x7b29sopTAMg5qaGsrLy/MG1zRNY3t7O2cAcPv/z96fh0mSFfT+/+dEZmXt1dW1b11L9/Q2Pd090xUzw6CgclGQe90RUK7IIqAXFdy/iijc33V5XNGLF0VFQL2goKJXBFQUEBgHcrp7pvet9n3f94zz+yOXzqrKtSqru6vq/XqefDoy4sSJk1nVUZH5iXPOwoIuXLigUCgUC0HHxsZUWFioRx99VHl5ecrLy9O5c+c0Ozur4eFhDQwMSFJGw4LOzc2ptrZWfX19Sd+36FyBAAAAD5pc3Kb0Dkl1ujuM57KkNwWDwf+bbsdIMPhZSZ91Xfc1CgeJgcjmeoWDwV/PQRsBAAAAAAD2lNXV1ZQBoDEm1uNOCgdaqQI3SRocHIwtd3R0qLe3V+3t7QoEAuvKfelL0oc/3KNXvnJe+fnr2+B5ngYHB1VTU6O8vLxYSBdvYmIiFjQmC+OstUnnALTW6vnnn9fq6uqmYy8sLOjatWs6c+ZMbH1paalKS0vV0tKioaEhjY2NaWZmJuX7l5eXp+bmZg0PD2tlZSVhmdHRUR04cEANDQ1J6wEAALgfcjEH4A/qbvhnJb0yk/Bvo2Aw+DFJ3xNXj5H0hhy0DwAAAAAAYM8pLi6Wz+dLut1aq8LCwtjzvLy8rObD8zxPy8vLunbt2rr1y8vSt32b9IpXDGwK/+L37evrU2dnZ8LQ0VqrUCiUMoDz+Xzr2h9vampqU/gXX/fk5KSWl5c3bcvLy9OhQ4f02GOPqbm5Oen74TiOGhoalJeXp7NnzyZto+d5unPnTkY9CgEAAO6lbQWAruu2SToaeWol/XkwGPzUVusLBoP/JOkjujt/4EOu67Zup40AAAAAAAB7UXV1ddIAyxij6urqdcN31tTUbOk4U1NT63rAffKTUigkHTiQOICLWlxc1Pj4eNLt1loFAoHYfH0bhUIhfeUrX1FPT8+moHBubi5l6OY4jubn51O279ChQ8rPz9/0HjqOo5KSktj7NTs7m7SNUdPT0ym3AwAA3Gvb7QH4WOTf6JXSB7ZZnyT90Ybn53JQJwAAAAAAwJ7i8/l0+vRp+Xy+dQGVz+dTcXFxbA6+qPz8fLW0tKQNszaKzg8YDeFu3pTm5qSpqcTDc0YtLi6m7RmXl5enEydOJOzp53meQqGQurq61NfXt26b3+9P25sx2dyF8dvb29tVX18fe0/8fr8OHTqks2fPxtZl0rsvvpej53manZ1NG1ICAADspO3OARh/65iV9Mw265Okr0rydDdU3NrtaQAAAAAAAHvcgQMH9IIXvEADAwOanJyUz+dTXV2dKisrEwZ9ra2tKiwsVFdXlxYXFyVJRUVFWlpaShlW3blzR8PDwzp79qxqa30qLJT+7u8a9drX9qigIPF+6eYbNMaooqJCNTU1KikpUTAYTNgGz/PU1dWlxsbG2GuqqqrSrVu3ktbt8/lUWlqa8vhSOIA8duyYjh49KmutjDEyxigUCml6elrGGBUUFKQcqtTzPJWWlspaq97eXnV3d697jW1tbWpsbEzbFgAAgFzabgB4MG55KhgMpr6yy0AwGAy5rjstqTyyqjx5aQAAAAAAgP0tLy9PLS0tamlpyah8bW2tamtrFQqFYmHX008/nXIfz/M0Nzenmzdv6nu/96Te/nbpr/7qkF7wgnEdPjyvwsLse7oZY2LB2MTERNrys7OzOnDggKTwa25tbVVXV9em0NBxHB0/fjyr+Q6jwZ+1Vp2dnerr65O1Nm0PPmOMKisrlZ+frzt37qi/v3/TPtE5Ag8dOpRxewAAALZru0OAxg9wXua6buZXVklE6iiLWzWz3ToBAAAAAACwXnTo0Ly8PD300ENphwb1PE8jIyOane3Rr/7qgvLyHL3jHY/pfe97SJmMdBmt3+fzyefz6cyZM8rPz5cUHmY0VS+7aJl4zc3NOn78uAoKCmIBXmlpqc6cOaPKysr0DUrg9u3b6u3tVSgUShv+OY6j0tJSnThxQqurqwnDP+luD8Z0PSIBAAByabs9AEfjln2Szkh6bpt1no7UJYWHFR1NURYAAAAAAADb1NDQoMLCQl2/fl3Ly8tJy0V7yLlut37t1yr10Y8eVyBgla6zXXFxserr67WysqLi4mJVVVXJ5/PFtpeXl8d64CUSPx+gMUZVVVUqLi5WbW2tampqtLa2JmNM2nn/UlleXtbAwEDaIDLqkUce0cGDB2WM0fDwcNoeh1NTU1sOJgEAALK13QDwSuTf6JXR6yT91Dbr/IEkxwAAAAAAAMAOOXjwoJqamtTR0ZEyBLPWKhQK6cyZET322HhkqMzUdZeUlKipqSnp9tLSUpWWlmpmZibhsX0+n65evRrrRdfd3a2DBw/q1KlTsV6MiUSDwfiwMZmJiYmUIeTG9kTnDJTC8x2m2y9dj0IAAIBc2tYQoMFg8KqkvshTI+lHXdd9dKv1ua57WtKP6W6g2B85BgAAAAAAAHZYdXV1VuU9z0sbfDmOkzL8izp9+rTKysoSbltbW1s3hKbneZqcnNTNmzcTlh8ZGdEzzzyjL3/5y/qP//gPPfvss5qamkp5/O0EdNG5CZOx1iZ9bQAAADthu3MAStJfKxz+WUl5kv7ZdV0320oiweE/R+qI1vexHLQPAAAAAAAAGSgoKFBjY2Pa+QCjMpm7r6amRqWlpWnr8vv9qqury/jY0TkJV1dX163v7e3V9evXtbi4GGvb7Oysnn/+eY2PjyetL12IF29joFdcXKzS0tKEw4AaY1RZWRmb7xAAAOBeyEUA+GuSZiLLVlKVpK+4rvs7ruu2pdvZdd0W13V/U9IzkmrjNs1I+vUctA8AAAAAAAAZOnLkiI4cOaJAIJB2XrtMtLWl/XoopqenJ6ueeMYYzc3NxZ6vra2ps7MzYR2e5+nGjRtJA8uSkpKkIV48x3FUX1+/adjRRx55RCUlJesCTMdxdODAAZ04cSLj1wQAAJAL250DUMFgcNx13Z+S9McKB4A2Uu/bJb3ddd2LkoKSOnQ3KCyT1CbJlfSowj3+or3+ov/+ZDAYnNhu+wAAAAAAAPaitbU1zc3NyefzqaSkJCdhnRQO1RobG9XQ0KDV1VVdvXo16fCZxhgZY5KGdgcPHsyq59vS0lLW7Y0P3MbGxlKWDYVCmp2dTToc5yOPPKJLly5pbm5u02vy+XzyPE+1tbU6cuTIpn3z8vJ07tw5zczMxOYTrKyszKj3IwAAQK5tOwCUpGAw+Keu67ZKeqfuhoDRq87HFA75Eom/Mo2//ep/BYPBP8tF2wAAAAAAAPYSz/N069YtDQ8Px0I/x3F09OhR1dTU5Ow4xhgFAgEdPnxYFy9eTBjy5eXl6cSJE7py5cq6+QAdx1EgENDJkyezOqbP59Pa2lpWbYwP2NbW1lIOSRoKhbS8vLxp/fLysgYGBjQ2NiZjjOrq6pSXlxcLV5eXl2WMSRtoGmN04MCBrIYTBQAA2Ak5CQAlKRgMvst13duS/rekEq0P9JLdgraxzJykHw0Ggx/JVbsAAAAAAAD2ksuXL2tqampdIBcKhXT9+nVJymkIKEllZWV65JFHdP36dYVCIUnhOfCKi4t16tQpFRQU6IknnlB/f78mJyflOI5qa2tVW1srn8+X1bHq6+vV19eXdl5BKRy2lZeXa3FxUcXFxZLCc/E5jhNrZyJ37txRRUVFrG2zs7OxgDN63IWFBfl8Pp07d06FhYVZvQYAAIAHQc4CQEkKBoMfdl333yX9tKTXKxwExotevZkN/85K+pCk3w4Ggz25bBMAAAAAAMBeMTs7uyn8i/I8T3fu3FF1dXXOhgONqqio0FNPPaWZmRmtrq6qqKhIRUVFse35+fk6fPjwto/T3Nys0dFRLS8vJwwBHceJvXZrrcbHxzUxMaGKigo9/PDDKi8vV15eXsoAcGVlRUNDQyoqKtLS0pLu3LmzqbznefI8T1euXJHrutt+XQAAAPdaTgNASYoEeD/uuu4vSHqxpK+TdFpSpaSDkWKTksYlPS/pK5K+GAwG5xJUBwAAAAAAgIixsbGk8+1J0urqqhYXF9eFc7kSHd4yGwsLC1pdXVVBQUFGcwHm5eWpvb1dXV1dGhoaUigUUiAQUFNTkxoaGnT+/HktLCzEyltrZa3VxMSEbt26pePHj+vMmTP66le/mvQY0SFUfT6frLUp38+FhQUtLCzsyPsJAACwk3IeAEZFAr1/ijwAAAAAAACwTanCKikc0qUrk4m1tTWtra0pEAjIcZys95+dndX169e1uLgoY4ystSovL9eJEycUCARS7puXl6ejR4/q6NGjstbGejPOzMxoaWkp4T6e52loaEiHDx9WUVHRup6CyaTqJRhljCEABAAAu9KOBYAAAAAAAADIrfLycg0MDKQMr7YTVi0sLOj27duanJyMBW/19fU6fPhwxvP5zc/P6+LFi5vaODExofPnz+vxxx/PuK74oUynp6dTzg3oOI7m5uZ08OBBlZSUaGZmJqNjpGKtTRtYAgAAPIgIAAEAAAAAAHaJioqKpHPcOY6jpqamLfXYk6TFxUWdP39ea2trkhQL2wYGBjQyMiK/3y/HcVRXV6f6+nr5/Ym/Vurq6koaUK6srGhkZET19fVZt89xnFhvwlRlJKmlpUVXrlzZdm/IvLw8lZaWbqsOAACA+2FrV4QAAAAAAAC454wxevTRR1VYWBjrRWeMkTFGtbW1am1t3XLdXV1dsfAvnrU2Nrfg/Py8Ojs79cwzz2hxcTFhPePj40mPER2qMxuLi4vq7OzU1NRUyvDPGBML6yorK9Xa2hoLDbfCcRw9/PDDW94fAADgfqIHIAAAAAAAwC5SUFCgJ554QlNTUxobG9P8/Lz8fr+Kioq0tramvLy8rOu01mpkZCSjsp7nyfM8PfPMMyovL9eRI0fW9ZJLFdJF989UV1eXenp6ZK1N2/Ovra1tXe/H5uZm1dTUqK+vT/39/WnbJd0NU6MBYnFxccZtBQAAeJAQAAIAAAAAAOxCo6OjGhoaigVqExMT6uzs1COPPKKKioqs68skINtoampKFy5c0JkzZ1ReXi5JKikp0ezsbMLyjuNk3LaxsTH19PQkDQyjvfuMMTp8+LAaGho2lSkoKJDneRm9Nr/fryeeeCLnc/5Fj01PQgAAcC8lDQBd133dvWxIMsFg8CP3uw0AAAAAAAAPksHBwXXhn3S3Z93ly5f15JNPKj8/P+P6jDEqLCxMOqxnKp7n6caNG3riiSdkjFFbW5suX76cMLgzxiQM6hLp6upK2VuwtLRUfr9foVBI8/PzWlhYUFFR0aZymfRsLCgo0COPPJLT8G9qakodHR2amZmRJB08eFBtbW0qKyvL2TEAAACSSdUD8EOSsr/1K/cIAAEAAAAAAOJ0d3enDMcGBgbU1taWVZ0tLS26efNmVkN0Ri0vL2thYUHFxcWqqKjQ4cOH1dHRISkcEPp8PhljdPr06YyDyfn5+ZTbp6en1y0PDg7qyJEjamxsXFcu3evJz8/Xk08+mdMeeiMjI7p+/fq6Y09OTmp6enrLPTQBAACykckQoPdzfIIHIYAEAAAAAAB4YHiep+Xl5ZTb48OxTNXW1mp2dlaDg4NZh4DGGK2trcWeNzU1qba2VqOjo1pZWVFRUZGqqqrWzdGXjuM4CoVCGZWNzhF4584dHThwQCUlJbFtJSUlsV54iRQUFGhkZEQHDx7MSQ/AUCikGzduJHwPPc/TtWvX9MIXvpAhQQEAwI5Kd9XFlQgAAAAAAMADJDrvXSp+f+J7vtfW1jQ8PKy+vj5NTk6umxvPGKOjR4+qvb1dhw4dUk1NjaqrqzMK7ay1KiwsXLcuLy9P5eXlWllZUUdHh4LBoLq7u7W8vKzR0VENDAxsakO8mpqatMfdyPM89fb2rlvX2tqa8jXMzs7q5s2bevrpp3Xz5s0tzYUYb2JiIm0btxLQAgAAZCNVD8AP37NWAAAAAAAAICPGGFVWVmpsbCzhdp/Pp/r6+k3rBwcHdevWLRlj5HmeHMeR3+/XmTNnVFhYGAsWi4uLdeTIkdh+U1NT6uzsTBpaRduzsffcxMTEprkAOzs71dnZGQvkjDHy+/06ffr0ul57UnhI0tHR0XU9CzMxOzu77nlFRYXa2tpiQ5JuDPji2zc0NCTHcfTQQw9ldcx4q6uraUPE1dXVLdePe89aq+XlZVlrlZ+fn1VPVgAA7pekAWAwGHzDvWwIAAAAAAAAMnP48GFNTk5uGiLTcRyVlJRsmmNuYmJCt27dWhd2hUIhhUIhfe1rX4uti87fFx/GlZeX67HHHtPs7Kyee+45eZ4Xq8fn86mgoEDHjx9fd7xQKKQrV64kHUp0YzsuXryoJ554Yl2IWFBQoPb2dt28eVNTU1NyHCc21GeqgC0vL2/TumiPxuHhYc3Pz2tkZCRhHZ7naWBgQK2trUl7UaZTVFSUsoemtVZFRUVbqvtestYqFArF5m/MlaWlpVgvyfLy8k3vxfz8vBYXF5Wfn6+SkpL7PlTq+Pi4bt++HRt213EctbS0qKmpKW3b+vul3/xN6a/+Slpelr7+66Vf/EXpiSfuRcsBAPvd1q5kAAAAAAAAcN8UFRWpvb1dt27d0tTUVKz3Xn19vdra2jYFEx0dHRnN6zcxMaGpqSk9+uijKisrW7ettLRUL3jBCzQ4OKiRkRGtrKwoEAjo4MGDCoVC6wKzZL0Tk/E8T4ODg2ppaVm3vrCwUGfPntXq6qrW1tYUCATU1dWlvr6+hAGe4zhqbGxMeIz8/Hw1Nzerv79fo6OjSUNEY4xmZmY2haiZOnDggPx+f9L5C4uKilRcXLyluu+FtbU1dXZ2amhoSJ7nyRijuro6tbW1JQxXN7LWanZ2VktLS8rPz1dZWVms1+mNGzc0MjKy7vezvLxcp06d0vLysq5evaqFhQUZY2StVSAQ0MMPP7zpd3Erhoelz3xGWl2VXvxi6dix9PuMjY3p6tWr6/7veJ6nzs5OLS8vp+wpevOm9IIXSHNz4WNK0j/+o/Sv/yp98IPSa16z3VcEAEBqBIAAAAAAAAC7UFFRkc6ePau1tbVYOJZoaMKFhQXNzc1lXG80qHn88cc3bfP5fFpYWND8/Lw8z9Py8rLm5ubU19enEydOxObtW1paShqAJTvm6OjopgAwKi8vLxY+NTc3xwLIjXMYFhcXq7KyMuWxdrpHWXd3t1ZWVhIeNy8vT4888siOHn87QqGQLly4oIWFhdh7a63V4OCgJiYm5Lpuyp6Rc3NzunLlipaXl2Pvs8/n06lTpzQ8PBwLXuN/bhMTE7pw4YKWlpY2Dfe6tLSkCxcu6PHHH99yr0nPk97+dulP/kTy+8PPrQ2HgB//uFRamng/a61u3ryZMDiP9hQ9dOiQ8vPzE+7/utdJU1PhY92tU1pclN74RukVr5BykGsCAJBU0r/YruvGz1j8E8FgkDkBAQAAAAAAHjB+vz9pKGOt1XPPPZd1nQsLC1pcXFRhYeG69UNDQxoeHl4XikQDnevXr6u0tFSFhYWxedIy6XWYrby8PLW3t6uzszPWlmjYNDc3p6985StqbGxUS0uLfD7fpv0PHjyYsv5QKKSenh5NTEyooaEhq+BpfHxcPT09CXsXWmt18uRJFRQUZFzfTpudnVVfX1/sZx0IBLS4uLip/dZaraysqL+/P2lIu7y8rIsXL24K8aJDvEbrSSRVQG2t1dWrV9Xe3i5jjKanp9XX16eFhQUFAgE1NTWpoqIiabD7zneGe9wtLa1f//nPS9/5ndLnPpf4uHNzc2nnnxwdHVVTU9Om9d3d0nPPrQ//4jlOOHx805tSVq+uLumTnwyHhl/3ddKLXiTd5xFRAQC7SKoegOWRf62kxLeySHJdtyPu6TuDweBHc9AuAAAAAAAAbNPExETaECMRa63Gx8c3hRvd3d1JQz1rrfr6+nT06FFVVVXp5s2bWR1zfn5eN27c0JEjR9LOvxcIBHT8+HG1tbUpGAxqdXU1Fi6FQiH19fXFhjLd2CuysLBQlZWVGh8fT/papqamNDU1pf7+ftXV1ampqSmjYTtTvT+S1N/fnzaA3CgasCbq3bkdnZ2d6u3tjbV3ZmYmZflkw7RG9ff3J+31aa3dVs/Lubk5dXV1SdK6Ns/Pz2t6eloVFRU6derUpmPMz0u///vSwsLmOpeXpaefli5dkk6f3rw9FAqlbLPneUlf78CAlJ+/OXSMb1dfX9KqFQpJb32r9Jd/GQ4R19akwkKpuVn6l3+RGhqS7wsAQFS6IUCTz6h8V2tc2SSd5gEAAAAAAHCvjY2NZTUUZ7yOjg5VV1fHhji01mopWaIR2R4Nkfx+v44fP64bN25k3AvQWquhoSHNzs7q3LlzGQVevb2968K/KM/zNDc3p9HRUdXW1m7a7+TJk7H56BzHkbU2YTujw18ODQ2puLhYDz/8cMoegQuJkqY4s7OzaV9T1Nramrq7u9Xf3x9rm9/vV11dXcqhJzMxOTm5LkjLpk3JpJpXUUre+y9TPT09sbkE43mep4mJCQ0NDam+vn7dtmAwPOxnMp4XnpMvUQBYXFyc8v1xHEelScYPbW4OB4zJlJRIbW3Jt//yL0sf/ej6AHFuLjyv4EteYvWVr0xpdHREoVBIBw8eVE1NTcLergCA/S1Xtw5t7y84AAAAAAAAcmZ1dVUXL17U0NDQluuw1qq3t1eDg4Pq6enR+Ph42lAuOk+fJNXW1urRRx/dNIxoumMuLCxodHQ0o/JDQ0NJg6XoPG2JOI6jkydP6gUveIFOnDihQCCQtl1zc3M6f/58wvn9otKFMOl6NkZF5+LbGNKtra2pr69PX/3qVxMOmzk/P6+bN2/q4sWLunnzZtKhNXt6erY0PGsmvSB3SrKQVgr/rHt6ejatT5chGyMl+5Hl5eWppqYm6e+853manp5OuK2xUXrBC5LXba30ylcm3ra0JP3e7yXuteg4Ib3tbRf13HOXNDg4qJGREd26dUtPP/10VvN8AgD2h1R/BuP/zGR+pQYAAAAAAID7JhQKKRgMampqalu9rqJDet66dUudnZ26du1ayvocx1HDhrEJy8rK9NBDD2XVOylVcLdRut6Nq6urKbfn5+eruro6bbn446VqW319fdJhIxO9P8kMDAyk7E0YCoV0+fLldT+Prq4uPfvssxoYGNDU1JQGBgZ0/vz52NCZ8ebn5zNqx8b2Nzc3J91eVVWVcsjMdCHrdi0n6HL3+OPJ5+GL+tZvTb7t2LFjKikpSbq9t7c3aVj9kY9IVVVS/JSPfr9UVCT99V+H/03k2rXkweXb3nZbx47NyJi7QajneVpbW9Nzzz23I3NuAgB2r1QB4KSk6F/tE/egLQAAAAAAANiGaPiXKAzZyBiT0bxsnufJWqtQKJQ0AIwOh1hZWblpW0VFRdbDE2Y6bGm63oXJhmjcKNP2WWs1MjKSdHtjY6Py8/M3va/GGBUUFKiuri6j4wwMDKQNb1dWVmJDrk5OTibs1RftGTcxMbFufXxPzUw4jqNDhw4l/PlGNTY2puwhurq6mnEPyK1IVHdBgfQLv5A4bCssDId/R48mr9MYk7LNnuclDFgl6dAh6epV6V3vkk6ckFpbpde9Tnr2WekVr0h+zEAgPAfg5vau6WUvG1Z+fvIer2NjY8krBgDsO6kCwCuRf42kV7muW5+iLOKYsFcbY/7RGNNnjFk2xgwaYz5njPkhY0zOrnaMMUXGmKeMMT9mjPmQMeayMWbNGGMjj2/M1bEAAAAAAMCDrbu7W4uLi2nLBQIBPfLII6qqqsr6GMYYFRUVxQJEn8+npqYmnT17NmGgaIzR2bNn5ff7M5rXzxijAwcOZNSW5ubmpHVGQ6tMpOq5t1GqYC4vL0/t7e2qra2V4zgyxshxHNXX1+vcuXMZB42Z9Eg0xsTmZEw1pGei4THThXV+v1/l5eU6ePCgGhoa1N7errZUk9ZJKigo0NmzZ5Nuj4bImfwObGSMUX5+ftJ9jTFJe1f+3M/dDQHLysKPggLpVa8Kz7OXzMzMjL7yla9sCk83StWbsqJC+vmft/r854f18Y8H9frX/4cmJ59WV1dX0vkUT54Mt3GjxsZFra0l/x0NhUJZzTEJANj7UgVRn5f0LQrP73dQ0gXXdf9E0rMK9w5MdFVxzHXdF+eygcFg8Iu5rG+nGWMOSvqEpJds2FQXebxE0o8YY77LWrt5cPLs9UqqyEE9AAAAAABgF7PWZjR0puM4On36tEpLS1VUVKSJiYmMe9xFj+P3+/WiF71IoVBIfr8/bXhWXFysF7zgBRoeHtb4+LhWV1c1NzeXMEwzxqipqSmjttTU1GhmZkaDg4OxACwaTB45ciTl8I3xmpqaNDQ0pJWVlZQBnzEmZS84KRwCnjhxQseOHVMoFJLP58sq9FpcXMz455Gfny8p/ZCeG7fX1dVpcHBQ8/PzCYPDtbU1zczMqLS0VA899FDG7fc8Tz6fL2n7o+Hx/Px8wve5uLhYjuOsa5fP51MgENDZs2d18+ZNTU1NrWuz4zgqKChIGvYaI73zndI73iF98YvSyor01FNSTU3y17G8vKznnnsuo59DqvfGWqubN29qeHg41uZQKKTu7m6NjIzo3Llzm3oYOo70O78jvelN6+cBXFjwy+dL/buZbc9OAMDelioA/FNJvyQpX+EQsEbSzycpG73K+4nII1esUrfxgWKMCUj6e0kviqzqlfQBSbclNUl6o6STks5J+rQx5ilr7cw2D7vx1rEeSQGFw0YAAAAAALBPWGuT9iqK5zhOLBgrLCzUuXPndPPmTc3MzMgYI2tt2uEnHceJPTLl9/vV2NioxsZGSVJHR4f6+vpix4vWdfLkybRDe0YZY3T06FHV1dVpYGBAS0tLKi4uVmNjY8Z1SHd77nV2dmpoaCjlUKeZhpPZvj9S+Gd46dKljOZu9Pl8sZ6Sfr9fKysrSctuDpkcPfroo+rp6VFvb2/CENDzPM3OzmpwcDD2M0snk9+/uro6OY6j3t5eLS0tyXEclZWVqbm5WeXl5ZKk6elpjY2NyVqriooKVVRUyBij06dPa2BgQL29vVpeXo79TjU1NaXtXVlcnHq+v3iZDMEaVZMiSZyenl4X/kVZa7W4uKju7m4dOXJk036veY3kedJP/EQ4BPT5pMnJQq2s5KugIHEPX2uthoeHVVxcnDakBgDsD0nDtWAwOOq67tsl/ZHCQZzV3aAvmczGSti7fkR3w7/zkl5qrZ2MbjTGvE/SJyW9TNLDkt4l6We2ecy/l3RD4Z6Zz1prx4wxH5L0g9usFwAAAAAA7CLR4TjT9Vpqa2tb12OvuLhYjz32mFZXV7W6uqr8/HxduXIl6dCHjuOotrZ22+09fPiw6urqNDQ0pOXlZRUXF6uurk6BQCDrukpLS3X8+PFttScQCOj48eM6evSoRkdHdfPmTUnhICwa5j3yyCMqKCjY1nFSmZ2djQ3rmYrjOHr44YdjP8f6+np1dnYmDPIcx0k4PKbP51NbW5smJiaSDh3peZ76+/szDgCLi4vTBmelpaU6cOBA0iE7Jam8vDwWBsYzxqwLkXfK0NBQ0iFV4/n9frW2tibd3t/fn7Qea60GBwcTBoCS9P3fL7361dLFi9LionTmjOR5x/X8888nrXN+fl5XrlxRW1tbxsPfAgD2rpS964LB4B+7rrsk6b0KDwMaFf+X3CRZv127KkyMzOv3zshTK+l18eGfJFlrl4wxr5PUIalY0o8ZY37dWju+1eNaawn6AAAAAACAjDGqr69Xf39/0hAmVXiSl5cXG0Lw8OHDm4ZajAoEAil7PWWjqKhIhw8fzklduRINOKurqzU+Pq7l5WUVFhbq4MGDW5q/LhvphvKUwgHaiRMnVFxcHFvX0NCgwcFBLS4urvvZG2NUUFCQMmxbXl5Oebx02+MVFhaqrKxM09PTCX8HCwoKVJZogrsHSF9fX0avuby8XMeOHUsZCKcLc9fW1mStTTqErs8ntbevO6rOnj2r27dvpwxtOzo6VFtbu6UwHQCwd6QdXjMYDP6567qfkPS9CvduOympXFKRwiFdi+4Gf5OS9utssy+RVB1Z/py19kqiQtbaEWPMxyS9SeHhVb9D0gfvTRMBAAAAAMBe1traqvHxcS0tLW0Kgurr63X06NGM6ikpKdHZs2d17do1raysxIYGLSsr08MPP5x2uMW9wHEcVVdXpy+4DdZaTUxMaGxsTMYYBQKBtPMpzs7O6vz582poaFBLS4v8fr98Pp/OnTunrq6u2HyIjuOorq5ObW1tKX9ehYWFKYcPDYVCWlhYUFFRUUav6eGHH9bFixe1vLwc643qOI78fr/OnDmT9vVla35+Xp2dnZqYmIj9jra1tSXsQZiO53nq7OxMW66yslKnT5+WFA7xRkdHNTc3p0AgoNra2lgoWFRUlDSok8Khe7bvR1lZmY4fP65nn302ZW/L4eFhegECwD6X0fx6wWBwUdJHIo91XNeNvxXsF4LB4Ady1Lbd5lvilj+TpuxnFA4AJenlIgAEAAAAAAA54Pf71d7erv7+fg0MDGhtbU1FRUVqbm5WVVVVVnUdOHBATz75pObn57W6uqrCwsIdHf5yP1hdXdXIyIiWlpaUl5enwcFBraysrAvKMhl6MhQKqa+vT+Pj42ppaYnNf1hQUKDjx4+roqJCPp8vo3Dp0KFDmp2dTXncS5cu6YknnsiovkAgINd1NT4+rtHRUYVCITmOo4WFBV26dEmVlZVqbGxUfn5+2rrSmZ6e1nPPPbeu7dPT03r++ed17Ngx1dXVZVVfqrAuyhgT67U6OTmpy5cvy1orz/NkjFF3d7eam5vV2tqqpqYmjY6OJh2aNdP5JKVwONnd3a3+/v60cy1aa1OGugCA/SGjABAZeSRu+dk0ZYNJ9gMAAAAAANgWv9+vlpYWtbS0bLsuY4xKSkpy0CoMDQ2tm1cwkUzCvyhrrRYWFnT9+vVYT7Dl5WXNzs6qqqpKJ0+elBQOtaLzOVZUVKi0tHRdPZWVlTp48KDGx5PPULO8vKzp6enYELGFhYUph0ON9p4sKSnR+fPnFQqFYq9tYWFB/f39evTRR1VaWqrFxUUNDAxoYWFBBQUFqq+vz+h3zlqra9euJXzPPM/TzZs3VV1dnbL349zcnLq6ujQ5OSlrbUZzGNbX16u4uFhLS0u6dOnSuuNba2WtVU9Pj4qLi1VdXa3m5mb19PSsK+c4jkpLSzPuoWet1aVLlzQ9PZ3R74jjOBn32AQA7F25CgCNcjv/3250LG65K03ZPkkhST5JR40xxqa7ugAAAAAAAMCuND09rZs3b2Yc8BljVFRUlNGcgBu/UvI8T2NjYxoeHtbQ0JBmZmZix+3u7lZpaalOnz4tv98fO1ZNTY0mJydTBpOXLl2KzVdnjFFra2tsPsmBgYHY3Hl5eXlqampSY2Ojrly5otXV1U3tDYVCunTpklpaWnTnzp1YcCZJg4ODamxs1JEjR1K+7vn5+bS93MbGxlRbW7tp/dramq5fv66xsbF169P1AIwOqyop5Vybnuepq6tL1dXVam1t1cGDB9Xb2xsbJrSxsVHV1dUZzynZ39+vycnJjMpKd3+mAID9LWkA6Lpu/Iy8C8FgMFnf8i/qbvg3kKuG7ULlcctjyQpJkrV2zRgzI+mgwj+DYklzO9c0AAAAAAAA3C937tzJqnef4zhqaWlRVVWVnn766U0hWjqe5+nWrVvyPG9dSOV5nmZmZnTlyhU1NDTEArCCgoK0w3tGhymN6ujo0OrqqmZnZzU1NRV7fcvLy+rs7NTg4KCWlpaS1re2tqbbt28nDDD7+/t14MCBlMPWRuemTMZaq+Xl5VjbysrK5Pf75XmeLly4kFG4Gi/aG7asrExLS0saGhpK2Vswvv4DBw7owIEDWR0vanp6Wrdv3864jcYYnTp1al/M0wkASM0k+0MVmdsvuvFH9vHcfhkxxqxIyos8zbPWphyM2xjTL6kh8rTBWjuYw7Z8SNIPRp5+k7X281ns+xZJb5GkN7/5ze1vfetbc9WsPS2bybAB4H7ifAVgN+GcBWC34HyFVNbW1rS4uJjVPsYYFRQUyO/3a2FhYVP4lgvGmFiAFb+cbR3S5l6I6bZlwufzpfx/5XmeFhYWktafKBzMy8uT4zhaXl7Oql3GGDmOo8LCQq2trWW0f66Gz52fn88oPPb5fPL5fAoEAmnDXM5ZAHYLzleZed/73vfsn/3Zn7kb16cbAjTt0J6u60avQKyk/0FQuLtZaz8g6QOS9J73vMe2t7ff5xbtDs8++6x4rwDsBpyvAOwmnLMA7Bacr5CM53n6yle+kvV+juPo8ccfl+M4mpiY0OXLl7PqQZiJ+ABrqyFdqv1yMdtNuv9XFy5c0PT0dMbHX1tbk8/nyzr8a25uVltbmxYWFhQMBjPa3+/368yZM7F5E7dicXFRX/va19KWy8/P11NPPZVxvZyzAOwWnK+2J91A05n8NTRxj/0sfgjPggzKF8Ytpx5gHAAAAAAAALvOxMRE1kGY4zg6fPhwbH64iooKHTp0aNN8cdHhHhOJ9ljLVq56reVCJkNYnjx5UoFAYN1rTdX7zfO8rIdTtdbG2tLb25txELu2tqbnn39+W0Ho2tpa2t580YASAICNsr8SSGz7t/TsflNxy8kHKJdkjPFLis6xuCopu0HHAQAAAAAA8MBbWVnJKgDKy8vTiRMn1NjYuG59W1ubzp07p/r6epWXl6u+vl7nzp1TeXn5pqDPcZwtzzdnjFFtbW3a0ClTBQUFCYNIx3HU2NiYNKQ0xqiuri6j+p944gkdPnxYpaWlKikpUU1NTU7nv4sfinR2NvN7+K21mp+f18zMTNbHtNbK8zwVFham/f0pKytTQ0NDyjIAgP0p1RCgc5KKI8sPxq0/D7abktoiy62SulKUbZIUvRK5bXMxJgIAAAAAAAAeKEVFRVmFaWtra0nnOiopKdHx48fXrTt9+rSGh4fV29ur5eVl5efn69ChQ6qtrVVPT496enqyGjrUGKOVlRU5jpN23kFjjAoLC7W0tJTwGI7jqLW1VaWlperq6or1hiwvL1dra6tKSko0PT2t+fn5dSGXMUaBQECHDh3KqM1+v19NTU1qamqSJE1OTmpsbCzj15yO4ziqqKiQpKyH8/Q8T1NTUxkHsnNzc+ro6NDExISk8O9PaWmpZmZmEgaBPp9PZ8+ezVlgCwDYW1IFgBMKB39W0pl705xd7bKkl0WW2yV9PkXZ+MkYL+9UgwAAAAAAAHD/HDhwQH6/P22YFmWtVW9vr06ePJlRecdxVF9fr/r6+k3bWlpa5PP51NXVFetRlsnxy8rKNDAwkLKcMUZFRUU6e/asurq6NDQ0tK5+x3FUWVkZ60146tSphPU89thj6ujoiO1vjFF1dbWOHDmSUdgWCoU0NjamxcVFBQIBVVdXq7S0NCfzDzqOI2OMzpw5E+up2NDQoJmZmYx/nqmGad1oZmZGFy9eXPc+LiwsyBijvLw8ra2txbY5jiPHcXT27NktDfUKANgfUgWAz0lqVnhuv1e6rvtbwWCQsCq5z0r6qcjyyyT9doqyL49b/syOtQgAAAAAAAD3jTFGp0+f1oULF+R5XkbB1NTUVM6OfejQITU2Nur8+fObetpt5DiOjhw5ooqKirTtPHXqlCorK2WM0bFjx1RdXa3e3l4tLi4qPz9fTU1Nse2p+Hw+HT16VEeOHFEoFJLP58s40JqcnNTly+GvKkOhkBzH0e3bt3X06FHV19drcHAwq96PknT06FGNjY3J8zxVVlaqvr5+XRBZVVUV65GXad0HDx7MqNyNGzcS1mmt1crKik6cOKGJiQmFQiEdPHhQdXV18vs3f7W7uroqz/MUCAToGQgA+1yqAPBfJX2bwj0AiyQ947ru30l6VtKkpER/5Z5yXXcplw0MBoMfyWV9O+jfJY1Kqpb0UmPMKWvtlY2FjDE1kl4Tebok6e/vXRMBAAAAAABwL5WUlOjJJ5/UwMCARkdHtbCwkDJgW15eVmdnp5qbm3Myl93S0lLaY+bn5+vIkSOqqamRJB0+fFgdHR2bAinHcdTc3KyqqipJ4XBqYmJCY2NjCgQCqq+vV2VlZda90qI92rJ5TZcuXVrXvujyzZs3dejQIVVVVWl0dFTGmNhrTxeAGmN09uzZpGWiPQK7u7vV39+vUCiUsk5rrW7duqWzZ8+m/FkuLi5qcXEx5XHX1tb08MMPJy0zPT2t27dva25uTsYY+Xw+NTc3q6mpiSAQAPapVAHghyS9R9IBhUPAQknfF3lsFP0r8rrII5d2RQBorV0zxvyKpPcq/H58xBjzUmvtZLSMMaZA0od1d27F91lrxxPVZ4z5kKQfjDx9j7X23TvUdAAAAAAAAOygQCCg1tZWtba26s6dO+rr60sZHPX29mpiYkKPPfbYtod4nJ2dTRkAGWPU2toaC/8kqampSY7jqLOzU2tra7G2FhQUxIbYXFtb08WLF7W0tBQbEnN0dFR5eXl67LHHlJ+fv612p5Lq/bPWqqenRz6fTw899FBsneM4unPnTtLhO6OvKR3HcdTW1qbW1tZYz8OOjg719fUlLD83N6fe3l61trYmrXN1dTXlzyjaCzCZqakpPf/887EQNDrka2dnpxYXF3Xs2LG0rwsAsPckDQCDweCs67qvl/Q3khyFQ0DpbtiXSK5vJ9n+gN331vslfY+kF0k6J+k5Y8wfSbotqUnSmyRFB3G/Kul/bfeAxpiXSHrJhtWPxS2/yRjz0g3bf8taO7XdYwMAAAAAACA7TU1NGhwcTBk2eZ6n+fl5DQ0NqaGhYVvHS9eL0HGchENJ1tfXa35+XoODg7GwbWFhQVeuXFF1dbVWVlY29SwMhUIKhUK6cOGCXNddV+/s7Kz6+vq0sLCggoICNTY26sCBA1vqnTYxMZF2mNJQKKQ7d+7o2LFjmpqa0uzsbMq5+4wxKi0tzaod0deXKpzzPE/9/f0JA8BoD8KCgoKUQ4r6fD4VFxcn3X7z5s2E+3uep6GhIR06dEiFhYUpXgkAYC9K1QNQwWDwH1zX/WZJfyiJW0XSsNauGGO+Q9InFA7lDilxyHde0ndZa6dzcNgXS3pniu3/PcG6P5E0lYNjAwAAAAAAIAv5+flqb2/X9evXNT2d/KuhaHCUaQC4sLCgycnwQFQHDhzQ+Pi4+vv7U4ZTUri3WKJ56iYmJhLOo+d5nkZGRmL7JrK0tKQvf/nLamxs1JEjR9Td3a2enp5YXbOzsxofH1dtba2OHTuWdQiYaa9Iz/N0/fr1jMrm5eXJWqu5uTkVFxcnbNPc3Jw6OztjAWRJSYlaW1u1sLCQsu7V1VVZa2N1zszM6M6dO5qZmZEU/p0oKSnR3NxcwvfUGKPq6uqEdS8uLmppKfmMTNZajYyMqKWlJWUbAQB7T8oAUJKCweDnJZ1wXffFCvdsOympXOF5AY2kb9Ddnnq3JQ3sREN3C2vtZKTH3ask/YDCvfGqFJ438Yqkj0n6M2tt+jEFAADIoehk8Kurq+smst+K+fl5TUxMSApPal9SUpKLJgIAAAD7QmFhoR577DF96UtfStkTcHV1NW1doVBIV69e1eTkpKy1aXvGxYsOZ5moB2BfX1/SXmmZHMNaq4GBAS0uLmpycjJhkDg8PKzy8nLV1tZm3GZJKioq0tzcXFb7pGKM0crKiq5cuSJrrfLz83Xy5EmVlZXFyszMzOjixYvrXsfc3JwuX76ctn7HcbS6uqpAILBpuE4pHJguLy/L7/fL87xYT8XovIRnzpxJGnqGQqG0w4dmMrQpAGDvSRsARgWDwS9K+uLG9a7rxv/1/u1gMPiBXDRsN7Phq6C/ijy2WsfrJb0+g3LvlvTurR4HALA7WWs1NTWl5eVlFRQUpBw6Z3l5WTdu3IjdDfyVr3xFFRUVOnbsWNbzcoRCIV25ckVTU1OxD/3GGB04cECnTp1K+MUBAAAAgMSKiopivcASSTbs4+zsrPr7+2O9v1ZWVjIO/owxMsbI7/erra1N9fX1Ccul69WWCc/zND4+nnJ7T09PVgHg4OCgRkdHt922eNH3Lhq8LS4u6uLFi2pvb4/9DK5fv55ymM509f/nf/6n2traNDAwkLAea61WV1d17NgxjY2NyfM8HTx4UPX19QoEAknrLigoSPmz9/l8WQ9tCgDYG/iWDgCAXWZ6elpXrlxRKBRaN8m7MUb5+flqampSQ0ND7C7TZ599dtOwP+Pj43r22Wf1+OOPZ9Ub8Pr165qamlr3gTUaRl69elVnzpzJzYsEAAAA9oiFhQUNDg5qcXFRhYWFamhoiM3H1tzcrKtXryYMhBzHUXNz86b1HR0dKXvnpZOfn6+zZ8+qoKBg3U2E0fqiPc0CgYCWl5e3dIxspBq+ciPP83Tnzp2sejluled56urq0qlTpzQ/P59VOzeK9szs6OhIWc4YI8/zsvpc5ff7VVdXp6GhoaS/R1VVVVm3GQCw++UqADS6OwwoAADYIePj47p8+XLCD7zWWi0tLamjo0NjY2M6c+aM+vr6kg4btLq6mnQy+kSWl5c1Pj6e9G7Vqamp2JcaAAAAAKSurq51c98ZY9Tf36/Dhw+rqalJlZWVamho2NQrzHEcHTp0aNPcfOPj49sK/6RwL7f4a/apqSl1dHTEeiKWlpaqra1NjY2NunnzZspQKdpTbTsyHUXE87zY3Hv3SrT34urqatbzFCaSru3RXoDZOnLkiBYWFjQzM7MuyHUcR2fPns14zkQAwN6SiwDww3HLN3JQHwAASGByclKXLl1KW87zPM3MzGhkZETDw8NJP2RaazU0NJRxADg9PZ32Q+/09DQBIAAA98Dq6qqGh4c1OzurQCCgurq6pEMFArg/JiYm1oV/0vqeYGVlZSorK9NDDz2kmpoa9fX1aWZmRmtra/I8T729vRoZGVFTU5Pq6+vlOI56e3u3HbjFX6+Pjo7q2rVr6+qcnZ3V5cuXdezYMZWVla0LlaRwsFRcXKwTJ05oYmJCt2/f3nLvOGOMGhoaUpYJhUK6c+dO0h5uieqMjpAiZTZfYTLRfQsLC+9J8Ojz+bY0v7rP59PZs2c1PT2t4eFhhUIhHTx4UDU1NfL5fDvQUgDAbrDtADAYDL4hFw0BAADJeZ6nK1euZFW+r68vNodFqnKZSnfXaHQuEUlaWVlRf39/bG6OyspKNTU1ZT3nIAAA2GxiYkKXL1+WdPdveX9/v+rr6/XQQw/lpJcKgO3r7u5Oer0dnfvukUcekRSex212dnZTkLa4uKg7d+5obGxMp0+f1vz8/LbaFO1ZGG3DjRs3ErbR8zzdunVLTz31lIaGhtTX16fl5WUFAgE1NjaqsbEx1guwsrJS165dy7o3oDFGhYWFamxsTFomehPkVkLPXAR2ZWVlksLDppaXl2tycjIn9UZDyo0cx1FlZeWW6ywvL1d5efk2WwcA2CuYAxAAgF1gamoq6w+aS0tLae/2PHDgQMb1lZeXp2yD53mqqKjQ/Py8Lly4oFAoFCu/uLiogYEBPfroo0xADwDANiwvL+vy5cubvgz3PE+Dg4MqKSlRfX39fWodgHjpwrpozzrHcXT58mUtLi4mLOd5nqanpzUyMiK/37+lISKlcLhUW1sbmw8uk88YU1NTampqUlNTU9IyxhidOHFC165diw2ZmS6wM8aoqalJLS0tSYcAnZiY0KVLl7L+HJRN+VS9BB3HWTdayokTJ3T+/HmtrKykfH0+n0/W2qRlKioqtLKyosXFxdgNm9HhOs+cOcNwnQCAnCEABABgF1heXs76g+/a2prW1taSbnccR83NzSnriM4rKIXvSj506FDCYYccx1FDQ4P8fr8uXLiw6bjWWoVCIV26dElPPfUUPRMAANii/v7+pNcEnuepu7ubABB4QPh8vpTX4ysrK/riF7+ooqKipOFfVHSEj6qqKvX29iYt5zhOrHdZVVWVQqGQlpaWYj3tysvLY9fiqdomZTcfneM4OnXqlBYXFzUxMaGurq6U+zqOoyNHjqQ89vXr1zP+DOQ4Tka9BB9++GFNTU1pfn5e+fn5amhokDEmdmNFKBSKBXBHjx5dNwdjIBDQ448/rtHRUQ0MDGhubi42pGu0DcYYnTlzRtevX9fS0tKm9kdfd1FRkcbHx2PDdVZUVKiuri7j+RDjWWs1Njamnp4eLSwsyO/3q76+Xk1NTVuqDwCwd+Tkr4Drug2SvkHSY5KOSGqQVCopX9KypDlJA5LuSLog6QvBYLA/F8cGAGA/KCgoyFloFh2q89ixYyl74w0NDamjoyP2xYDf71dra6taWlrU09MTK2et1aFDh9Ta2qq5ubmU83+EQiFNTU2t+yANAAAyNz09nfIL8aWlpViPIgD3V319vbq7u9OGWAsLCxnVt7S0pL6+voTbosNpHj58WD6fT2VlZZtGA1lZWdHc3JwCgYDy8/NVXFyctm3Zzi0aDRoHBgbSBoCpzM7Opp3OIKq5uVl+v1/d3d1p9xkeHtbp06c3rX/qqac0MTGhhYUFBQIBVVVVJQzPfD6f6urqVFdXJ8/zNDo6quHh4dhoKPX19VpYWIj1AowyxqioqEgnTpyIvadVVVUqLS3V4OCgJicntbCwoPr6+k2f0UKhkMbGxjQ/P6+8vDzV1NSsm1rhzp07GhgYiAWgoVBIPT09Gh4e1rlz55SXl5fR+wgA2Hu2HAC6rlss6Y2S3iDpbIIiG7+lXHdF4bru85L+TNIHg8Hg3FbbAQDAflBeXi6fz5fxh+BUCgoKUn4QXFlZUUdHh4aHh9d9aF1ZWdHt27fV1tamF77whZqbm4vdUTw2Nqbnn39e+fn5KYNKa60WFxcJAAEA2KJ0vTni5+QFcH81NjZqcHBQKysrOZk3Ln6I/UTOnTuX8ByxtLSkGzduaHp6WpJiNwmkO1cUFBRsefj+uro6dXZ2JuyVZ4xRTU1Nyv1nZmYy+uxTUFCgw4cPa2ZmRt3d3WnLT05OJlwfnc8wG9EhVWtra9fVn2zOwsrKynXv5+joqK5duybp7pCpg4ODqq6u1rFjx+T3+zU9PR0bBjUUCskYo46ODrW0tKi1tVUzMzPrwr8oz/O0tLSkrq4uHT16NKvXBQDYO7IOAF3XNZLeIekXJFVoc9AnhcO+jVckG8udlfS7kn7Jdd1fkfR7wWAw+xl9AQDYB4wxeuSRR/Tcc8/J87xNd5OWlpZqbW1NBQUFmp6eTvlhORQKJQz/PM/TrVu3NDg4mHRfz/PU2dmp+vp65efn68KFC1pdXY194Ew2mX18W+PvVgUAANmpr6/X1NRU0r/1VVVVBIDAAyIvL0/t7e26c+eORkdH1w0Xma1ouJ9sf2OMZmZmVFFRoVAopJGREY2MjMjzvNiNe/FSDZfpOI58Pp9Onz6d8HyytLSk/v5+TUxMyFqr4uJi1dTUrDv/1NfXq6+vT8vLy5v29/l8KaciWF5eVkdHR9LtG8v29vaqqalJjuPk5IbJubk59fX1rRsm9ODBg2nPrdZa3bhxI+F7a61Vb2+vGhsbtbi4qL6+Po2NjSUsF/3ZHTx4UNPT0+vqi/78e3p6YsOIJvtZWms1ODiohx56iL8LALBPZRUAuq7bJOkTkh7X3UAv2ZVL/F+WRIFgtEyFpN+S9BrXdV8ZDAaTD2QOAMA+VlZWpscff1z9/f0aHR2VMUbV1dVqbGxcF6o988wzKecQSdZz4Pbt2xoeHk7bDmOMJicn1dPTs+kDfbovNIwx9P4DAGAbKisrVVxcrLm5uU1f+vp8Ph0+fPg+tQxAIoFAQCdPntTx48fV39+ftFdcKsYYlZWVaXZ2NmkZz/N05coVtbS0qK+vT2tra1kdJzpEZSAQUHV1tWpraxMOIXr9+nVNTEysW7+wsKDR0VHl5eXp1KlTKi8vl9/vV3t7u27cuKGJiQk5jiNrrUpLS3XixIlNNwVaazU5OanR0dG0Qx1v3C96g+LRo0d19erVlOXTfRbp6+tTR0dH7L2bnZ3VxMSEKisr9fDDD6cM0hYWFrSyspKyrc8880zGP5dkvRWl8M+7o6MjbeDpeZ48z9v0swQA7A8ZB4Cu656R9M+SqhUO7uL/Esf/9ZuVNC5pWuG5/4ollUuqVHhewKj4UNAoHCp+zXXdlwWDweeyehUAAOwTBQUFOnLkiI4cOZK0TENDQ8ovFgoKCmJDcUY/vJeWlmpoaCijD6PWWi0sLGh+fj7r9jc1NXH3KQAAWxAKhTQ5OSnP83TixAn19/fHeu1ba1VeXq6jR4+qsLDwPrcUQCKO4+jAgQNpy/n9/nVDfRYVFenIkSPy+Xy6dOlSyn1DoVDGPec2ih7v7NlEs/xIa2trOn/+fMr5vldXV/X888/Ldd1YmHj69GmtrKxoeXk5Nvdgov2ee+45LSwsZB2ORo2Njamurk7W2tiwmhs5jqPW1takdczNza0L/6I8z9P4+LgGBgbU2NiYdP+1tbW0n3W2+voSSfWziPL7/cwJCwD7WEYBoOu6D0n6nMIhnrQ+uJuV9FeS/kXSs8FgMOmVhuu6bZJcSd8s6dUKB4LxQWCNpM+5rvtUMBi8ld1LAQAAUni+jd7e3qR3n05OTuqrX/3qut572QxHZK3d8vxCPT09WlhY0MmTJwkCAQDIgLVWPT096u7ujg3/F/8Fcn5+vlpbW1VfX38fWwkgE6WlpSooKNDCwsKmbcYYlZSU6Ny5c1paWooNnR+9ZrbWKi8vLydDXCaTaLjOqMHBwZTbozzPU3d3t06ePBlbFwgEFAgEku5z/fp1zc/Pb3l4VGut1tbWJEm1tbUqKSnRpUuXtLKyEnv/HMfRyZMnU85p2NvbmzSg8zwvNoRnMkVFRTkN+LbLGKOGhgY+dwHAPpY2AHRdt0DS3ysc/sUHfxOSflHSR4LB4OYrlwSCwWCnpE5JH3dd9+2SflDS/1J4GNBoEFgh6ZOu67YHg8H0t7IAAICYiYkJXblyJeUXA9Hef1tlrVVXV9eWPqB7nqexsTGNjIyotrZ2y20AAGC/6O/vV3d3d9IvlZeXl3Xr1i0tLy+n7NkC4P4zxuj06dO6cOHCuiE6HcdRXl6eHnnkERljEvbkjc4JfvHixVjYlWsFBQVJtw0ODmZ8/T8+Pp7xMZeWlmJzCW6V4zgqLi6OPS8uLtaTTz6p2dlZLS4uKhAIqLy8PG0QNjc3l3J7ugA0Ly9P1dXVsfke76foe9LS0nJf2wEAuL8y6QH4LkknFQ7non8p/1bSDweDwc2z1WYoGAwuSvpD13U/IemPJH2X7gaMJyT9kqRf2Gr9AADsN52dneru7r4nx9rOna3Ru2cJAAEASM3zPHV1daX9uxvtcVNfX59weD0AD47CwkI9+eSTGhkZWTevd3V1ddp52kpKSvTEE0/oxo0bWYVsmXAcR4cOHUq6fad6Hs7Pz8txnG3Vn5eXp/Ly8nXrovMmlpWVZVxPfn5+ymkOMplH79ixY1pcXNTCwkLsNUV7b99LDz30kOrq6hj+EwD2uZR/BVzXrZH0Dt0N/6ykD0r63u2Ef/Ei9bwyUm/0GEbS2yPHBwAAaUxMTKinp+d+NyNjmcxXAQDAfrewsJDVl8YjIyM72BoAueLz+VRfX68zZ87o9OnTqquryyhcksLDaR45ciSnwY7jOKqsrFRNTfKv4TKZvzCqsrIyfaGITF634zix1xv/uqM9J8+cOZOTYS4bGhqSvq/GmIyGWvb7/Tp37pxOnTql2tpaVVdX5/znle49cxxH9fX1hH8AgLQ9AN8iqVB3h+f812Aw+EO5bkQwGLSSfsh13WZJL42sLpD0Zkm/kuvjAQCw13R3d+fsrlJjTOzDYigUSnnHavRDdybzgcTLy8vbdjsBANjrsvnbbq3V6urqDrYGwIOiqKhIZWVlmp6ezvg8YYyJBY2hUEjz8/NaXl5WQUGBmpqaVFVVlTJEO3TokMbGxtL2SHYcR83NzRm/lrKyspTHNcbo6NGjKioqUmlpqcbHxzUyMiJrbSy0zDQ8TaeyslLl5eWamppa9zqj8zFm+rqMMaqoqFBFRUVs3fz8vIaGhrb9ma2oqEjHjx/Xc889l/BnEf05M+8fAEBKHwC+Wnd75C1IeusOt+eHJV1SOPwzkr5PBIAAAKS1sJDRdLxpGWPkum5s/ou1tTV1dHSkHJKnra1NfX19aefMiHIcR42NjTlpLwAAe1n8nFbp+Hy+rMoD2N1OnTql5557TouLi7FrdZ/Pp8LCQrW0tKi3t1czMzOSpNLSUh0+fFgHDx7c8vFKS0t1/Phx3bhxQ9baTUGW4zjy+Xw6depUVucix3F07NgxXb9+fVOg5TiOWlpa1vW8iw6XuhOi8yz29/err69Py8vLsd6aLS0t27qJ8aGHHtLS0pKmpqYSvndS+mkWHMfRkSNHVFZWppqaGo2MjGwKKgOBgNra2rbcTgDA3pI0AHRdt1rSKd3t/ffxYDDYtZONCQaDHa7rflzS6yKrTrquWx0MBkd38rgAAOx2fr9/23f9R4O54uLi2If2qamptPNxlJWV6dSpU3r22WcVCoVS3tXqOI5KSkrU0NCwrbYCALAfOI6j1tZWdXR0pO01Ep1HDMD+kJeXp/b2dk1NTcXmA4z2YIueD6LhUK6GgqytrdXBgwc1NDSkxcVF5efnq7i4WKFQSPn5+bFjZyvai+/OnTtaXFyUMUZ+v19tbW0ZDbuZS9G5EA8dOiRrbc560vl8Pp05c0azs7MaGRlRKBTSgQMHVF1dLWutBgcHNTQ0JM/zVFJSEuuF6HmeHMeRtVYPPfRQbHjV48ePq7y8XD09PVpcXJTf71ddXZ2am5sZbQUAEJOqB+CjkX+j8/J9fMdbE/bXuhsARtvxL/fo2AAA7Dqe56m6unpbcwAaY3To0CG1trbG1q2srOjy5ctp97t48WIsfIz/crK+vl6FhYUaGBjQysqK8vLy1NTUpMbGRuajAAAgQ01NTRocHEzb2//06dP8fQX2GWOMDh48mLRn306cEwKBQFZDfGaqsrJSlZWVWllZkbVWgUDgvg9jmevjG2NUVlamsrKyTduioWOUtVaTk5NaWFhQXl6eKisr5ff719VVV1enurq6nLYRALC3pAoAWzc8/+oOtiPeM5F/o98g0m8dAIAEJiYm1NHRkdHQm6nm8TPG6Pjx45s+PPb19aXt/RcKhZKWGR4eVnt7+458QQAAwH4R7QmTTmlp6T1oDQDsrEAgcL+b8EBINI8gAADZSvUpojxueTUYDI7tcFskScFgcNx13VXdbVt5iuIAAOwL1lpNTEzE5qIwxmhhYSHtcGCO46i9vV3BYDBl3SMjI+ru7pYkVVVVqampSSMjI9uapN7zPPX09OjkyZNbrgMAAEglJSWxubwSCQQC9P4DAAAAsE6qADD+lpv5nW7IBvOSDkSWGbgaALCvWWt1/fp1jY6Opp0YPpFQKBSbJD5ZoDcxMRFb7uvr08DAQE6+SIyvFwAAbE1TU1NsbqiNHMdRU1PTfWgVAAAAgAdZqm/24icYKHdd954Eca7rBrS+11/qiQ4AANjjRkdHtxz+GWO0uLio48ePZzycjrU25dCeAADsFdZara6ubulv7L1UVFSkI0eObLo5x3EclZeXEwACAAAA2CRVD8DhDc+bJd3ZwbZEHdrwfOQeHBMAgAdWT0/Ptr6YzM/Pl+M4WQ/nmYsvQ4uLi7W6uqqpqSmNjIT/pFdVVam6upqhygAA900oFFJXV5cGBgZif++qq6t15MgR5efn3+fWJdbY2KgDBw6or69Pc3NzCgQCamhoUGVlpYwx97t5AAAAAB4wqQLAW5F/o98W/ldJv7+zzYkdR5JM5Ng378ExAQB4YC0tLW15X5/PpwMHwqNq348vB6enp/XlL39ZjuPEvmCdmJjQnTt3dO7cORUUFNzzNgEA9jfP83Tx4kXNzc2tuzlmZGREU1NTcl03ba95z/M0MTGhhYUFBQIBVVVVye9P9fH6rtXVVQ0NDWlubk75+fmqq6tTUVFR0vLWWllr5TiOSkpKdOLEicxeKAAAAIB9LdUnlIuSliRFb3/8Pt2bAPD745aXI+0AAGDfysvL09raWtb7OY6jhx9+OBb81dTUqK+vL+uegNsRPVZ8b8Lo8KKXLl3S448/fs/aAgCAFB5ae35+PuHfw9XVVXV3d+vo0aNJ95+ZmdGlS5fkeZ48z5MxRjdv3tTRo0dVX1+f8tjj4+O6cuWKJMX27evrU2Njow4fPrzuZp25uTl1dHTE5tMtKipSW1ubqqurt/KyAQAAAOwzScfeCgaDq5I+p3BPPCPpCdd1v28nGxOp/wmFe/5ZSf8WaQcAAPtWY2NjVsNl+nw+1dTUqL29XeXl5bH1uZgfyHEc+Xy+dcdyHEf5+fkqLi7Oqq7FxUXNzMxsu00AAGQjftjPjay1GhgY0H/+53/qC1/4gr785S+rs7MzdiPOysqKnnvuOa2urioUCslaGwsCb926pcnJyaTHXVpa0pUrV2Llo8fzPE+9vb16/vnnNTc3JykcMp4/fz4W/knSwsKCrl27pu7u7ly9FQAAAAD2sHRjlPy5wkNyWoVDwN91XffLwWCwJ9cNcV23RdLvxh3LSvpIro8DAMBu09DQoJGREc3Nza37wtIYo4KCAhUUFMgYo5qaGlVXV68L6OLl5+erqKhIjuNodnZ2S23x+Xx64QtfqFAoJJ/Pt66nwtNPP511fXNzcyorK9tSWwAA2Ip0veqttbHht1dXV9Xb26vR0VGdO3dO/f39SXvSe56nzs5OHTx4MOH2VPtK0uTkpM6fP6/6+npNTk4mDCk9z1N3d7fq6+vTDlMKAAAAYH9LFwB+QtJtSUcUDuRqJH3Rdd2XBIPBjlw1wnXdw5L+LVJ/9BNRR+T4AADsa47j6NFHH1VfX5/6+/u1urqqQCCgpqYmNTQ0ZNU70HEctbe365lnntHi4mLWbSkvL5cxJuE8R9m0Q1LSegAA2EnFxcWan5/PuLzneVpcXFRvb6/Gx8eT9h6UpNnZWc3NzcXmBiwpKdHo6KiGh4c1MzOTdhhuz/M0MDCQtk0jIyM56dkPAAAAYO9K+a1bMBj0XNd9u6RP6e6wnM2Svuq67s8Eg8E/224DXNd9o6TfkFSh9b3/fjIYDCb/ZAUAwD7iOI6am5vV3Nyck/oOHTqk27dvp/wSM1EbWlpakm6vqalRT09PxnMMWmtVWVmZ8fEBANiupaWldcNqZspaq/7+fhUVFaUtd/78eRljYsN7RpezOVYqnudpdZWZMgAAAACklvZW/WAw+GlJf6hwMCeFw7kKSX/iuu7Truu+1nXdgmwO6rpufmS/L0v6Y20O//40GAz+v2zqBAAAmaurq1NJSUlGvfYcx5HjODp58qRKSkqSlmtsbEw6/GiiOo8cOZJxeQAAcuHatWtphwBNZm1tTZWVlWn/dnqep1AotG6ev1zy+XxZz7sLAAAAYP/JdNytH5fUKunlutsT0Eh6UtITkv7Add0vSQpKuihpVNK0pHlJxZIOSKqS9KikxyV9naTohD/R0C/qXyW9bWsvBwAAZCI6rGhvb6/6+/u1srIS+0LT8zz5fD6Vl5erpKREhYWFKecWjAoEAmpvb9fVq1c1Pz8f6/GQl5cnx3Fi8ykVFBTo8OHDqq6u3vHXCQBA1OLi4pbnwI0aHh5WXl6elpeXc9Sq7BljVFVVdd+ODwAAAGB3yCgADAaDa67rfqekj0h6ldaHgEbhMO9bI49MmLhlG7fuk5K+PxgMMp4JAAA7LDqk58ZhPa21MsYk2Su1wsJCtbe3a3FxUUtLS8rPz48Nl7a2tiZrrfx+/5brBwBgqxYXF7f992dpaUkPP/ywent7NTs7G7vZJfrYSY7jyBijM2fOZD3vLgAAAID9J9MegAoGgyuSXuO67tOSfkVSkdb33Mvmk9TG/ZYk/VIwGPytLOoAAAA7IBfhXGFhoQoLC9et8/szvuwAACDnAoHAtkM6a60WFhb02GOPaWlpSQsLCwoEArpx40bWvQv9fn9Ww5E2NDSoublZgUAg22YDAAAA2Ieyvm0wGAz+nqSHJX1I0pru9gK0WTyi+3iS/kLSKcI/AAAAAMBOKS4uVn5+/rbqMMbEet8VFBSooqJCJSUlqq6uzrpXXigUyvrYhH8AAAAAMrWlcUOCwWB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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=55, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "mdp_data, dqn_data, metric = npz_data['mdp_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "xdata = np.arange(length)\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(mdp_data.shape[0])\n", + "mdp_r, dqn_r, metric_r = mdp_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "trace = 2*mdp_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the simulation data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "dots = []\n", + "for i in range(4):\n", + " dots.append(Line2D([0], [0], marker='o', color='w', markerfacecolor=colors[i], markersize=25))\n", + "legend1 = fig.legend(dots, labels, loc='lower center', bbox_to_anchor=(0.5, -0.25), prop={'size': 40}, ncol=2, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/Fig7b_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig8_tprob-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig8_tprob-checkpoint.ipynb new file mode 100644 index 0000000..154ec93 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig8_tprob-checkpoint.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig8.npz\"\n", + "subtitles = [\"$\\mathregular{I_1}$ = 1, $\\mathregular{I_2}$ = 3\", \"$\\mathregular{I_1}$ = 1, $\\mathregular{I_2}$ = 6\"]\n", + "xlabel = \"Log (base 10) Scaled\\nTransition Probability $\\mathregular{tprob_1}$\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound']\n", + "markers = ['^', 'o', 'P', 'X']\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (24, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1 = plt.subplot(1,2,1), plt.subplot(1,2,2)\n", + "axes = [ax0, ax1]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=32)\n", + " ax.tick_params(axis='y', labelsize=32)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=35, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "xdata, ydata = np.arange(-3, 0, 0.5), list()\n", + "for dqn, mdp, base, lb in zip(npz_data['dqn'], npz_data['mdp'], npz_data['baseline'], npz_data['lower_bound']):\n", + " pdata = np.zeros((4, 6))\n", + " pdata[0], pdata[1], pdata[2] = dqn[:-1], mdp[:-1], base[:-1]\n", + " pdata[3] = lb[:-1]\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the simulation data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, marker in zip(ydata[i], colors, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color)\n", + " lines.append(line)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + "\n", + "fig.legend(lines, labels, loc='lower center', bbox_to_anchor=(0.5, -0.15), prop={'size': 45}, ncol=4, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig8_tprob.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/Fig9_tb-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/Fig9_tb-checkpoint.ipynb new file mode 100644 index 0000000..b117dd6 --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/Fig9_tb-checkpoint.ipynb @@ -0,0 +1,121 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig9.npz\"\n", + "subtitles = [\"Rate r = 0.05\", \"Rate r = 0.1\", \"Rate r = 0.25\"]\n", + "xlabel = \"Bucket depth b\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound']\n", + "markers = ['^', 'o', 'P', False]\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GMXfeONeeqMl6rVD5652q1zqaWRT/AHlLSunn9Q5GkqQZwBxqYi6tcJ45VBlzqCkxk3IoSZI0fZmnTMylFc4zTyljnjIlzFMqFGOcQ1FcWMkW8t3Ac1NK+yY3qgnxsx5NSxYYSlLzOwJ8CriymhbQ1SacZX7E2Ennihjj0tGSmqkQYzwZ+J0Kpm5MKV1TyZoppZtjjN8HHjHG1D+gMZPO+4Cn1/t/m3LDbacwQ7RUOO+4bx3WcH6lMVRrsl7reK6p1WvtAvqY+DcC5wH/HmN88HDfKJUkSTVhDjVB5lDDModqHDMph5IkSdOPecoEmacMyzylcZinVCDGuBj4D+BRFV7yopTSDycxJD/rkYaYVe8AJElVuQN4ZErppdUknDVWabKyalKjqMzDKpz3pXGu+4MK5pwfY5w/znWnwj+nlLbVOwgBxT8oVWK8ieF45lcaQ7Um67WO55rxvtb9wNeAvwQeD5wMzE4pLUgpLQJmA+cBrwJ+Ps61LwCeOs5rJElSZcyhqmMOdTxzqMYxk3IoSZI0vZinVMc85XjmKY3DPGUMMcZVwPepvLjwL6ro8jqUn/VIFbKDoSQ1tzOAH8YYPwX8WS3bQMcYZwMPAS4C7l+612pgKbCA4heqagrVF1UbYw08oMJ5Px3nupX8A0ALxS+k/zfOtSdTL/DxegehAYcrnDdnnOuOZ36lMVRrsl7reK6pJIZ9wFeATwP/m1I6OtLElFIP8MvS4/0xxpcA76XyrQguB75a4VxJklQ5c6jqmEMdyxyqscykHEqSJE0v5inVMU85lnlKYzFPGUWMcQPwTeD0Ci+5IqX0ripv62c90gRYYChJzS8AL6T4ltSjU0rbq1ksxng/4M+BPwJOrDq6kc2dxLUrdVqF874b41g7AUzI6TRW0vmrlNLOegehAfdVOG+8345cMI65u8a59kRN1muFyl/vWK91C9CWUppQIp5S+vcY4z3AN6jsH+weHWOcN9H7SZKkUZlDTZw51LHMoRrLTMqhJEnS9GOeMnHmKccyT2ks5ikjiDE+lKJ74LIKpmfgz1NK76nytn7WI02QWyRLUuM4QPEL3i5gL9A3zusfAPxXjHFCyVyMsTXG+B7gF8BLmNyEExrj/4Mq+YV1MrXX+f5D3VTvAHSMzgrnLR3nuuOZX2kM1ar0PgtjjBV/QSbGOIfKk/JRY0gpHa02AUwpXQt8qMLpcyja50uSpJGZQ009c6hjmUM1lpmUQ0mSpMZlnjL1zFOOZZ7SWMxThhFjfDJwHZX993sUeH4Nigv9rEeqgh0MJalxvDql9In+g1JhzPnAi4HLqCxJewjwj8DrxnPjGONCilbQjx3PddNApe2rJ8sJdb7/UI36Dab3As+pdxzAD1NKT53C+91Z4bzx/uPJ8grn9QL3jHPtibpzHHOXAx3jmDsZMVTjw8ArKpy7DvjhJMYiSVKzM4eaeuZQxzKHGp05lCRJmonMU6aeecqxzFNGZ55SZzHGF1MU6LVUMP0A8McppW9OblTj5mc9mnEsMJSkBpVS6qZoqf5/McavAP9JZUnSn8cYP5tS2jiO272LmZdwAvTU+f5z6nz/ofbXO4ARLKL+30AEWDLF97ulwnnzYowrUko7Kpx/coXz7kgpHalwbrV+C3RT2X8Tp1B5gWGlr/UIcEeFc6uSUvp5jPEIlW0dsmKy45EkaToxh5oS5lDHMocanTmUJEma8cxTpoR5yrHMU0ZnnlJHMcY3AX9f4fRO4Enj/HtwSvhZj2aiRmhZLEkaQ+lbGZV+C2IW8G+Vrh1jfDjFN+dmooN1vn+o8/2HyvUOQINSSndT+TcN141j6fUVzvvZONasSkqpB/hVhdMn47X+IqXUO451q3VfhfMa7ZuvkiQ1DXOoSWMOdSxzqAYyk3IoSZLUnMxTJo15yrHMUxqIeUohxtgSY/wglRcXbgYuasTiwjJ+1qMZxQJDSWoSpZb6lbZ/fniM8QkVzn0xlSc//0XRvnwDsBCYlVIK5Q/gqgrXagRb6x2ANIYfVDjvgeNY80EVzpvqdu3/W+G86fBaT6pw3qFJjUKSpGnOHGpSmEOp0c2kHEqSJDUh85RJYZ6iRjej85QY4wkU27e/rMJLfgw8LKU0JTtPVcHPejSjuEWyJDWXKyja21dSIH4lcM1oE2KMs4A/qGCtDDw/pfTZCuYuqmDOeFTyTauJfjvstgrnrU8p3TrBe0jVuBZ4agXzfg/44FiTYowBuHgc955K1wKvqWDe741jzUrnTtlrjTH+DpW1zIfKt4KWJEkjM4canjmUpquZlENJkqTmZZ4yPPMUTVczNk+JMZ4E/DfwsAov+Srw3JRSQxfl+VmPZiILDCWpiaSUfh1j/DLwzAqmXxhjvCSl9N1R5qwEllWw1jUVJpxQeUvuSh2oYM6JE1y70rbaDwdMOlUP/wm8j7H/oemJMcb5KaWuMeb9HsV/92P5TUrplrEmxRgvBT5ewXqPTCldP8ac64C9wJIx5j0kxnhKSumeMWI7HYgVxLandO/R1roE+L8K/nwr8dJxzB3zfwNJkjQ6c6gRnTjBtc2h1OhmUg4lSZKalHnKiE6c4NrmKWp0MzJPiTGeSlHgeHaFl7wf+LOUUl+l9xgPP+uRquMWyZLUfP5lHHP/Zozn2ypc56ZKJsUYVwCPqnDNSu2rYM45McZKkuehfgrsr2DeeH5JHFOMsTXGaJG/xpRS6gC+UcHUJcBfVDDvygpv/e8VzquZlFI38P9VMHUW8OYK5l1JZd94/VRK6egYc/4MuCPGeEWMcX4Faw4rxvhYKv/7ZD/w84neS5IkHcMc6njmUJqWZlIOJUmSmp55yvHMUzQtzcQ8JcZ4HsVWx5UUF2bgr1NKr5qs4sISP+uRquD/4UlSk0kp3RhjvI7KkrtHxxhjSimN8PwJFd52TYXz/nUca1ZqawVzZgNfjDG+HrgppdRTycIppSMxxv8CnjfG1ItijH+aUnp/JeuOJMa4HLgceCVF6/I7q1lvpkgpXQpcWucw6umdwJMrmPeGGOP3U0r/O9yTpf8+HlHBOvuAj1UeXk29B3gF0DLGvMtijN9KKX1xuCdjjM8CXlDB/XqB91YY20rg7RR/zp8DPpFSuqHCa4kxvoji23eVfsHnPyv9u0ySJI3OHGpY5lDTmDnUjMqhJElSkzJPGZZ5yjRmnjJz8pQY4yMotjoea8cqgG7gRePorlotP+uRJsgCQ0lqTv9C5d8eewPw9BGe21nhGn8UY/zHlNKm4Z6MMbZQ/DL2JxWuNx43An9UwbxLgAT0xhj3UxQOlft5SunRw1z3/xg76QR4T4xxIfCv4/lFMMa4CHgC8DTgD4F5lV4rAaSUvhdj/Bbw2DGmngB8K8b4L8BHgXspCvXuR/GNt0oK7gD+MaW0d6LxViOldGuM8aOM/c2vAHwuxvgwiv+GbyudX0vxjzp/RmXdCz+SUrpt7GnHWFq6xytjjJuB7wL/C9wAdKSU9kPx7VVgA8VWBS8Bzh/nfSotfJQkSZUxhzqeOZSmpZmUQ/WLMb4XeM4Y0yrt0HF1jHGsLu+vSil9vsL1JEnSyMxTjmeeomlphuUpV1JZcSHAHOAzMcbPVHnPF6WUPjGO+X7WI42TBYaS1IRSSt+OMf4M+J0Kpv9hjPGclNLNwzx3L3CYsROh+cAPY4zvAD4L3JtS6osxLgUeB7y+wlgm4gfjnN8CnDjM+eHOkVL6UYzxWorXMZpZwD9TdE77BPAd4NcppS6AGGMAFlNsRXAexS+YkeIXzrnjfA3SUH9G8Q8wY30gNI9i++A3U/y33cr4ft/7NfDuCcRXS28EnsrY23rMAl5TenSXzs0Zx306gDeNO7pjrS89Xt5/IsZ4GDgKLKpi3c+M8m1kSZI0AeZQozKH0nQ0k3IoKPKPiWwnOJzFFczxA3VJkmrAPGVU5imajmZantIs/KxHqkClbTslSY3nbRXOC8BfDfdESukwcH2F6ywD/gm4CzgSYzwA3Ad8jslLOKFIOjdP4vpQ/EJ/sMK564F/BH4KHIwxHoox7gZ6gD3AJuBLwN8Aj8GEUzVQ+kbpa8Z52TzGl3B2Ac9NKR0Z531qKqW0A3gh0DeOy+YwvuLCXuDSlFKl3+wdj3lUl3DeAby6RrFIkqRjmUPVjjmUGtpMyqEkSVLTM0+pHfMUNTTzlKbiZz3SEBYYSlLz+hLFLyeVeG6M8dQRnvvYBO7dCiwY4bnhvj03YSmlTPENnUmTUtoMvGyCl8+j+Mac/5+qSZVS+neKLTMmQw/wzJTSLyZp/XFJKV0L/Okk3uJPS/doNFuBx6eUdtc7EEmSpilzqNrdwxxKDW8m5VCSJKmpmafU7h7mKWp45ikzgp/1aFry/yAlqUmllHqBf61w+mzgL0d47svAT2oSVNFS/4s1WmtASunzwHtqve6Qe3wGeO1k3kOqVkrpr6n9P8IcAJ6SUvp6jdetSkrpg8CLKRLiWukBLkspfaiGa9bKD4GLSv8IJkmSJoE5VM3vYQ6lhjeTcihJktSczFNqfg/zFDU885Rpzc96NG1ZYChJze1jQKVbfL44xrhi6MnSt8aeBXRUGcv/UhQDTYqU0muAy6g+ztHu8W7gOVTeQl+acimlvweeAGypwXL/B1yQUvpmDdaquZTSx4CHA7fUYLlbgIellD4+gWu/CPysBjEMZz9Ft8aLU0p3T9I9JEnSIHOo2t7j3ZhDqcHNpBxKkiQ1LfOU2t7j3ZinqMGZp9SFn/VIVbDAUJKaWErpEPDeCqefAPz5COvcBTwWuH2CoXwdeEJK6fAEr69IqTDoVOAZFK/7RxS/eO8Hco3u8XngPOCaWqw3RAb+h6JF/9ZJWF8zRClJXA+8HphIopIo/rHpYY3+LaqU0k8p/pt8GRPbluOW0rXnpZRumGAMn00pnQ9sAP6O4r/jIxNZq8zPgVcDp6aU/l/pHwAlSdIkM4cyh9LMNJNyKEmS1HzMU8xTNDOZp0wtP+uRqhNy9v0tSZMpxljpX7QvSil9YgLrn0TxS+eCCqbvpfgFZ98Iay0B/gV4ETCngvV2AFcCH+j/hSnGeCWVtfV+ZErp+grm1U2M8eEUvxT+ITB3gsscoPjG33eAL/utFdVajDEAFwOPAh4MrAPagPlAH8V7cAuwmeIfar6ZUvpNfaKtXowxAo8BHkKReK+i+PsvUHwjdRvFa/0J8K2UUpqkOOaVYvgd4CyKP/fTgMXAQoo//8MUf+/uBbZTJJoJ+KnJviRJIzOHGpE5lFQDMy2HkiRJtWGeMiLzFKkGplOeEmO8Hvj9Kb7tRP/u9bMeqUIWGEqSjhNjXE3xjZdHAvcHllEktQeAe4CbKL719R+lb9aVX7scWF7Bbe5OKXXVMu7JEmNcQPFn8TDggRS/WPYXNc2mKGraD+yj+AeAW0qPnwM3pJR6pj5qSZIkSVPFHOpY5lCSJElS/ZmnHMs8RZKkibPAUJIkSZIkSZIkSZIkSZIkHWdWvQOQJEmSJEmSJEmSJEmSJEmNxwJDSZIkSZIkSZIkSZIkSZJ0HAsMJUmSJEmSJEmSJEmSJEnScSwwlCRJkiRJkiRJkiRJkiRJx7HAUJIkSZIkSZIkSZIkSZIkHccCQ0mSJEmSJEmSJEmSJEmSdBwLDCVJkiRJkiRJkiRJkiRJ0nEsMJQkSZIkSZIkSZIkSZIkScexwFCSJEmSJEmSJEmSJEmSJB3HAkNJkiRJkiRJkiRJkiRJknQcCwwlSZIkSZIkSZIkSZIkSdJxLDCUJEmSJEmSJEmSJEmSJEnHscBQkiRJkiRJkiRJkiRJkiQdxwJDSZIkSZIkSZIkSZIkSZJ0HAsMJUmSJEmSJEmSJEmSJEnScSwwlCRJkiRJkiRJkiRJkiRJx7HAUJIkSZIkSZIkSZIkSZIkHccCQ0mSJEmSJEmSJEmSJEmSdBwLDCVJkiRJkiRJkiRJkiRJ0nEsMJQkSZIkSZIkSZIkSZIkScexwFCSJEmSJEmSJEmSJEmSJB3HAkNJkiRJkiRJkiRJkiRJknQcCwwlSZIkSZIkSZIkSZIkSdJxLDCUJEmSJEmSJEmSJEmSJEnHscBQkiRJkiRJkiRJkiRJkiQdxwJDSZIkSZIkSZIkSZIkSZJ0HAsMJUmSJEmSJEmSJEmSJEnScVrrHYA0Xq9+9avz8uXL6x2GNGFdXV3Mnz+/3mFIVfF9rOnA97Gmg0Z5H9955507P/7xj6+odxzTiXmPml2j/P0kVcP3saYD38eaDhrlfWzeU3vmPWpmjfJ3k1QN38eaLnwvazpolPfxSHmPBYZqOsuXL+fNb35zvcOQJmzjxo1ccMEF9Q5DqorvY00Hvo81HTTK+/hFL3rRXfWOYbox71Gza5S/n6Rq+D7WdOD7WNNBo7yPzXtqz7xHzaxR/m6SquH7WNOF72VNB43yPh4p73GLZEmSJEmSJEmSJEmSJEmSdBwLDCVJkiRJkiRJkiRJkiRJ0nEsMJQkSZIkSZIkSZIkSZIkScexwFCSJEmSJEmSJEmSJEmSJB3HAkNJkiRJkiRJkiRJkiRJknQcCwwlSZIkSZIkSZIkSZIkSdJxLDCUJEmSJEmSJEmSJEmSJEnHscBQkiRJkiRJkiRJkiRJkiQdxwJDSZIkSZIkSZIkSZIkSZJ0HAsMJUmSJEmSJEmSJEmSJEnScSwwlCRJkiRJkiRJkiRJkiRJx7HAUJIkSZIkSZIkSZIkSZIkHccCQ0mSJElSXYXCs0IIXwsh3BtCOBJC2BZCuC6E8JIQQmsN73VqCOFlIYTPhBB+FULYF0LoDiHsCCH8IITw9yGEUytc684QQq7wcX2tXoMkSZIkSZIkSdJUqdmHNJIkSZIkjVcIYSnwZeCSIU+1lx6XAK8IITwt53x3lff6KvAHQBjm6eWlx8OB14cQ3phzfkc195MkSZIkSZIkSWp2FhhKkiRJkuoihDAHuBq4uHTqHuDDwG3AycBlwDnA+cA1IYSLcs77qrjl/RksLrwB+B6wGdhXut8zKAoM5wJvDyHMzTm/tYJ1dwAvHWPOzglFLEmSJEmSJEmSVEcWGErj9I53vIODBw8ec27BggVcccUVdYpIkiRJalqvYLC48Ebg0Tnn3f1PhhDeB3wVeBxwLvAm4C+ruN9h4P3Ae3POm4Z5/l0hhNcC7ywdXxlC+FLOefMY63blnL9aRVwNx7xHkiRJ0nRn3iNJkiRVZla9A5CazdBkc6RzkiRJkkYWQmgF/rZ0mIEXlBcXAuScDwMvAPp/4X51CGFZFbe9OOf8qhGKC/vv+S7gK6XDVuB5VdyvaZn3SJIkSZruzHskSZKkylhgKEmSJEmqh0uAFaXxdTnnXw83Kee8Hfh86XAu8NSJ3nBoAeMovlQ2fsBE7ydJkiRJkiRJktTsLDCUJEmSJNXDY8vG3xxjbvnzj5+EWIbaXzY+YQruJ0mSJEmSJEmS1JAsMJQkSZIk1cP9y8Ybx5ibRrhuspTf464K5i8LIXwnhLA9hNAdQtgRQvhpCOFfQghrJytISZIkSdIE5VzvCCRJkqSm0VrvAKRG9o53vIODBw8ec66lpYXe3t7jzl111VXHnFuwYAFXXHHFpMcoSZIkNan1ZeM7x5h7L9ALtABnhRBCzpPzaVAIoRV4Udmpr1dw2ULgUWXHy0uPBwOvCyG8HXhjzrl3uIvrbbi8Z9asWfT19R1zzrxHkiRJUrMaLu8JfX3kWcf2Ymnp7TXvkSRJkoawwFAaxdBkEziuuHCkc8NdK0mSJGnAiWXjnaNNzDn3hBD2AUsp8tgFwIFJiusK4OzS+BeMXWC4lWIL558DncAcYB3wdOABFEWRfw2sAi6tebQ1MFzuMrS4EMx7JEmSJDWv4XKXocWFAL0tLRVdK0mSJM0kFhhKkiRJkuphYdn4cAXzD1EUGAIsYhIKDEMIjwTeUjrsAV6ecz6+0m7Q84EfjTDnyhDCK4D3AbOAF4YQvp1z/swo938p8FKAyy+/nI0bx9o5ujE0S5yaWl1dXb431PR8H2s68H2s6cD3sSRJkiTVlwWGkiRJkqQZL4RwNvAlBvPkN+ScfzzaNTnnH4zx/AdCCEuBt5ZOvREYscAw5/xh4MMAV111Vb7gggsqjL46X/va16q6fqriVHPZuHGj7w01Pd/Hmg58H2s68H0sSZIkSfV1fO9vSZIkSZImX3kHwnkVzD+hbLy/loGEEM4AvgMsK516d8757TVa/p3A3tL47BDCmTVaV5IkSZJUiZzrHYEkSZLU1CwwlEaxYMGC4861tLRUdG64ayVJkiQN2FM2Xj7axBBCK7C4dHgUOFirIEIIpwDfBdaUTn0w5/zaWq2fcz4M/F/ZqbNrtXatmPdIkiRJmtZ+/GMWHDw+jZzV23vcuZaenuPOLZgzZ1LCkiRJkpqFWyRLo7jiiiuOO3fVVVcdd663t5c3v/nNUxGSJEmSNF1sBs4ojU8H7hxl7slAf3XbbTnXpv1ECGE1RXHh6aVTHwNeWYu1h9hVNj5xEtavinmPJEmSpGntpz/lin/7N+juPub0VVdeedzU3tZW3lx+fu5c+Jd/mdz4JEmSpAZnB0NJkiRJUj38qmx8wRhz4wjXTVgIoZ2iuHBd6dSngctrVbw4xLKy8Z5JWF+SJEmSNJL9++Ho0Yld291dXC9JkiTNYBYYSpIkSZLq4dqy8ePGmPv4svE3q71xCGEFcB2woXTqC8ClOee+atce5l5zgYeWndpc63tIkiRJkkaxaBHMnj2xa+fMKa6XJEmSZjALDCVJkiRJ9fA9YEdp/OgQwv2GmxRCWAk8u3R4GLi6mpuGEE4CvgOcWzr1H8Dzc8691aw7ir8AlpTGt+acb5uk+0iSJEmShnPhhRMvMGxthQc/uLbxSJIkSU3GAkNpnBYsWHDcudbW1jpEIkmSJDWvnHMP8NbSYQA+FUJYWj4nhDAP+CTQ/0v4+3LOu4ZbL4TwiRBCLj2uHGHOEuBbwHmlU1cDzy7FMi4hhL8NIZwzxpyXA28pO/XWkeY2muHynhNOOKEOkUiSJElSlS66CFauPO70ggMHxj7X1lZcL0mSJM1gVkVJ43TFFVcAcPfdd/Pxj38cgKVLl452iSRJkqThfQB4BnAxcD5wUwjhQ8BtwMnAi4H+Ir7fAP9Q5f2uAS4ojbcCnwWeFEIY7ZqunPO3hjn/x8A/hBB+BnwfuBnYDcwB1gFPZ7CQEeDTOedPVhf+1OnPe7785S/z61//GoBLLrmkniFJkiRJ0sSEAK9/PbzuddDVNXD6ine8g10nncT7/uzPgKK48Ip3vGPwuvnzi+tGzxklSZKkac8CQ2mC2tvbCSGQc2bHjh10d3czZ86ceoclSZIkNY2cc3cI4anAl4FLgFMYvojwRuBpOee9Vd6yvO3EauALFVxzF3D6KM//Tukxkh7gn4GrKrhXw1m1atVAgeG2bdvqHI0kSZIkTdCLXwyf+QzccAMcOTJw+qTdu5nd3c3ROXM4uHAhBxYuZOGBAzB3LlxwAVx2WR2DliRJkhqDWyRLEzRnzhxWrFgxcOyHbZIkSdL45Zx3A48Gng18naKzYDfQCXwXeCnwkJzz3XULcnh/ArwK+Azwc+Be4BBwBNgGXAf8HXB6zvlNE9mGuRGsWrVqYGzOI0mSJKlpzZ4N11wDF15Iz9z5A6dDzrR1dg4cd7S10RXmky+8EL7xjeI6SZIkaYazg6FUhdWrV7N9+3YAtmzZwmmnnVbniCRJkqTmk3POFN0EK+koONIalwKXjjGnZvta5Zx/CfwSeH+t1mxE5QWGnZ2d9PT00NrqPyVIkiRJakILF5K/cx1vOe1jvKDjbbTRyXy6aOvs5N5TTgHgN+3n8m/3/CW//4rL+KOFFhdKkiRJYAdDqSqrV68eGG/durWOkUiSJElS7Z1wwgksXboUgL6+voEvWEmSJElSM7r+h7P51/0vYx238Vi+xUYuoK2jY+D5T7a9kPd1v4zXXDGbo0frGKgkSZLUQCwwlKqwZs2agbEFhpIkSZKmI7dJliRJkjRdvPGNcPAgQODHPIyreSrtZVskt7cX47174aMfrU+MkiRJUqOxwFCqQltbGy0tLQDs3r2brq6uOkckSZIkSbVlgaEkSZKk6eBnP4Of//zYc5vYwMqyAsPly3fS2trDwYPwhjeAH/tIkiRJFhhKVWlpaaGtrW3g2C6GkiRJkqab1atXD4wtMJQkSZLUrN78Zjh8+Nhzm1nP3O5ult53HwCzZmVWrNgOwJEj8O53T3GQkiRJUgOywFCqUvmHbRYYSpIkSZpu2tvbB8adnZ309vbWMRpJkiRJGr/bb4dvfxv6+o49fytnAdDe0TFwrn+b5K4u+Md/hN27pyxMSZIkqSFZYChVyQJDSZIkSdPZ/PnzOfHEEwHo7e1l+/bt9Q1IkiRJksbprW+Fnp7jzx9iPndxKm1lBYZtbYPj3l54y1umIkJJkiSpcVlgKFVpzZo1A2MLDCVJkiRNR6tWrRoYu02yJEmSpGazcePwBYYAm9hAe2fnwHF/B0MotlS+/vpJDk6SJElqcBYYSlVavnw5s2fPBmD//v3s37+/zhFJkiRJUm2VFxj6xSpJkiRJzeammyDn4x+vfGVRYFjewfDsszvp68sDc268sY6BS5IkSQ3AAkOpSrNmzTrmw7YtW7bUMRpJkiRJqr3Vq1cPjDvKPniTJEmSpGa2dm1RYLhk717mHToEwOHDh9m3b1+dI5MkSZIahwWGUg2Uf9hmNw9JkiRJ0035l6o6Ojro7e2tYzSSJEmSVBvr1sFm1hOAtrJtkv1ilSRJkjSotZ43jzGeApwHLAC2ATeklA7XMyZpIiwwlCRJkjSdzZ8/nyVLlrB37156e3vZsWMH7e3t9Q5LkiRJkqrS38EQigLDu04/HYDOzk42bNhQx8gkSZKkxlGTAsMY4+KywyMppSNjzL8/8D7g4iFPHYgxfgh401hrSI1kzZo1A+OtW7eScyaEUMeIJEmSJKm2Vq1axd69ewHYtm2bBYaSJEmSmt6ZZ8I9nEIXJ9BW1rXQDoaSJEnSoKq3SI4xPhfYXfb4wzHmPxj4AUVxYRjyWAS8Dvh+jHF+tbFJU2Xp0qXMmzcPgEOHDrFnz576BiRJkiRJNVa+TbKd2yVJkiRNByecAKvXzOJWzqK9bIvkzrKxJEmSNNNVXWAIPJ3BAsEdwFdGmhhjnAN8Flhcmp9LD8rGAXgw8O81iE2aEiGEY7ZJ3rJlSx2jkSRJkqTaK895tm3bVsdIJEmSJKl21q0rtklesX07oa8PgPvuu4/u7u46RyZJkiQ1hloUGP4eg8WBX08p9Ywy90XAWo4tJuwE/g/YxWDRYQCeFWP83RrEJ02J8g/b7OYhSZIkabop72DY2dlJX+mDN0mSJElqZmvXFgWGs3t6WLZr18B5uxhKkiRJhaoKDGOMpwHLy05dO8Yll5d+htLPv04prU4pPQxYDbyTwSJDgFdWE580ldasWTMwtsBQkiRJ0nSzYMECFi9eDEBPTw87duyoc0SSJEmSVL3+DoYA7R0dA+ctMJQkSZIK1XYwPKv0s79g8BcjTYwxngmcz2D3wmtTSm/rfz6l1JNSugL4Hwa3XH5KjHF2lTFKU2LodmF285AkSZI03bhNsiRJkqTpZu1a2Mx6ANrKCgw7ysaSJEnSTFZtgeGpQ45vHWXuJaWf/cWI7x9h3vvKxvOB+00gLmnKLVq0iIULFwLQ3d3NrrI2+pIkSZI0HbS3tw+M7dwuSZIkaTo4poNhWddCOxhKkiRJhWoLDJeUjQ+mlHpHmXtx2fgQ8O0R5v1P6Wf/NsnnTjA2aUqFEI7p5rFly5Y6RiNJkiRJtWcHQ0mSJEnTzdq1sI8ldNB2TAfDzs5Ocs6jXClJkiTNDNUWGM4vGx8aY+5DSz8z8KOUUvdwk1JK24estWzi4UlTq/zDNrt5SJIkSZpuVq1aNTDu6Oigr6+vjtFIkiRJUvWWLIHly4suhgsPHGD+wYMAHD16lN27d9c5OkmSJKn+qi0wLC8SnD/SpBjjcuAsBrsS/nCMdQ8yuJXywglHJ02xNWvWDIwtMJQkSZI03SxcuJBFixYB0NPTw86dO+sckSRJkiRVb+3aosAwAO1lXQw7ysaSJEnSTFVtgeHesvH8GOPiEeb9fulnf9Hgj8ZYdz6DxYijbbssNZTyDoYdHR309vr2lSRJkjS9uE2yJEmSpOlm3bqiwBCgrbNz4LwFhpIkSVL1BYZ3Djl+8AjznlQ27mWUAsMY42yO7Ya4f0KRSXUwf/58TjzxRAB6e3vZvn17fQOSJEmSpBor3ybZzu2SJEmSpoP+DoYAbWVFhZ1lxYaSJEnSTFVtgeFNpZ/93QafN3RCqavhM0pzMvCzlNLBUdZcV/rZ3+3QTyvUVMq7eWzZsqWOkUiSJElS7ZUXGNrBUJIkSdJ0sG4dbGY9AO1lRYUWGEqSJElVFhimlDqBjaXDALwgxvj0IdPeDSxisGDw6jGWfdCQ49urCFGacuUFhnbzkCRJkjTdlBcYdnR00NfXV8doJEmSJKl6a9fCHZzBUVpZvnMnLT09AOzdu5dDhw7VOTpJkiSpvlprsMZHgQsouhPOAr4UY/wJ8FvgfGBD6bkAHAU+NcZ6jywbHwFuqUGM0pRZs2bNwNgCQ0mSJEnTzaJFi1i4cCEHDhzg6NGj7Nq1ixUrVtQ7LEmSJEmasHXroIfZ3M5azu7dxIodO+gofbmqs7OT008/vb4BSpIkSXVU7RbJAB8BflUa9xcSPgR4DnA2g50LM/ChlNK9Iy0UYwzAUxncTvnGlFJPDWKUpkx5N4/t27dz9OjROkYjSZIkSbVX3rndbZIlSZIkNbsVK2DhQtjEBgDa3CZZkiRJGlB1gWFKqRd4CrCFopgwlz3dXygYgJ8Arx9juccC5W0Prq82PmmqzZ07l+XLlwOQc/bDNkmSJEnTTvkXq+zcLkmSJKnZhVB0MRwoMOzoGHiuo2wsSZIkzUS16GBISuku4IHAB4F9FAWF/Y+9wNuAR6WUjoyx1GtKP/u7Hn69FvFJU81tkiVJkiRNZ+UFhn6pSpIkSdJ0sHbtYIFhux0MJUmSpAGttVoopbQbeGWM8TXAmcBJwB5gU0qpb6zrY4wtwDXAtaVTGfi/WsU3lUIIAXgm8CfAgyi6Mt4H/Ab4HPCJnHNNtn4OIZwKPAH4PYoiz1OBeRSFnZuA7wL/nnO+e4x1PgG8cAIhXJVzvnKMtR8PvAh4KNBGUYR6K/Bl4MM554MTuG9DW7VqFTfddBNggaEkSZKk6ae8wLCjo4OcM0UqLEmSJEnNad06+CHrgWM7GG7fvp2+vj5mzapJ3xZJkiSp6dSswLBfSukoRWHbeK/rBd5b63imWghhKUXh3CVDnmovPS4BXhFCeNpYRX8V3OurwB8w2PGx3PLS4+HA60MIb8w5v6Oa+43gt6PENxf4BPDsIU+tKD0eBvxpCOHpOedfTEJsdWMHQ0mSJEnT2aJFi1iwYAEHDx6ku7ubXbt2sXz58nqHJUmSJEkTtnYtfKzUwXD+oUMs2r+f/YsW0dvby86dO1m5cmWdI5QkSZLqo+YFhjNZCGEOcDVwcenUPcCHgduAk4HLgHOA84FrQggX5Zz3VXHL+zNYXHgD8D1gM0WHwJOBZ1AUGM4F3h5CmJtzfusIa70H+GoF9zyLYstrgP0UxZQj+STwrNJ4F8WfxS8pCh+fD1wIrAW+GUJ4SM75ngru3xTa29uZNWsWfX197Nq1i8OHDzNv3rx6hyVJkiRJNRFCYPXq1dx6661A8cUqCwwlSZIkNbN162AHK9jNiSxlD+3btrF/0SKg2CbZAkNJkiTNVBYY1tYrGCwuvBF4dM55d/+TIYT3URTxPQ44F3gT8JdV3O8w8H7gvTnn4bpGviuE8FrgnaXjK0MIX8o5bx46Med8YynmUYUQ/rns8As5564R5j2VweLCu4GLyzs2hhDeD/w7xdbJq0ox/vFY928Wra2trFy5ko5SC/2tW7dy5pln1jkqSZIkSaqdVatWDRQYbtu2jfPOO6/OEUmSJEnSxK1dCxDYxAYeyk9o6+zk1vXFlskdHR084AEPqGt8kiRJUr3MqncA00UIoRX429JhBl5QXlwIkHM+DLwAOFg69eoQwrIqbntxzvlVIxQX9t/zXcBXSoetwPMmerMQQgtF/P0+Psr0K8vGrxi6HXTOuQ/4U4riQ4A/CiHcf6KxNaLVq1cPjN0mWZIkSdJ0s2rVqoHxtm3b6hiJJEmSJFXv5JNh7lzYVNomub3URAKKDoaSJEnSTFW3DoYxxkcAfwKcBywAtlFs8fuxlFIzVmNdAqwoja/LOf96uEk55+0hhM8DL6bYuvipwMcmcsOhBYyj+BLFdskA1Xy96vEU3QYBbsk5/2i4SSGEs4AHlQ5vzTl/Y7h5OedDIYSPAG8pnXom8Ksq4msoa9as4cYbi6aQFhhKkiRJmm7Kv1S1bds2cs6EEOoYkSRJkiRN3KxZcMYZsOmWosCwzQJDSZIkCahBgWGMcR3wyrJT/5VSun6U+a3ARxjshNf/6cMG4BHA62KML00pfana2KbYY8vG3xxj7jcpCgyhKNqbUIHhOOwvG59QxTqXlY1H6174uLLxtWOs+U0GCwwfD/zdBOJqSHYwlCRJkjSdLVq0iPnz59PV1UV3dzf33Xcfy5ZV06RfkiRJkupr3brBAsOT7ruP1t5eelpaOHDgAAcPHmTBggV1jlCSJEmaerXYIvlS4M+B1wB/Btwzxvy3AS+kKCwMFNsJ59JzAVgCfCbG+IQaxDaVyrf33TjG3DTCdZOl/B53TWSBEMJy4Cmlwx7gUxXeb6w/i58DvaXxuWEatbtYsWIFra1FDe/evXs5ePDgGFdIkiRJUvMIIfjFKkmSJEnTytq1sJn1AMzKmbb77ht4rqOso6EkSZI0k9SiwPCJpZ8B+FFK6faRJsYYz6UoRMxlj8DxxYatwMdijM30NaD1ZeM7x5h7L4NFdWdNZlFdCKEVeFHZqa9PcKnnA7NL42tyzqNlURX/WeSce4AtpcMFwJoJxtdwWlpaaG9vHzjesmXLKLMlSZIkqfmsWrVqYLxt27Y6RiJJkiRJ1Vu3Dm5jHX2lDdja7r574Dm3SZYkSdJMVVWBYYzxBOABDBYGfmOMS65gcEtkKLrpvZJia9zXAdvLnlsJvKqa+KbYiWXjnaNNLBXV7SsdtlIU1k2WK4CzS+NfMPECw/IixbG2dD6xbDzqn0XJrhGubXp285AkSZI0nVlgKEmSJGk6WbsWDnMCd3EaAG1lXQstMJQkSdJMVW0Hw3OBFgaLBn840sQY4xzg6Qx2LbwPeGhK6YMppW+llN4FXAzsL5vz/Crjm0oLy8aHK5h/qGy8qMaxABBCeCTwltJhD/DynHPfBNa5ADivdLgd+NoYlzTcn0W9rFkz2JDRAkNJkiRJ0035l6q2bdtGzrmO0UiSJEmNKxSeFUL4Wgjh3hDCkRDCthDCdSGEl5R2pKrVveaHEC4KIbw6hPCJEMKvQgg9IYRcejxiAmv+XgjhoyGEX4cQ9oUQjoYQ7gshpBDCu0MI5429SuNbt674uYkNALSXFRW6RbIkSZJmqmqTlTOGHP96lLm/DyxmsNvhv6WUyjsWklK6Lcb4XuBvS6fOjTG2p5T8jX2cQghnA19i8H/jN+ScfzzB5cq7F/5/pQ6MUyqE8FLgpQCXX345GzdunOoQJuTAgQMD47vuuouUEpO4I7aaRFdXV9O8h6WR+D7WdOD7WNOB72PV2+LFi5k/fz5dXV0cOXKE3bt3c9JJJ9U7LEmSJKmhhBCWAl8GLhnyVHvpcQnwihDC03LOdw+9fgLuAWryi3kI4QTgE8Azh3l6KXBB6fHqEMJ7gb+YSLOLRnHaaTBrFmzq28DjuZa2sgLDnTt30tPTQ2trzWpBJUmSpKZQ7W/A7WXjoyml+0aZ+3uln4GiwPAzI8z7CoMFhgAPBJqhwPAARSIFMK90PJoTysb7axlICOEM4DvAstKpd+ec3z7BteYCzy07Ndb2yHDsa59Xwfwx/yxyzh8GPgxw1VVX5QsuuKCCZesv58yPf/xjjhw5Qnd3N2eddRZLliypd1iqs40bN9Is72FpJL6PNR34PtZ04PtY9RZCYNWqVdx+++1A0bndAkNJkiRpUAhhDnA1xS5eUBT/fRi4DTgZuAw4BzgfuCaEcFHOeV+Vt20Zcnw3MIdjP9er1GeBPyyNe4EvAD+h2PFqNfAo4IkUu6a9BugGXj+B+zSEOXOKIsNNdxQdDOceOcKJR4+yZ/Zs+vr62LFjB6tWrapzlJIkSdLUqnaL5Pll47GK5B5WNr4tpXTHCPN+A/RRFCECnDbB2KbanrLx8tEmltrcLy4dHgUO1iqIEMIpwHeB/r15P5hzfm0VS/4hg4WTP8k5/6aCa/aUjUf9syhZVjbeM9KkZtT/YVu/LVu21DEaSZIkSaq98pxn27ZtdYxEkiRJakivYLC48EbggTnnf8g5fz7n/A6KwsJrS8+fC7ypBve8mqKZx+OBFTnn08ruUbEQwsUMFhfuA2LO+Xk55/eU4n9nzvlJwBMoig8BXhtCqOSzoYa1du3gFskA7fcN9lfpLOtoKEmSJM0U1RYYlndAHHGtGOMs4MEMbo/8g5HmppS6KZKUfotHmttgNpeNTx9j7skMfnvstpxzHm1ypUIIqymKC/vv/zHglVUue1nZuJLuhTCOP4tSsWV/MeRBYNpV4K1evXpgvHXr1jpGIkmSJEm1Z4GhJEmSNLzSZyD9u3Zl4AU5593lc3LOh4EXMNiM4tUhhPLGDOOWc35hzvkfc87X5px3VrHU48rGH8o5/3yE+30T+GrpsBW4qIp71t26dbCZ9QPHbXcM9kzp6GiGTdckSZKk2qq2wLB8K9xFpULC4TwIWFh2/MMx1u0rG8+ZQFz18Kuy8Vh7lMURrpuwEEI7RXHhutKpTwOXV1O8GEI4GXh06bAL+HyFl47nz+JBDBZb/qZWxZaNZM2aNQNjCwwlSZIkTTflX6ratm0b0zCtkyRJkibqEmBFaXxdzvnXw03KOW9n8DOYucBTpyC2SqwsG986xtzy5hMLJiGWKbN2LWxhDQdLG7m133nnwHN2MJQkSdJMVG2BYfm3nlqAM0eY95jSz1D6OWIHw5IlZeOuCcRVD+Wt5R834qzC48vG36z2xiGEFcB1MNCv/QvApTnnvpGvqsilDL5HvpJz3jfK3HJ1+7NoREM7GPphmyRJkqTpZMmSJZxwwgkAHD58mD179tQ3IEmSJKlxPLZsPNZnIOXPP37EWVOrvJrurDHmlj9/8yTEMmXWrYPMrIEuhm1lXQs7Ozv9nEeSJEkzTrUFhv3ftOr/TfoxI8z7o7LxjpTS5hHmEWNcxmBHO4D7Jh7elPoesKM0fnQI4X7DTQohrASeXTo8DFxdzU1DCCcB3wHOLZ36D+D5OefeatYtubRsXOn2yOScbwV+Vjo8K4TwhOHmhRDmAZeXnfrieANsBkuWLGH+/OJbbkeOHGHXrl11jkiSJEmSaieEcMw2yXZulyRJkgbcv2y8cYy5aYTr6qn8M6yXhRAeNNykEMLjgaeVDq/POd802YFNprVri5+bSn09Ttyzh7mh6KFy6NAh9u/fX6/QJEmSpLqotsDwN0B/V7sA/EWMcX75hBjjJRTb5ObS47ox1jyvbD2AO6uMcUrknHuAt5YOA/CpEMLS8jmlgrpPMtga/n0552GrzUIInwgh5NLjyhHmLAG+xeCf2dXAs0uxVCWE8PtAKYXiduD741ziqrLxB0IIpw5ZfxbwfqD//JdzzjXZLrrRhBCO62IoSZIkSdNJeYHhtm3b6hiJJEmS1FDWl43vHGPuvUB/84izQghhtMlTIeecgHeXDhcDKYTwmRDCq0MIzwohvDaE8DXgGormIT8AnlWfaGvnzNJ+bf0FhgFo6xn86K2jrKOhJEmSNBO0VnNxSulojPE/KDrdZYotkr8TY7wS+C3wYOBdpedC6ednx1j2wUOON1UT4xT7APAM4GLgfOCmEMKHgNuAk4EXA+eU5v4G+Icq73cNRfEmwFaKP9snjZFzduWcv1XB2i8qG38ij7Pfe8756hDCFygSydOAG0t/Fr8ElgEvAC4sTd8G/MV41m82q1ev5rbbbgOKAsPzzjtvjCskSZIkqXlYYChJkiQN68Sy8c7RJuace0II+4ClFJ/fLQAOTF5olck5vzaEcCfwt8AK4LmlR7nflp7/Ss756NRGWHsLFsCqVbBp24aBc2333cfdK1YAxTbJ69evH+lySZIkadqpqsCw5F+A55XWCsBDKArf+vUXFmbg5pTS18dY7yll43tTSp01iHFK5Jy7QwhPBb4MXAKcwvBFhDcCT8s5763ylheVjVcDX6jgmruA00ebEEJYxOC21n3AJyYQG8ALKf53fzZFUeEbhplzO/D0nPM9E7xHU1izZs3A2A6GkiRJkqaboV3bc840QMMVSZIkqd4Wlo0PVzD/EEWBIcAiGqDAsOQjFLG8g2OLJvudCfw1cBD479EWCiG8FHgpwOWXX87GjWPtHF0f7e3rjykwPOnWW6FUYHjzzTczf/78kS7VDNHV1dWw71+pUr6PNV34XtZ00Ojv46oLDFNKm2KMfwf8E0UxGQxubwyD3Qt7gFeOtlaMsZ2iaK5/nR9WG99UyznvDiE8Gngm8CfA7wDLgd3Ar4HPAx+vxTbGk+iZDG7j/O2c870TWSTnfAR4Tgjhk8BlwEOBlcB+4FbgS8CHc84Hqw+5sZV/2LZt2zb6+vqYNavaHcolSZIkqTGceOKJzJs3j8OHD3P48GH27NnD0qVLx75QkiRJUkMLIUTgq8Aa4OfA3wP/C+wFVgFPBq4EHgh8NYTwqpzzB0ZaL+f8YeDDAFdddVW+4IILRppaVw98IHzlZ2cNHJ+yaRM87GEAdHd306hxa+ps3LjR94Ganu9jTRe+lzUdNPr7uBYdDEkp/UuMsY8iqZg75OlA8a2mF6eU/meMpV4KzGKwwPDaWsQ31UrbCX+ByjoKjrTGpRRbT482Z1LaQeScPwp8tIbrfRP4Zq3Wa0YLFy5k8eLF7Nu3j56eHrZv3057e3u9w5IkSZKkmgghsGrVKu644w6g+GKVBYaSJEkSBxjsSDiPsTsSnlA23j8pEY1DCOE84H8o4voR8Kicc3knxruB/xdC+CbwU4rdrN4bQvhRzvmmKQ+4htatg/0sZiurWM02Vm7dSgiBnDO7du2iu7ubOXPm1DtMSZIkaUrUrIVaSuntwHrgrygK675N0aHuCuDMlNKXRrs+xtgCPIfiG0/7Sj+/Uav4pHpzm2RJkiRJ09mqVasGxtu2batjJJIkSVLD2FM2Xj7axBBCK7C4dHiUYrvhevtnBose/2JIceGAnPNvKbZPBmgBXjEFsU2qtWuLn5sotkmeffQoy+YO9ljZvn17PcKSJEmS6qImHQz7pZTuAd4+wWt7gXNqGY/USFatWsXNN98MwJYtWzj//PPrHJEkSZIk1c7q1asHxhYYSpIkSQBsBs4ojU8H7hxl7skUxXkAt5V2y6qbEMJc4NGlw/0UHQpH8x3gn0rjCycrrqmybl3xcxMbeCTXA9DW08PO0vOdnZ2cfPLJdYlNkiRJmmo162AoaXTlHQz9sE2SJEnSdFPewXDr1q3U+fNQSZIkqRH8qmx8wRhz4wjX1ctyYHZpvL+Cgse9ZeMFkxPS1BnawRCg7b77BsYdHR1THZIkSZJUNxYYSlOkvJtHZ2cnPT09dYxGkiRJkmpr6dKlzC1tGXbo0CH27t07xhWSJEnStHdt2fhxY8x9fNn4m5MQy3jtKxsvDyHMG2P+aWXjXZMQz5RauhROOunYAsP2O+8cGHd2dtYhKkmSJKk+LDCUpsi8efM46aSTAOjr6/PbbZIkSZKmlRDCMV0M7dwuSZIk8T1gR2n86BDC/YabFEJYCTy7dHgYuHoKYhtVznk/cHfpcA7w9DEueXbZOE1KUFNs7VrYzPqB47abbhoYd3Z22rVdkiRJM8aUFRjGGFtijCtKj5apuq/USMq3Sd66dWsdI5EkSZKk2rPAUJIkSRqUc+4B3lo6DMCnQghLy+eUOgN+ksFthd+Xcx62A2AI4RMhhFx6XDlJYZf7XNn430II540Q1/OBy8pO/X+TGtUUWbcO7uR0uks7RS+6/XZOmFc0cuzu7mbPnj11jE6SJEmaOq2TtXCM8WLgicDDgfOARUOe3w/8Avgh8PWU0g8mKxapUaxevZpf/vKXgAWGkiRJkqaf1atXD4wtMJQkSZIA+ADwDOBi4HzgphDCh4DbgJOBFwPnlOb+BviHam8YQrgEuGTI6d8pG784hPDoIc+/I+e8Z8i5fwGeCZwBLAd+GkL4AvB9ii2UVwFPBh5bds2Hc843VPcKGsPatdBLK7exjnO5mQC0L1jAHYcPA9DR0cHSpUtHX0SSJEmaBmpeYBhjfApwJfCgstNhmKmLKYoPHw68PsZ4I3BVSulrtY5JahTlH7Zt2bKljpFIkiRJUu2VdzDcunUrOWdCGO6fBCRJkqSZIefcHUJ4KvBliqK/Uxi+iPBG4Gk55701uO3vAX87yvPPH+bcvwN7yk/knHeHEB4FfBGIwFzgBaXHcN4HvHa8wTaqdeuKn5vYwLncDEBbTw93lJ7v6OjgnHPOGf5iSZIkaRqpWYFhjHEu8B7gJaVT/Z8g5NJjJP3zLgCujjF+GPjzlNKRWsUmNYr29nZCCOSc2blzJ0eOHGHu3Ln1DkuSJEmSBuUMP/4x/PSnsH8/LFoEF14IF10EYxQLnnTSScyZM4fu7m66urrYt28fS5YsmaLAJUmSpMZUKtR7NEU3wD+h6Ca4HNgN/Br4PPDx0pbKDSXnfEcI4aHAH1DEH4F24ARgP/Bb4AfAR3POv6hboJNg7dri5yY2DJxr270bZs0CoLOzsx5hSZIkSVOuJgWGMcZZFN+8eiJFwWB5UeFYrQrKiw8D8FJgdYzxD1NKoxUmSk1nzpw5rFixgu3btwPFlmGnn356fYOSJEmSJICjR+GjH4W3vQ22by+Ojx6F2bOLx8qV8PrXw4tfXBwPI4TAqlWruOuuu4Ai57HAUJIkSYKccwa+UHpMdI1LgUsrmHclxW5jNZFz7gX+s/SYMco7GPZrv/NOOPNMwAJDSZIkzRyzarTOO4AnlcblhYVbgfcCLwR+F3hA6fG7FO3T3wNs4dhuhwF4cmlNadop3yZ569atdYxEkiRJkkoOHIBLLoHXvQ7uuAMOHoTu7qKbYXd3cXzHHcXzj3pUMX8EQ7dJliRJkqRm1NYGCxYcW2C44pe/ZFapg+GePXs4fPhwvcKTJEmSpkzVHQxjjGcDr+bYwsJtwOuAL6aU+ka49EfAp2OMr6Voqf6vwGoGiwxfHWP8cEppU7UxSo1kzZo1/PznPwf8sE2SJElSAzh6FJ7wBLjhBjhyZPS5XV3F1slPfCJcd92wnQzLv1TV0dFR62glSZIkaUqEUGyTvPkX6wfOtWzaxIrly+ks7VTV2dnJaaedVq8QJUmSpClRiw6GbwJayo5/BpyXUvr8KMWFA1JKOaX0BeCBpWv7uxm2AG+sQXxSQyn/sG3Lli11jESSJEmSKLZFvvHGsYsL+x05Ahs3wsc+NuzTQzsYFjvBSZIkSVLzWbsWdrGcXZxUnOjqom3RooHn3SZZkiRJM0FVBYYxxhbgiQx2HbwPeHxKadd41ypd83hgV9l6T44x1mobZ6khtLW10dJS1OTu2bOHrq6uOkckSZIkacbKGd72tqIz4Xh0dRXXDVM8uGzZMubMmQPAwYMH2b9/fy0ilSRJkqQpt25d8bN8m+S23t6BsV3bJUmSNBNUW7x3IbCkNM7AP6WUdkx0sdK1/8xgF8PFwEOqilBqMC0tLbS1tQ0cu02yJEmSpLr58Y+htLXXuHV2FtcPEUKgvb194Hjbtm0TjU6SJEmS6mrt2uJneYFh++7dA2M7GEqSJGkmqLbA8IzSz/6CwC9XuR7AF0s/+9sgnDHSRKlZlW+TbIGhJEmSpLr56U/h6NGJXdvTAzfcMOxTQ7dJliRJkqRmNGwHwzvvHBhv376dvr6+KY5KkiRJmlrVFhiuLBsfSSndXeV6pJTuAY6McA9pWlizZs3A2A/bJEmSJNXN/v0TLzDs7i6uH0b5l6rsYChJkiSpWQ3XwXDBLbewcOFCAHp6erjvvvvqEZokSZI0ZaotMJxbNj4y4qzxO1w2nlPDdaWGUP5h25YtW+oYiSRJkqQZbdEimD17YtfOmVNcP4zyDoYWGEqSJElqVqecUqRM5QWGbNpEe3v7wGFHR0cdIpMkSZKmTrUFhjvKxotjjCdUuR6lNZaUndpZ7ZpSo1m+fDmzSx/iHThwgH379tU5IkmSJKl+QuFZIYSvhRDuDSEcCSFsCyFcF0J4SQihtYb3OjWE8LIQwmdCCL8KIewLIXSHEHaEEH4QQvj7EMKpVd5jTmntXPZ4RG1eQY1deOHECwxbW+HBDx72qWXLlh2T8+wfodOhJEmSJDWylhY44wy4nbX09n+setddtC1bNjDHAkNJkiRNd9UWGHYOOX5MlesBPLr0M4xwD6npzZo165iOHm6TLEmSpJkqhLAU+A7weeBJwBqKTvbtwCXAR4CfVFv0V7rXV4E7gQ8CzwXuBywCZgPLgYcDbwI2hxCuqOJWf1Nau/FddBGsXDmxa9vaiuuHMTTnsYuhJEmSpGa1bh10M5c7Ob04kTPtfX0Dz3d2+lGmJEmSprdqCwx/DPQBuXT8F1WuB/DasnFf6R7StFO+TbIFhpIkSZqJQghzgKspCgkB7qEo8HsO8JfAzaXz5wPXhBAWV3nL+zP4ZbYbgLcBLwGeSZHP/rD03Fzg7SGEvx3vDUII5wJvKB0erCraqRACvP71MH/++K6bP7+4LoQRp5RvGWbOI0mSJKlZrV1b/CzfJrlt9+6BsQWGkiRJmu6qKjBMKd0HpNJhAC6OMY77A5h+Mca/BB5BUbCYi1uk+6qJUWpUa9asGRj7YZskSZJmqFcAF5fGNwIPzDn/Q8758znnd1AUFl5bev5ciuLDahwG3g+cnXO+MOf8Vznnj+acv5RzflfO+Xc59otzV4YQ1le6eAhhFvBRig6M/81gvtzYXvxiOP98mDu3svlz58IFF8Bll406rfxLVXYwlCRJktSs1q0rfpYXGC67805aW1sB2L9/P11dXfUITZIkSZoS1XYwBHgvRXFhLv38+xjju2OMFbc/iDHOizG+HfjnsnX615ampaEdDHPOo8yWJEmSppcQQivQ/wW1DLwg57y7fE7O+TDwAgY7Ab46hLCsittenHN+Vc5500gTcs7vAr5SOmwFnjeO9V8FPJQi3ldNOMqpNns2XHMNXHjh2J0M588v5n3jG8V1o3CLZEmSJEnTwXAdDGdt3szKlSsHjjs6OqY6LEmSJGnKVF1gmFL6DPCL0mF/ceCrgU0xxjfHGB8QYzzuPjHGEGO8f4zx74BNFF0iQtk6N6WUPlttfFKjWrp0KSeccAIAhw4dYvfu3WNcIUmSJE0rlwArSuPrcs6/Hm5Sznk78PnS4VzgqRO94dACxlF8qWz8gEouCCGcBry1dPimnPPd44mt7hYuhOuug3e+k33Lz+QAC+imdeDpHlq4d+6Z8M53FvMWLhxzyeXLlzO7VIS4f/9+Dhw4MGnhS5IkSdJkGa6DIZs20dbWNnDoNsmSJEmazmrRwRDgj4FdpXF/keEa4O+AnwP7Y4w3xxh/UnrcDOwHbgLeDJzCsV0Qd5bWlKatEMJxXQwlSZKkGeSxZeNvjjG3/PnHT0IsQ+0vG59Q4TUfAhZSbPX8nppHNBVmz6b3JS/j3Dm38Vi+xb/xmoGn7mUNZ7fcxnfWvmzMzoX9Zs2aRXt7+8CxXQwlSZIkNaPTT4cQYDPrB09aYChJkqQZpCYFhimlW4GnANsZLBTsLxYMFB/IbAAeXHpsAOaXPV8+vxN4Skrp9lrEJjWy8i3DtmzZUsdIJEmSpCl3/7LxxjHmphGumyzl97hrrMkhhD8BHgf0Ai/NOfdOVmCT7eqrYe++wI95GFdy1cD5NWzlSFcPr3oV9PVVvl55zuOXqiRJkiQ1o7lz4dRTYSur2U+pm/uePbTPnTswxy2SJUmSNJ3VqoMhKaWfAOcBX+f4wsGxHv3zvwY8MKX001rFJTWyNWvWDIz9sE2SJEkzTFnrB+4cY+69FMV7AGeFEMKkRASEEFqBF5Wd+voY81cA7yodvifnPFaxZMPKGd74RujfybiLBdzFqQDMpod13Ma998JXvlL5muUFhnYwlCRJktSs1q4FCMd0MWy7776B8Y4dO+jtbdrvmkmSJEmjqlmBIUBKaUdK6SnABcD/R7HVcRjjsRP4JHBBSukPUkrbaxmT1MjKt0jetm0bfeNpBSJJkiQ1txPLxjtHm5hz7gH2lQ5bgQWTFBPAFcDZpfEvGKPAkGI75GXAPcDfTWJck+766+Huu489d8vAHwWczS0cPAh//udw9Ghla1pgKEmSJGk6WLeu+LmJDQPn5v32tyxZsgSAvr4+duzYUY/QJEmSpEnXOhmLppR+BrwQIMZ4FvAAig9clpam7AZ2Ab9IKd02GTFIzWDx4sUsXLiQAwcOcPToUXbu3MnKlSvrHZYkSZI0FRaWjQ9XMP8QgznlIuBArQMKITwSeEvpsAd4ec55xG8BhRCeDDy7dPinOeeaxzSV3vhGOHjw2HO3cDaP41tAUWAIsHcvfPSj8PKXj73mihUraG1tpaenh3379nHw4EEWLJjM+lBJkiRJqr2ig+GxBYZs3kz7+eezd+9eADo7O2lvb69DdJIkSdLkmpQCw3IppVuBWyf7PlKzWrNmDZs2bQKKbZItMJQkSZKmXgjhbOBLDObJb8g5/3iU+YuAD5QOv5Jz/u8axPBS4KUAl19+ORs3Tt1uy7fccgI33rgBaDn2/JAOhlAUIb7+9T084AG/YN68PObaCxcuZM+ePQD8z//8jznPDNHV1TWl72FpMvg+1nTg+1jTge9jNYLhOhiyaRNtT3jCwGc8HR0dPPCBD6xDdJIkSdLkmvQCw/GKMV4E/HH/cUrpL+oYjjTpVq9ePZB8btmyhQc96EH1DUiSJEmaGgcY7Eg4j7E7Ep5QNt5fy0BCCGcA36HovA/w7pzz28e47F+Akym2bv6zWsSRc/4w8GGAq666Kl9wwQW1WLYiV10F3d3Hn7+ZcwbG53DzwLi3t5Xvf/983vCGsdfu7OzkhhtuAGDBggVM5etS/WzcuNH/rdX0fB9rOvB9rOnA97EawbAdDDdtOqZjYWdn5xRHJUmSJE2NWfUOYBjnAX8OvKb0kKa11atXD4y3bt1ax0gkSZKkKbWnbLx8tIkhhFZgcenwKHBwlOnjEkI4BfgusKZ06oM559eOcc3FQP8GwX+Tc27qX+Rvvx2+/W3oG2Yz6OM7GBYdC7u64B//EXbvHnv9VatWDYy3bdtWbbiSJEmSNOX6Cwxv5azBk7ffTtuyZQOHnZ2d5Dx2l3dJkiSp2TRcB8Mygf5PLqRprLzAsLOzk97eXlpaWka5QpIkSZoWNgNnlManA3eOMvdkBvfuvS3X6BObEMJqiuLC00unPga8soJLL6PIWQ8By0MIbxxh3mll4z8JIfxuafzFnPPm8Uc8Od76VujpGf65TtrYwxJOZC+L2c8qtrGNIofp7YW3vAXe+c7R1y/PeSwwlCRJktSMFi6Etjbo7FzIvazhZLZATw9Ld+9mzpw5dHd309XVxYEDB1i0aFG9w5UkSZJqqpELDKUZYf78+Zx44ons2bOH3t5eOjs7j/kATpIkSZqmfgU8rjS+ALh+lLlxyHVVCyG0UxQXriud+jRweYXFi6H08wTgqgpveVnZ+FcUBZYNYePGkQsMIXALZ/NQfgIUXQz7CwwPH4brrx97/eXLl9PS0kJvby979+6lq6uL+fPn1yR2SZIkSZoq69ZBZ2exTfLJbAEgbN5MW1sb99xzDwAdHR0WGEqSJGnaacQtkqUZZ82aNQNjt0mWJEnSDHFt2fhxI84qPL5s/M1qbxxCWAFcB2wonfoCcGnOeZhNgqe/m26CnI9/bN9ePH8z5wzM/e77bj5mzo03jr1+S0sL7e3tA8fmPJIkSZKaUf82yZsGUklg0yba2toGDjs7O6c4KkmSJGnyWWAoNYDyjoVbtmypYySSJEnSlPkesKM0fnQI4X7DTQohrASeXTo8DFxdzU1DCCcB3wHOLZ36D+D5OefeStfIOV+acw5jPYDvl132yLLnvlrNa5gqy5fDiSfCLZw9ePKWWya01qpVqwbGbpMsSZIkqRmtK/W/P6bAsNTBsJ8FhpIkSZqOLDCUGkB5gaHdPCRJkjQT5Jx7gLeWDgPwqRDC0vI5IYR5wCeBBaVT78s57xpuvRDCJ0IIufS4coQ5S4BvAeeVTl0NPLsUi4YIATZssMBQkiRJkmDkDoblHds7OjqmOCpJkiRp8rXWOwBJx37YtmPHDrq7u5kzZ04dI5IkSZKmxAeAZwAXA+cDN4UQPgTcBpwMvBgG9uf9DfAPVd7vGuCC0ngr8FngSSGE0a7pyjl/q8r7Nq316+EnP6m+wLD8S1UWGEqSJElqRsN2MNy0iZUrVw4c7tq1i6NHjzJ79uwpjk6SJEmaPBYYSg1g7ty5LF++nJ07d5JzpqOjg1NPPbXeYUmSJEmTKufcHUJ4KvBl4BLgFIYvIrwReFrOeW+Vt7yobLwa+EIF19wFnF7lfZvW+vXwOc6km9nM4Sjcey/s3w+LFo1rnRUrVtDS0kJvby979uyhq6uL+fPnT1LUkiRJklR7/R0M7+ZUDjOXeRyBzk7mHDrEsmXL2LVrFzlntm/fzpo1a+obrCRJklRDbpEsNYjyZNNtkiVJkjRT5Jx3A48Gng18naKzYDfQCXwXeCnwkJzz3XULcgbbsAF6mM1trBs8uWnTuNdpaWmhra1t4NguhpIkSZKazUknwYknQh8tx+VI5flOZ2fn1AcnSZIkTSILDKUGUb5lmAWGkiRJmkly4Qs55yfnnNfknOfmnNtzzo/KOX8k59xTwRqX5pxD6XHlCHPCBB6nV/G6HlG2zvUTXaee1q8vft5C9dskr1q1amBsgaEkSZKkZhPCYBfDodsklxcYdnR0THFkkiRJ0uSywFBqEOUFhlu2bKljJJIkSZJUOOus4qcFhpIkSZIE60qNC4cWGLa3tw8c2sFQkiRJ040FhlKDaG9vZ9as4j/J++67j8OHD9c5IkmSJEkz3fz5cMopcDPnDJ68+eYJrVX+pSoLDCVJkiQ1o2E7GG7efNwWyTnnKY5MkiRJmjwWGEoNorW1lZUrVw4cu02yJEmSpEawfn1tOhiuXLmSlpYWAHbv3s2hQ4dqEZ4kSZIkTZmROhguXryYefPmAXDkyBH27t1bh+gkSZKkyWGBodRA3CZZkiRJUqPZsGHIh2e33go9PeNep6Wl5ZgvVdnFUJIkSVKz6e9guJn1gydvvZWQ8zHbJHd0dExxZJIkSdLkscBQaiBr1qwZGPthmyRJkqRGsH497GcxWyh9IeroUbjjjgmttWrVqoGxOY8kSZKkZtPfwXA3J7EzLC8ODh2Ce+45bptkSZIkabpoHe3JGOPHpiqQMhvGniJNT3YwlCRJktRo1pcac9zMOaxha+ngZjjrrHGvZYGhJEmSpGa2ahWccEJRU3hL3sDvsrN4YtOmYwoM7WAoSZKk6WTUAkPgUiBPQRxDZSDU4b5SXa1cuZLW1lZ6enrYt28fBw4cYOHChfUOS5IkSdIMtqH0NcBbOJtHc13p4Bb4gz8Y91rlX6raunVrLcKTJEmSpCkTQrFN8q9+BZvYwO/yw+KJTZtof8ADBubZwVCSJEnTSaVbJIcpfkgz0qxZs47p6OEHbpIkSZLq7bTTYPbsosBwwC23TGitlStXMmtW8U8Ru3fv5vDhw7UIUZIkSZKmzNq1xc9N5Zuybd7MihUrjsl3jhw5UofoJEmSpNqrtMAwT/FDmrHKCwzdJlmSJElSvbW0wLp1tSkwbG1tZeXKlQPHbpMsSZIkqdmsW1f8PKbAcNMmWltbWb58+cApuxhKkiRpuhhri+S7seBPGpQz/PjH8NOfwv79sGgRXHghXHRR0Re/BtasWTMwtoOhJEmSpEawYQP89OZzBk/cfHORH00gD1q1ahUdHR1AUWB4xhln1CpMSZIkSZp0w3Yw3LQJgLa2NrZv3w4UBYannnrqVIcnSZIk1dyoBYYppdOnKA6psR09Ch/9KLztbbB9e3F89GixT9js2bByJbz+9fDiFxfHVVi9evXAeOvWreScCTUqXpQkSZKkiVi/Hr7KavazkEUcgD17ityorW3ca61atYqf/exngB0MJUmSJDWf/g6Gv+VMemihlV64+27o6qKtrY1f/vKXAANfrJIkSZKaXaVbJEsz14EDcMkl8LrXwR13wMGD0N1ddOvo7i6O77ijeP5RjyrmV2HZsmXMnTsXgK6uLvbu3VuLVyFJkiRJE7Z+PUCoyTbJQ79UJUmSJEnNpL+D4VHmcHdLWUf2W2+lvb194NAtkiVJkjRdWGAojeboUXjCE+CGG6Cra/S5XV3F1slPfGJx3QSFEPzATZIkSVJD2VDa+asWBYZtbW3MmlX8c8R9993H4cOHqw1PkiRJkqbMqadCa2mPuN/0HrtNcltZl/ft27fT19c3xdFJkiRJtWeBoTSaj34UbrwRjhypbP6RI7BxI3zsY1XdtrzAcMuWLVWtJUmSJEnVKjoYDikwvPnmCa3V2trKihUrBo7dNkySJElSM2lthdNPL8abOLbAcOHChSxYsACAo0ePsnv37qkPUJIkSaoxCwylkeQMb3vb2J0Lh+rqKq7LecK3toOhJEmSpEayYgUsWQI3c87gyQl2MARYtWrVwHjbtm3VhCZJkiRJU27duuLnMQWGmzcDHLNNsl+okiRJ0nRggaE0kh//GLZvn9i1nZ3F9RNUXmC4bds2chXFipIkSZJUrRCKbZJrsUUyHJ/zSJIkSVIzWbu2+Dm0gyFwzDbJFhhKkiRpOrDAUBrJT38KR49O7NqeHrjhhgnfesmSJcyfPx+AI0eOsGvXrgmvJUmSJEm1sH493M5aemgpTtx11/g7vpeUdzC0a7skSZKkZjNsB8NNmyDnYzoYdnZ2TnFkkiRJUu1ZYCiNZP/+iRcYdncX109QCIE1a9YMHPuBmyRJkqR627ABupnLbzlz8GSpQ8d4tbW1EUIAYNeuXRw5cqQWIUqSJEnSlOjvYNhJGwdbFhUH+/ZBZ+cxHQwtMJQkSdJ0YIGhNJJFi2D27IldO2dOcX0VyrcM27JlS1VrSZIkSVK11q8vft7MOYMnJ7hN8uzZs1mxYsXAsduGSZIkSWom/R0MIXB7y7FdDJcvX05LS9H5fd++fRw6dGjK45MkSZJqyQJDaSQXXjjxAsPWVnjwg6u6fXmBoR0MJUmSJNVbf4HhLZw9eHKCBYZwbM6zbdu2Ca8jSZIkSVPtjDOg1JSdX3YfW2A4a9YsVq5cOXDKL1RJkiSp2VlgKI3koougLAEcl7a24voqlH/Y1tHRQW9vb1XrSZIkSVI1zjqr+FmrAsNVq1YNjC0wlCRJktRM5s2Dk08uxrdwbIEh4DbJkiRJmlYsMJwEofCsEMLXQgj3hhCOhBC2hRCuCyG8JITQWsN7nRpCeFkI4TMhhF+FEPaFELpDCDtCCD8IIfx9COHUCa79hBDCx0IIt4QQ9oYQDoYQfhtC+G4I4e9CCA8a5drrQwi5wsedE339kyoEeP3rYf788V03f35xXf9X1yZo4cKFLF68GICenh527NhR1XqSJEmSVI0FC4oP0I4pMLz55gmvV15gaNd2SZIkSc1m7dri56byAsPNmwELDCVJkjS9WGBYYyGEpcB3gM8DTwLWAHOAduAS4CPATyZa9DfkXl8F7gQ+CDwXuB+wCJgNLAceDrwJ2BxCuGIc654RQvgu8A3gRcAGYDEwHzgDeCRwFXBlta+h4b34xXD++TB3bmXz586FCy6Ayy6rye3XrFkzMN6yZUtN1pQkSZKkiVq/fkiB4ebNMMFu6+3t7YTSF7N27txJd3d3LUKUJEmSpCmxbl3xc9MwHQzb29sHTrlFsiRJkppdzTrpCUIIc4CrgYtLp+4BPgzcBpwMXAacA5wPXBNCuCjnvK+KW94f6G+TdwPwPWAzsK90v2dQFBnOBd4eQpibc37rGK9hA/BdoH9/3gT8N3AHcBhYCTyQoniyUk8b4/mucaw1tWbPhmuugSc+ETZuhK5RQp0/vygu/MY3iutqYPXq1dxc6giydetWLrjggpqsK0mSJEkTsWEDfPe7S+mgjXY64cgRuOsuOPPMca81e/Zsli9fPtCtvaOjg1NPrfq7eJIkSZI0Jfo7GN7GusGTv/0tdHcf08Fwx44d9Pb20tLSMsURSpIkSbVhgWFtvYLB4sIbgUfnnHf3PxlCeB/wVeBxwLkU3QX/sor7HQbeD7w357xpmOffFUJ4LfDO0vGVIYQv5Zw3D7dYCOEEimLC1RRFf5fmnL80wtxA0Z1xTDnnr1Yyr2EtXAjXXQcf+xi87W3Q2QlHj0J5d40zzyy2Rb7sspoVF0JRYNjPLcMkSZIk1dv69cXPWzi7KDAEuOWWCRUYQpHz9BcYbt261QJDSZIkSU2jv4NhFwvYMe8UVhy+p+jw/tvfcsLZZ7N48WL27dtHb28vO3fuPKboUJIkSWombpFcIyGEVuBvS4cZeEF5cSFAzvkw8ALgYOnUq0MIy6q47cU551eNUFzYf893AV8pHbYCzxtlvTcDZ5XGzxupuLC0bs453zvegJvW7NnwspfBbbfBt75VFBouWjT4/De/WTxfw+JCOLbAcPv27fT09NR0fUmSJEkaj/ICwwG33DLh9VatWjUwdtswSZIkSc2kv4MhwK2zRt8mubOzc6rCkiRJkmrOAsPauQRYURpfl3P+9XCTcs7bgc+XDucCT53oDYcWMI6ivFDwAcNNCCEsoOjACPC9pu86OFlCgIc9DF7zGnjwgwfPbxqxxrMq8+bNY9myoga1r6/PD9wkSZIk1dWG0mdmN3PO4Mmbb57weuUFhnZtlyRJktRMygsMbzp8fIFhecdCP9+RJElSM7PAsHYeWzb+5hhzy59//CTEMtT+svEJI8x5BrC4NP705IYzTZxdm44dYynvYrhly5ZJu48kSZIkjeW004rG7bXqYNje3k4IAYCdO3fS3d1dbYiSJEmSNCUWL4YVpdYjv+mzg6EkSZKmLwsMa+f+ZeONY8xNI1w3WcrvcdcIc36vbPzTEMLcEMJrQgg/CSHsCSEcDCHcFkL4WAjhwvHcPITw9RDCthBCdwhhVwjh5yGE94YQHjTeF9JQ6lBgaEcPSZIkSfXU2lp06ahVgeGcOXNYvnw5ADlnP3STJEmS1FTWrSt+bqKswHDzZuDYDobmOpIkSWpmFhjWzvqy8Z1jzL0X6C2Nzwr97RomQQihFXhR2amvjzA1lo1bKIok3w1cCCwB5gNrS2v9pFQg2FJhGE8E2oHZwEnAA4FXAT8rFSyO1FWxsVlgKEmSJGkG2rAB7uEUDjK/OLFzZ/GYILdJliRJktSs+rdJPqbAsNTB8KSTTmL27NkAHDx4kAMHDkx1eJIkSVJNWGBYOyeWjUf9ZCXn3APsKx22AgsmKSaAK2CgtcQvGLnAsL1s/EXgfsBW4C3Ac4CXAF8CcmnOq4B3jXHvXcBngdeV1ngu8AbgR2VzXgT8d6kQsrlsKEsWJ7HAcNWqVcdsGXbkyJFJu5ckSZIkjWX9esjMOvYDtCpyovICw23btlUTmiRJkiRNqf4OhvdwCkdb5xUHO3bA7t2EEI7pYtjR0VGHCCVJkqTqNV9RV+NaWDY+XMH8Q8DS0ngRUPOvLYUQHklRIAjQA7w859w3wvQTy8brgZ8Aj8s57y07/9EQwpOB/6R477w6hPDZnPP/DbPe3wAp53x0mOf+KYTwNODTFJ0RHwX8FfDWUV7LS4GXAlx++eVs3DjWLtRToK+PB82bR8vhw7BrFz+/7jp6TzxxUm61cOFC9u/fD8D1118/sIWYmlNXV1djvIelKvg+1nTg+1jTge9j1cP6Uv/+Wzib8/lZ6eAW+N3fndB6FhhKkiRJalb9HQwzs9g6/yxO2/fL4sSmTfDQh9LW1sa9994LFNskr+uvSJQkSZKayJQUGMYYZwEPpdhut42isG4vsB24Cfh+Smm4QjRNUAjhbIqOg/3/G78h5/zjUS4p72Z5FHj2kOJCAHLOXwsh/BtFV0KAPwOOKzAc417knP8zhHA58JnSqb8MIbwj5zxse76c84eBDwNcddVV+YILLhht+alzzjnws+IDtQfNnQuTFNeWLVv4Wek+CxcupGFevyZk48aN/m+opuf7WNOB72NNB76PVQ/9zdxvGWiWT806GO7YsYOjR48ObCMmSZIkSY2svF5wc9jAaRxfYNivs7NziqOTJEmSamNSt0iOMS6JMf4zxZbB/wv8K/B64HKKrXvfBlwL3Bdj/FCMcdWIizW+8g6E8yqYf0LZeH8tAwkhnAF8B1hWOvXunPPbx7isPIZv55zvHGXuh8vGl4w/wkLO+bPAptLhEuDhE12rbs6uzQdqY1m9evXAeOvWrZN2H0mSJEkaS3kHwwFV5ENz5swZ6NKec/ZDN0mSJElNo7+DIcDPujYMHmwqPv5qb28fOOUWyZIkSWpWoxYYxhjPLXssGc/CMcZLgNuBv6TYfjeM8lgAvAS4Ncb47PG+iAaxp2w86v61IYRWYHHp8ChwsFZBhBBOAb4LrCmd+mDO+bUVXLqnbDzqHms5580MFlS2hRAWjjZ/DNeXjc8eaVLDssBQkiRJ0gyzciUsWQI3c87gyZtvrmrN8i6G5jySJEmSmsXy5bC49InfL48eX2C4cuXKgVM7d+6kp6dnKsOTJEmSamKsDoa/An5Zejyr0kVjjM8CvgGcRFFAmCt4BGA+8OkY48vH9Soaw+ay8eljzD0ZaCmNb8s551oEEEJYTVFc2H//jwGvrPDyTWXj47ZGHkb5nHEVnw6xq2x8YhXr1McUFRi2tbXR0lK8Zfbs2cPBgzWrSZUkSZKkcQmh6GJ4K2fRRyhO3nEHHD484TXLCwy3bdtWbYiSJEmSNCVCGOxiuImyAsPNxceGc+fO5aSTTgKKju3bt2+f6hAlSZKkqlWyRXIYz4IxxnMpCtvmMFg82L9OAI4A24BDZecomzsLeE+M8YLx3LcB/KpsPFbscYTrJiyE0E5RXLiudOrTwOXjKF78Rdm4koLBxWXjSgoSR7KsbLyninXqY4oKDFtaWo5po+8HbpIkSZLqaf16OMI87uCM4kTOcOutE17PAkNJkiRJzWpd6ZO5zawfPHnrrdDbCxRNJPp1dnZOZWiSJElSTVRSYDje7nqfAk7g2MLCbcCfA2emlOanlE5OKS2k2Mb3ZRRbKZcXGrYCnxznfevt2rLx48aY+/iy8TervXEIYQVwHQx8NeoLwKU5575xLHNN2XjUAskQwnpgUelwW875wGjzx/D7ZePNI85qVGedVXw9Daru2DGW8m2St2zZMmn3kSRJkqSxbChln7dQmy9dlRcYbt++3W3DJEmSJDWN/g6GezmRAwtKWyIfOQJ33w0cW2DY0dEx1eFJkiRJVaukwLBiMcbHAOczuOUxwH8AZ6WU3pNSurN8fkppW0rpI8C5wEc4tlviOTHGJ9Uyvkn2PWBHafzoEML9hpsUQlgJPLt0eBi4upqbhhBOAr5D8WcIxZ/383POveNc6n+Be0vjx4QQTh9l7kvLxhMukAwhPAcGPo3aD/xgomvVzQknwOmnF+O+Prjttkm7VXmB4datWyftPpIkSZI0lvWlxhw3c87gyZtvnvB6c+fOZdmyosF9ztmuHpIkSZKaRn8HQ4B755dtk7xpE8AxO1SZ60iSJKkZ1bTAEHhl2TgD304p/VFK6dBoF6WUelJKLwM+Q1Fk2N/98OU1jm/S5Jx7gLeWDgPwqRDC0vI5IYR5FJ0ZF5ROvS/nvGu49UIInwgh5NLjyhHmLAG+BZxXOnU18OxSLOONvw94c+lwNvC50vpD7/lk4DWlwz7gncPM+bMQwkNGu18I4Q+Bfy879a8558lr/zeZpmib5KEFhpXvfi1JkiRJtdVfYFirDoZwbBdDv1QlSZIkqVn0dzAE2MTxBYZDt0j28x1JkiQ1m9Yar/d7DHYvPAS8cJzXv5xie+FlpTV+P8YYUkrN8pv2B4BnABdTdHK8KYTwIeA24GTgxTDQ3uE3wD9Ueb9rGNzOeCvwWeBJIYSRr4CunPO3RnjuE8DTgCcDDwV+E0L491KsCyj+t/ljBjtNvinn/Kth1rkE+LcQwiaKrZt/DewqXXc68BTgYWXzvwf802hBN7Szz4ZrSjtMT2KB4fLly5k9ezZHjx7lwIED7N+/n8WLF0/a/SRJkiRpJGedVfysdYHhr35VpJjbtm2rai1JkiRJmirlHQxvPLiBp/YflAoMlyxZwrx58zh8+DCHDx9m3759LFlyXI8PSZIkqWHVrMAwxngusJSiwDADn0kpjavPd0rpYIzxg8AbS6cWAPcDhitiazg55+4QwlOBL1MU2Z3C8EWENwJPyznvrfKWF5WNVwNfqOCauyiK/I6Tc+4LITyTosviH5fW/LthpvZSFBeOVRS4ofQYSabYGvu1OefuMdZqXFPUwXDWrFmsXr2au+66C4AtW7ZYYChJkiSpLhYuhDVr4JYtZfnQpk3Q1wezJrZZQnkHQwsMJUmSJDWL1ath7lw4cgRu7Dq+g2EIgba2toHPdzo6OiwwlCRJUlOp5RbJJ5d+9ne3+8YE1/n6kONzhp3VoHLOu4FHA8+meC1bgW6gE/gu8FLgITnnu+sW5Chyzodyzs8EHg98DrgTOAzsp+hE+B7gnDGKC18HXA58FEjA3UAXxZ/DduAHwD8DZ+ecX5Zz7pqcVzNFpqjAEI7fJlmSJEmS6mX9etjFcnawvDjR1QX33DPh9coLDLdv305PT0+1IUqSJEnSpJs1a3Cb5GO2SN68eWA4dJtkSZIkqZnUcovkk4Ycb5zgOjeWfvZvi7x0guvUTc45U3QTrKSj4EhrXApcOsacUfdCrkbO+Vrg2gleeztwO/DvNQ2qUQ0tMMwZRt+mesIsMJQkSZLUKDZsgO99r9gmeQU/KE7ecgucdtqE1ps3bx4nnXQS9913H319fWzfvv2YHEiSJEmSGtXatfCb38AdnEFfSyuzenvg3nvh4EFYsMACQ0mSJDW1WnYwnDfkeOdEFkkpHaXoltfvxIkGJE2JFStgaakO9uBB2LJl0m61Zs2agfHWrVspalklSZIkaeqtX1/8vIXadXUv72Lol6okSZIkNYt164qfPcxm99IzB58odTFsb28fONXR0TGVoUmSpP+fvTuPj7Os9///umayL23SfaN7m5Q2snRYCoKCyC6bFBE3tAJ6vi7nCIdzVBRR+enRIp4jiiIgorJYdgsFkbKIZZuwpZCkC5Tu6Za02dfr98c1k5kkk2SSmclMkvfz8ZjHXPd23VfSgfae+31/LhGJWTwDhvu7LbfG0FcroamWvTH0I5J4xnStYlhZmbBTFRQUkJ2dDUBTUxPV1dUJO5eIiIiIiEhfEh0w3LVrV0x9iYiIiIiIDJXgFMkA27LDpkkO3DOaNGkSJjD71YEDB2hpaRnK4YmIiIiIxCSeAcP3uy2PjaGvsYSmSG6MoR+RodF9muQEMcZ0mSJsRwKrJYqIiIiIiPSlKHDPrJxFoZXl5TH1GX69o4ChiIiIiIgMF8EKhgAVtmfAMC0tjQkTJnSu1jTJIiIiIjKcxDNg+A5wKGx5zmA68fl8BXStWti9MqJI6hmigCF0veGmKcNERERERCRZZs+GtLTEVTCsqqqira0tpv5ERERERESGQngFw9K6ngFDgMmTJ3e2FTAUERERkeEkbQD73ujz+f67n32yw9olgH/gQ6Ik8G5wVQxVok1SnwKGIiIiIiIyyqSluZtoGytn0UQmWTRDVRVUV0Nh4aD6zMrKorCwkOrqajo6OtizZ0+XayARERERkeHKuPlxLwE+BxwJTAQOAO8C9wJ3WWvj8oSNMSYHOALwAUsD78WECnycYq19bpB9nwUsB04ApuLuNVYBW4DngMestW8OevDD1KxZ4PVCezu8XBMWMNywobM5efJk1q9fD8Du3buHeogiIiIiIoMWbcDQAOMDr77YsPbHgT8MYkxLuy1vHkQfIkNrCAOG06dP72zv2rWLjo4OPJ54FiMVERERERGJTlERVFZ62cBCPkSZW1lZCccfP+g+p06dSnV1NeCueRQwFBEREZHhzhhTCDwAnNpt05TA61Tgq8aYC621W+Nwym3AuDj008kYMwe4AzglwuY5gdcpwNHABfE893CQnu5Chu+9B5V0q2BoLRjDlClTOlergqGIiIiIDCfRppJslK/gvgY43efzpQ9iTOeHtQ/5/f4PBtGHSEJVVcFHPgI7gvU158xxV48A27dDbW3Czp2fn09+fj4Ara2t7Nu3L2HnEhERERER6cvChe69nEWhleXlMfUZPk3yrl27YupLRERERCTZjDEZwKOEwoXbgO8Bnwb+Ewj+A/poYI0xZkwcTuvttrwVGHTJPGNMEfAioXChH7ge+DyuKuPXgN8Do3rapfnz3fteJtKaO9Yt1NVB4Lqm+xTJ1truXYiIiIiIpKRoAoZmEC9wT0ZdPJDB+Hy+qcBJhAKLrw/keJGhsnIlvPgifPvbgRXp6aErR+hS8j4Rwit47NihWcRFRERERCQ5igKFOSqIX1X38OsdBQxFREREZAT4Ku7eF7j7XkdYa39srb3PWrsSFyx8KrD9cFz4MFaPAt8FzgQmWmtnhZ1jQIwx2cDfgGlAA3CJtfYYa+0PrbV/staustb+2lp7JTADFzYclebNC7YM+8Z3q2II5OXlkZOTA7gCEsHK7SIiIiIiqa6/KZIjlTkfiIE+qfTvhEKPFnghxvOLxN2hQ3DrrdDRAQ88AN/9buCmWnFxqFJHRQUs7T7bd/xMmzaNysAF6c6dOznqqKMSdi4REREREZHeBCsYxjNgGF7BsKqqivb2drze7gVYRERERERSnzEmDRf0A3ff6/PW2i6pMmttkzHm88B7QC7wdWPMT621+wd7XmvtFwZ7bATXAwsC7c9Yax/p47wW2B7Hcw8r4XUotmYVMZVX3UJlJZxyCiYwTfJ7770HwO7duxk3Lq4zWYuIiIiIJESfAUO/3//8UA0kIAv4Y9jyQ0N8fpF+3XorBKvWt7TA1VfD6tW4gGFQjDfU+hNe0WPnzlE944CIiIiIiCRRIgKG2dnZFBQUUFNTQ3t7O3v27OkSOhQRERERGUZOBSYG2s9Ya9+JtJO1do8x5j5gBZAJnA/cOTRD7J0xJhdXgRHg2b7ChRJewRDKO4o4LrgQKBgBbprkYMCwqqqKww8/fOgGKCIiIiIySP1VMBxSfr//m8keg0hfmpvhpz+Fhga33N4Oa9eC3w++JAUMd+/eTVtbG2lpKfWfs4iIiIiIjAKTJ8OYMVB5KGz6r82b3dNYGRmD7nfq1KnU1NQAbppkBQxFREREZJg6Paz9ZD/7PokLGIKb2jjpAUPgk8CYQPvPyRzIcBBewdBfW8TlwYWwgOGUKVM627t37x6ScYmIiIiIxMrT/y4iEvSnP7mQYbimJvj61xnSCoY5OTkUFhYC0NHRwZ49exJ6PhERERERkUiMcVUMG8lhC7PcyvZ22LQppn7DA4Wq2i4iIiIiw9iSsHZpP/v6ezkumU4Oa79qjMk0xnzTGPOKMabGGFNvjNlkjLnTGHNs0kaZIubODbVf3Bv2ENaGDZ3NyZMnd7arqqqGYlgiIiIiIjFTwFAkSu3t8IMfQGNj1/XWQlkZPLur28Vie3tCxxNexXDHjh0JPZeIiIiIiEhvEjFNcveq7SIiIiIiw9TCsPaWfvbdDgRvLCwwxpiEjGhgfGFtLy4k+UvgWGAskAPMA74IvGKM+ZUxxjvUg0wV2dkwfbprV3bMxwb/CN9/v7N6xYQJE/B63a/o4MGDNHa/6SQiIiIikoIUMBSJ0qOPwsGDkbfV18NX/2ssNlhlo6UFtmxJ6HjCb7ipooeIiIiIiCRLUeBZq3gGDMMrGO7evZv2BD/AJSIiIiKSIAVh7X197WitbQMOBRbTgNwEjWkgpoS1/wosBnYCPwI+DXwZWAXYwD5fA24eygGmmnnz3HsT2TRNnOkWOjpg82YAvF4vEydO7NxfVQxFREREZDhIS/YARIYDa+G666Curvd9tm+HvbOLmbRrl1tRURG6kkwABQxFRERERCQVBCsYlrMotLK8PKY+c3JyGDt2LAcPHqS9vZ29e/cyZcqU/g8UEREREUkteWHtpij2bwQKA+18oI+7EkOiIKy9EHgFOMNaG16O4Q5jzLnAw7j7jl83xtxjrX05UofGmCuBKwGuuOIKSkv7mzl6eCkomAVMAGBbziwW8gEAm594gppAtcK0tNDtWb/fz/79+4d8nBK7hoaGEff5ldFHn2MZKfRZlpEg1T/HQxYw9Pl8HwU+H1i0fr9/xVCdWyRWzz0HW7f2vU99Pax5v5gv8KxbUVEB55yTsDGFV/TYu3cvLS0tZGRkJOx8IiIiIiIikSRiimRwD1UdDJSR37VrlwKGIiIiIiJDL3wmtFbg0m7hQgCstauNMf8LXB1Y9Q0gYsDQWnsbcBvADTfcYJcuXRrfESfZccfBY4+5dlXBESzkBQDmtbVB4GdtaWlh+/btAKSnpzPSfgejRWlpqf7sZNjT51hGCn2WZSRI9c/xUFYwLAIuJ1QmXQFDGTauu84FCPuzvi2+N9T6kpmZycSJE9m7dy/WWn7yk590bsvNzeWaa65J6PlFRERERESgj4ChtWDMoPudMmUK5YFKiDt37uSoo46KZZgiIiIiIslQR6giYRb9VyTMDmvXJmREA1MLjAu0n7bWbulj39sIBQxPTeSgUtn8+aH2u+1FnBRcqKzsXB/+8JSmSBYRERGR4cDT/y5xN/i7CyJJ8MYb8Oab0e37VsvQBQyh6zTJ4eqjSUOKiIiIiIjEQV4eTJsGe5hEdXAGtbo62Lkzpn7Dr3d27doVU18iIiIiIklSE9ae0NeOxpg0YExgsRVIhS/6a8Lafc7XZq3dQChAOdkYk9fX/iPVvHmh9qsHi0ILYQHDyZMnd7b37NlDR0fHUAxNRERERGTQkhEwFBlWrr8empqi2zfeU4L1p7eAoYiIiIiIyFByVQwN5SwKrQxUHxysqVOndrarqqp0001EREREhqMNYe3Z/ew7A/AG2pustbavnYdIZVi7x9TIEYTvMzbOYxkWwgOGL1SFBQw3hD4KOTk55OfnA9De3s7+/fuHangiIiIiIoOigKFIHzZvhqefhmjvY21nBvXkuIV9+9wrgRQwFBERERGRVFAUuG8Wz4eucnNzGTPGFXBpa2tj7969MfUnIiIiIpIE68PaS/vZ19fLccn0dlg7msDgmLB2NIHEEaegAMaPd+3NzdPpyA7cM9q/370CwqdJ3r179xCOUERERERk4BQwFOnDjTdCW1v0+1s8VBK55H0ihF+AioiIiIiIJIurYBj/qu6aJllEREREhrmnwtpn9LPvmWHtJxMwlsFYE9buMyBpjFkI5AcWd1lr6/rafySbP9+9Wzw0TFsQ2tDLNMkKGIqIiIhIqktL9gBEUllp6cAChuBuqB3NG4GFCjjxxLiNZ+XKldTX1/e7n9fr5YYbbuiyLjc3l2uuuSZuYxEREREREQlKRAVDcNMkVwT62blzJ0ceeWTMfYqIiIiIDKFngb3AROA0Y8xia+073XcyxkwCLg0sNgGPDt0Q+/RPYDtu+uaPG2NmW2u39LLvlWHtVAlIJsW8efDKK669p7CIPN5yC5WVcMIJQNcCElVVVUM9RBERERGRAVEFQ5E+vPUWWBv5df31of2uvjq0/rIb4ntDLVw04UKA9vb2QR8rIiIiIiIyUMEKhuUsCq0sL4+536lTp3a2X3vtNW644YbO18qVK2PuX0REREQkkay1bcCNgUUD3G2MKQzfxxiTBfwRyA2susVau58IjDF3GWNs4PWDBA27k7W2AwjeDUkH7jXG9Jgq2RhzLvDNwGIH8ItEjy2VBSsYAmzJjDzrVXgFQwUMRURERCTVqYKhyCAtWRJql5WFbShOXMBQREREREQkFc2eDWlp8H7bHFpIJ4NW2LkTDh2CMWMG3W94wLA7PUQlIiIiIsPErcAngZOAo4G3jDG/AzbhKgOugM4ndd4FfhzrCY0xpwKndlt9VFh7hTHmtG7bV1prayJ0dxdwIXAucDzwrjHm9sBYc3FTPy/HBSgBvmetXR/TDzDMzZsXaq9vLQr9QYQFDMeNG0daWhptbW3U1dVRX19Pbm4uIiIiIiKpSAFDkUEqKQm1FTAUEREREZHRLD3d3USrrExjIwtYzLtuQ2UlHHPMoPvNy8sjPz+f2traOI1URERERGRoWWtbjDHnAw/gQn+HETlE+DpwobX2YBxOezLw3T62fzbCutuBmu4rrbUdxphLcFUWlwPTgO9HOL4dFy78yYBHO8KEVzB89WDkCoYej4fJkyezY8cOAHbv3s288GSiiIiIiEgK0RTJIoM0fz5kZbn2rl2wPzhhwYIFYAIP6r33HjQ3J2V8IiIiIiIiQyk4TXIF8X3oatq0aTH3ISIiIiKSTNbaauA04FLgcWAn0AJUAWuBK4HjrLVbkzbIPlhrG621lwBnAvcCW4AmoBZ4B/g/YJHChU54TvC5nQtDC5s2QXt756KmSRYRERGR4UIBQ5FB8nrh8MNDy+uDBf+zs938YAAdHe6CMU4ilcf3er2DPlZEREREJBUY51PGmNXGmO3GmGZjzC5jzDPGmC8bY+JWfd8YM9MYc5Ux5i/GmPXGmEPGmBZjzF5jzIvGmB8aY2ZG0U+6MeZUY8x/GWMeMMa8ZYzZYYxpMsbUG2O2GGMeMcZ80RiTHa/xp7JgwLC8c3Y3oLw85n77miZZRERERGS4sM791tpzrbXTrbWZ1top1tqPWWt/b61ti6KPy621JvD6QR/7/SBsv2hfW6I4/1PW2sustXOstdnW2jHW2iXW2m9aazcO7Dcyck2aBHl5rr2jdgwdk6a4hdZW2LKlcz8FDEVERERkuBjKKZIfAzRfrIwoS5bA66+7dlkZfOQjgQ3FxfD++65dUQGLF8flfNdcc02PdTfccEOv+x911FGcd955cTm3iIiIiEgiGGMKCU0VFm5K4HUq8FVjzIWxVvMwxjwCnAeYCJsnBF4nAtcaY66z1q7so7t5wDN9bJ8VeJ0PfN8Y8xlr7bpBDXyYKArM/BVrBcOVK1dSX1/f735er7fH9VBubm7E6yYREREREZGhYoyrYvjWW265bnoRY/bsdguVlZ0lDqdMmdJ5zO7du4d6mCIiIiIiURuygKHf798F7Bqq84kMhZKSULusLGxDURGsWePacZgSbLDeeOMNZs2axRFHHJG0MYiIiIiI9MYYkwE8CpwUWLUNuA3YBMwAvgQsAo4G1hhjlllrD8VwyiWEwoWvAc8CG4BDgfN9EhcwzAR+bozJtNbe2E+f7wGv4KYF2wo0APlACfApYDowG3jaGHOctXZ9L/0Me/GaIjmacCFAe9jUYgM9VkREREREJJHmzw8FDKsKihjD826hshLOPhvoWsFw3759tLW1kZY2lLVhRERERESio3+lisSg14BhcWw31OJp9erVTJ06lUmTJiV1HCIiIiIiEXyVULjwdeA0a211cKMx5hbgEeAM4HDge8B/xnC+JuDXwK+stZURtt9sjPkP4BeB5R8YY1ZZazdE2HcbMNda+35vJzPGXAfch6uamAP8HDgrhvGntGDAsJKi0MpNm9w0YOnpyRmUiIiIiIhIEgSKFALwXnoRC4ILlaFL0czMTAoLC6murqajo4O9e/cyderUIR2niIiIiEg0PMkegMhwFh4wXL8erA0spEDAcMKECQC0tbWxatUqWlpakjIOEREREZFIjDFpwHcDixb4fHi4EMBa2wR8HgiWpfu6MWZ8DKc9yVr7tV7ChcFz3gw8GFhMAz7Ty371fYULA/s0Al8GgqX2TgtUbRyRpkyB/HyoI5/tTHcrW1vh/T5/TSIiIiIiIiPO/Pmh9vrWsIewKrtejoZXMayqqkr0sEREREREBkUBQ5EYTJ0KhYWuXVsLW7cGNnQPGHYmD+MvNzc34rrly5d3ltLft28fq1evxiZwHCIiIiIiA3QqMDHQfsZa+06knay1e3BVAMFNXXz+YE/YPcDYh1Vh7ZJe94runHuBvYHFNGBCLP2lMmNCVQzLWRTaUF6enAGJiIiIiIgkSXgFw5erowsY7t69O9HDEhEREREZlIRNkezz+WYB5wDHA0cA44FAFItqYD/wFvAK8Ljf79+SqLGIJIoxrorhCy+45bIymDULmDQJCgqgpgbq6mDnTpg+PSFjuOaaa3rdds455/Doo48GxlbGrFmzWLp0aULGISIiIiIyQKeHtZ/sZ98ngRWB9pnAnQkZUUhtWDs7lo6MMWNx18MArcCBWPpLdQsXQmkpVFDMx/mHW1lRAedHnwvNzc2lvr6+yzqv10t7e3svR3Q9VkREREREJNnCKxj+a8dsSE93Fd537XIVK/LzAZgyZUrnfqpgKCIiIiKpKu4BQ5/PdxxwHe6mT7BCoum2WzYwDViCm27qf30+35PAjX6//6V4j0kkkboHDM89F5c8LC6Gl192GyoqEhYw7MuRRx7J1q1beeONNwBYs2YN06ZNY+rUqUM+FhERERGRbpaEtUv72dffy3GJEn6ODwbbSWAa6FuA9MCqJwLTPo9YRYHCHBV0q+o+AJEeorrhhhsi7puWlsYXvvAFZsyYMaBziIiIiIiIJNL06ZCRAS0tsGtvGu0L5+HdELg22rABAsUguk+RbK3FmO63VUVEREREkituUyT7fL50n893E/AicDbgxQULDWB7eQW3e4CzgH/6fL6bfT5fRrzGJZJoJWETppWVhW3oPk1ykpx11lmdF6jt7e2sWrWKpqYRfU9TRERERIaHhWHtLf3sux0Ilq9bYBJ4tyUQCvxi2KrHozjGY4y5IOz1WWPMjUAF8NnAbluAb8Z9wCkmOEVyLAHDgWhra+Pee++lujra2a9FREREREQSz+uFuXNDy3XTIk+TXFBQQGZmJgCNjY3U1oYX1BcRERERSQ1xCRj6fL5M4FHg3wkFC4MhQggFCbu/oGvY0AN8A3gs0KdIylsSVttk/fqwDSkSMExPT2f58uVkZLjcbnV1NY899hjW2n6OFBERERFJqIKw9r6+drTWtgGHAotpQCLnwb0GOtNxbxNFwBDIAB4Oe/0J+A4wD6jDTel8jLV20NUQh4tgwLCcRaGV5eWQwOuPhoYG7rnnHhobGxN2DhERERERkYGaNy/U3j02csDQGNOliuHu3buHYmgiIiIiIgMSrwqGf8JNiRweLDRALfAA7sbKZ4BzA6/PBNY9ENin+3EfB/4cp7GJJFR4wLCiAlpbAwspEjAEGD9+POedd17ncnl5Oa+88koSRyQiIiIiQl5YO5oS2+Hpsfw4jwUAY8wpwI8Ci23AV6y1HTF2+yawFjgYYz/DQjBguIupHAr+MR08CFVVCTmf1+sFYN++ffz1r3+lvb29nyNERERERESGxvz5ofbmtMgBQ+g5TbKIiIiISKpJi7UDn893AXAxXasV7gG+C/zF7/f3eaMoUKnwc8CPgUmEQoYX+Xy+C/x+/yOxjlEkkcaOhZkzYetWFy6srAyEDlMoYAiwePFiPvjgA1577TUAnn76aWbMmMGMGTOSPDIRERERkeQzxhQDqwhdJ3/HWvtSNMdaa5sIVOkPTN9cCBwJfBn4NPBh4EpjzMXW2r19jOFK4EqAK664gtLS0sH9MEk2YUIJ+/ZlUEExx+KuPyoffZQ6n2/QfWZkZNDS0tJj3eLFi3njjTcA2LJlC3fddRdHHHEECZxFW6LU0NAwbD/DIkH6HMtIoM+xjAT6HMtwFV7B8O3mIs4OLvQRMFy7di1r164FIDc3l2uuuSbBoxQRERER6V/MAUPgum7LfuAsv9+/P5qD/X5/M3C7z+d7BHgSOJpQyPA64JE4jFEkoUpKXMAQoKwsEDCcOxfS0qCtDbZvh7o6yMvrs59EO/3009mxYwc7d+6ko6ODVatWcdVVV5GTk5PUcYmIiIjIqFSHC+IBZAWW+5Id1q6N50CMMXOAfwDjA6t+aa39+WD6stZa4ACuauFaY8xa4PfAycDfjDHLAvtEOvY24DaAG264wS5dunQwQ0i6JUvguefoEjAsshZi+Hn6+l0UFhZ23oDbvn07CxYs4OSTTx70uSQ+SktL+/xzExkO9DmWkUCfYxkJ9DmW4Sq8guHL1WEVDDdsAGsh8GDUlClTIh5fX1+fyOGJiIiIiEQtpimSfT7fPLoGAvcAZ0QbLgzn9/v3AWcE+gg6KnAOkZRWUhJqr18faKSnd7163LBhSMcUSVpaGhdffDFZWVkAHDp0iEceeYRe7m+KiIiIiCRSTVh7Ql87GmPSgDGBxVYgbndZjDGH4cKA0wOrfmut/Y949W+tvR14JrB4HHBmvPpOVcFpkstZFFpZXp6w8334wx/myCOP7Fx+9tlnKSsrS9j5REREREREohFewfD1rRNg3Di30NAAO3Z0bps0adIQj0xEREREZGBiChgCwUfGDC5k+GO/31892M4CwcQbA/11P4dIylqyJNTuch8rxaZJBlfd44ILLuhc3rhxI//617+SNyARERERGa3Cn8CZ3c++MwBvoL2ptwqAA2WMmYYLFwbPfyfwb/Hou5snw9ofTUD/KSUYMKxgaK6HjDGce+65zJkzp3Pdo48+ytZgmXkREREREZEkmD0bPIE7sdu3Q8f8haGNYdMkp6enD+3AREREREQGKNaA4bRuyw/G2B/AqsB78IZR93OIpJzwCoapHjAEKCoq4oQTTuhcXrt2LVu2bEnegERERERkNFof1u7vwTJfL8cNmjFmCi5cGCw7/mfginiFF7sJn9K5IAH9p5SiwMxfQxUwBPB6vVxyySVMmOCKYba3t3Pfffdx4MCBhJ5XRERERESkNxkZMHOma1sLh6aFTZMcFjAUEREREUl1aTEenxXWbvT7/btj7A+/37/b5/M1ANkRziGSkoqLIS0N2tpgyxaorYX8fFI2YAhw6qmnsm3bNrZt24a1lgcffJCrrrqKvLy8ZA9NREREREaHp4CrA+0zgJv62Dd8WuEne90rSsaYibhpi4N3d+4HLrfWdsTady/mh7X3JegcKSNYwXAz82jDSxrtsHUr1NdDbm7CzpuVlcVll13GHXfcQX19PY2NjfzlL39hxYoV5OTkJOy8IiIiIiIivZk/3903Atg1pogCYOU111C/dy/ccEPnfsYYuj/v5vV6uSFsH4Dc3FyuueaaxA5aRERERKSbWCsY7g9rt8fYV7h2QtMk7+9rR5FUkJERqtIB8M47gUYKBwy9Xi8XX3xx5422uro6HnroITo6EnVPVURERESki2eBvYH2acaYxZF2MsZMAi4NLDYBj8ZyUmPMOOAfwOGBVQ8Bn7XWxvOaNvx8ecBlYavWJeI8qWTOHPcAVisZbArPVg5BhY7CwkIuvfRS0tLc85QHDhzg/vvvp62tLeHnFhERERER6W7evFB7k9fdSKqPUOghUjH99vael6n19fXxG5yIiIiISJRiDRiGT02V5/P5CmPsj0Af+WGrynrbVySVLFkSandOkxyeOtywASJcDCbTmDFjuOiiizqX33//fZ5//vkkjkhERERERgtrbRtwY2DRAHcbY7pcUxpjsoA/AsGyd7dYayM+hGaMucsYYwOvH/Syz1jg78CHAqseBS4NjGVAjDHf6y0UGbbPZOARYFpg1Ubg6YGea7hJT4e5c117KKdJDpoxYwYXXnhh5/LWrVt57LHHIt6wExERERERSaT5Yc9cvd1U1PuOIiIiIiIpLNaA4at0rTB4boz9AZwX1t4fOIdIyispCbU7A4YFBTBlims3N8MHHwz1sPo1b948Tj755M7lF154gc2bNydxRCIiIiIyitwK/DPQPhp4yxjzXWPMp4wxVwOvE5oe+V3gxzGebw2wNNDeCdwDnGOMuaCP1+m99PVJYL0x5k1jzP8ZY75ijLkkMPZvGGP+AmwGPhbYvw74grW2JcafYVgITpOcjIAhwOGHH85pp53WuVxWVqaHqUREREREZMiFVzB8Zf98MKb3naPk9/tpbm6OuR8RERERkWilxXKw3+9v9/l8vwG+F1j1PZ/Pt8rv9zcNpj+fz5cFXBdYtMCv/X6/5muVYSFiwBDcNMm7d7t2RUWolEcK+chHPsK2bdt4//33AXjooYe46qqrGDNmTJJHJiIiIiIjmbW2xRhzPvAAcCpwGJFDhK8DF1prD8Z4ymVh7WnA/VEc8wEwu4/tRwRefXkTWGGtfT2K840IyQ4YApxwwgkcOHCA1193v/bnn3+ewsJCjjiivz8uERERERGR+AivYFjxfibMnh1zn48//jh///vfKSkpYenSpUydOhUTh+CiiIiIiEhvYq1gCPBTYANuSqt5wL0+ny9joJ34fL504L5AHxaoBP4nDuMTGRLdA4ads28VJ++GWrQ8Hg8XXXQReXl5ADQ0NPDggw/SnmJTOouIiIjIyGOtrQZOAy4FHsdVFmwBqoC1wJXAcdbarUkbZGRnApcDv8dV3t8LtOLGvg8oBW4DzgCWjqZwIUBRYOavchaFVpaXD+kYjDGcc845zAsrGfLYY4+xZcuWIR2HiIiIiIiMXuE1J95/HzoWFpFbV9djP6/XG9W6oNbWVl5//XV+//vfc9ttt6mqoYiIiIgkVEwVDAH8fn+jz+c7G/gHrqrDecArPp/vG36//599Hhzg8/lOAn4FBCNaW4CzB1sJUSQZZs2C3Fyor4f9+6GqKjA78jAIGALk5eXxyU9+krvvvhtrLVu3bmXt2rV8/OMfT/bQRERERGSEs9ZaXDXBaCoK9tbH5bjAX1/7xK2kg7V2N/DHwEu6CVYwrKQotHLDBmhvhz5uksWbx+Nh+fLl3HnnnezZs4eOjg7uv/9+VqxYwYQJE4ZsHCIiIiIiMjrl5sLUqbBrF7S1Qe3UIq5ZudJtvPFG+M53ALjhhht6HNve3s7111/fudzY2Mjbb79NaWkpe/fu7Vy/e/fuzqqGS5YsYenSpUybNk1VDUVEREQkbmIOGPp8vplAG3AJLiR4HG56qOd8Pt+7wKO46aw+AA4FDhsDzAKOBs4HDsdVQLTAy8DXgI5A3/3y+/2pVslCRiGPB5YsgVdecctlZcMrYAgwe/ZsTj31VJ555hkA1q1bx8yZMykqKurnSBERERERkZBgwPAgBew2U5hid0NLC2zZAmEVBYdCZmYml112Gbfffjt1dXU0NTVxzz33sGLFCnJzc4d0LCIiIiIiMvrMm+cChgA784sYG9xQWTmgfrKzsznuuOM49thj2bZtG6+//jrvvPMObW1tgKtq+MYbb/DGG28wZcoUjj76aEpKSsjKyorfDyMiIiIio1I8pkjeArwPvAIciwsJggsMLga+DazCTRlVEXi9Glj37cA+4Y/QHAe8Fugzmtd7cfgZROKi+zTJwLAKGAKceOKJLFiwoHP5kUceoaamJnkDEhERERGRYWfqVMjLc+1ym/xrorFjx/LpT3+a9PR0AKqrq7n//vs7b8SJiIiIiIgkyvz5ofZGT1hBhwEGDIOMMcycOZMLLriAb33rW5x55plMnDixyz67d+/miSee4Be/+AWPPvoo27dvx00eICIiIiIycDFXMAzoXmM7PGQYTf3t8P1Fhq3wgOH69YHGYYdBdjY0NsLevW7+5PHjkzK+aBhjuOCCC/jd737HoUOHaGpqYtWqVXzxi18kLS1e/8sQEREREZGRzBhXxfD116GcRZzCc25DeTmcc05SxjRt2jQuuugi7r/fzcS9bds2HnnkET75yU9q6jAREREREUmY8CLubzYWcV5wobISrHUXUIMUXtVw+/btlJaW9qhq+Oabb/Lmm28yefJkjj76aD70oQ/1W9Vw5cqV1NfXd1mXm5vLNddcM+ixioiIiMjwFY8KhuACguGv3tb39hro/t2PE0kJS5aE2p0VDD0eKIr9ibShlJOTw/Lly/F43P8idu7cydNPP53kUYmIiIiIyHASnCa5guRXMAwqLi7mjDPO6Fx+5513WLt2bRJHJCIiIiIiI114BcM3qqZBbq5bqKmBffsAF97rLtK63hhjOOywwzqrGp511llMmjSpyz5VVVWsWbOGm266qd+qht3Dhb2tExEREZHRIVEVDEVGpfAKhu+8A+3t4PXipkl+8023oaICTjghGcMbkBkzZvDxj3+cp556CoBXX32VmTNnsnjx4iSPTEREREREhoPgc1apFDAEOO644zhw4ACvvfYaAC+++CLjxo3jqKOOSvLIRERERERkJAqvYLhpc6Dc+xtvuBWVlTBxYlwrA2ZnZ3PsscdyzDHHsGPHDkpLS1m/fn1nVcO2trbOqoaTJk1i6dKlUVU1TCZVVBQRERFJrpgDhn6/P15VEEWGvYkTYfJkqKpyMyK/9x4sWIALGAalwA21aB133HFs3bqV8vJyAB577DGmTJnC+BSe4llERERERFJDKlYwBFfZ48wzz6SmpoaNGzcCsHr1asaOHcvcuXOTPDoRERERERlpwisYbt4M9vwiTHjA8MMfTsh5jTHMmDGDGTNmcMYZZ/D2229TWlrKnj17OvfZs2cPa9as4emnn2bx4sUsXbqUGTNmJGQ8sVBFRREREZHkilcFQxEJKClxAUOA9euHd8DQGMN5553H7t27qa6upqWlhVWrVrFixQrS09OTPTwREREREUlhwQqG25lBg8klx9bD/v2wd697OiuJPB4PF198MX/4wx/YvXs3HR0d/PWvf2XFihVMTPLYRERERERkZCksdK/qalecom5aEfnBjZWVQzKGrKysHlUN33nnHVpbWwFX1fCtt97irbfe6jG1snQVXk1x9erVgKopioiIyMingKFInC1ZAv/4h2uXlcGFFzJsA4bgLjqXL1/OHXfcQXt7O1VVVaxZs4bzzjsv2UMTEREREZEUtmCBe7d4qLBFHM3rbkVFRdIDhgAZGRl8+tOf5vbbb6e2tpbm5mbuueceVqxYQV5eXrKHJyIiIiIiI8j8+fDaa669I68oVOd9iAKGQd2rGpaVlfHkk0/S0dHRuU94hcPux95www1d1mVnZ/P//t//IysrC6/Xm9Cxp4pUq6ao6aNFRERkKChgKBJnJSWhdllZoLFgARgD1rp5k5ubITMzKeMbjKlTp3LmmWfy+OOPA/DGG28wa9YsjjjiiCSPTEREREREUtWYMTBlCuzeDeUUdw0YnnRScgcXMGbMGC677DLuvPNOWltbqamp4b777uMLX/iCqraLiIiIiEjczJsXChhuMMkLGIbLysrimGOO4Yknnohqf2ttj3WNjY2sXLkScA9xZWdnD/iVlqbb1bFIpcCjwo4iIiIjl/7FJhJnEQOGOTkwaxZs2QLt7bB5Mxx+eDKGN2hLly5l69atlAV+qMcff5ypU6eqVL6IiIiIiPSqqMgFDCtI3aruU6ZM4eKLL+a+++7DWsuOHTt4+OGHWb58OcaYZA9PRERERERGgPnzQ+03GxbSOUfU5s3Q2goj4AGnlpYWWlpaOHjw4ICOS0tL6xI43L59O+3t7V328Xg8XaosAni93h4VFRVmS65UCjuKiIhIfClgKBJnhx8eKla4cSM0NUFWFm6a5C1b3E4VFcMuYGiM4dxzz2XXrl3s27eP1tZWVq1axRVXXEFGRkayhyciIiIiIilo4UJ4/nkoZ1FoZXl58gbUi4ULF3LmmWeyZs0aAMrLy/nHP/7Bxz/+8SSPTERERERERoJ580Ltd7fmwfTpsGMHtLW5e0cLFiRtbLHKzs6mqakpYoXDaLS1tVFbW0ttbW2v+3QPFwI9Qojgwmy//vWvSU9PJyMjg/T09B7tvrb11tbDZ8OTKiqKiIjET8IDhj6fLxNYBIwHxgVWHwD2A+V+v7850WMQGUq5uTB3rnvorKPD3Ts76ihcwPDJJ91OKVaxI1oZGRksX76c3//+97S1tbFv3z5Wr17NhRdeqIsrERERERHpYeFC957KFQyDjj32WA4cOMArr7wCwLp16ygsLMTn8yV5ZCIiIiIiMtyFVzDcvBl3sbRjh1tRWTmsA4bXXnst1lqam5tpbGwc8CtSeDAW+/bti2t/0TDG9KimmJGRwemnn94l2NjbKy0tDY/HM+TjHulSraKiAo8iIjKcJSRg6PP5JgBfBc4GjgJ6q+vd6vP53gBWA7/z+/1D/y++BDAuaXUJ8DngSGAiLlT5LnAvcJe1ti1O55oJnAWcDBwBzASygINAJbAWuN1au3UQfZ8FLAdOAKbiPi9VwBbgOeAxa+2b/fQxZL+LVFJSErhAxE2T3BkwDErRG2rRmDRpEueeey6PPPIIAGVlZcyaNYulS5cmd2AiIiIiIpJyiorc+ybm044HLx2uOkdjI2RnJ3VskZx++unU1NRQWVkJwBNPPEFBQQHzw+8GioiIiIiIDFB4BcPNm4FPFcGzz7oVlZVw7rlJGRe4gFP30JPX6+1RITDSutzcXMAF7LKyssjKyqKwsDDqc1traW1t7RI4vPvuuwf5kyRPpOqNLS0trF69Ouo+vF5vrwHEYDXFiooK2tq63laNNH20x+OJOH30t771LQUZkyiVAo/hYcfg51RhRxER6UtcA4Y+ny8D+CnwFSAzsLqvsmYZwLGB13d9Pt9vgO/4/f6WeI5rKBljCoEHgFO7bZoSeJ0KfNUYc+FgQn/dzvUIcB6Rf8cTAq8TgWuNMddZa1dG2e8c4A7glAib5wRepwBHAxf00c+Q/S5STUkJBPJ3lJUFVo6QgCHAEUccwQcffMAbb7wBwJo1a5g2bRpTp07V0zciIiIiItIpWMGwmSy2pc1hdttmsBY2boQPfSi5g4vA4/Fw0UUXcdddd7Fr1y6staxatYovfelLTJ48OdnDExERERGRYWrKFMjJgYYGqK6G+sOKyA1uDDzglCyR7t90D6eBm5L4+uuvj+u5jTFkZGSQkZHB2LFj49Lnv/3bv9HS0kJrayutra0R2+Hr+tqvoaEhLmOKRnt7O+3t7TQ1NQ3ouEgVICOtq6+v50c/+lFnkDEtLa1HFcVIy+Hrw9uPP/54j7H2FkyNFHbUfcPkSqWwo4iIDA9xCxj6fL7ZwCNACaHAmw28+mNwVff+A/iYz+e70O/3b4nX2IaKMSYDeBQ4KbBqG3AbsAmYAXwJN1300cAaY8wya+2hGE65hNDv+jXgWWADcChwvk/iAoaZwM+NMZnW2hv7+RmKcFUPpwVW+YG/Ae8DTcAkXKXEc/rpZ6h/FymlpCTUXr8+0OgeMLQWhvG0wmeddRY7d+6kqqqK9vZ2Vq1axZVXXql/kIqIiIiISKc5c8DrhfZ2KGtbxGwCpd7Ly1MyYAhuGqtPf/rT3H777Rw6dIiWlhbuuecevvzlL5Ofn5/s4YmIiIiIyDBkjKtiGCxKsSO3iIXBjUkOGKaaWCsqTpw4MW5jiRS0HIijjz66R5Cxt9dQCQYZE9V3NOvq6+v505/+FDHI2Nt7NPuoOuPwpQI2IiKpLy4BQ5/PNx74OxCcMygYKgxPT7Xhpu0FGNvt3OH7HwE86fP5TvD7/QfiMb4h9FVCgbrXgdOstdXBjcaYW3AhzDOAw4HvAf8Zw/magF8Dv7LWRrr6uNkY8x/ALwLLPzDGrLLWbojUmTEmGxcmnAY0AJdba1f1sq8BpvcxtqH+XaSUJUtC7c4KhpMmQUEB1NRAbS3s2gXTpkU4enhIT09n+fLl3HbbbbS0tFBdXc1jjz2W7GGJiIiIiEgKyciAuXNdwcIKivkEgemhUryqe35+Ppdddhl33nknLS0tHDp0iHvvvZfLL7+c//u//9OX3iIiIiIiMmDz54fuGVVYBQx7k8yKivH2iU98Iqr9rLW0tbX1G0J86KGHEjziofPee+8l5bzGmB6fp4yMDE455ZQ+w4yR2mYYF5JJNalWwEaBRxGRnuJVwfBeXLgwPCjYjAuQ/RXw+/3+beEH+Hy+GYAPuAQ3zW5W4HgDLADuAc6M0/gSzhiTBnw3sGiBz4cH6gCstU3GmM8D7wG5wNeNMT+11u4f5GlP6n6O7qy1NxtjTsRVM0wDPgP09q/t63G/e4DPWGsf6aNfC2yPtC1Jv4uUsmABZGZCczPs2OHK3RcWGlfF8OWX3U4VFcM6YAgwfvx4zjvvPB544AEAysvLkzwiERERERFJNQsXhgKGnVI8YAgwefJkli9fzj333IO1ll27dvHQQw+l3JfeIiIiIiIyPMybF2qXHZrFeRkZ0NICVVVw8CDEaYpgiZ9YqylGyxjTGVzrS6wBw+9///u0t7d3CS12DzaGL/e2ra2tjXfeeSemsSSLu8XdVUtLC0899dSA+wpONx0pfLh9+/YenwljTI/zezyeHoHH7OxsvvzlL3cJOSrQOLRS6bsfhR1FJFXEHDD0+XxnAKcRCgcCPAV8xe/3f9DbcX6/fzsuoPaIz+ebBdyKCxQG+/m4z+c73e/3/z3WMQ6RU4Fgze1nrLUR/1Vlrd1jjLkPWIGbuvh84M7BnLC/cGGYVbiAIbgprHswxuTiqg4CPNtXuDAKQ/67SDVpabBoEbz5plsuK4OTT6ZnwPDUU5M1xLhZvHgxH3zwAa+99lqyhyIiIiIiIilo4UJ4/PHhFzAEmD9/Pueccw6rV7vKi5WqLCIiIiIiIoM0f36ovfE9r1vx7rtuxYYNcMwxyRlYBJGCdQMJzI0UqVZNMdbAozGmM6yWnZ0d01hiDRh+5jOf6RJYjBRiDL73t32op5kOCk433dTUFNX+kcKNHR0dPdY1Njbyq1/9qsf64J9dNFNIh7dffvllWlpauvTl8Xh6nNvr9fb4fCvIlnypFHYEBR5FRrN4VDAMTmtrcOHAPwIr/H5/z78he+H3+z/w+XznALcDXyRUCfE/cVMvDwenh7Wf7GffJ3GhOnChykSH6mrD2r39a/GTwJhA+88xni+VfxdDpqQkFDBcvz4sYBg0TG6o9SXSPyAi0T9IRURERERGr6Ii994lYFhZCR0d4PEkZ1ADsHTpUg4cOMC6deuSPRQRERERERnGwisYbt6Mu1gKBgwrK1MqYKj7N6kplQKPsYYd54cnbuMg0u9hII499thew4yR2m1tbXEaefSC54020NiXSMHG7n9O4IJsN910U6/BxmCYsa/t0bzL8JFqgUcRGToxBQx9Pl8ucBKhqoPvAlcOJFwY5Pf7rc/nuwo4Blgc6O8kn8+X6/f7h8P/kZaEtUv72dffy3GJEn6O3qpKnhzWftUYkwl8BbgMKALSgV3AC8BvrbWvRnm+VPtdDJklYT9NWVmgMcIChtH+Y6G3f5CKiIiIiMjIt3Chez/AeA6kTWRc215obIStW2H27KSOLVqnnXYa1dXVlJeXJ3soIiIiIiIyTIXnqTZtAj5cFFqhaul9UkXF1JNKYcd4OOusswa0v7W2zwqMd999d0zjKSws7NJfpHutQ6Wuri5p5+7+mfJ6vSxevDjqSo59bfN6vZp2egQIL4gUnIFEhY5EEiPWCoYn4oJn4EKGP/H7/YOO6/v9/jafz/c/wJ8Cq9KBE4CnYxrl0FgY1t7Sz77bgXbACywwxhgbqSZyHBhj0nBVIYMe72VXX1jbiwsGLu62z7zA64vGmFuAf7fWRvrXTEr+LoZaSdhk1CM1YCgiIiIiItKfhWFXiBW2mBPYG1ioSPmAoaq2i4iIiIhIvBx2GKSnQ2sr7N4NzbOLyAxuVMCwT7q2kv7EWlFxoIwxnaG1RPjGN77RZTk80NjXVNGR3p9//vmEjDEZ2tvbefvtt+PWX3p6etTTaxtjenz3k5GRwdlnn93nFNXh67xeb9zGLk4qVVTU9NEy0sUaMJzWbfmJGPsDWB14D4bMpsehz6FQENbe19eO1to2Y8whoBD3Z5ALJCr6fw10zkP1Nr0HDKeEtf+KCwnuBO7AVabMBc4ALsZVl/wa7s+o679unIKwdir9LoZUeMBw/XqwFszcuZCWBm1tsG0b1NVBXl7yBikiIiIiIpJg06ZBbi7U18P69mJO4J9uQ0UFnHlmcgfXD1VtFxERERGRePF6Yc4c2LDBLW/LKaKzqKEChsOGqimmplSrqBjvwGMsgcZYA4bf+ta3BhxqDJ9Kuvu6bdu2xTSeeIo2XAgu5NldS0sLjzzySNR9BP8cewshbtu2rcfnwRjT49wej6fH5zs7O5svfvGLPfr0eDyq1DhEUinsCAo8SvzFGjCcGNau8/v9NTH2h9/vP+jz+WqBYOpqYl/7p5DwlFhTFPs34kJ1APkkIFRnjDkF+FFgsQ34irW2o5fdC8LaC4FXgDOstQfD1t9hjDkXeBj32fm6MeYea+3L3fpKud9FMkyfDgUFUFMDBw/C9u1w2GHpMG9e6EJxwwY4+uhkDlNERERERCShjHFVDN94A8pZFNowCqYbttbqS1wREREREek0b14oYFhhwwKGGzdCRwd4PMkamkQpGMwoLS1l6dKlSR6NAo+pKpUCj7GGHfPz8+M6nki/h4E4//zz+w009hV8DLY7OnqLTSSOtZaWlhZaWloGdEx3kcbe2NjIb37zmx7rjTG9VlSMtC58+eWXX+4xVo/H0+P8mtkjNaVS4FFhx5Eh1oBh+N8w8aznGt5XpCl4pR/GmGJgFaE/4+9Ya1/q45DwK5ZW4NJu4UIArLWrjTH/C1wdWPUNoHvAMO6MMVcCVwJcccUVlJaWJvqUcTF79kLefNP9o+uhhzby4Q8fYt6UKRQEAobvrVlD9TCeETojIyOqf1T05g9/+ANz584lb5RVcWxoaBg2n2GR3uhzLCOBPscyEuhzLMNFUZELGFZ0FtjHVTAc4X75y19SXFzMokWLmDlzJh7dLBQRERERGdXmzw+1y6vGce6ECbBvHzQ2upmvZs1K3uBkWEqlcIbCjqkplcKO8XDkkUfGpZ+Ojg5aW1v56U9/GlM/JSUlUVdvjBQWTDRrbWewMh4i5QB6m9lj5cqVXUKM3QONvYUde9sv0jYZHlIp7AgKPA5WrP/F7Q1rZ/t8vkl+v39PLB36fL6JQA6hKZL39rF7KqkjVIUvi/6r8GWHtWvjORBjzBzgH8D4wKpfWmt/3s9htcC4QPtpa+2WPva9jVDA8NQI2+P+u7DW3hY4LzfccINNhSeCorFsGbz5pms3NS1g6VLg+OMhUIp6bnMzDJOfJZJIfw69PXVyzjnnsG7dOqqrqzvXbd26la1bt1JcXMwJJ5zAYYcdlrCxppJUeapNJBb6HMtIoM+xjAT6HMtwsXChex9tAcNDhw7x6quv8uqrr5KdnU1RURGLFi1i7ty5+hJURERERGQUmjcv1N68GXextG+fW7FhgwKGMqwpmCHRiPf00YPl8XjIzMyMuZ+LLroo6n3b29t7DSG2tbVx9913xzSW8ePH9wg2JiPUGJTMAFn3zILX62XRokVdKjVGqt4Y7br09HRNPz2MpXLgcfXq1UBqBh5j/TZ7W+A9+H+l84DbY+zzvMC7CfS7rY99U0kNoVDdBPoI1Rlj0oAxgcVWIG6fVGPMYcBaYHpg1W+ttf8RxaE1hAKGfZZAsdZuMMbU4aZCnmyMybPWhv+8NaTA7yIVlJSE2mVlgUbx6LqhFuTz+Tj66KOpqKjgX//6Fzt37uzcVlFRQUVFBTNnzuSEE05g4cKF+stYRERERGQECQYMtzKTZk8WmR1NsGcPHDgA48b1fXASxfKld3eNjY28+eabvPnmm2RkZDB//nyKi4tZuHBhXL7QFhERERGR1BdewXDTJly593Xr3IrKSvj4x5MyLpGRSBUVU1OqVVQcysCj1+vF6/Um7Hugr33taz3WBUONvU0Z3de2F154ISHjTIb29nbWr18/5Oc1xvT4fKenp/PhD3+4z6mq+1qnHMXIk2qBx97EGjB8CWjEVakzwHd9Pt9f/H5/42A68/l8WcB3cMFCE+h7XYxjHCobgDmB9mxgSx/7ziA0DfQmG6fYuDFmGi5cODuw6k7g36I8vBKYG2j3mBo5goO4gCHAWLqGCJP+u0gV4QHDzr+vRmnAENyTIIcffjiLFi3igw8+YN26dWzcuLFze7Ci4YQJEzjhhBMoKSlRVQ8RERERkRGgqMi9d+Dl/fQiipvfcisqKuCEE5I3sH7E8qV3e3s7H3zwAeXl5VRWVlJbGyrY39LSwrvvvsu7776Lx+Nh7ty5FBcXU1xcPOAvpzWlh4iIiIjI8NGjguHHi0IrKiuHfDwiI1mqXRcr8JiaUinwmIiwYyyhxlgDht/61rciBhd7Czr29759+/aYxpMMkeIvra2tPPvss4Pu0+v19gge7t+/v8f01caYHuePFHjMysrikksu6TXQmJaWhtfrRSSm5I7f72/2+XxrgXNwocCZwL0+n2+53+8f0CTuPp/PC/wZF0yzgddav9/fEssYh9B64IxAeynwXB/7+rodFzNjzBRcuDD47NOfgSsGENh7Gzgr0B4bxf5jwtrdA4lJ/V2kksWLQ+3ycmhthfSisIvFDRugvR1G2f+QjTHMnj2b2bNns2fPHtatW0dZWVnnX3r79u3jscceY+3atRx33HH4fD6ysrKSPGoRERERERmsBQtC7bdbiylmeAQMY+H1epk7dy5z587l7LPPZseOHZSXl1NRUcGBAwc69+vo6GDTpk1s2rSJ1atXM3PmTIqLi1m0aBEFBQX9nme4POEqIiIiIiIwZw4YA9bC1q3QOreI9OBGBQxFRrRUCjwq7JiaUinsCLEHHvPz8+M6nki/i4G48MILOys2dq/gGOnVfXv4cktL8mJM7e3t/c6kApHDjZHWNTU19Ts9tzGm16miu7crKipoa2vrcrzH4+kRgPR4PD3+THNycvjqV7/aJdioio2pIx6lwX6CCxiCqzr4CeBFn893pd/vfyuaDnw+XwnwW+B4QtULLfD/xWF8Q+Up4OpA+wzgpj72PTOs/WSsJzbGTASeAYLJtfuBy621Hb0f1cMa4L8C7aX9nG8hEPzbYFe36ZEhib+LVFNYCDNmwPbt0NICGzfC4YcXwuTJUFUFzc3uCnLOnP47GyYG+g/SSZMmccEFF3Dqqafy8ssvU1pa2vkXcl1dHc888wz//Oc/Wbp0KccffzxjxozptS8REREREUlNY8eGLoPe7Rh9Vd2NMcyYMYMZM2Zw2mmnsXfv3s6w4e7du7vsG6zs/ve//50pU6Z0hg0nTpyoL9RERERERIa5zEw47DB3a6ijA3bkFXVOS6aAoYgMlWCQrbS0lKVL+4wGyCiWaoHHWH3oQx+KW1+xhh0//OEPd4YW29vbo5q2OvhKBmttZ/XJwegeLuxtXUNDAzfd1DVeFB5o7P7qHniM9PrXv/7VIxAaKfDo9Xp7/Llqlpiu+gwY+ny+8NjrV/1+/23d9/H7/et8Pt8qYDmhcOAxwOs+n++fwIOAH3gPOBQ4bAyuUqEPuAg4OXBc8JtyC6zy+/0vD/LnSoZngb3AROA0Y8xia+073XcyxkwCLg0sNgGPxnJSY8w44B/A4YFVDwGftdb2H1nu6p/AdtyUxR83xsy21m7pZd8rw9qRQoFJ+V2kqpISFzAEKCuDww/HTZNcVeVWVlSMqIDhYP8HO2bMGE4//XROPvlkSktLefnll6mrc9nVlpYWXnrpJV555RVKSko44YQTmDRpUjyHLSIiIiIiCVZU5C6DKhh9AcNwxhgmTZrEpEmT+MhHPkJNTU1n2HDr1q1d9t29eze7d+/mueeeY9y4cZ1hw+nTpytsKCIiIiIyTM2f7wKGAOUt85jt9brZrrZuhYYGyMlJ7gBFRIaYKipKNBIxhXSyfOxjHxvUcdbaiFUVb7311pjGM2vWrF6rNba2tkasfDhUEhGsjBRujFQVsr6+np/97Gd9hhp7Czn2tt/DDz9MU1NTl/P09jlOtcBjfxUMwwN/ffkiMA84OmxfA5wUePUnWLEwGFB8HfhSFMelDGttmzHmRuCXuJ/hbmPMadba6uA+xpgs4I9A8P9et1hr90fqzxhzF/CFwOIN1tofRNhnLPB3IBi1fhS41Fo74P+6rLUdxpjrgTuAdOBeY8yZ1tou0x8bY84FvhlY7AB+EaGvuP4uhruSElizxrXXr4dPfQoXMHz+ebeyogLOOqvX40ebrKwsTjzxRI477jjKyspYt24d+/btA9z/6N966y3eeustFixYwAknnMCsWbN6vbG2cuXKiP8YVcpcRERERGToLVwIL7wA5SwKrRyGAcN4f+ldUFDAsmXLWLZsGfX19VRWVlJeXs7777/f5YulAwcOsG7dOtatW0deXh7FxcUUFxf30bOIiIiIiKSiefNg7VrX3rQ1wxWh2LQpsGITxLHCkojIcJBq924VeExNqVRRMVlhR2MM6enppKenD7qPSC6//PI+t3d0dESsrhip/fDDD8c0ltzc3M4+IwUBh1pjY2PCzxEp3Nhb4DGZopkiud8oqt/vb/D5fGcB9wGnEAoLQiik2Ff/4fuuBT7t9/sbohhbqrkV+CQuVHk08JYx5nfAJlxlwBXQeSflXeDHMZ5vDaHpjHcC9wDn9FPFoMFa+/dett0FXAici5uu+l1jzO2BsebipjteTujP9HvW2vW99DXUv4uUtWRJqF1WFmgUj+6KHdFIS0vjqKOO4sgjj2TDhg2sW7euSzWPjRs3snHjRqZNm8aJJ55IcXExHo+nSx+R/geb7P/pioiIiIiMVgsXuveNLKADgwcLmzdDc7ObJ2yYSOSX3rm5uRx99NEcffTRNDc3s3HjRioqKti4cWOXqTzq6urw+/34/f6I/STzCdfwB71Wr149pOcWERERERkO5s8PtTdtwl0sBQOGlZUKGIqIJFkqfYehsGNqSqWwIyQ+8OjxeMjMzCQziu9wYw0Yhv9uOzo6aG9vjzhVdKRXpH1efPHFmMYjIdEEDKPi9/v3+ny+04BvAdfipseF/gOKwbDaXuB/gJv9fn/y6mvGwFrbYow5H3gAOBU4jMjBudeBC7tXBxyEZWHtacD9URzzATA70oZAFcNLcJUFlwf6/H6EXdtx4cKf9HaSJPwuUlZJSaitgOHAGWMoKiqiqKiIbdu2sW7dOirCfmc7d+5k1apVFBYWsmzZMo488si4J/ZFRERERCR2RUXuvZEcqrJmMbVpC3R0uBtpixcndWypKDMzkyVLlrBkyRLa2tp47733uPfee6M6trcnXA8ePMiYMWMSOr2yHvQSEREREenbvHmh9ubNuIulJ55wKyorkzImERFJTakUdgQFHlNVKgUe4xl29Hg8eDwe0tPTyc7OHtR4Yg0Y/ud//meP4OJAl8PXbwo+VDIMxS1gCBAIBt7k8/luAT4NnA2cgAuqRbITWAc8Dtzr9/tbetlv2LDWVhtjTgMuAT4HHAVMAKqBd3BVHv8wmGmMh4K1thG4xBhzBm6K5mXAFKAV2Ao8g5vOeGMUfQ3r30W8LFoEXi+0t8N770FdHeQpYDgohx12GJ/61KfYv38/69at46233ur8S6e6uponnniC5557jmOPPZZjjjkmyaMVEREREZFwwQqGAJUUM5UtbqGiQgHDfqSlpbEw/Bc4SL/85S/xer0UFhYybty4Hu8FBQV4vd44jFhERERERHrTo4LhuWH/1l+1CvLy4NhjYdkySODDQSIiIgOVaoFHST2pFHaE2AOPOTk5cR1PpN/FcBHXgGGQ3+9vxk23exeAz+cbB4wHCgO7VAP7/X7/gUScP9mstRZXTTCaioK99XE5cHk/+yTsqsJa+xTwVBz6ifl3MdxlZrobaeXlbvndd+FY30zIyoKmJtizBw4cgHHjkjvQYWT8+PF84hOf4JRTTuHVV1/ltddeo6mpCYCGhgaee+45/vWvfyV5lCIiIiIiEm7u3NDDV683LeKjPOk26KGrIdXe3s6+ffvYt29fj23GGMaOHdsldBh8FRYWDrtq8eHTNQdpumYRERERSba5c917Gq18bOMd2Bt+2DndG2+/Df/1X5CeDpMmwbXXwooVbllERES6UEVF6c9ICzwmU0ICht0FgoQjMkwoEo0lS0IBw7IyOPZYjyt5/9ZbbmVlpXsSTQYkLy+PU089lQ9/+MPcdNNNtLSEiqC2trZGPMbr9fb4C0M3mEREREREEi8jA+bMcRU6Kgir6h68WJKEy8nJoaGhodft1lpqamqoqamJuD0/Pz9i5cNx48aRlZWVoFEPnqZrFhEREZFUlJ8PcybWcdfeszi643XM7m7/Rm9pca/334err4Z77nFTKOflJWfAIiIiKSp4j7+0tJSlS5cmdSwKO0o0Ui3wOBBDEjAUGe1KSlxVe3ABQwCKi0MBw4oKBQxjkJGR0SVc2JfuKW/QDSYRERERkaGycGGEgKEqGEYt1idcr7nmGpqbmzlw4ADV1dUcOHCgS/vQoUN9nr+2tpba2lo++OCDXvcxxuAmM+g6Hj3oJSIiIiIS0NrKQ01nUcxrZNHc974NDfDqq3D22fDMM6pkKCIikqJS7XsuBR4l3hQwFBkCJSWhdpeAYZBuqCXdCy+8wMyZM5k+ffqwm/ZLRERERGS4WLjQFd7oETC0Fozp/UAB4vOEa2ZmJlOnTmXq1Kk9trW2tlJTU9MjeHjgwAFqamp6BAcjibRPbw96PfHEE+Tl5XW+cnNzO9ter7ffcw03mrJZRERERAC44w6KG1/vP1wY1NwMpaVw551w1VWJHZuIiIiMCKn0fZPCjiODAoYiQyA8YLh+faChgGFKefbZZwHweDxMnTqVmTNndr5ycnLico7wm0mrV68GdDNJREREREaXoiL3vpeJ1GWMI6/lANTXw44dMGNGcgcnpKenM3HiRCZOnNhjW3t7OwcPHuwSOnz55ZdjOt9rr73W67asrKxew4fd2x6PJ6ZxDBVN2SwiIiIiWAs/+xlZbQ397xuuoQF+9jO48ko9nCUiIiLDSqrlIRR4HBwFDEWGwJw5kJPjrv/27HGvSQoYpqSOjg527NjBjh07eOmllwCYMGFCl8BhQUEBZhAX8LqZJCIiIiKj3cKFwZbhvYxiPtSyzi2WlytgmOK8Xi/jxo1j3LhxzJs3DyDmgGFfmpqaaGpqYt++ff3um5OTQ2NjY4/qiR6Ph46Oji7rNF2ziIiIiCTVSy+5m0SDUVXljj/hhPiOSURERGQUSbXvAYdL4HEgAcNlPp+vKWEj6YXf7797qM8pEm8eDyxeDMHiDGVl8LFlC0M7bN4MLS2QkZGcAY4Akf6n6/V6e0zFFWldZmYmS5YsYevWrezdu7dH3/v27WPfvn28/vrrAOTl5XUJHE6ePHnYVMwQEREREUmmYAVDgLdbivkQgYBhRQV8/OPJGZQkzemnn059fT11dXWd78F2NNMxBzU0RK7+0j1cCL1P1/zyyy+Tk5NDbm5ul/e0tJH5bK6maxYRERFJkldfhdbWwR3b1uZuNClgKCIiIjJiBL+PKy0tZenSpUkeTe+i/ZbUAJ8PvIaaAoYyIpSUdAsYfiwHZs2CDz6A9nYXMly0KLmDHMYi3QTpXpUC3M2k66+/vtd+Ghoa2LZtG1u3bmXr1q3s3Lmzx02puro63n33Xd59910AMjIyOOywwzjssMOYNWsW06dPJz09PcafSERERERk5Jk2LVTd/a2WYj4b3KCq7oOWzCdcY3nQKzc3l2XLlkXst6Ojg8bGxs7AYXgAMTyIWFdX12u4cKCeeuqpiOszMzO7BA6D7e5BxOD7cLkWVIV9ERERkSSprR18wLClxR0vIiIiIjLEBvIY9sDnA41d9I+ri6S4kpJQe/36QKO42AUMwd1QU8Aw6XJycigqKqIoUFqltbWVnTt38sEHH7Bt2za2bdtGc3Nzl2NaWlrYvHkzmzdvBtw0XFOnTu1S5TAnJ2fIfxYRERERkVRjjJsm+c03oYLi0AYFDActmRXn4vWgV3cej6czxDd58uQ+9+3o6KC+vp5f/OIXUfc/EM3NzTQ3N1NdXR3V/unp6eTm5nLo0KEeD6tpymYRERERIT8f0tNdWHCgMjLc8SIiIiIiQ2wgAcOhDvslI9AokjBLloTaZWWBRnExBKsk6IZaSkpPT2fWrFnMmjULcDev9uzZ01nhcOvWrdR2e2Kwo6ODHTt2sGPHDl566aXO9caYHtN86WaSiIiIiIw2RUUuYFhO2ANW5eVJG48Mbx6Ph/w43GQ95phjaGhooL6+vsv7QKZqBveQWk1NTcRtA5my+bnnnutROTH48nq9AxrTcKApm0VERGTUOPbYwQcM09LgmGPiPyYRERERkX6kegVDkREjvILhO+9ARwd4ilWxY7jxeDxMmTKFKVOmcOyxx2Kt5eDBg3zwwQds3bqVbdu2sXfv3ojHRrox1dvNJBERERGRkWrhQve+hdm0eTNIa2+BXbvg4EEYOza5g5NhK9bpms8+++wefVpraWpqor6+vkfwsLf3SCHCwXj++ed73RactrmvV3gwMSsrC2NS+2s9TdksIiIio8ayZTBpErz//sCPnTzZHS8iIiIiMsSiDRha4DrgngSORWREmzwZJk6EvXuhvt5dO85TwDChIt1gys3Njes5jDEUFBRQUFDAEUccAUBDQwM///nPY+r373//O5MnT2by5MlMmDCBtLSB5MGjowoRIiIiIpIMwYBhO2nszF3AzEPvuBWVla6ah8ggJGK6ZmMM2dnZZGdnM2HChH73t9bS3NxMfX09t9xyS1TnGIyBTtsciSrs9y38enn16tXA6P1diIiISJwZA9deC1dfDQ0NAzvua19z7yIiIiIiQ2wgiZX9fr//g4SNRGQUKCmBtWtde/16mHdct4Chtbo4jKNkffGfk5MTcx/dp1aeMGECkydPZtKkSZ3BwzFjxsRUhUIVIkREREQkGYqKQu0KiplJIGBYUaGA4QgwFA96pSpjDFlZWWRlZcXc10knnURDQ0PE10CnbY5kIBX2//jHP5KTk0N2dnafVRPT09NTvlJitHS9LCIiIgm1YgX85S+0vfwaaW3N0R1jLdxzD3zpS6r8LiIiIiJDLv4lsUSkV+EBw7IyOP+8ye5C8OBBOHQIdu+GqVOTO0hJOdZa9u7d22Pq5czMzB6hw0mTJpGZmZmkkYqIiIiI9G/BglC7tH4RpwcXysuTMRyJs+CDXqWlpSxdujTJo0meWKdsPvXUUyP2G5y2OTxwGJyeuaGhgcbGxi7LDQ0NNDdHedO6F1u2bIlqP6/X2yVwGB5I7C2cOJJCiSIiIiJRS0+HNWuoO/Fs0t8uJZc+KhlmZEBLi2v7/XDmmfDUUzBmzNCMVUREREQEBQxFhtSSJaF2WRmuWmFxMbzyiltZUaGA4QgRy82kzMxMjjvuOPbs2UNVVVWv0141NzezdetWtm7d2mV9QUFBl8Dh5MmTGTduHB6PJw4/mYiIiIhIbAoKYNIk2LMH1rd3q+ouMkIkYspm6Dpt8/jx46M6JtJ5E6G9vZ3a2lpqa2vj0p/H4+kx9pycHK655ppRFUoMn645SNM1i4iIjAB5edQ/+gw3zLmT/+JnTKGK3Mw2FybMyIC0NJg82U2n3NbmpkcGePllOPtsePJJyMtL7s8gIiIiIqOGAoYiQ6ikJNQuKws0ugcMTzllyMcl8RfPm0nNzc3s3buXqqoqqqqqOoOHTU1NEfevqamhpqaGysrKznVpaWlMmjSpS7VDEREREZFkKSpyAcMKFDCUxBnN0zXH0+c+97ke0zQ3Njb2WG5tbY3reTs6Onqsa2ho4Ic//GFnyDK8OmJ/69LT0+M6vqGi6ZpFRERGrqkz0/lz9lX8vvFKlvES//jBa+S01UJ+Phx7LBx/vCtUAW6K5K9/3bX/9S845xx44gnQv29FREREZAgoYCgyhBYvDrU3bIDmZsgs1g016VtmZiYzZsxgxowZneustRw6dKgzbBh87d+/P+JNmLa2Nnbu3MnOnTv7PFekChFDURlBFRlERERERpeFC+Gf/4RKikIrN22C1lY3XZhIHOh6wol1uua5c+dGdZ7W1tZeA4jh6957773YfiCgsbGRxsZGDhw4EPUxaWlpEQOIb7/9do9wZG+/n2RcL4uIiMjI5fHA3LnwzjuGlziB8o+fwNKlvez8ta+5Sob/8R9u+YUX4BOfgNWrISdnyMYsIiIiIqOTAoYiQygvz10svvcetLe7POERChjKIBhjGDt2LGPHjmXBggWd69va2ti3b1+XSodVVVXU1dVF1W+kcGJ9fT1vvPEG48ePZ/z48eTk5MR9OipVZBAREREZXRYudO/15HEg7zDG1W1zN8s2b3ZV3kUkbhI1XXN36enpndepfRmqKZu7a2tri3oK5+7hwt7W1dfXs379+h7VEzMyMkbsNM56QFBERCS+5s+Hd95x7U2b6D1gCPDv/+5uLgX/3n32WTj/fHjsMcjOTvRQRURERGQUU8BQZIgtWeIChuCmST7Cp4ChxE9aWhpTpkxhypQpXdbHegPnscce62xnZWUxYcKEzsDh+PHjmTBhAuPGjSMtTX+tiIiIiEj/isIKF76fUcw4trmFigoFDGXE0pTN8fG9732vsxpi+Htv7eB7pIBgPDz44IM91nk8nh7TNEczlfNwuKbWA4IiIiLxNW9eqL15cxQHXH21q/z+7W+75X/8Ay66CB5+GLKyEjJGEREREZHU/9ZKZIQpKXEPk4ELGPKpeZCW5qp1bN0K9fWgGwwj0ki5mdTU1MT27dvZvn17j20FBQU9gofjx49nzJgxI7Z6g4iIiIgMXLCCIcDbrcUs5Wm3oIeuZARThTcn1imbPR4Pubm5A7qettZ2TuHcPXy4Zs2awf8wvejo6KC+vj4uwTtjDNbaLus8Ho+maw5QRUURERnu5s8PtTdtivKg//5vd0/pe99zy08+CRdfDA8+CJmZcR+jiIiIiIgChiJDrKQk1F6/HkhPd4+oVVa6lRs2wFFHJWVskljBL7dLS0tZ2uc8B6ln8eLF7N+/n/3799Pa2trrfjU1NdTU1LC526OW6enpjBs3LmLlw0x94SEiIiIy6sydCx4PdHSAv7aYLwY3KGAoMuIN1ZTN4YwxZGRkkJGRQUFBQZdtsQYMDz/88B6hxba2tpj6DNc9XAguwNhdfX09d9xxBzk5OX1WSgy+D4dqidFQRUURERnuBlzBMOi661zIMPjvqMcfh0sugVWrICMjrmMUEREREYnmmyQD9PwmS0QGJTxgWFYWaBQXhwKGFRUKGErcxVoh4uKLLwbcjY3a2lr279/Pvn37OkOH+/fvp6amJuKND4DW1laqqqqoqqqKesxerzdpFRlUAUFEREQksTIzYc4cdwPtXRaFNpSXJ29QIqPISKmwHw+xXi8vX768R5+tra19Ttvc27berqmjFWmmgd6kp6dHnKY5fF337XpAUEREJP4GVcEw6PrrXcjwxhvd8mOPwaWXwv33u+IWIiIiIiJx0l/A8AVC4cKdCR6LyKiwYIG7rmtthW3boKYGCoqL4dFH3Q6q2CEJEK8KEcYYxowZw5gxY5gzZ06XbW1tbRw4cKBL6DAYRGxsbBzwmLvfuAFXhWDHjh0UFhaSnZ2dsGmXVQFBREREJPEWLnQBwwqKQysrKsBaSNC/80TE0cNTIYmoqJienk56ejpjxoyJehzWWn74wx9GvX+sWltbOXjwIAcPHoy5L2NMj99ZdnY2K1asIDs7m6ysLDweT8znSXV6WFFERAZj5kxIS3M5wZ07oaEBcnKiPNgY+NGP3MH/8z9u3cMPw2WXwb33uo5FREREROKgz39Z+v3+jw7ROERGjfR0WLQI3n7bLa9fDx8u7nZDTWQYSktLY9KkSUyaNKnHtoaGhs7A4aPBMO0g3X777QBkZmYybtw4xo0bR2FhIYWFhZ3L+fn5CQsfioiIiEh8FBXBmjWwmyk0ZY4hq/kQHDoEu3fD1KnJHp6IyJCKxzXs5Zdf3mWq5t4qKMajWmK4SH01NjZyyy23dC5nZmZ2VkkMvrKysrq8R9qenp4+bK7v9bCiiPTHuP+hXQJ8DjgSmAgcAN4F7gXusta2xelcOcARgA9YGngvBryBXU6x1j4X4zkygNeBxWGrY+53tElLg9mzQ9UL33sPliwZQAfGwE9+4kKGN93k1j3wgOv4T39SyFBERERE4kL/qhRJgpKSbgHDIxUwlJEtOLXSYYcdFnPAMKi5uZldu3axa9euHtvS0tIoKCjoDB+GvxcUFOD1eiP0KCIiIiJDaeHCYMuwI7+Yec2vusWKCgUMRUYZTdnsxDpd86xZs6I6j7WW5ubmiEHE8EDi+vXrY/uBwjQ3N9Pc3ExNTc2AjvN6vZ0BxAMHDtDR0dFlu8fj6bHO6/X2qKg4GisJhldUXL16NTA6fw8iqcIYUwg8AJzabdOUwOtU4KvGmAuttVvjcMptwLg49NOXb9M1XCiDNG9eKGC4efMAA4bgQoY//7kLGf7v/7p1990HXi/88Y/uXUREREQkBgoYiiRBSUmoXVYGfKootGLDBmhv1wWfSC8mT57MgQMHaG1t7XWftrY29u3bx759+3psM8YwduzYHsHD4HtGRkYihy8iIiIiAaGAIVSYRcwjEDAsL4dTTknOoEQkKRR4chIxXXMkxhiysrLIysqisLCw1/1iDRgWFhbS2NhIU1PToPtob2+nvr6+10qA3cOFwWO6q6+v5/777+9SLTFSBcXg72UkTOmsiooiqSNQ6e9R4KTAqm3AbcAmYAbwJWARcDSwxhizzFp7KMbTdr/BsBXIwIUZY2aMORz4TmCxHhh9TwbE0fz58NRTrh0MGg6YMXDzzS5k+Otfu3V/+YurYHjnnTAC/m4TERERkeRRwFAkCcKfPisrAwoLYfJkqKqCpibYuhXmzEna+GR0SFaFiFgrMnzlK1/BWkt9fT0HDhygurq6x3tDQ0Ov57fWUlNTQ01NDe+//37U405WBYTwigNDeV4RERGRRCsKe86qtK6Yc4ILquouIkmmiorx8Y1vfANwIcBgxcTwV1NTU8R2+CtSWHCwKgbw90twSudI4cPuAcVgW/qm7zdklPsqoXDh68Bp1trq4EZjzC3AI8AZwOHA94D/jPGcjwKVQClQaq3dZ4y5C/hCjP1ijPEAd+ACi38DxgAfibXf0WzevFB78+YYOjIGfvUrV8Tit7916/74RxcyvO02hQxFREREZNAUMBRJgu4VDK0FU1zsAobgbqgpYCgJlqwvcONRkcEYQ15eHnl5ecycObPH9qamps7AYTB0GFw+dGhwD//2VgHh3XffpbCwkMLCwoTcUFDFARERERmppk2DnBxoaIDXG4tDGxQwFJEkC163lpaWsnTp0iSPJnlifUAwyOPxdAbxBqq1tbUzfHjrrbcO+PjBCk7pHA/dv/PIyMjgE5/4RI/Q4kipnNgbfb8ho5UxJg34bmDRAp8PDxcCWGubjDGfB97DVQL8ujHmp9ba/YM9r7U25iBhH74GHI+rXPg14O4EnmtUmD8/1B50BcMgY1wFw7Y2uP12t+6OO9ysWbfeqpChiIiIiAyKAoYiSXDYYTB2LBw8CDU1sHMnTC8uhuefdztUVMBZZyV1jCLDWVZWFlOnTmXq1Kk9trW1tXUJHD4VnHtikFatWtXlvIWFhRQUFFBQUNAZPAwup6Xpr10RERGRII8HFiyAt96CChQwFBFJNUM1ZXNf0tPTSU9PJz8/P+a+li9f3qNiYvf3xsbGuAULe9PS0sKDDz4YcVtGRkaXwGH3dm/bsrOz9Z3DAKiaogyxU4GJgfYz1tp3Iu1krd1jjLkPWAFkAucDdw7NEKNnjJkF3BhY/J61dqsxJplDGhHCKxj+85+wYwdMnx5Dhx4P/O53LmR4111u3W23uUqGt9ziQogiIiIiIgOgbx1EksAYN03yv/7llsvKAgHDIN1QE0mYtLQ0Jk6cyMSJ7nu9WAOG4Zqamti1axe7du2KuD0/P79L6DD8PT8/H30ZJyIiIqNNUZELGG5mHh3eNDztbbBtG9TVQV5esocnIpJ0mq45JNaKiocffnhU5+k+pXOkqZxfeuml2H6YXrS0tNDS0jLo2RfCGWOw1nZZ5/F4eoREc3Nzufrqq0fVdxKqpihD7PSw9pP97PskLmAIcCYpGDAEfgfk4aZ6/r8kj2XEmDvX3TeyFpqa4L/+C/785xg79XhcBcP2dvjTn9y63/zGhQx/+UuFDEVERERkQBQwFEmS7gHDM5cUhTYqYCgybCxYsICamhqqq6tpa2vrc9/a2lpqa2vZunVrj21er7dL5cPge6oJf8p/9erVgJ7yFxERkcFbuNC9t5HOvoL5TNofuBaqrIRRPC2piEiQrrVChqqiYjRTOscaMFy0aBFNTU1dKig2NTXF1Gd33cOF4MKT3dXX1/OjH/0o6sqJ3ffJzMwc0VM7i8TBkrB2aT/7+ns5LiUYYz4HnAG0A1daa9v7OUSilJUFU6e62a4AHngAvvc990BWTLxe+MMfXCXDe+916/7v/9z6m25SyFBEREREoqaAoUiSlJSE2mVlwMWqYCijVzIrMsRaAeGyyy4D3Bf39fX1ndMvB0OHwfdDhw5F/HI/qL29nf3797N///5+x2yMiVhxYChuPOkpfxEREYmnYMAQ4P3MYiYRuBaqqFDAUERERqxLLrmkxzprbWflxO7Bw/B2pG0NDQ0xjcda21mlcTAyMzO7hA+3bdvW4zsUj8fTI+Do9XqT9v1GKtGUzSNe2L942dLPvttx4T0vsMAYY2xfXygOIWPMRODmwOL/WWv7C0vKAGVmhtqtrXD11RB4vjs2Xi/cfbcLGa5a5dbdfLOrZPg//6OQoYiIiIhERQFDkSQJDxiuXw/MnOkeU2tqgj17oLoaUrB6mUgiJPML03hVQDDGkJeXR15eHocddljE4w8ePBgxfFhdXT2gL/Ejfa9YX1/Pb3/7WwoKChg7dmxnNcTgKysra1RNdyQiIiLDQ3hFjrKWYo4LLuihKxGRlKQpm51YH1aMxBjTWRlwoCJ9jzGUmpubaW5u5uDBg73uE6l6YvffDbjvNx544IEu1RP7eqWlDf9bHHqYc8QrCGvv62tHa22bMeYQUIi7f5cL1CVuaAPyf8B4YBvw/SSPZcRpboYdO0LLHR2wdi34/eDzxeEEaWnwl7+46ZIfesit+/nP3fobb1TIUERERET6NfyvvkWGqSVhExy8+y60WS9pCxfC22+7lZWVcPzxyRmciMSd1+tl3LhxjBs3LuL25uZmfvrTn8Z0jqqqKqqqqiJuy8jI6AwbRgogZmdnK4AoIiIiQ27BglD7pZpFfDm4UF6ejOGIiEg/VFHNGarpmofKd7/73V6rI/ZXRbG5uTnu43nnnXei3tfr9Uac0jlYVfG1116jpaWlxzGRwqCqpqhqigmSF9aOZi70RlzAECCfFAgYGmPOBS4NLP4/a21MYzLGXAlcCXDFFVdQWqpiiI88Mh5rZwKhKeebmixf+lI9f/hDZdzOY/7zP5m7fz8Fzz/vVvzkJ+zct49dV10Vt3OMJg0NDfr8yrCnz7GMFPosy0iQ6p9jBQxFkmTcOJg2DXbudE+nbdoExcXFoYBhRYUChiKjSGb4HBgJ0NLSwp49e9izZ0/E7enp6X0GEHNyclIygKgvvkVERIa3wkKYOBH27oWytuLQBlUwFBGRKKiiohNrRcW0tLTOWRkGqqOjo8fUzn/+858H/kMMUnt7O/X19QOq+BepcmJv1RRffPHFEV9BMZyqKUp3xph84NbA4oPW2r/F2qe19jbgNoAbbrjBLl26NNYuh7X2djj/fDctcjhrDe+9l0d19VJOOy2OJ/z73+GTn+ycf3na73/PtBkz4PsqTDlQpaWljPbPrwx/+hzLSKHPsowEqf45HllXvyLDTEmJCxgClJUFAoZBuqEmIgP05S9/mZqaGmpqajh48GBnu6amhtbu31B109rayt69e9m7d++Az5vMp/z1xbeIiMjwV1TkAoaVhM2XvHEjtLW5KbtERER6oYfLnGRWVPR4PGRnZ5OdnR23Pi+66KIu1RL7ekWaejmennnmmT63Byso9vcKVlQc6QHFeAt/sHR1IAw1DB8srSNUkTCL/isShv/HVJuQEQ3M/wAzgEPAN5I8lhHp0Uehtxnm6+vha19zs2B5PJH3GbCMDHjgAbjwQlizxq27/np37fWd77hla+Gll+DVV6G2FvLz4dhjYdkyTacsIiIiMkrp6lUkiUpK4KmnXHv9eliugKFISkhWBYRYKw5Mnz6d6dOn9+jXWktjY2OXwGH3AGL36YIGoren/N94443OaohjxozRl+YiIiIS0cKF8OKLcIix1I+ZSu6hXdDSAlu2wPz5yR6eiIiIDFCs32+UlJREdR5rLa2trX0GEJ999tnYfph+DKaCYjSMMT1CollZWXz605/uElrMyMhIyRkn4mWEPFhaQyhgOIE+AobGmDRgTGCxFUjqD2uMOQn4SmDx29banckcz0hkLVx3HdT1ETvdvh0efBCWL4/jiTMz4aGH4Lzz4Omn3brvftelGAsK4Gc/gz17XFnF1lZIT3evSZPg2mthxQq3LCIiIiKjhu70iyRR+HdlZWXABQoYiqSCZD0FnaiKA8YYcnJyyMnJYdq0aT22W2tpamrqEUB85ZVXBvYDdPPYY491Wc7Ly+sMHI4dO7ZLu6CgIOHTRIuISOoy7q7oJcDngCOBicAB4F3gXuAua21bnM41EzgLOBk4ApiJqyRyEKgE1gK3W2u3RtHXJOBM4KPAUcAcIBdX3eM94IVAX+XxGPtItXBhqL19zCKKDu1yC+XlChiKiMiwoemaQ4aqoqIxhoyMDDIyMhgzZkzEfWINGC5btoympiaam5uHtIKitbbHuqamJv7whz90WWeM6bVCYm9VE8PXZ2Zm4olbWTTpxQbcdQLAbGBLH/vOALyB9iYb6YMwtL4EGKARmGCMua6X/WaFtT9njPlwoP1Xa+2GRA5wuHvuOdjaz5VnfT38+7/DBRfEOdOXleXKJ557Lqxd69Z9+9uuwmH3h9FbWtzr/ffh6qvhnnvgiScgLy+OAxIRERGRVKaAoUgSLVkSapeV0fXO2ubNoSfDREQSyBjTOZ3R1KlTO9fHGjDsrq6ujrq6Onbs2BFxe1ZWVmfwsHv4cOzYseTm5qb0U/nh0/YEDcNpe0REhpwxphB4ADi126YpgdepwFeNMRdGE/rr51yPAOfhbpJ1NyHwOhG41hhznbV2ZR99/R/wb4RuAIYbF3j5gH83xtwM/Je1tmfZX6EobGbkSlNMEYGbWxUV8IlPJGdQIiIiA6Rrv9QUazXF008/vde+rbW0tbVFPZ1zc3Mzmzdvjt8PR2jWisbGxrj2Gy5SNcXs7Gy+8pWvjIoqinGwHjgj0F4KPNfHvr5uxyVb8A82G+iZEo7sS2Ht9biApfTiuutcgLA/1dVwxx3wla/0v++AZGfD3/4GZ50FL7zg1vU3001Dg5s6+eyz4ZlndA9LREREZJRIWMDQ5/MVAicBy4CpuJsruQB+v/9jiTqvyHCyaJGrON/R4fKE9eSSO3Ome2Strc2tDJ82WURkGCkpKemcirm2tjbi0/fhgl+4V1VVRX0Oj8fTo1qA1+vt8cX3UAT9Rsi0PSIiQ8oYkwE8irt2BNgG3AZswlXv+BKwCDgaWGOMWWatPRTDKZcQukn2GvAs7obXocD5PokLGGYCPzfGZFprb+ylr8MJhQvfwVU+LMNNgTYJOAdXKdEDXA2MBa6IYewjVvhzVq/XF3NecEFV3UVERAZNFRWdRFZTNMaQnp5Oeno6+fn5UR0T6dwDMWPGjC6BxdbW1pj6i0ak73MaGxu5+eabAfd7yMzM7KyMGP4eaV2k9xEeUnwKdz0ALmh4Ux/7nhnWfjJhI5KU8MYb8Oab0e3b2Aj//d/w+c9DTk6cB5KTAxddBC++6G5WRaO5GUpL4c474aqr4jwgEREREUlFcQ8Y+ny+I4D/Ai6mZyUHA/SaLvD5fH8DJgcW3/T7/VfGe3wiqSQ7GxYsgMpKsNbNAOYrLg7VxK+oUMBQRJIm1qf8L7roos7l9vZ2amtrO6dfDgYPg+2DBw/S1jbwmS8jTUXUfSzggn779u1jzJgxZGRkDPg8IiKSMF8lFC58HTjNWlsd3GiMuQV4BHcj7nDge8B/xnC+JuDXwK+stZURtt9sjPkP4BeB5R8YY1b1Mq1XO/AX4GZrbWmE7b82xlyMm+I5DfiyMeZea+3aGMY/Is2bF3rwat2BsOsfBQxFREQGLRisKy0tZenSpUkejcTLihUruiy3t7d3CRz2VT2xe/vgwYNxGZO1trPvePUZZIzpEXBM1oOlMXgW2AtMBE4zxiy21r7TfSdjzCTg0sBiE+5BrKSy1l4OXN7ffsaY54CPBBZPsdY+l7BBjSDXXw9NTdHvX1sLK1fC978f54FYC//7v9GHC4MaGuBnP4Mrr4SRGxAWERERkYC4Bgx9Pt/3gO/jKjQE/zXZd7mirvxA8DHBo3w+3w/8fv/OOA5RJOWUlLiAIbhpkn3FxfD3v7sVuqEmMuols+JAPJ/y93q9FBQUUFBQEHG7tZb6+vqIwcPgctNAvnGL4Ne//jXgpmIeM2YM+fn5jBkzJuIrMzNzJD85LyKSEowxacB3A4sW+Hx4uBDAWttkjPk88B6uIv7XjTE/tdbuH+RpT+p+ju6stTcbY07EVTNMAz5D6Do13KVR9PWAMeZ4QhVLvgAoYNhNZibMng3vvQfvsii0obzc3ezS38kiIiLDnioqOrE+zNmd1+slNzd3UL/LWKsp5uXlJbyKYqTqib09WJqqrLVtxpgbgV/i7pvdbYzp/mBVFvBHArOAAbf0ds1jjLkLd10BcIO19gcJGrok0ObN8PTTA8v0dXTAj34EX/sajBsXx8G89BLs2TO4Y6uq3PEnnBDHAYmIiIhIKopbwNDn890DfIpQlUIbaA8kaPg7XEUKgwspfgq4OV5jFElFS5bAAw+4dlkZXSsWKmAoMuql8NPXcWWMIS8vj7y8PKZPnx5xn1i/+A4KPlW/p48vztLT07sEDiOFEXNyclI6hLhy5cqIN29Gy2dKRIaFU3FVPACeiVTFA8Bau8cYcx+wAjd18fnAnYM5YX+BwDCrcAFDgJI49BUMGEbsS9w0ye+9BzuYTltWLmlN9VBdDXv3wqRJyR6eiIiIxEjXok4ip2wealdf7f6J297eTnNzc2dlxO7v3ddF2m8opnpOsltx1xcnAUcDbxljfgdsAmbgrnWCT9q8C/w41hMaY07FXXOFOyqsvcIYc1q37SuttTWxnlv6d+ONMIjJXGhrc7MZP/dcHAfz6qsw2P8G29rgtdcUMBQREREZBeISMPT5fDcSKt0eDBYeAp4ESoEP4ao+9Mnv9+/2+XwvAycE+vk4ChjKCFcSdouxrAz4hAKGIiKJUFBQQG1tbcQn3btrbW1l//797N8ffYGsVJu2J9LT+6n8RL+IjEqnh7Wf7GffJ3E33QDOZJABwwGoDWtnp1BfI1ZRETz5JIBh7/hipu4IzDpdUaGAoYiIiMSVqik68aqm6PV6ycnJIScnZ9BjaW9v58c/jjlTl7KstS3GmPOBB3Chv8OIHCJ8HbjQWhuPuaZPJlQxPpLPRlh3O1ATh3NLP0pLBxcwBHj+eVizBs46K06Dqa0dfMCwpcUdLyIiIiIjXswBQ5/PVwxcS9eKhb8BrvP7/TWBfa4iioBhwGpcwNAAJ/l8Pq/f7+8/CSAyTIUHDNevp2cFQ00JJiICxP7F9ze/+U2stTQ0NHDo0KEur9ra2i7Lg3lyfiDT9rz99ttdqiOmp6cP+HwiIiPAkrB2aT/7+ns5LlHCz/FBCvU1Yi1cGGpvySxmKmEBw5NPTs6gREREZERSNUUnlaoper3ehPafCqy11YGKgZcAn8NVE5wAVAPvAPcBf7DWDjJ2JsPJW28NbP/mZjjlFDcbMcCll8LLL8OiRX0fF5X8fEhPd2HBgUpLg1EY0BYREREZjeJRwfB6IHj1Z4Hr/X5/LI+ahd9YygHmARti6E8kpc2dC9nZ0NgIu3fDvrQpTBgzBg4dgoMHoaoKpkxJ9jBFRIDkPuUfjy++jTHk5uaSm5vL1KlTI+5jraWpqalH6DD8tXfv3ph+locffrjLcnZ2duc0zOHTMYe3s7KyUnpKZhGRQQiLlLGln323A+24a88FxhhjIyW748AYkwZ8MWzV4zF2eWUc+xqxwgOGb7ctYllwQVXdRUREREaFeFVUTGWBa5j7A6/B9nE5cHkU+/0A+MFgzzMQ1tqPDsV5RrPMTHj4YTjmGNi2zd0++sQn3OzG48bF2Pmxxw4+YNjaCj//uSvH+KUvwfjxMQ5GRERERFJVTAFDn8+XDpyDCxYCrIsxXAhQFngP9lmEAoYygnm9cPjhriQ+QNl6wynFxe7KENwNNQUMRSRFBEN+paWlLF26NMmjSQxjDNnZ2WRnZzOplykZIwUbY9HY2EhjYyN79uzpdZ+0tLQewcPwAOKYMWPIzc3F4/HEdWzxsnLlyojhVFWOEBnVCsLa+/ra0VrbZow5BBTirmNzgboEjesaIFhW/G1iCAUaYy4FPhZYrCLxUzsPW0VFofZLB4q5KrhQXp6M4YiIiIgMGU3Z7KRSRUWRVDR5Mjz2GJx4IjQ0wObNcMklbrrkmCZHWbYMJk2C998f3PG7dsG118L3v+9KK37tazBCvzcWERERGc1irWB4PJAXaFtgZYz94ff7d/t8vvBKFNNi7VMk1ZWUhAUMy+gZMPzoR5M2NhERib/DDz+8c2rm2tpaOjo6+j2mra2NAwcOcODAgajOYYzpMW2z1+vt8eX8UIX8ut8s6W2diIwqeWHtpij2b8QFDAHySUDA0BhzCvCjwGIb8BVrbf//k47c1+HAbWGrvm6t7fN/fMaYKwlUPLziiisoLe1v5uiRo6MDMjOPornZw2t1xZ3rm99+m/Wj6PcwkjQ0NIyqz7CMTPocy0igz3HqO+WUUyKuT6U/t1QaC6TeeESGypFHwt13w8UXu+VnnoH/+A+45ZYYOjXGBQSvvtolF6OVlgYZGaFjmprgrrvc67jj4P/9P5eAzMyMYXAiIiIikipiDRjO6ba8Nsb+gmpxN4yg600nkRGppCTUXr8eKA7dUNOUYCIiqSfWaXuWL1/euWytpb6+vnP65eDUzN2naG5tbR3QGCPNHNp9LOBCfs888wz5+fldKiPm5eWlbDVEEZFEMMYUA6sIXSd/x1r70iD7mgL8jdB17W+stav6O85aexuBUOINN9xgR2q14N4UFcHbb8Mm5mM9HkxHB5m7drF00SLIyUn28GSARnLFaxk99DmWkUCfYxmIZ599NmI1xWR9hlavXh1xvT7TMpp98pPwwx+6goEAv/41LF4MX/1qDJ2uWAF/+Qu89ho0N/e/f2amm1p59Wp48EGXcHz99dD2V15xr6uvhi9/Gb7yFZg5M4YBioiIiEiyxRownBjWrvX7/bUx9hcUfvc7I059iqSs8IBhWRlwlgKGIiLRSNY0QvGctscYQ15eHnl5eUybFrlws7WW5ubmHsHDYHvjxo2D+0ECXnzxxYjjys3N7Qwd5uXldYYPw4OIWVlZGGNiOv9QC5+uOXizQtM1iyRFHaGKhFn0X5EwO6wdr2tPAIwxc4B/AOMDq35prf35IPsaB/wdmBtY9QDwjZgHOQoEA4YtZHJo4jzGVm0Ea2HjRjjiiGQPT0RERGTE03WxyPBw3XXwzjtw//1u+etfd9dTp546yA7T091cy2ef7abb6quSYU6OmwL5iScgLw+++EW4/HIXKPz1r+Gvf4WWFrfv3r3wk5/A//wPnHeeq2r4sY+5qokiIiIiMqzEGjAM/xdgzzI5gzc2rF0dx35FUtKSJaH2+vXQsbCYzppRChiKiPRqtHzxbYwhKyuLrKwsJk2a1GN7pHBjrKy11NXVUVdXx65du3rdLy0trUvgMPwVvi6VaLpmkZRRQyhgOIE+AobGmDRgTGCxFYjbf7TGmMNw1finB1b91lr7H4PsaywuXBh8hOhvwGXW2p4lZKWHhQtD7Z1jil3AEKC8XAFDERERkVEoWQ+WiqQ6Y+DOO2HTJpcHbG930ya/+irMnz/ITvPy3JzLd94JP/sZVFVBW5sLC2ZkuCmRJ0920yl/6UsulBg+oOOPd6+bboLbb4ff/ha2bXPbOzrgkUfcq7gY/u3f4AtfgDFjIo2kJ2vhpZfcD1hbC/n5roLismUKK4qIiIgMkVgDhnvD2vk+ny/N7/e3xdKhz+ebA3gIBRb3x9KfyHAwZQqMHw/790NdHXyQNo85Xq+7KvzgA/e0mKYEExGRBPnIRz5CbW1tl1e0gbu2tjaqq6uprh74MyEej6dHOFKVBEVGlQ3AnEB7NrClj31nAN5Ae5ONNA/8IBhjpuHChbMDq+4E/m2QfeUDTwHB+dqeApZbawc2x/0oFh4w3GCKWcTf3IIeuhIREREZlYLfD2iqb5GecnLg0UfhmGNg1y6ornZFAl96CcaO7f/4iNLT4aqr4MorXUevvdY10Hf88f0H+iZNgu98xwURV6920yc/80xoe0UFfOMb8O1vw+c/76oaLl4cua/WVrjjDhd43LPHLbe2unGmp7tzXXutm+I5PPAoIiIiInEXa8CwKqxtcDdSXomxzw+H9WeBTTH2J5LyjHHTJD/3nFtevyGDOfPmwYYNbsWGDXDkkckanoiIpLhIT/R7vV7a29v7XZebm8tHP/rRHn22t7f3CB0Gp2UOX25tHXxupqOjo8e6+vp6br311s7Kh3l5eV3eg+20tFj/GSsiKWA9cEagvRR4ro99fd2Oi5kxZgouXBis7/Bn4IrBhBeNMXnAGuC4wKq1wAXW2uZ4jHW0KCoKtUvrizk/uKCAoYiIiIiISA/Tp7uigCefDM3Nrvj7ZZfBY4+B19vv4b0zBk44wb0GKy0NLrjAvcrL4Te/gT/+0QUWAerr4dZb3eujH3VBw/PPDwUF6+rgrLPg9dd7Ttnc0uJe778PV18N99wTmrJZRERERBIi1juzLwPt0Dmb64XEHjC8PKx9EHgzxv5EhoXwgGFZGXyiuDgUMKyoUMBQRCTFJXPankgV/yJNm9ze3s71118fVZ9er5eCggIKCgp63cdaS0tLS5fg4aFDh1i7dm3UY49kz5497Nmzp899srOzew0ghi8PhyDiypUrI352VMlRRoGngKsD7TOAm/rY98yw9pOxntgYMxF4BghG2u4HLrfW9kw+999XDrAaODGw6gXgE9bapljHOdosWBBqv7B3UWhBAUMREREREZGIjj3WFfn77Gfd8hNPwH//N/z858kdVxeLFsGvfgX/3/8Hf/4z/PrX8M47oe3PPede06bBV74Cl1/ukpKvveaSk31paHBTJ599tquUqEqGIiIiIgkR0x1Xv99f4/P5XgOOD6y60ufz3ez3+6v6Oq43Pp/vY8AphKZHftbv98dl6iuRVLdkSahdVgYUF7vHzEA31EREhoHRGAYzxpCZmcnEiROZOHFi5/pYA4bRaGxspLGxsd8gYiQej6dH9USv15u06ZojTUcd7RTVIsPcs8BeYCJwmjFmsbX2ne47GWMmAZcGFpuAR2M5qTFmHPAP4PDAqoeAz1pr23s/qte+sgLj+Uhg1b+Ac6y1Db0fJb0ZNw4mTIB9++DtlrByhpWV0N4eYwkOERERERGRkekzn3F5vZ/8xC2vXOlmHb788qQOq6f8fPjqV12I8PnnXdDw4Yfd9R7Azp3w/e/DD37gqii2R3mZ3twMpaVw551uimcRERERiTtP/7v06/bAuwXGAn/x+XyZA+3E5/PNBe4O9GMCq38Vh/GJDAslJaF2Z8AwSAFDEREZRa688ko+/elPc+655/KRj3yEpUuXsnDhQqZNm0Z+fj7GmP476UOkqZm7Tx0NLuT39ttv895777F3714aGxsZxMypItILa20bcGNg0QB3G2MKw/cJBPj+CARLwt5ird0fqT9jzF3GGBt4/aCXfcYCfwc+FFj1KHBpYCwDYozJAB4ETgusegU421pbN9C+JCQ4TXI142gumOQWmppg69bkDUpERERERCTF/fjHbobhoKuugn/9K3nj6ZMxblrkVatgyxb43vdg8uTQ9o6O6MOFQQ0N8LOfgb67ExEREUmIeMwZdxfwX8D8wPIpwFqfz7fC7/dHlYry+XyfBH6Dq1xhA6+X/X7/c3EYn8iwEF7BsLISWucV01nIXQFDEREZRiJNF+31enuE+CKty83NZerUqUydOrXX/js6OmhoaOiclrm2tpa6urou78F2rIHAhx9+uMeYw6dl7q2dm5uLxxOPZ3mGnqZsliF2K/BJ4CTgaOAtY8zvgE3ADGAFEJwr913gxzGebw2wNNDeCdwDnNNPcLnBWvv3COvvAs4OtGtxP8up/YWgrbWPRD/c0WfhwtBNsH0TipleE6hUW1EBc+Ykb2AiIiIiIiIpzOOBP/0JTjzRFbFoaYGLLnKzB8+alezR9WHGDPjhD+G66+Chh9w0ymVlg+urqgpeeglOOCG+YxQRERGR2AOGfr+/w+fzrcBNMZWOqzyxDHjb5/M9g7uBszD8GJ/PdzouTHgU7oZMUeC4YPXCWuCLsY5NZDjJz4fZs93DWm1tsNFT1DlnG5WV7omtYRpUEBGRoRcp5Jebm9vL3vEVKYjWffphcFUDr7/++gH37/F4OgN9/QURf/SjHw24/760t7dz8OBBDh482Od+xhhyc3M7xxkePuweSEw1mrJZhpK1tsUYcz7wAHAqcBiRQ4SvAxdaa/v+j69/y8La04D7ozjmA2B2hPXhdyzycYHDaMRWhnWEKwqbGXlL1iKm84JbqKiAs85KzqBERERERESGgfx8eOwxOOYY2LcP9uxxVQ1ffBHy8pI9un5kZMCll8Lu3XDttdDaOvA+2trgtdcUMBQRERFJgHhUMMTv97/o8/muwN1QCZaJSQNOD7zCGVzoMHwZQuHCduByv9+/IR5jExlOlixxAUOAN7eO4/BJk9wVYHBKsNmzkzk8EREZRlRtjrhUEFy8eHFnNcS6ujpaWlqiOs5a23nMYBhjeoQyVUVQRiprbbUx5jTgEuBzuAfRJgDVwDvAfcAfBjONsQw/C8MeTyxrLebE4EJ5eTKGIyIiIiIiMqzMnu0KAX7sYy6j99Zb8IUvuNmIh0UNi9paFxQcjJYWd7yIiIiIxF1cAoYAfr//Tz6f7wDwR2AcoaBh9wBh+Dq67XcQ+JTf7480/ZTIiFdSAqtXu3ZZGVBc7AKG4Cp2KGAoIiIyILFO13zxxRd3WdfS0tJjSubgK3y5oaEhpnFHmtq5vr6em2++ubP6YXiFxPCqiHl5eaSnp8d0/lSh6ZpHD+s+9PcTXUXB3vq4HLi8n33iVj3QWjs7Xn1JSHjA8OWaYr4SXKioSMZwREREREREhp2TToJbb4Uvf9ktP/QQ/OAHbibilJefD+npLiw4UNa6co3r18PixWA0gYCIiIhIvMQtYAjg9/sf9/l8RwE3AJcBGYFNttt7kAm8OoB7ge/5/f734zkmkeGkpCTUXr8eFzB8IWxKsDPPTMq4REREhqt4T9eckZHB+PHjGT9+fJ/7tbe3RwwePv/889EPPoJDhw5x6NChqMYZHjoMhhG7BxFzcnLiUukxUTRds8joM3++uwdkLTxfVRzaoIChiIiIiIhI1FascPeZfvlLt/yjH7nM3ac+ldRh9e/YYwcfMAR46in3WrQIli93L4UNRURERGIW14AhgN/v3wZ8yefzXQcsBz4KHA9MBMLvXh4C3gCeBh70+/2V8R6LyHATHjAsKwNO1Q01EREZGSJVEszNzU3SaBLP6/UyduxYxo4d22V9rAHDaLW0tLB//372798/4GONMT0qKHq9Xk3ZLCJDIjPTFW5//334gJl0ZGXjaWqEvXth/37oJ+AtIiIiIiIizs9/DuXlLm8HcPnlMG8e+HxJHVbfli2DSZPcRWEsystdycYf/jAUNrzkEhc2FBEREZEBi3vAMMjv9+8E/jfwwufzGaAQV9Vwv9/vb03UuUWGq4ULIS0N2trggw+gYWYxOcGNChiKiMgwpiBafHzzm9+MOC1zfX19l+WOjo5BnyPS9Mzdp48GV0nw6aef7lIhMfienZ2d0pURB0tTNosMjYUL3b0ki4dDU4soeP9Nt6GiAk48MaljExERERERGS7S0uC+++D446GyEpqa4Pzz4bXXYNq0ZI+uF8bAtdfC1VdDQ0P0x+XkwGc/CzU1sHp112PjGTa0Fl56CV59lSmVlfDPf7qqi8uWqUqiiIiIjGgJCxh25/f7LXBgqM6XTMYYA1wCfA44Ele98QDwLm4q6LustW1xOtdM4CzgZOAIYCaQBRwEKoG1wO3W2q1R9LUFmBXlqZ+31n60j76eAz4SZV8fWGtnR7nviJaR4WZFXr/eLZfbYpYGNypgKCIiMuxFquTo9Xp7BPgircvNzaWgoICCgoI+z2GtpampKeIUzd2DiI2NjTH9POvWrYu43hhDTk5OZ+gw+IoURszJycHr9cY0jqGiKZtFhkZRUajCxs78Ygp40y0oYCgiIiIiIjIgBQXwt7/BccdBdTXs3AkXXADPPw/Z2ckeXS9WrIC//MUlIZub+98/MxOWLoVbbnHTKzc0wBNPwKpV8QsbtrbCHXfAz34Ge/ZAayvTWlvd+dLTXdXFa691Y09Pj+3nFxEREUlBQxYwHC2MMYXAA8Cp3TZNCbxOBb5qjLkwmtBfP+d6BDgPiPRIzITA60TgWmPMddbalbGcT4ZGSUkoYPj6vpkszcpyj5VVVbmrv8LC5A5QRERkmEvmdM2RKt11n3oYXMXA66+/flDnMMaQnZ1NdnY2EydO7HPfSOeOB2st9fX1UYfvsrOzaWpq6lE90ePx9KjGqOmaRUa+hQtD7Q2eYg4PLuihKxERERERkQFbsAD++lc480xob3e5vS9/Gf785xQtupeeDmvWwNlnQ2lp35UMc3JcuPCJJ0LBvpwcuPhi9xpI2PCSS1zgsHvYsK4OzjoLXn+9y/EGoKXFvd5/31VdvOced768vLj9OkRERERSgQKGcWSMyQAeBU4KrNoG3AZsAmYAXwIWAUcDa4wxy6y1h2I45RJC4cLXgGeBDcChwPk+iQsYZgI/N8ZkWmtvjKLfvcCV/eyzbwDjvLCf7QOocT7ylZTAvfe69tvveN3dtbffdisqK10texERERm0YBCttLSUpUuX9rO39OWUU07pDBKGV0hsamoaUD+9VVKMNNVzb9M1v/rqqz0qJWZlZWFS8pvy2IVP17x69WpAQUsZOcIDhq83LuKC4IIChiIiIiIiIoNy2mnwy1/y/7N33/FV1fcfx1/fQAKEIEMEBLVOxIFWOaK4B3XXUVu1v7oqiqPa1mq1KnXjoK46qxXqHnVU62oVFeugwgm4BfdAJaCCQEL29/fH597em+Te5K4kJ+H9fDy+j5xz77nnfnMTxjnnfT4fTj3V1u+9FzbfHM4+u1OnlV5ZGTz3HEybZlUDKyqgvt7CfCUl1v956FCrGnjssemrBmYTNrzwQhvJYcORIy1cmEk1xaoqmDXLgpHPPadKhiIiItKtKGBYWCeRCBfOAcZ775fEn3TO3QA8CuwFbAr8Efh9Hu9XDdwIXO+9n5/i+Wucc6cBV8fWL3DOPei9f7+N/VZ57x/NY15NFHJfq4LNN08sv/UW1jM5HjCcN08BQxERESmYfFs277zzzin329DQ0CJ0GA8iNn+8qrW70LPw9NNPt3isqKioSYvmtkbPnl3n8EjtmqU723jjxPKLFaMSKzNnwsUXQ79+MHYsjBsX0XIbIiIiIiIi0fOrX1kHrVtusfVzzoFNN4UDD+zceaVVXAwnnAATJ9rx4OzZsHx54phwu+2yOybMJWw4dCh89521SM5ETY1VXZw2zeYuIiIi0k10nStoEeec6wmcG1v1wFHJ4UIA7321c+4o4GOgL3Cqc+5y7/23Ob7tTs3foznv/TXOuR2waoY9gV8AufXbkw4xenRi+a23wO88KtEDWxU7REREpIDaq2Vzjx49WG211VhttdXa3LaxsZGqqiquuuqqjPefqcbGRpYvX87y5csz2r5Xr17/q4D45ZdftghVqmWzSMdYay3o3Rvqq+sYvfRFPLHS/d9+C+efbxeZiothyBCrVjFhgipDiIiIiIiItME5uP56a5Y1Y4Y99otfwKuvwhZbdOrUWuccbL+9jUJJDhtWVlpL5r//HZ58smnYsKIi+31XVVnVxYkT2/+mOO8tfDlrVtPwpW7IExERkQLLO2AYBEHqsiW581hlvqXAkjAMs2nF25l2B9aILT/nvX8n1Ube+0XOufuBCVjr4gOBabm8YVvhwiQPYgFDgNGtbSid7wc/gqJXigABAABJREFUsP//L19uN0UtHTaKgfEnFTAUERHpdlJVEezbt28nzabjFRUVUVZWlvd+xowZ06RKYmVlJTVtta5ppqamhpqaGr777ruUz2fTsvm99977X2XE0tLSbt2uWaTQiopgi/VX8Kd392Fr5tDkT4731hKrthY++QROP916ez31lLXQEhERERERkbSKi+GhhyyD9vHHlq074ADLpw0Z0tmz6yR9+zYNG8YrG/7zn223RU6nosKCf4UMRSarq4OpUy3IuGiRrdfV6YY8ERERaTeFqGA4AwsFtosgCL4BZgPPAreHYfh9e71XnvZMWv5XG9v+CwsYAuxNjgHDLCSXbOnTzu8leXLO2iTPnGnr8xjFuPiTChiKiIh0O6p0Z/Jt17z//vu32Gd9fX3K1syVlZVUVVW1aN3sfeEOa/7+9783WS8qKqK0tLRJ6LD5enK75l69eimQKKuuujpur9iH9ZhNb9q4mFNVZVfC9t0XnntOF05ERERERETasPrqlp0bN86KXXz2GRxyiB1SlZR09uw6Wd++8LOf2ZgyBc49F+rrs99PTQ3ceSesuSassw706FG4Oa5YAfvsA3PmNK22CLohT0RERNpNIVskt9fVrzWAfWJjchAENwB/DMOwrp3eL1ebJy2Xt7FtmOZ17SX5PT7LYPvVnXPTgS2AAcD3wCfAC8Ct3vuPsnlz59yTwNbA6ljY8QvgJWCq9/71bPa1qkgOGM5aOjIRMPzoo8QdSCIiIiLdSHu0a+7Zsyf9+/enf//+bW7rvWflypX/CxvecccdGb1HphobG1mxYgUrVqzIaPvkQOI333yjds2yapk6lQ2WzaGkrXBhXE0NlJfDtGlwwgntOzcREREREZFuYLPN4L774Mc/tkLxL78MJ50Et92mzrr/U1MDKTpXZKS+Hm65xUavXrDRRrDxxi3HgAHZ7beuzsKFs2e3XV2xo2/IU7tmERGRbq2QAcO41sp+uDy2cUAp8HtgfBAE+4VhWJHbFNvFyKTlT9vYdgHQAPQANnLOOV/IcilJnHM9gV8mPfRkBi8rA/ZIWh8cG9sApzvn/gRM8t5n+r/qfZOWB8XGlsApzrm/Ab/y3q/McF+rhNFJjaznvt/X7m76/HM7IPn4YzvoEBEREWkHq2rLZufc/6oKrrHGGnnvb+TIkf+rlFhZWUltbW1Wr28rkJhNu2aRLsV7mDKFkrqqtrdNVlVl1SUmTtSFCxERERERkQzstx9ccYV10gW7Z2v0aPjtb229ogIOPdSK4I0Y0WnT7Dz9+lkoL8tzOi3U1MDbb9tobsiQ1MHD9deHniku40+dapULM23d3BE35Klds4iIyCqhEAHD/5AIAw4DNo6tJ5/R/xb4GlgGlGBV8dZNev/466uBWbHXrgYMAYY328Zh1fAeCYJg1whVMhyQtPxNaxt67+udc8uAgdhn0BfIrJRJ9s4ARsWW36TtgOFXWAvn14EK7Oe1IfATYDQWivwDsCZwTBv7+hb4N1bR8SvsZ7cusD+wfWybXwLrOOf29t7nUGO8e0oOGL79NnYw8fnn9sC8eQoYioiISLtRtTuTb8vmn//8500eS27XHA8dJi83fyzbQKJItzFzpl2QyEVFhb1+++3b3lZEREREREQ44wy7DnXnnbZ++ukwahTsvTdceaVVNjz77MTzq5SxY3MPGPbsaWUiv/669WPcRYtsvPRSy9dvsEHT0OHIkXDZZS3bIrelPW/IU7tmERGRVUbeAcMwDHcFCILgYGAqiXDh68AtwJNhGC5o/rogCHoBY4AjY6MU6I210P1FGIbLY9sNx8JtpwHrJe1/O+Bs4KJ8v4cCSf7fUHUG26/EAoYA/WiHgKFzbjfg4thqPXCi975lqZOEI4BX02xzgXPuJOAGoAg42jn3rPf+njT7OhsIvfepAqCXOecOBu7Gfu57AGcBk1v5XiYCEwGOP/54ysvb6kLdtTU09AB+CMDbbzey8MBBDIs9t2D6dCrWWquzpiYFUFVV1e1/h6X70++xdAf6Pe66OuLntttuu7V47IknnmjxWENDA/vvv3+LxzOZY69evejVqxcDBw5s8VxDQwO1tbXU1NTw8ssvZzjr1PR7Ll3KrFlW6SAX9fXWJkoBQxERERERkYw4Z118P/jA7tdqbITDDrOOujffbOsPPQTnnrsK1r4YN86q733ySfavXWcdmDvXPuClS2H+/Jbjgw/SVyKsr09sVwjtcUNelNs1g1o2i4iIFFhBWiQHQfB/wJ1Y8K8BCwPeFIZh2ra/YRjWAK8CrwZBMAW4C6tqtx/wQhAEu4RhWBmG4VfADUEQTANuB35KImT46yAIrgzDMMtbNbo/59wo4EESP+NzvPczW3uN977VK5fe+5udcwNJBAEnASkDhhm81z+cc8cnvf73zrkrvfcp/wfqvb8VuBXgwgsv9GPGjGlt993CmmvajU01NUW4UTsDDwCw1ooVrLUKfP/dWXl5OavC77B0b/o9lu5Av8fR98ILL6Rs19xZP7dUAUOg3eeTb8BQv+fSpSxfnnvAsLbWXi8iIiIiIiIZ690bHnnEsldffAHLllkFw8ZYOZLaWitAl+a0SPflnLX2Pf307KoGlpba6+IhtgEDYNttbSRraLDuZanCh19+WbBvA4CVKy0luvvuMHCgzWnAgJbLffpkHr6LYrtmUMtmERGRdpJ3wDAIgo2A27Cqdh6rPvhgNvsIw/CTIAj2BJ4HxgJbYZXyfpm0TVUsyLh2bBuwCoAHAvfl+30UwAoSFQl703ZFwj5JywW9AuKcWw+YDqwee+ha7/2fCrT7q4Ezgf7AKOfc+t77j3PZkff+XufceVhb7f7ADtjvgACbb24BQ4D5bhRD40/Mm9dZUxIRERHpUGrXbPJt1yzSpfTrl3sLqpISe72IiIiIiIhkZdgweOwx2HFHy9J9+23iuYYGeP55CEMIgs6bY6eYMAHuuSezKn0AvXrBmDFw7LFtb9ujB6y3no2992763IoV8P77TUOHL76YuHCYrcZGmDHDRmuKi1MHD1MtX3hhtNo1g1o2i4iItKNCVDC8GAvUeeDBbMOFcbEA4QSstXIP4KggCK4Kw/DtpG3qgyA4HXg59n4AOxONgOFSEgHDwbQSMHTO9QRWi63WAZXpts2Wc25tLKQ3IvbQX7z3pxVq/977aufcf4G9Yg+NAnIKGMbMwAKG8X0pYBgzejQ8+6wtz14+ip3jT8ybZ2W9Vb5bREREZJWQKmh54YUXtnisoaGB888/vyOmJNJ+xo7NPWDYsydss03h5yQiIiIiIrIK2GoruPNO+OlPWz5XXQ2nnmodZ1cpxcXw9NPW2re8vPVAXWmphQufeir/ynhlZbD11jbirr0Wzjort+PlTNXVweLFNtrLwoXw6quwww6F3a9aNouIiLSrvAKGQRCsBhyc9NBf8tlfGIbvBEHwMrBL7KFjgDOabfNqEATzgZGxh8YSDe8D68WW1wU+bWXbtbAQJcCH3vu0raSz4ZwbjgX01o09NA04uRD7bibpviUGRGhf3cro0YnlmZ+uaf/RXL4cli61kt5Dh6Z9rYiIiIgUXqpKgqoQKFJg48ZZu6JPPsn+tUOH2utFREREREQkJwcdlLgclcx7eOstmD4dxo/vlKl1nrIyC6FNm2bV9yoqoL4eX1uLKymxm92GDrW2u8ce235htXxuyCspgeOPh/797TrjkiX2tflydXVBp5xSVRXssgussw6MGGFjrbVaLq+5ps07U2rZnLmksOOw+fPhpZcUdhQRkTblW8FwByD5X7qX89xffB/xgOFOabZ5iUTVuzUK8J6F8DaJqn5jsMp86SQXEH877VZZcM4Nw8KFG8Yeuhs4vlDhxWZWT1peGqF9dSvJAcO33nYwapTddQNWxVABQxEREZEOpZbNIh3AOTuxfvrp2bVaKi211+lEuIiIiIiISM4ee8yyR6lUVsIvfgEffbQKdpUtLrYQ2sSJFsyaPZuv5s1jxKhRFszabrv2Px7N54a8tdaC669ve47V1amDh82XX30V3n03+3nENTTY99HW9zJ0aMvgYfMwYr9+9ks7ZYpaNrclRdhxeGeHHUVEpMvIN2C4YdLy0jAM6/PcH8Ci2FfXbP/JPk1aHlSA9yyEfwOnx5b3Aq5qZdu9k5b/le8bO+fWAJ4jEbp8ADjGe9+Y775TvFcvYLukh97Pc5e7JC3nu69uZZNN7P+y3sOHH0L94aPomRww3GWX1ncgIiIiIiLSFU2YAPfcQ+Os2RTVZlB5oFcva0N17LHtPzcREREREZFuynuYNMkyUeksWmS5rnPOgZNOgtVW67j5RYJzsP32sP32LCwvZ8SYMR373u19Q17v3jBsmI3WdES7ZrBqkRUVFtBLp18/GDgQvvwy9/eYOdN+roUUtZbNacKODjon7JhM7aNFRLqEfAOG/ZKWC9UbrF+a5WTfJy1nURu5Xb0ALMYqKo53zm3mvX+n+UbOuSHA4bHVauCxfN7UOTcImA5sGnvoEeAI731DPvttxe+A/rHlD7z3H+a6I+fcz4FRsdXlFKYCZrdRWgobbggffACNjVAxcBQj4k/Om9eZUxMRERGRTqZ2zdKtFRfD00/D3vtS+Uo5fWnjwskGG9iJb91dLyIiIiIikrMZM+Dzz9vebtky+MMf4PLL4de/trH66m2/TgogdkNeRqE1aL8b8vJp19y3r5XKXHttWLDAgoFfftlyeeHC9OU0ky1f3rKndzaqqy0w+eWX9oucPPr0yX2/UWrZHLWwY/K8otY+GhR4FBFJI9+A4ZKk5eIgCNYPw/DjPPc5Kml5aZpteiUtr8zz/QrCe1/vnJsMXIuF/e90zo333v/vM3LO9QbuIBHGvMF7/22q/TnnbgeOjq1e6L2/IMU2/YFngC1iDz0GHO69z7qSpHPuXOAR7/17rWxzInBx0kOT02z3a+A17/1rrezrIOC2pIeu8t5XZzXpVcDo0RYwBHjfKWAoIiIiIiberrm8vJwxHXm3vEhHKSuj6IXnmDxsGhO+m8JQKigtrqeovhZKSqydUn3s0Pe77xLLIiIiIiIikpNJk6wNcqaWLoWLLoKrrrJqhqef3nbhO8lT/Ia8ffe1MFprlQxLSy1c2B435OXTrnnoUNh9dwtqjRyZfru6OgsZpgsgxper87y83NAADz5oo7nevVuGDuNj0KDUjw8cCEVF0WrZHKWwY1zU2kdDNAOPCjuKSITkGzD8KvY1fvvAz4Arct1ZEAR9gP1i+3NJ+28u+T6YJWm26Qw3A4cAOwFbA284524BPgTWAiYAm8S2fRe4JM/3exqIX038CrgX2M+1/o9Jlff+mRSP/wy4xDk3F3gReA/7bEuwVtU/IRFkBLjbe39HmvfYHfizc24+1rr5HeBb7Ge6LvBjILnO9AvAZa1NelU1ejQ88ogthytGsVv8CQUMRURERESkuysupjw4gcuemcg4ZvKXI2ezxXqxk6mjRsFRR9kJ34UL4Ywz4Lbb2t6niIiIiIiItDB3Lrz+eubbFxVZ9y2wUOKVV8L118Nxx1n+Zp112mWaAhayeu45C39NmWItfuvrLZBVUgI9e1qI78wzrXJhewShOqJdc3GxVTlce+3023hvNx1ecQVcc03hbz6srk4EGbNRVpZdWjfZwoXwzDOw667288w3ROZ9tMKOEM2KilELPEYx7Cgiq7x8A4avAA1AERYeOysIgjvCMFyY4/7OAwZiAUOPBd1SibcD9kAGxbo7hve+1jl3IPAQFrJbm9QhwjnAwd7771M8l41xScvDgQcyeM1nWMgvna1iI5164HLgwgzea+PYSMcDfwVO897nUEO7+9t888Tyiws24Pc9etidNJ99Zv+5KS3tvMmJiIiIiIi0s403hmeeccxke54euT1bnJX05E03wU9/astTp8Lhh8P48Z0yTxERERERka7s/POzKwTXuzfsvz+8844NsJzQjTfCLbfAkUdaG+XWCtRJHoqLrbLcxIlW3Wz27KbVzbbbrv2rm0WhXbNzVjXwoIPsHEEuAcPiYth7bwtmfvtt01FXl9u8VqzI7XVg13/33tuWi4rsWnCfPva1+XJrz8WXFyyAr9LVdGpDRYX9fm2/fdvbZiNqFRWjFniMWtgxmSoqiqzS8goYhmH4TRAEL2JhOg8MAJ4NguBH2YYMgyA4FTiLRPVCD6SoRQzANiSqJqZt6dsZvPdLnHPjgUOBI7Gw3mCsGuA7wP3A33JpY9zOjgR2xkKLm2FzXh0Lj36HVVx8EZjmvW/rNo3TgSeA7YAtgSGx/fXE2l6/D7yMfQ7vF/ob6U5Gj04sz323F6y/vvVM9t6+brll501ORERERESknSVfjHq/+dHjIYfYePhhWz/+eHjrrY47qSoiIiIiItINfPQRPPtsoiJhJqqq4MknrR7GSy/B5MkQhvZcfT387W9wxx1w6KFwzjlNr3dJATln4a9CB8AyEZV2zZBfy+a114bHHmsZjvLeqhA2Dx3Gx3ffpX586dKCfEuA/aFcsSK/wGI+qqosSLrJJvYz7Nu3abgxeT3dcny9d2/7jKNYUTFKgceohR2T5xXFiopJgcdh8+fbP0gKPIq0m3wrGAKcC7waW/ZYOO3dIAjOB24Pw3B5ay8OgiAAzgf2jT0UDxf+OwzDl1NsvzVWrS8eMJyZ93dQYN57j1UTzKSiYLp9HAMc08Y2Bftb0Xv/FvAWcGMB9vUR8BGg/lR52nBD+/9WdbXdXFK79yhKPvjAnpw3TwFDERERERHp1loNGALccAM8/zwsWQKffgqTJsG113bQ7ERERERERLq+yZNzK/zW0GCvvfpqOPBACylOngz/+Y8939gI999v44AD4NxzLfch3UgU2jVD+7Rsds6+v7Iy+MEPMt9nfT1cfjlcfLF9Drno3dv+gOVaQbFQvLfr0fPm5b8v56yqYkkJfJ9jk8cFCyyxvNlmtp9evVqOVI/HH+uZIhoTtcBjlMKOcVGsqJgi8Di8swOPqu4oq4C8A4ZhGL4WBMG1wGkkWhsPAK4FLg+C4FWsJfDXwDKgJPb8KKxa3oaxXcWDhQ6rmPerNG95dNL2jcAz+X4PIlHVowdsuqn9ew1QMWAUa/O4rRTiP3MiIiIiIiIRtvHGieX581NsMGyYBQqPjp0quO46K5HRGdUbREREREREuqDy8twChtXVMGOGLTsHe+5pI17R8N//Tmz7z3/aGD/e7gvbeWflLbqNKLRrhmi0bAYLse2+u4UMcwkY9u0Lzzxj5zXq62HlSgt1xUfyeibLr78Ob76ZXYnS9uB9Yk65qq21zzVXRUUtg4eNjbm3kF6wAH73O6vwmC7w2FrwsVcv+/MT//MRtbAjRLOiYprAo4POCTx2geqOCjxKoRSigiFhGJ4eBEF/4FgSIUMH9MHaJ++e5qXx39zk1ywF9gzDsEUN4yAISrCWw2/EHnovDMMc/8YX6Ro23zwRMHy/aBRrx59QwFBERERERLq5tddOVHVfvNgKFQ4c2GyjI4+E++6Df/3LTp5NmABz59oLRUREREREpFVvvNH2NtnYaSc7PAtDuPRS+Mc/Es9Nn25jhx2souHeeyvn0G10Zrtm6D4tm4cOtdeDhRX79bORq1dfteRvZWX2r+3d29LC665rr48HBJOXm6+nW66uzv17KJTGRgtfrlxZmP3V1hami0Y8fFhUBMuW5baPr7+Ghx6yFHf//ravQohaRcWoBR67SHXHTg88KuzYbRQkYAgQhuFxQRDMAS4Hyki0MIZEkDCZT9om/vyLwLGpwoWx96gFdi7MjEW6htGjE8vllaPYI76igKGIiIiIiHRzRUWw0Ubw1lu2vsce8PjjMGJE0kbOwS23WIucFSvsWOnii+0kuIiIiIiIiHSKIIBHHoF33oHLLrP7wuJF1F55xTIfW29tHU8PPrjtPExFhRWsv/feZseEInHduWVzrvIJOw4fDqedVpj5NDRYsO+aa+CSS3Kr7lhUBNtsAxtuaOGy5qO2tvXHO7uKYzrxIFo+Vq60vyDBPqcBA2DQoNRj4MD0jyf/mYhiRcUoBR6jFnaE6AUeoxh2hOgFHpPmM2z+fCsFHdEAZsEChgBhGN4UBME/gV8DxwCDW9k8+ZN4EbgxDMOHCjkfke4gOWD4wlcbc2Z8Zf58+49Qoe5AEBERERERiaCRIxMBw9dfh7PPhjvvbLbROuvAFVfAr35l61dcAT/7Gfzwhx04UxEREREREWlus83g7rvhggvsUO2OOyxfAJaB+OlPrcPoOefA4YdbBiyVK6+El19Oc0woEqeWzU1FJezYo4cFmfbYw/4iyCVQ16cPXH117lUy6+tbhg9vvdX+con/pZSNoiKby6hR2QUek5/PpT99Wxob4bvvbGSrX79E4LCoCD7/PLc5VFTYn79CVjSNWuAxSmFHiF7gMWphR4he4DHFfIZHIYDZioIGDAHCMFwAnBkEwbnAGGA7YBNgIDAAqAGWAAuB2cCrYRh+Weh5iHQXyQHDV+evjl9jDdzixXYnwhdfwA9+0HmTExERERERaWcjRyaWvbeOL+eeCxtv3GzDE0+EBx6A//zH7ow/9lh47bXInIARERERERFZlW24Ifz1r3DeeZbnufXWRNfU996DI4+E88+Hs86Co4+2vFXcsmVw882Wm0l7TCiSTC2bE6ISdoTCtY/ORc+eNvr2TTy2//5w3XW5BQz79LGwZD6/Yw0NiSDi9dfnXt3ROataWF9vgdpcLV9u47PPct8HWHvsPfawds29e9tn1bt3y+VsnvvkE2sFnYtCBx6jFnaEaAUeoxZ2hOgFHtPMx3XWfDJU8IBhXBiGdcB/Y0NEcrTmmlaReMkSO4CqGTuK3osX25Pz5ilgKCIiIiIi3Vrzi0a1tXZu5Yknmm1YVGRXq7bc0q5SzZ1rV63OPrvD5ioiIiIiIiKtW3tt+POfrWLhNdfATTcl8jAff2w5h4sugjPOsAxGaamFC723bdIeE4pETVRaNkcp7BiViopxnRl4BKvs2KePjXyqO5aW2l+K229v4a4lS2zEKxmmGs2fX7KksG2kq6sTKfLOVlkJBx9sP7NevezPX3xksx5f/vxz+Oqr3Oai6o4trWrVHaM2nyy0W8BQRArDOati+J//2PqigaNYh5dsZd482GuvzpuciIiIiIhIO1t33abrDQ3w/PMQhhAEzTYeORIuvNBKXoAtH3ywtasRERERERGRyBg6FC6/3A7frr/eQofxjp5ffgmnnQaXXgqnngpXXZXITbR6TCgSNVFp2Zwm7Ohra3EdGXaEaFVUjFLgsVBhx3hr1SFDsttHY6NVO4oHDqdOhdtua582zp1h0SIbna2yEnbayUKl8cBi8tdUj7W1zcKF9g9nLhYuhH/+E3bYIdGat7jY/k7I5fc7amFHiF7gMWrzyYIChiJdQHLA8IMeo1gn/sS8eZ01JRERERERkQ4xd27Lx6qr7SLTzJkpXvC738Hf/24nXmpq7MT1Sy9ZhUMRERERERGJlIEDrW3yaafBLbdYIfqKCntu8WJ7rrlWjwlFoqizWzZDyrDjV/PmMWLUqI4NO0apoiJEJ/DY2WHHoiJrszxgAKy/vlVSvOuu3AKGffvCww/DFlskKhlWV8PKlenXW3uuuhrefRfmz0+Us+3KGhstaFhZ2dkzsd+1gw5K/Vxy4LCkJLP1FSuswmMuFiyw8sabbJL6PVp7/3TPQ7QCj1EMYGZBAUORLmD06MRyeeUo9oivKGAoIiIiIiLdWEODXVxqznt46y2YPh3Gj2/2ZM+edkfnmDF2EvTVV+HGG+3qk4iIiIiIiERSv37WFvlXv0oUWUuXUfDebka79174v//r2HmKdHlJYceF5eWMGDOm4+cQlfbREK3AY1TCjpB/RcU99yxsEOrVV22fuYTy+vSxqnGbbWafa22tjeTl5uutPTd3rv2uFLKldBTV1dnoKLW1Vtq4kIqKcv85ffaZtTIeMaJp2+xsRjzsGB/vvmtVI3PRHu21s6SAoUgXsPnmieUXFo7izPiKAoYiIiIiItKNPfYYfP996ucqK+GUU+y8TIvihFtsYXe8XnSRrZ99Nvz4xy37LYuIiIiIiEik9OljIcPjj7cC9TfdlLpgVU0N/OIX8Mc/wh57wG672Rg2rOPnLCI5iEr7aIhO4DFKYcfOrqjYXD6BxzXXhMMPL9yc8gk79u0LTzxhP7t4aDH5a6rH2nrulVesHWZDQ27fT79+9jsUDxTW1naf8GQ+30dDA/z734WbS77q6+3vSQUMRaQ1TQKGH/0A36sXrqbG0s1Ll1qpYhERERERkW7Ee5g0yTprpLNggXVc+dnPUjx5zjnw0EOWQKystKtTzzzTqW0kREREREREJDPFxfD88213w/z4Yxt//autjxoFu+9uYcNdd4XBg9t9qiKSjyi0j4boBB6jEnaEaFVUjFLgMd/qjrvsYvPp168w88k38Pivf7X889fY2DRwGF9ua/2hh+Bvf8uttXZREQQBjByZ/r1Sjda26U5qa+3vpE7UbgHDIAhGAdsB6wADgX5A85oCbfFhGE4o9NxEupr+/WGddawUfE19D2rWG0nvD96yJ+fPh2237dwJioiIiIiIFNiMGenbYcVVVsJvfwsHHZTifGqvXnYydvvt7aTY9Olw++3wy1+2y3xFRERERESkcDI5Jkxl3jwbN91k61tskahuuMsuhanZUVEBxx8/kscft86JItKNRCHwGJWwY5QqKkJ0Ao9RCjtC/oHHceNaPl5UZJ9fr17Z7a+sDO69N7eAYZ8+cM01hfuz5z1cfbXdhF5bm/3re/aEww6z/0Akt8vOddTVwddf594iuaSkcKHUHBU0YBgEQX/gZOBXwJp57s4BHlDAUAQYPTpxILVo0CjWIRYwnDdPAUMREREREel2Jk3K7Mbb77+HqVPhxBNTPLnttpZAvPpqW//d72Dvva01ioiIiIiIiERWpseEffpYxcIVKyyH0zxD8OabNv78Z8tLbLWVZQV23x123DG3a/VXXgmvv17G2WfDnXdm/3oRkYxEIewYpYqKUQo8RiXsCNEKPLZH2DFXztn+iotzCxj26gUnn1zYP3/5VJvs2RO22aZwc8lBthUF0wqCYDvgTeASYDgWEEw1kmWyjYjQtE3yhz1HJVbmzev4yYiIiIiIiLSjuXPh9dcz27ay0m5ETXv+7OKLYf31bXnpUjsx1FaPLREREREREek02RwTrlxp1+ufesoO+aZPh3PPtUxBz2aldhobLZNy5ZWWTxk40LY791x7XSa5jGXL4OabwXvHQw9ZozERkW4tXlHxww/hmWfgiivgoovs67PP2uMnnNC+4cK4eODx6qvtfF/fvtCrF945C4T17WuPX321bVdW1j7ziIcdx461oF5rSkttu/au7rj11plXHGzv6o5tfSbNtXd1x1wUOvAYxflkqSABwyAIAuAFYC0SlQeT+aTRPEjomw1QyFCkhdGjE8tzVypgKCIiIiIi3df550N1debb19TAtdemebK0FG67LbH+6KPw4IN5zE5ERERERETaU67HhH36wB57wCWXWOhwyRLLf/z+9xAEVsEwWUMD/Pe/cOml8KMfWeBwl13gggvgxRdTF6WycKEt19ZawSgRkVVCvKLib35jZWZ/8xsLPHVEu+ZkKQKPX51wQscHHtOEHenosCNEK/AYlbAjRC/wGLX5ZCnvFslBEJQCjwC9SAQE64B/AjOBLYGjYo974JdAGTAE2AbYCeib9NoXABWTFmkmOWA4Y+Eo/ne8ooChiIiIiIh0Ix99ZOcCGxszf01VlV0QOukkuyDUwm67wcSJcOuttn7KKdYPa/DggsxZRERERERECqOQx4RlZbD33jbAKhz+5z/wwgs23nij6X5qa+35//wHLrwQeveGHXZItFQePRouvzxR6bChAZ5/HsLQAowiItKBklpILywvZ8SYMR0/h3jYceJEmDnTWiYvXw79+lmIb7vtOi4UFpV21lFqZQ3RamcdxflkIe+AIXA8VrkwXp3wE2D/MAzfAwiC4AQSAUPCMLwj+cVBEPQHfgOcAxQDuwIfAieGYaieRSIxo0bZ3/n19fDCVyMTT3z4IdTVdUzJYRERERERkXY2ebId92Srvt66IV99dZoNpkyBJ5+EL7+ExYvhtNPgrrvymquIiIiIiIgUVq7HhA0NbRwTAgMGwAEH2AD45hurVBgPHL77btPtq6stq/Hcc7ZeUmLv03ybU0+1XElnqaiAQw+Fe++FESM6bx4iIquspLBjp4pK4DEqYUeIXuAxavPJQiEChieTCBfWAPuGYTg/0xeHYfg9cFEQBE8C/wYGAccBVcBpBZifSLdQUgIjR9rBTSVl1Axdm14VX9hfxB9/DBtv3NlTFBERERERyVt5eW4Xk2pqYMaMVjbo3x9uuQX239/W774bfv5zO5kjIiIiIiIikZDrMWF1dRvHhCkMHgyHHGIDYOFC28cLL1hlwg8/bLp9bW3LfXgPr70G225rVQzXXRfWW8++rrsurL56+2c5rrwSXn4Zzj4b7lSfQBERiULgMSphR4hW4LGV+fjaWlxnzCdDeQUMgyAYBmyEBQw9cHs24cJkYRiWB0FwMDADCyv+OgiCR8IwfCmfOYp0J6NHJ+6eWrz6KNaq+MJW5s1TwFBERERERLqF5i2qWjN9OvzoR4n1E09s4wX77Qf/939W1gHsJNc778Bqq2U9TxERERERESm8bI4JC23YMDj8cBsAX3yRqG74xBNW8TAV72HWLBvN9e2bCBsmBw/jY9Cg/PIVy5bBzTdbS+mHHoJzz+3cS4aqpigiIk1EIewI0Qo8ppnPV/PmMWLUqM6ZTwbyrWA4NvbVYQHD+/PZWRiGLwVBcA9wROyhScBe+exTpDsZPRoeeMCWPyoexVo8ayvz5sGBB3bexERERERERDrB+PHwm9/An/9s66edBrvtBhtt1MqL/vxnePZZa5O8YIHdCfqXv3TIfEVERERERKTrWHttOOooOPJI2HTT9AHD1lRW2n1t77yT+vl+/VqGDpPDiAMGtJ4vuPlmCziCFWI6/XQLQ3YWVVMUEZFIi0rgMS5pPgvLyxkxZkxnzyitfAOGQ5qtl7f1giAISsIwTFFA+n/+hgUMHbBHEASDwjD8Lo85inQbo0cnlueuHMUu8ZV58zpjOiIiIiIiIp3ussssL/juu1BVZRd+Xn7ZOkmkNHgwXH99oiTFLbfY8q67dtSURUREREREpAuZMcOqGbZltdXgiCNs208/hU8+gRUrWn/N8uXw1ls20u0zVfBw3XVhzTXh8svtWBigocFaO4ehtWvuaFGrpigiIiKFk2/AcFDSclUYhqn+i1TTbL030FrA8JXYV4+FDLcFns55hiLdyOabJ5ZfXDiK38ZXFDAUEREREZFVVJ8+cPfdsO22UFcHr70Gl14K553XyosOPRTuuw8ee8zWjzsO3nwTSks7ZM4iIiIiIiLSdUyaZJUI29LQYMVCbrzR1r2HJUssaPjpp01H/LG29rtsmR2uvvlmZnNduRJ+/GM48UQLJ/bvn/iavLzaanYIXMjui1GrpigiIiKFk2/AMPm/HFVptlnebH0osCzdDsMwrA2CYCkwAAsZbpDH/ES6lXXXhb597WDjtWWjEk/Mn2//Y49YD3YREREREZGOsNVWcNFF1oIJbHnvvWHs2DQvcA5uusnKUHz/PXz0kSUSr7yyo6YsIiIiIiIiXcDcufD665ltW1kJ55xjbZXj4b1Bg2yk6njoPXz7bcvQYfKoSncFvhULF8IFF7S9XY8e6cOHrQUTm38tLoaammhVU4yrqLB7DO+9F0aM6Lx5RHU+IiIimco3YJgcHuyXZpvvm62vDXzQxn57YOHC1vYrssopKrIqhq+9Bl+zJvWl/ehZtdxuf1q8GIY071ouIiIiIiKyavj97+HJJ609ckODtaWaO9du0kpp+HC46iqrXghwzTV2lj9tKlFERERERERWNeefD9XVmW9fUwPXXmtBw7Y4B4MH20gVwvPeLv+lqn741lvw5ZeZzyuVhga7xLhkSX776dPHQobLm5UdWrkSfvYz+zxGjLAxZIgFGzvKlVfaeYKzz4Y77+y49+0q8xEREclUvgHD5P+29AqCoHcYhs3/i/V+7Gs8MBgAz6fbYRAEa2Chwvj2rbVTFlnljB5tAUNwfDNoY4ZVhfbE2Wfbk2PHwrhxqmYoIiIiIiKrlB497OT8llvaRY0PPrDQ4U03tfKiY4+F+++H6dOhsdHW58yBkpIOm7eIiIiIiIhE00cfwbPP2uFipqqq4NJL4aSTYODA/N7fOQvkDRnS9F4472GzzVoPGBYXwx57wNChVrh/2TL7mrxcU5Pf/OJWrrSRyqefwkEHJdZ79LD7/eKBw7XWSizH14cPt9BivpYts7bNjY3w0ENw7rmw8cb577e7zEdERCQb+QYM5zdb3xSYk/xAGIafB0GwHCiLPbQfMKWVfR4U++qwkOHiPOco0q1svjn0pI5jmcqAhfMST0ybZhfBiovtSOPMM2HCBFsXERERERFZBay3Hlx3Hfzyl7Z+882w//6w775pXuAc3HqrHWhVVcE779iVoEx6SYmIiIiIiEi3Nnky1Ndn/7qGBrj4Yrj66sLPCWDGDPj889a3qauDN9+0gF+6S4U1NRZ6iwcOU4UQ032NLy9bll0As6EBvvjCRmsGDWoZQGweRhw0qPV6KzffbGFMgNpaOP10eOKJzOdaaFGbT0UFHH/8SB5/XO2aRUSkbfkGDD/A2iTH2xj/kGYBw5hngENiyzsGQbB7GIYtqhgGQbA6cB4WLIz/d2B2nnMU6VZ+uOEKnmMftmYOveurmj5ZW2vjk0/sf6X33gtPPQVlZal3JiIiIiIi0s0cfTQ8/jg88oitH3ssvP22tZxKab31LFT429/a+uTJcMghViFeREREREREVlnl5bkFDKurLQTYXiZNgsrKtrf7/nuYOhVOPDH18716wRpr2MhVYyNssgm8/376bXr0sADbihXw3XeZ7fe772y89Vb6bXr3Th8+HDLEDvWrYpdSGxrg+echDFO3o25vNTVw+eXRmQ9Yu+bXXy+LTLvmigo49FC7vK3Ao4hI9OQVMAzDsCEIgpeBfWIP7QVMS7HpfVjAMB4cfDgIgtOA+8IwrAEIgmA34AZgBIn2yB+HYfhePnMU6Vbq6hh38T40MpvetFG3vKoKZs2yUh3PPadKhiIiIiIiskpwDm65BV59FRYutBPUEyfCww+3UtnglFPggQdg5ky7enTssbbcM9/7MkVERERERKSreuON9M+Vl5czZsyYjptMzNy58PrrmW1bWQnnnANHHQWlpe0znxdfbL1VM1iYrr7ejtHr6+Grr+w1CxbY1/iIr3/9dWbBzupqa2P90UeZzXXlSthuO1httcT5geTzBM0fS/c1l22WL7fAZ/P5/PjHcPLJiaBn8hg0CIqKMvveshVv1+y9i0y75iuvhJdfRoFHEZGIKsSZ8qdJBAx/FARBr3hoMMk/gDeALbDwYH9gKnBLEASLgdWAviTaIse/XlGA+Yl0H1OnUvLWHGgrXBhXU2O3V02bBiec0K5TExERERERiYrBg+0wKN4a+R//gNtvT7RObqFHDyvr8MMfWlX4MIRrr4UzzuiYCYuIiIiIiIhk4PzzLViXqZoaO7w955z2mU8u1RQ32MBGOg0NsGhR6vBh8vqKFdnPt6EBlizJ/nXtZeFCOO+81M8VFcHqq1vYcPDg1CHE5DF4cOb1ZqLWrjkeeGxsRIHHFBR2FJEoKETA8EHgWqAIGAD8gmZVDMMw9EEQHA88jwUJ4yHCYmB40qY+afmpMAxvK8D8RLoH72HKlETt7ExVVdnrJk5spVyHiIiIiIhI97LPPlYF4KabbP3Xv4Zdd7WOyCltsoldqTn3XFv/4x/hwANho406YroiIiIiIiIirfroI3j2WQthZaqqyloFn3QSDBxY2Pm0VzXFHj1gzTVttNY+eNmy1OHD2bNhzpzsPqcoamyExYttZGrAgLaDiP37R6t9NCjw2JYohR1BgcfW6LOR7izvgGEYhhVBEBwA9Is99EWa7cLYdvcBQ2kaJoyLp58eBo7Md24i3crMmXa7Ti4qKuz1229f2DmJiIiIiIhE2J/+BNOnw/vvW2WDI4+09k09eqR5we9/Dw8+aFdIqqvhuOPghRfaryeRiIiIiIiISIYmT86sdXBzDQ1w8cVw9dWFnU9nV1NcbTUbm2ySeMx72Gyz1sOFffvCddfBAQckXpP8+ta+ZrJN8raNjTB+fOttnIuLYaedoF+/RKBw8WJYujT9a9JZutTGBx9k97qVK2HHHWH99aF3bxu9eiWWm68Xarm42AKFl1+uwGM6UQs7QjQDj8cfP5LHH+/8UF/UPhuRQipEBUPCMHwqw+1mBEGwMfA74GBgM6zyIUAV8AJwUxiGTxdiXiLdyqxZUFeX22vr6+12HQUMRURERERkFVJaCnffbYdC9fXwyitW4P3ss9O8oLjYeitvs42d0f7Pf+CWW6zUg4iIiIiIiEgnKi/PLWBYXQ0zZhR2LlGrphg3YwZ8/nnr21RWWtOCI4/MvKVwrl54wdogt6auDubNg08/bTqfujr45pumocPWxrffNg03ZqumBt57L/fX56pnz5a/1ytXwm67wZgxTUOO6QKPuYz465vfU1pTE63AY5TCjhDdwOPrr5d1eqgvip+NSCEVJGCYjTAMlwEXABcEQVAEDAbqwjBc0tFzEelSli/PPWBYW2uvFxERERERWcVssw2cd54NsK977w1bbZXmBVttBWeeCZddZutnngn77QfrrNMh8xURERERERFJ5Y03OnsGCVGrphg3aZIFCNvy/fcwdSqceGL7zKMQ8ykuTrSKzkRDAyxZ0noI8Z13bESpfXS636MVK6wLRXsrLm4aPKypsZ9HspUr7dTQEUdYpcmyMvuavNz8a9++Fp7MR9TCjhDdwKP3rtNDfVH7bCBaLZujNJcozqcr6PCAYbIwDBuBHHu+iqxi+vVL1InOVkmJvV5ERERERGQVdPbZ8NRT8N//2onrX/zCKj/06ZPmBeedB//4h5UQWLHCzvA/+SQ416HzFhEREREREYmiKFVTjJs7F15/PbNtKyutVfNRR1n3g+4wnx49YPBgG8lto+MyaR/dp4+1vt5pJ/tZxUdNTfss51pbp5Dq6my0Vatn0aLsg7F9+qQPIGby9dlnW0YDqqvh1FNh5szs5lIICjymF8XPBqLVsjlKc4nifLqCTg0YikgWxo7NPWDYs6eV7RAREREREVkF9ewJd90FW25pJ/reew/+8Af485/TvKB3b7jtNjuj7j08/bT1Wj7yyA6dt4iIiIiIiEgURamaYtz551v4KlM1NXDttRbsWxXmk0n76JUr4brr4He/a//20d7DppvavZ3p9O4Np51ml7mbBxTzGcn7aU8rV9pYvLhw+/TebqDt08fCqMXFVmso/jXb5Wy2ffHFlp9ZdTUcdxw8+GBi+5ISa0Edf2173a8bhVCf9xZQve22loHZzgyDQrRaNkdpLlGcD1hFxeOPH8njj0e3omJeAcMgCI4GpiU99IcwDP+U35REJKVx42DIEPjkk+xfO3SovV5ERERERGQVteGGcM01cMIJtn7ddbD//vCjH6V5wQ47wCmnwPXX2/pvf2sbf/wxzJplt7b362c3g40bp+qGIiIiIiIiIp3ko4+s2ls2rX+rquDSS+Gkk2DgwO49H4he++gZM+CLL1rfproa7rgDLrywfQKP3lttn+pqCwLuuKP97NIpKYEf/xjWWcdOC61Y0fRr88faU0cEJDPhvQWOR45Mv01xcSJw2DyAmG49k23mzLGfW7KVK+EnP4Hjj09Up4yP2tqWj7U2Mtm+oaH1z+a11+yG55EjrbroGmukHoMHF/53PCrVHaM2lyjOB6yi4uuvl0W6omK+FQyHAfEz6B64P8/9iUg6zsGZZ9rfbvEYfiZKS+11utglIiIiIiKruOOPh8cfT5wwOuYYeOstGDQozQsuvdRe8Omn8N13sMEGdmwVP4tYXGxjyBA77powof1v8RcRERERERGRJiZPzq1lc0MDXHxx9q1vu9p8otY+GqIReHTOQmu9ellYbeHC1revrbVqdPfd1/bpn8ZGu6TfPISYyddly+CVV6IRICyE+Gm0jvLFF3DeeR33fq3xHt5800ZbBgxoPYQYDyLGl1v78xmF6o5RnEsU5wOJioreu8hUVEwl34BhUdJyXRiGbWTMRSQvEybAPffA7Nn2N19biopgzBg49tj2n5uIiIiIiEjEOWctS0aPtvY0X31llQHuvz/NPVllZdZH+cADbb35zV61tTY++cRuBrv3XnjqKXudiIiIiIiIiHSI8vLcAn3V1VZJr9CiNp+otWteFQKPRUV2eqisDIYNy24uL7xglRLbMmyYVciLt+mNV9yLn67K9rF0z9fW2s26y5enn4tzsPrq0LOnbV9Tk9iPZGbpUhsffpjZ9qWl6UOI772Xup31L38Jt9xiAdi2RkNDZtu1NWbObHlKdeVKOOggOProxHvF36+Qy6keW7TI/hw3n89ee9mcVlvNRr9+ieXm6/HlkpLcftbNRbGiYir5BgyXJC1n8NetiOSluBiefhr23ZfG2eUUVbdRybCxESZOVAUNERERERGRmKFDLWQYzwz+/e9wwAHwi1+k2LiuDv70J+jRo/WeJ2BnymbNgn33heee03GYiIiIiDThnHPAocCRwA+BNYDvgHeB+4Dbvfc5xFFSvlcpsCUQAGNiX0cBPWKb7Oa9n5HhvoYAewO7AlsB6wF9gWXAx8B/gNu89+8VYu4iIrl4443OnkFTUZpPFNs1K/DYukzDjsuX232u7d3O+oUX4J//bH0b7y1s9emnTU+JxcOP8cBhfOSzXlNjgazvvks/n+JiC4v98Ie2XFKSaETS1shm25desvOKbf28Bg60qorffWc3PS9eDN98k1j+9tvs/oyC/Tn97DMbmfAe3n4bdtghu/dpL19+aX/PRMV338G0adm9plev9OHD1oKJyeu9ekWvomI6+QYM309aHhAEQc8wDAty8CMiaZSVwXPP4W+bxscnT2EIFfSknl6uFldSYrcFQOJfsVNPhZ12gh/8oPPmLCIiIiIiEiEHHADHHWdBQ4Bf/coOm9ZZp9mGU6daj5y2woVxNTVWpmDaNDjhhILOWURERES6LufcQOAhYPdmTw2Ljd2Bk5xzB3vvPy/AW34BDMp3J86564CTSQQTkw2KjQD4rXPuGuAs732G/3kWEZGOELV2zQo8ti5qYUfIr7qjcxbYK1SlN7DA47XXtr5NXZ21mb7nnva9B/iPf8zss6mthd694aKLUj/f0ABLliQCh6lCiM2HqkN2vpqaxM+jkKqrLeYzc2Zh95uvfAOG/wVqgF6x9e2Al/Pcp4i0pbiYHiedwCG3TKTPGzPZhtmcduxy1h3dD8aOhVGjYKutLK6+dKmV4pgxIxE+FBERERERWcVdc43dDfrxx3YC9OijrfBgUVFsA+9hypSWPTzaUlVlr5s4MU3fZRERERFZlTjnSoDHgJ1iD30B3Ap8CKwFHAtsAmwNPO2cG+e9X5bn2zYPBH4OlGBhxmxsmrSvd4DngbeApcAQYD9gH6AIOB3oDxyf04xFRKRdRK1dswKPrYtS2BG6X+CxkAr52fToYa2NBw+GTTZpe3/ew7JlLUOIixZZM5bWqjsWFcGGG8KQIbZcVGTvH1/OdLT1Gufg7rstOJlOSQkccghsuaXtL77P9lguKoLDDoNPPkk/n169bJv11rPPd/ly+xofzdczvSc9W97DW2/B9Okwfnz7vEcu8kobhWFYFQTBI8DPYw8djQKGIh1m89GOu9/Ynplsz1MvwowLYcSI2JP33WclOBoaLJ5/0UXpI/EiIiIiIiKrmLIyO8m14452EnnGDAsdnn56bIOZM+2sXC4qKuz1229fqOmKiIiISNd1Eolw4RxgvPf+f5danXM3AI8Ce2GBvj8Cv8/zPR8D5gPlQLn3/hvn3O3YdbxsNAD3ANd478tTPH+jc+6nWIvnnsBxzrn7vPfP5z51EREppNbaNZeXlzNmzJiOmwwKPLYmamFHUOCxNZ352TgH/fvb2HDDxOMvvGDv05rGRlixwtolt2d1xxdeaLvlcG0tvPgi3HFH+84lPp+2TvXW1Fior3mr71S8t59/qvBhW8HE+HpFRfoAZmUlnHIKvPtu0g3xnawQ0zgfq2IIcEwQBDu1trGIFM7o0YnlDz+Es89OenLcOPtfTdwll7TP/7pERERERES6qHHjmp7UO+ccePPN2MqsWbn3Gqmvh9mz856fiIiIiHRtzrmewLmxVQ8clRwuBPDeVwNHAfFaPKc651bP532990d77y/13v/be/9NHrs63Ht/RJpwYfy9HgL+nPRQtiFGERFZhbzxhgVzchlz5hR+PlEKPOYbdiy0fAKPrVWty0euob5Ci+JnA9lXd2xPUZpLe8zHOejTB4YOhY02gq23hl13hQMOsAajJ50EZ51lf66vuw5uvx0eecQCjK+9ZsHBYW3UFl+wAB5+OJPvrmPkHTAMw/BD4FeAw8qkPx4EwT757ldE2pYcMAR46CGYPz/pgTPPhN13t2Xv7W+yb/I5lyAiIiIiItK9nHcexG/Wr62FI46I3em7fHnuAcPaWnu9iIiIiKzqdgfWiC0/571/J9VG3vtFwP2x1V7AgR0wtzY1D0O24sGk5dFptxIREYmYKAUeoxR2BAUeWxO1zwZyq+5YVdX95xLF+YD9mf3887bn8tvf5n6KutAKUkgxDMNpwDFAFbAa8EQQBI8GQbBfEARlhXgPEWmpecCwtjapnRdYQ/m77oLBg239q6/g2GPtfzwiIiIiIhHhzGHOuSeccwucczXOua+dc885546LVf0o1Hut45w7wTl3j3PubefcMudcrXNusXPuZefcRc65dTLcV4lzboxzbqJz7lbnXHlsXz42jinUvKX9FBdbq+Q+fWz9rbfsjlb69cu9N0dJib1eRERERFZ1eyYt/6uNbZOf37sd5tKeku+u6dNpsxAREenCohR2BAUeWxO1zwaiU90xanOB6M0HolfhMRN5X6QJguD5pNUKYD2smuGPY8MHQfAZ8C2wIsvd+zAM98h3jiLd1eDBVno1nhdsaIDnn4cwhCCIbTR8uNVb3X9/W3/8cbjhBjj11M6YsoiIiIhIE865gcBDWGWPZMNiY3fgJOfcwd77Nu7pa/O9HgUOwI5ZmxscGzsAZzrnJnnvr2xjlzOBrfOZk0TDqFHwpz/BKafY+lVXwc+vG8vWxcV2J1e26uth0KDCTlJEREREuqLNk5bTthmOCdO8ritInu9nnTYLERERKZg33ujsGTQVpVBf1D6bfKo7nnQSDBzYPecSxflAbhUVjzoKSksLP5dsFKKC4a7ALrGxLuBjw8VGERY6DJK2y2TsGhsiksbdd1vAMFl1dYrs4H77We3UuDPOyPxvLBERERGRduKcKwEeIxEu/AL4I/Bz4PfAe7HHtwaeds6tludbbk4iXDgbmAIcBxwK/A54JfZcL+BPzrlz29hfj2brC9HFtC7r5JNhr71s2Xs4eMo4GgYPyW1nDQ121ueII+wsloiIiIisqkYmLX/axrYLgIbY8kbONT/7H2kTk5af7LRZiIiISLfVWoXHMCzv8AqPURKl6o5RmksU5wPRrKiYiYK0SE7DpxgiUiANDXDBBS2T1t5bS6/p05u94PLLYautbLm2Fg4/PLOaqyIiIiIi7eckYKfY8hxgS+/9Jd77+2PVA7cG/h17flMsfJiPauBGYJT3fqz3/izv/VTv/YPe+2u89ztiQcO4C5xzI1PvCoDngYuAA4ER3vs1gdvznKN0Eudg2rRE4cHPv3DcMfTM/G4NveceK4940knw1VeFmaiIiIiIdCUDkpa/aW1D7309sCy22hPo205zKijn3OFAvBtZBTCtE6cjIiIissqJUnXHKM0FojeffCoqLllS+Plko1ABQ9cOQ0Ra8dhj1m89lcpKa+3V5C+lXr3g/vuhb+ycxPz58Otft/s8RURERERScc71BOIVAj1wlPe+ySGy974aOAqI3xlzqnNu9Tzedifv/Sne+/npNvDeXwM8HFvtCfyilW1/570/33v/T++90mPdwPDhcOutifUTZk1g8Tpb2/FUJnr1gq23hn32STxWXw9/+QtsuCGcdRZ8+21hJy0iIiIiUVaWtJxJnZKVScv9CjyXgnPObQok/Q+aU733qmwgIiIi0oFaq+7Y1ih0dccozSWK84liRcVM9SzAPn5ZgH2ISBa8h0mTYMWK9NssWAAPPww/+1nSgyNHwo03wjHH2Pq0afCjH1k1QxERERGRjrU7sEZs+Tnv/TupNvLeL3LO3Q9MwFoXH0iOFTGaBxhb8SBwSGx5dC7vJV3XIYfA0UfDHXdAPcVsvfBpPtxyX3q9XW63i6ZTWgpjxsBTT0FZGbz8MpxzDrz0kj2/ciVMmWJhw9//Hn7zG+gX+WvGIiIiIiIpOeeGAY+TCELe5L1/MIPXTSTWUvn444+nvLy8/SYp0o6qqqr0+ytdnn6PpbvQ77J0FS+/vAn19dl3zKmuhqeequIXv3ivHWaVmbwDhmEY3lGIiYhI5mbMgM8/b32bykr47W/hoIOguDjpiaOOgmeegXvvtfUTToBtt4X11mufyYqIiIiIpLZn0vK/2tj2X1jAEGBv2r/l1vKk5T7t/F4SQX/+sx13ffYZLFhaxkH9nuPJq6ZR9KcpUFFht5nW1kJJCfTsCUOHwplnwrHHJg7AdtwRXnwR/v1vCxrOnWuPL1sGf/wjXHedPX7iidC7d6d9ryIiIiLSrlYAA2PLvWPrrUk+/liedqtO5pwbBDwDrB976CEgo5ZJ3vtbiVU9vPDCC/2YMWPaZY4i7a28vBz9/kpXp99j6S70uyxdxfvvp3+u7d/jUqDzfs8L1SJZRDrQpEkWIGzL99/D1KnNHnQObr4ZNtjA1pctg5//HOrqCj5PEREREZFWbJ603NbtpWGa17WX5Pf4rAPeTyKmf3+46y47fAL413PF3Fh3Anz4od2wdcUVcNFF9vXZZ+3xE05odncXtoO994YwhAcfhI03Tjy3eDGcdppVmp86NbfeGCIiIiISdUuTlge3tqFzriewWmy1Dohkq2HnXH8sXBiv9v448H/e+4bOm5WIiIiIiLQnBQxFupi5c+H11zPbtrISzj47RRev1VaD++6zShsAr70G551XyGmKiIiIiLRlZNLyp21suwCIX6zayLl47KvwYhf1fpn00JPt9V4SbTvtZEUJ4848E959z8H221t740mT7Ou4cYkkYjpFRfDTn8Lbb1uYcO21E8998QUcdxxsvrmFEBsb2+cbEhEREZHOkFyjZN02tl0L6BFb/tB779tlRnlwzvUD/k2idMq/gZ9571XBQERERESkG1PAUKSLOf9866+eqcpKuPbaFE9ssw1cemli/YorYPr0fKcnIiIiIpKpAUnL37S2ofe+HlgWW+0J9G2nOQGcAYyKLb+JAoartAsvhC23tOXqajjiCOuMXFEBu+wCX36Z5Q579rQ2yh98YH2Y11gj8dz8+XDooRAE8PTTEL3rySIiIiKSvbeTltvqZxakeV0kOOfKgKeBbWMPPQ8c5L2v6bxZiYiIiIhIR+jZ2RMQkcx99JF138qmoEVdHVx8MZx0Egwc2OzJ00+3UOEzz9jFqyOPhDfegCFDCjpvEREREZEUypKWM7mFZiUQ/x9tP2BFoSfknNsNuDi2Wg+c6L3vsHJyzrmJwESA448/nvLytjpHS0c4++zeHHXUJtTWFjF3Lpx44tfU1zteemkoJ5zwHRde+GluO95hB4oefpgh993HsDvvpEdlrAPe3Lmw774s32orvvzVr6j84Q/T78N7+r75Jn3feYeiqioaS0up3GwzKrfYou2qiu2sqqpKv8PS5en3WLoD/R5Ld9DFf4//DZweW94LuKqVbfdOWv5Xu80oB865UuAJYIfYQ/8Bfuy9z6IcgoiIiIiIdFUdEjAMgsBhF4L6Ai4Mw8874n1FupvJk6G+PvvXVVfDWWfBrbc2e6KoCO64w0pyLFoECxfCMcfAE0/YcyIiIiIiqwjn3CjgQRLHyed472d25By897cCtwJceOGFfsyYtgqcSEcYMwa++gp+9ztbv/32NenVy+7Rev751bnqqtXZeOM83mCnneCSS2DKFLjuOli5EoB+c+cy6rjjYN997WAwOWhYV2etlqdMsWO5ujobxcU2hgyxns4TJth6JygvL0e/w9LV6fdYugP9Hkt30MV/j18AFgNrAOOdc5t5799pvpFzbghweGy1Gnis46bYOudcb2w+u8QeegXYz3tf1XmzEhERERGRjtQuCaIgCAYEQfDrIAgeCYLga6AOO4D6FPi4lddtEgTBprExvD3mJtKVlZfnFjAEuPdeu97UwrBhcNddifWnn07TU1lEREREpKCSKxD2zmD7PknLyws5EefcesB0YPXYQ9d67/9UyPeQru03v4E99rBl76Em1gSuttYKw+dt0CC4/HL48EM4+WRrpRz31FOw1VZw+OHw/vuwYgXsvru98SefQGWlTcR7+1pZaY+ffrpNekXBi32KiIiISIa89/XA5NiqA+50zjXpNRQL8N2BFekAuMF7/22q/TnnbnfO+di4oJ2mnfx+JcDDwPjYQ68B+3rv9Z9MEREREZFVSEErGAZB0Bu4BGvpFD8QyqYnz1+BcbHlj4GNCjc7ka7vjTey237GDBg/Hhoa7BrT73+fJju455725J9i11D/8AfYZRcr1SEiIiIi0j6Wkmh5PJhWWh4753oCq8VW64DKQk3CObc28DwwIvbQX7z3pxVq/9I9FBXB7bfD5pvD999blg/sWOv55yEMIQgK8EbDh8ONN1o48IIL4O67E2/2wAPw4IOwxhqwZImFCVtTVQWzZlkFxOee67RKhiIiIiLCzcAhwE7A1sAbzrlbgA+BtYAJwCaxbd/FrrPlxTm3O7B7s4e3Slqe4Jwb3+z5K733S5s9djuwb2x5Ofa97O5c65f+vPePZjFdERERERGJuIJVMAyCYCNgFnAaUEYiWOiTRluui73OAesHQbBDoeYnsiradVe47LLE+p//bNekUrrkEthmG1uuq7PqGMsLWhhGRERERCTZ+0nL67ax7VpAj9jyh977TI4v2+ScG46FC+PvPw04uRD7lu5nrbXg0ENbPl5dDaeeWuA3W399uPNOePNNOOigxOONjVBR0Xa4MK6mxkrhT5tW4AmKiIiISKa897XAgdixB8DaWIjwfuBKEuHCOcA+3vvvC/C2OwPnNhtbJD1/RIrnB6TYz/ZJy/2wwOE/MhgiIiIiItKNFCRgGGtn/BywGRYOjF/scUkjE/8AliW9/ieFmJ/IquyMM5pej5owAd57L8WGJSVw333Qr5+tf/gh/OpXHTFFEREREVk1vZ203Fbp7OTacG+n3SoLzrlh2AW+DWMP3Q0cX6jwonQ/DQ3Wrbg57+Gtt2D69HZ40803h3/8A/77X2uLnIuqKpgyJVEJUUREREQ6nPd+CdZm+HDgSeAroBaowI5LJgLbeu8/77RJioiIiIiIpFGoCoaPYBUlwMKBjcBdWNn0ocApZBAyDMOwDng6ads9CjQ/kVWWc9bKa6NYw/HKSvjJT9IUJ9xgA/jLXxLrd91lQ0RERESk8P6dtLxXG9vunbT8r3zf2Dm3BnaT3Maxhx4AjvHeN+a7b+m+HnvM2iOnUllp92c1ttdv0LbbwsUXQ+/eub2+ogJmzizsnEREREQkK9484L3f33s/wnvfy3s/zHu/h/f+r977+gz2cYz33sXGBa1sd0HSdpmOT1PsZ90c9pNp0REREREREeki8g4YBkFwGDAWCxY6YBGwUxiGR4dh+K8wDBcDDVns8tnYVwdsHgRBv3znKLKq698fHn4Y+vSx9Xnz4Ljj0hSw+L//g6OPTqyffDJ88EGHzFNEREREVikvAItjy+Odc5ul2sg5NwSr8gFQDTyWz5s65wYB04FNYw89Ahzhvc/muFVWMd7DpEmwYkX6bT78EG67rR0nMWtW7gnG+nqYPbuw8xERERERERERERGRVUIhKhieEfvqgBpg/zAM/5vH/t5MWnbAqDz21SmcOcw594RzboFzrsY597Vz7jnn3HHOuZ4FfK91nHMnOOfucc697Zxb5pyrdc4tds697Jy7yDm3Tob7+tQ55zMcMzLcZ4d9FtK60aPh1lsT63//O1x3XZqNb7ghUfJwxQr4+c+htrbd5ygiIiIiq45YdY7JsVUH3OmcG5i8jXOuN3AH0Df20A3e+29T7c85d3vS8coFabbpDzwDbBF76DHg8EwqhciqbcYM+LyNZnWNjXDSSfDaa+00ieXLoa4ut9fW1MCrr8K3Kf/4iIiIiIiIiIiIiIiklVe4KwiCNYCtseqFALeGYVie55zei32N73NDoMvcZh+7IPYQsHuzp4bFxu7ASc65g733bVyeaPO9HgUOIHX76cGxsQNwpnNukvf+ynzeL1sd+VlIZo44wq4p3XyzrZ9xBgQB7LBDsw3LyuD++2G77ewCVnk5nHMOXNmhv0IiIiIi0v3dDBwC7IQdW77hnLsF+BBYC5gAbBLb9l3gkjzf72lgTGz5K+BeYD/nWu3gVeW9fybVE865rWLzT7Zz0vJPnHMbNnt+qvf+k8ynLFEwaZK1QW5LYyPsuKMdTh3S/DcjX/36QXFx7jd//f3v8OCDsNVW8KMfwfjxdjAYL3VfCN5bK+ZZsxg2fz689BKMHQvjxkHrf85EREREREREREREJKLyrR43jkS4zQN35bk/wjCsDIKgjsTcBuW7z47inCvBKmDsFHvoC+BWEhfHjsUujm0NPO2cG+e9X5bHW25O4vOfjbUYex9YFnu/Q7CAYS/gT865Xt77yal21MxiYGIb23zT2pOd8FlIhq65xvKCs2ZZl6yf/QzmzoWhQ5ttuPXWMGUKnHaarV91FeyxB+yzT4fPWURERES6J+99rXPuQBI3Jq1N6hDhHOBg7/33eb7luKTl4cADGbzmM2DdNM9tCZzbymt/HBvJpgMKGHYhc+fC669nvn19Pfz0p3DxxXDuuQXM1Y0dm1/AECwAOGeOjSuugN69LRE5fryFDn/4QyjKodlFXR1MnWrHkIsWQV0dw+vqbL7FxTBkCJx5JkyYYOsiIiIiIiIiIiIi0mXkGzAclrTcCORbvTBuGbA6FlrsV6B9doSTSATq5gDjvfdL4k86524AHgX2AjYF/gj8Po/3qwZuBK733s9P8fw1zrnTgKtj6xc45x703r/fxn6rvPeP5jEv6PjPQjLUq5cVrdh6a+uO9fXXcPjh8Oyz0LP53wi/+Q1Mnw5PPmnrRx8Nb74Jw4a12K+IiIiISC6890ucc+OBQ4Ejga2wauxLgHeA+4G/qY2xdJbzz4fq6uxf98c/wrvvWu6uIEUCx42zoN4nOeRTBw6EjTeG2bOhoSHxeHW1HfNNnw5/+AOsvrrdWDZ+vI311mt73ytW2I1oc+ZAVdX/HnZgYcjaWpvz6afDvffCU09Z1XwRERERERERERER6RJyuC29idWTlpeGYejTbpmd3iRaJHeJi0jOuZ4kKld44KjkQB2A974aOAqIN1Y61TmX/Blmayfv/SlpwoXx97wGeDi22hP4RR7vl5FO+iwkC+usY9d14pU0ZsywyhotOAd/+xusuaatL14MRx5pfb9ERERERArEmwe89/t770d473t574d57/fw3v81k3Ch9/4Y772LjQvSbONyGOu28p6357C/GTl/UNLhPvrIbsbK9RDovvtgt91g4cICTMY5qwJYWprd60pL4bLLrHXxt9/Co4/CKadY4LC5b7+1VsoTJ8L668OGG8KJJ8LDD8N337Xcvq7OwoWzZzcJF6ZUVWWl9Pfd114nIiIiIiIiIiIiIl1CvgHD5UnLWZ7hTi0IghKgb9JD3xZivx1gd2CN2PJz3vt3Um3kvV+EVeAAa118YK5v2Dy014oHk5ZH5/p+Wejwz0Kyt+eecNFFifUpU+Af/0ix4RprwF13JdKI06fDn/7UIXMUERERERHpTJMnW8vjbPXokVh+7TXYZhtrtZy3CROsHH2vXplt36sXjBkDxx5r6/37w4EHwvXXw7x58PnndlPZ//2fVUds7qOP4JZbrOfz4MHWpvmcc+CFF6Cmxsozzpljy5moqYHycpg2LbPtRURERERERERERKTT5Rsw/CZpuXcQBIWoQLdV7GsszcTiAuyzI+yZtPyvNrZNfn7vdphLc8lB0EI0ZmpLlD8LSXLOOVY8Iu6YY+CDD1JsuMce1i4rbtIku0omIiIiIiLSjZWX5xYwbGiAtdaCothZlwULYMcd4ZFH8pxQcTE8/bQF/dqqZFhaats99ZS9LpW117YDwXvusTKLb7wBV11lVQmb7997q1R42WWw++4wYAD87ndtVy5srqrK7nDzhWqCISIiIiIiIiIiIiLtKd+A4SfN1nfMc38A45utlxdgnx1h86TltuYcpnlde0l+j88y2H5159x059wi51ytc26xc26Wc+4K59wGWb5f1D4LSVJUZMUJ113X1pctg0MOgcrKFBtfeCFst50t19fDz38O33/fUVMVERERERHpcG+8YTm4XMYXX1gWsH9/21dVlR1vTZ6cZ7aurAyeew6uvtraGPfta5UKnbOvffva41dfbduVlWW2X+dgiy0sNPjUU9YSecYMOPdc2HbbRFoyrroaVq7M7XuoqLCWzSIiIiIiIiIiIiISefkGDGcDS4H4qfFj89lZEAQ9gROS9vdRGIZf57PPDjQyafnTNrZdADTEljdyLt57tvCccz2BXyY99GQGLysD9sDaHBcDg4FtgDOB+c65y5xzPVp5fSQ/C0lt0CB4+OFEh6233oITT0xxwau4GO67D1ZbzdY/+STNhiIiIiIiIgKw557w3//ChhsmHps0CY480vJ5OSsuhhNOgA8/hGeegSuugIsusq/PPmuPn3BC+sqFmejVC3bZBS65xL6Jb76xEownnQQbbZTH5LGb1mbPzm8fbfEeXn0Vrr0WLr7Yvr76qo5hRURERERERERERLKUV8AwDMNG4FmsnbED9g+CYM/WX9WqC4G1YvvywD/ymV8HG5C0/E26jQC89/XAsthqT6BvO80J4AxgVGz5TdoOGH4FTAN+DRwGHIn9XN6KPd8D+AMwtZV9DEhajtJnIWlsvTXceGNi/e674ZZbUmy47rrw178m1u+/H26/vZ1nJyIiIiIi0nWNGgWvvQa77ZZ47J57YNddrStxXpyD7beH3/zGkou/+Q2MG2ePF9rAgXDwwXDTTfD++1bpMFc1NfDkk1bi8csvCxv6q6uDv/wFNtjAEp5nnQXnn29f99zTHv/LX2w7EREREREREREREWlTzwLs4wrgp7FlB9wbBME+YRhmdSt6EASnAmdhwUIH1ALXFmB+HSW551AmdQhWAgNjy/2AFYWekHNuN+Di2Go9cKL3vrGVlxwBvJpmmwuccycBN2DB1KOdc8967+9JsW3BPwvn3ERgIsDxxx9PeXlX6Zzddfzwh3DAAT/gn/8cDMCvf91Inz7z2XzzqqYbbrAB6xx0EGs8+igADSefzHurrUZNvM+ytKmqqkq/w9Ll6fdYugP9Hkt3oN9jka5h0CD497/hlFPg1lvtsddeg7Fj4Z//tOOxLmfttaGkBGprc3v9s8/aAPuAttii6dhsMygtzW6fK1bAPvvAnDnWkzpZba2NTz6B00+He++1VtCZtpAWERERERERERERWUXlHTAMw3BOEAQPAodi4cBBwH+CILgauKGtFsdBEGwHnAvsiwULie3npi7UHjlynHOjgAdJ/IzP8d7PbO013vuX23j+ZufcQGBy7KFJQKqAYcF5728FbgW48MIL/ZgxYzribVc5998PO+wAc+dCXV0Rf/zjJsyZA4MHN9vwnnsgCOC99+hRXc3mF19sLbN69YKZM2HWLFi+HPr1sytm7VVBo4sqLy9Hv8PS1en3WLoD/R5Ld6DfY5Guo7jYCudtthmcdho0NsIXX9gx2D33wEEHdfYMszR2rH1TuQYMk333HcyYYSPOOWvFHA8cbrmlff3BD1IfX9bVWbhw9myrkNiaqio7bt13X3juufxaSYuIiIiIiIiIiIh0c4WoYAhWWW401orXA72wNrpnBkHwFtCkIl4QBPcBg4EtgdVjD8fbIjtgNlbNsCtZQaIKX2/arkjYJ2l5eSEn4pxbD5hO4rO91nv/pwLt/mrgTKA/MMo5t773/uNm20Tms5Ds9OkDDz0EY8bA0qV2sesXv7CiDj16JG1YWmppxLFj7cLNG2/YhZlPP4VFi+zCTl2dXaQpLoYhQ+DMM2HCBF24ERERERGRVZZz8Otfw8iRcNhhsGyZZd0OPhguvRT+8IcudG/WuHF2rPfJJ9m/dvBg+NnP4K234M037YNozntrxfz++3agGtevX8tqh5tvbhUJ58xpO1wYV1MD5eUwbRqccEL230O2vNcNeSIiIiIiIiIiItIlFRViJ2EYLgP2Bz6maVCwB/BDYKukzR1W7XB3LGSYXLXQAe8CPwnDsL4Qc+tAS5OWm9d7a8I51xNYLbZaB1QWahLOubWB54ERsYf+4r0/rVD7995XA/9NemhUis2WJi132mchuVl/fbjrrsT6M8/ARRel2HCLLeCqqxLrL7xgF5YqK62Chff2tbIy0YJqjz2sZZWIiIiIiMgqbO+9rQj8BhskHjvnHDjqKKiu7rx5ZcU5u5Es2zbGpaVwySVw003w0kt2d9unn1qv6EsugUMPhVGjoCjNKavly+GVV+Dmm+Gkk6wEZP/+cOqpLdsit6WqCqZMsePX9lJXZ6UrN9gA9twTzjoLzj/fvu65pz3+l7/YdiIiIiIiIiIiIiIRVJCAIUAYhp8AWwOP0DQ06JstJ5+1ja+72HgcGBeG4VeFmlcHej9ped02tl0LC18CfOh9Yc5kO+eGY+HC+PtPA04uxL6b+TZpeUCK5zv9s5D87L8/nHtuYv2ii6yKYQvHHw+DBmW20+QWVLpwIiIiIiIiq7hNNoHXXoNdd008dvfdsNtuUFHRadPKzoQJsPXW0KtXZtv36mUl8489NvGYc9b2+Mc/tgPRBx6A996zm9Nmz4apU+E3v7EPprXjz/oc71OtqLDKgu1hxQrYfXe74U435ImIiIiIiIiIiEgXVagWyQCEYbgc+GkQBDtjLY73JhE2bM2rwAVhGE4v5Hw62NvAXrHlMcCMVrYNmr0ub865YVi4cMPYQ3cDx7dTYG/1pOWlKZ7v1M9CCuPCC+1i1/TYn8ojjrDuUeutl7TRtGnZldfo6BZUIiIiIiIiEbb66vDvf8Mpp8Bf/2qP/fe/sM028PjjsOWWnTu/NhUXw9NP241k5eWtVxAsLbVw4VNP2eva0qcPBIGNOO/h66+trXLyeOcdaGzM7XuoqrKg5I47wtprNx1rrQV9++a237o62GcfC0m21bY5+Ya8557L7PPJh9o1i4iIiIiIiIiISBYKGjCMC8PwP8B/giAYCOwMbAcMw4JpJVgFvMXAXODZLlqxsLl/A6fHlvcCrmpl272Tlv+V7xs759YAngM2jj30AHCM9z7Hs+utvlcv7OcZ936KzTrts5DC6dED7r3XilEsWABLlsBPf2qdqHr3xi5ITJmSewuqiRN14UJERERERFZ5JSVwyy2w6aZWyK6xEb74wjr/3n03HHRQZ8+wDWVlFoqbNs2O9SoqoL4eX1uLKymBnj1h6FBrp3zssfmF55yD4cNt7J10OuGCC6z0fi73WHoP8+bZSGXgwJahw+brvXu3fN3UqTBnTtvhwriOuCGvrs7mNWUKLFpk63V19jMpLoYhQ+znNGFC+4ccRUREREREREREpMtol4BhXBiGS4DHYqO7ewELTa4BjHfObea9f6f5Rs65IcDhsdVq8vxsnHODgOnAprGHHgGO8N435LPfVvwO6B9b/sB7/2GKbTrls5DCW2MNeOgh2Gknu+YwZw6cemqsssbMmXZBIhfxFlTbb1/Q+YqIiIiIiHRFzsFvfwsbbwyHHw7Llln33J/8BC69FM46K+L3ZxUXWyhu4kQ71ps9m6/mzWPEqFFWGW+77dr3GxgwwOZQW1v4fS9ZYuPNN9NvM3hwy9Dh1VdH64a8FSusouKcOS3nVVtrI96u+d57rdJkWVlh5yAiIiIiIiIiIiJdUrsGDFcl3vt659xk4FqsLfSdzrnx3vsl8W2cc72BO4B4f50bvPffptqfc+524OjY6oXe+wtSbNMfeAbYIvbQY8Dh3vv6bOfvnDsXeMR7/14r25wIXJz00ORU2xX6s5DOte22cO218Ktf2fptt1nXpGOXzbLUYS7q661NlAKGIiIiIiIi/7PPPpbP+/GP4eOPrbje2WfDu+/CrbemLpQXKc7Zcd7227OwvJwRY8Z0zPuOHZt7wLBPHzj/fAvTLVhg5SPjY8GCzI57v/nGxty52b9/c+1xQ16U2zWDWjaLiIiIiIiIiIhEnAKGhXUzcAiwE7A18IZz7hbgQ2AtYAKwSWzbd4FL8ny/p4H42fqvgHuB/VzrJ1+rvPfPpHj8Z8Alzrm5wIvAe8ASrKX1hsBPSAQZAe723t/Ryvt09Gch7eikk+DVV+Gee2z9V7+CvX+5nOG5Bgxra+2igYiIiIiIiDSx6abw2mvw05/Ciy/aY3fdBR9+CP/4h3UblmbGjbP2vp98kv1r11zT2gKnOpfS2GiV+5sHD5MDiF9+CQ0FbCJRWWl9sUeNsh/20KEwbFjq5UwTp1Fs1wxq2SwiIiIiIiIiItJF5B0wDIJguzAM/1uIyXR13vta59yBwEPA7sDapA7OzQEO9t5/n+dbjktaHg48kMFrPgPWbeX5rWIjnXrgcuDC1t6kEz4LaUfOwS23wOuvwzvvQHU1TH2gH5OKi3G5VIgoKbGKBCIiIiIiItLC4MHwzDNw8smWvwIr8DZ2LDz+OGyxRdPtKyrg0EOts+2IER0/307nnAXRTj89u7bEpaXpw4UARUUW6Bs2DIIg9TYNDbBwYdPg4UMP2Q8sV4sX22hL//6pg4fJ60OGwBVXRKtdM6hls4iIiIiIiIiISBdSiAqGrwZB8C4wDbgrDMMMzoB2X977Jc658cChwJFYWG8wVg3wHeB+4G+5tDFuZ0cCO2Ohxc2wOa8OFAHfYVUGXwSmee+/zGSHXfizkBT69oVHHrFrKsuXw9PfjeWMHsX0IYeAYWOjVWMQERERERGRlEpK4K9/hc02gzPOsMOozz+3zrn33gsHHJDY9sor4eWXrZ3ynXd23pw71YQJVnY/kzbAAL16wZgxcOyx+b1vjx6W6hwxArbbzh4rKrIKgLnckJeN77+38f777bP/9mjXDF2qZfOw+fPhpZfUsllERERERERERFZphWqRvAnwJ+CyIAieAP4GPBWGYWOB9t+leO89Vk0wk4qC6fZxDHBMG9sU7Kym9/4t4C3gxkLtM7bfvD8LiY6RI+H22+GQQ2Am4/iqYQgbkEMLqro6OOwwq0Twm9/AaqsVfK4iIiIiIiJdnXNw2mmw8cZw+OF2s1e8g+7ll8Pvf2+P3XyzBRAfegjOPde2X+UUF8PTT1sQrby89Yp9paUWLnzqqfYJrI0da/vNJWBYWgq33mqtmysqbCxc2HJ50SKob+f7Nauq4Ne/hl13tfnEqznGx6BBuQXuulDL5uGd3bI5KezI8uXWDUJhRxERERERERER6WCFChgCOKAYOCg2FgZBcAfwtzAMPyjg+4hIJ/rJT6x6xpVXOqZwJldxOmVk2WoJrMrCeefBNddY0PDXv1bbZBERERERkRT23dcyRj/+sXWN9R7OOgveecduBPPetquttcOrJ57o3Pl2mrIyq3I3bZqFxCoqLIRXW2slIXv2tLbBZ55plQvbKyQ2bpyF0T7J4Ya8YcPg//6v7fBYYyN8913qEGLy+ocfWjAtF95bsK+8PPXzxcWJdsxtjb59E/ucMqXLtGx20Dktm1OEHenssKOIiIiIiIiIiKyyChEwrI/txyc95oA1gbOAs4IgeAW4DXgwDMOVBXhPEelEl11mN89P+88EfsE9jGU2vcmwBdW669oFno8+sseWLIFJkyxoeMYZcMop7XuSXkREREREpAvabDM7DvvJT6xjK1g75B49oKHB1hsa4PnnIQwhCDpvrp2quNiq3E2caKnM2bObVn7bbrv2r/zmnIW/Tj89uyBdaam9LpP5FRXB4ME2Ntss/XbXXmtp1PZo11xXBwsW2GhLWZlVQSwttV7fuVhVWjanCTsCnRN2TKaKiiIiIiIiIiIiq6RCBAxHAEdh7XzjZzTjYcP4maUdYuP6IAjux6oa/rcA7y0inaBnT3jgAdhqq2L2Xfg0T7Ev2xSV06cxwxZUvXvDPffAxRcngobffgtnnw1XXWUXVE4+OVHhQERERERERBg8GKZPhxNPhL/9zR6Lhwvjqqvh1FMtA7RKc86CaIUOo2VqwgQ77s0ktAZ2Q96YMVZZsZDyadfcuzf87ncWIlu4sOX4/vvM97ViBXyQZ4OTlSvhj3+EPfaA/v1hwICmX+PLZWUWwMxUlFo2Ry3smDyvKFZUVOBRRERERERERKRD5B0wDMNwMXAVcFUQBNsAE4DDgP6xTZLDhv2A44DjgiCYB0wF7ortQ0S6kGHD4O9/h912K2OPhuf4ZeM0Ll1tCoMbKqirrqeooZaGohJK+qRpQXX00db26e67LWgYbx31zTe27ZVXWpWFE0+0cKKIiIiIiIhQUmI5n002sUOn5ryHN9+0IOL48R0/P4kpLoann7bwV3l565UMk2/IK3Q4K592zcOHwyWXpA9qVVUl2jG3NQpRQbGx0Up0Pv9869s51zRw2Hw5+bH+/eHCC6PTsjlKYce4KFZUjGrgUURERERERESkmypEBcP/CcNwNjA7CILfAocAvwR2w8KFzasabgL8CbgsCIIngGnA02EYNhZyTiLSfnbayc7lnn56MX/lBP66bCKPnjWTV66ZTUnDcqp79OPU28byg8PStKAqLoZf/hKOOALuuMMuXHz2mT23aJGdnJ4yBf7wBztR3qdPx36DIiIiIiIiEeQcbLCBFZirrm75fFUVHHQQXH+9tVTu37/lNtIBysqssty0aXZsW1EB9fUWyCopsfYAqW7IK6T2bNdcWgrrrWejNd7D0qUWNLzhBrj1Vvsc2kv8/ZYuTZxjaA9ffGHlQjff3CrnpRt9+2ZWUdF7+z2JStgRollRMYqBR1A1RRERERERERHp1goaMIwLw7AauAe4JwiCHwDHYm2UfxDbJDlsWAwcFBsLgyC4HWuh/GF7zE1ECuu00+z86UMPATh+etX29Oy5PdVAj0aYdzc8cXgbOykuhuOOg6OOsj5fkyfbiXqwCzCnnWYny88+G44/3q6iiYiIiIiIrKK8h0mTUocL4yorLbN24omw115w2GFwwAGWeZEOVFxsN8xNnGgHz7NnNw0fbZfmhrxC6ux2zc7BwIE2fvELu8Ewl4BhSYndpDhggLVnXro09dfKysLMuy11dXDjjZltW1ZmP/P411RjyRL48svc5lJRYb9fhW4JHrWKilEMPEa1mmJS4HHY/Pnw0ksKPIqIiIiIiIhIztolYJgsDMPPgPOB84Mg2ANroXwQEE8IJYcN1wT+APwhCIKXgalhGN7Z3nMUkdw5Z+dR33oL5s+3awTx6wQNDda5KAwhCDLYWUmJnYA+5hg7GT15cuLk+tdfw69/DVdcAeecYydme/VKvy/dOS4iIiIiIt3UjBnw+eeZbVtbC48/bqN3b8vaHHYY7LefFVaTDuKchb8KHQDLRFTaNUN+LZvXWgtuvrntY/q6Oli2LHX4sPlj//0vvPde9nPJ1ooVNtpLVZXduLnFFhZibB5obOuxkpKWn2sUKypGLfAYxWqKKQKPwyMWeNR5OhEREREREZGup90DhsnCMHwOeC4Igv7A/2EtlOOxo+YtlHcCdgQUMBSJuNVWg4cfhq22svOYyaqrrWPQzJlZ7LBXLzjpJKtMcNttcNll8NVX9tyXX8KvfgWXX25Bw2OPtRPhcVG9c1xERERERKRAJk3KrEhbURE0NibWq6vhkUdslJbC/vtb2HCffaBPn/abr0RAFNo1Q/u2bI4rLobVV7fRlmuvhbPOss8hWz16wI47wsiRFphKN7IN6OXCewtK5hqW7NmzZQCxoSHzJHNzCxfCv/4Fu+5qyeZCBMiiFniMYjXFNIFHB5EKPHb6eTqFHUVERERERESy1qEBw7gwDL8HbgZuDoJgM6yq4S+ANWgZNBSRLmDUKDsnuWRJ08e9hzfegOnTYfz4LHfauzeccordhX/rrRY0XLjQnvviCwshXnaZXV075hg7oRu1O8dFREREREQKaO5ceP31zLZtbLQbwk47DR591I7N4qqq4O9/t1FWBgceCIceau2UWysWL11YFNo1Q+e3bE42dqx9LrkEDHv3hksvbbsqZUNDooJha0HE6dOtDURDQ27fSz7q662i49KlhdlfVZWF6eJ697YUc/IoLW35WGuPf/FF4ubTbLVHC+moVVPsQoFHoHPO00Ux7CgiIiIiIiLSRXRKwDBZGIbvAL8LguBM4Dzg3E6ekojk4LHHWlYvjFu5Eg46yM6Tjx2bw85797b2yMcfD3/5i1UvXLTInvv8c7s4MnmyVV34/PPonEgVEREREREpsPPPt0qEmaqvt0Ol11+HefMsUPjAA/Duu4ltVqywvNc990D//nb8dthhsMceTQvGZ6qiAo4/fiSPPw4jRmT/emlnndmuGbpPy+ahQ+31benRw/5g9e/f+nY77givvppZedLmeveGCy+EtddOBBmTQ43Nl5s/lu6ETqFUV9tofldqR6mstL/UfvCDpmHHdMutPde7dyJcGpVqiqDAY1uiFnZMpoqKIiIiIiIi0gV0esAwCIIBWPXCY4EfdupkRCQn3lsRwRUr0m9TWQnbbgv77WcXxLbZJoc36tPHSm9MnAg332wnZRcvtuc++yy7fbX3iVQREREREZEC++gjePbZpm2P21JVZTmYk06yyvPnnWfj7bcTYcP3309s//33cMcdNgYOhJ/8xHI5u+1mXVQzceWV8PrrZZx9Ntx5Z3bfo6wiVqWWzZnKJ+w4fDj8/ve5z6e2tmUA8c474a9/tZ9LLvr0sb+sMg28tbcFC2x0ti++sN/pTTaxPwdtjT592v65Rq19NEQr8Bi1sGPyvKJWUTFqYcek+QybPx9eeknhSxERERERkU7SaQHDIAj2xEKFBwC9SLRE9mlfJCKRNGOGFQ7MxJNP2thnHwsabrttDm/Yty+ccQaceCLceKOdiPvuu+z3054nUkVERERERAps8uTcsj4NDXDxxXD11YnHNt/cxoUXWuvkBx6wkZxtWrLEsg9Tp8Iaa8Ahh1gb5Z13tqJsqSxbZveDee946CE491zYeOPs5yyrALVsbqozw44lJTBokI24xkYLGebyl07fvvDMM1Yls7HRqheuXGmjqiqx3NpjzR+fO9f+ssomYR1FdXVw++2Zb+9c2yHE5ctzD0+2R/voqAUeoxR2jItaRcWohR1TzGd4Z4cvRUREREREVnEdGjAMgmA9LFR4FLBW7OHmwcL4+ufA7R02ORHJ2aRJ2XfwefppG3vtZUHDTLoKtVBWBmedZSf299vPTr5lqz1OpIqIiIiIiLSD8vLcsj7V1XZjWCrOwQ9/aOPSS+09HnjAqhsm30i2eDH85S82hg2Dn/7UKhtuvz0UFSW2s3ChLdfWWjbiiSeyn7OsQtSyOSEqYUcoXPvooiL73EpL85vPq6/Cnnvm1kK6Tx+4/noYOTIRWEwOPSYvt/ZcfHnBgtxudM2F9xYgXL68ffZfWQnjx1sL79baQ2f6WJ8+Vm534cLc5lPo83RRCztC9CoqRi3smGY+rrPmIyIiIiIiIkAHBAyDIOgD/Az4JbATdiyYHCpMDhbWAI8C04DpYRiqmqFIxM2dC6+/nvn2xcV2Hi3u3/+28aMfWdBwhx1ymMTbb+fwopj6ejuhp4ChiIiIiIhE3BtvtO/+nYMgsHHFFfDaaxY2fPBB+OqrxHYLF8INN9gYMQJ+9jMLG/7wh3D55Yk8QEMDPP88hKHtUySy0rRs9rW1uI5s2RylsGOU2kdDfoHHNde0n1uh5nTttXbDay43uvboYYG+zTe3IFXyqKxs+Vh1dWHm3Jp4gDIKKivtH5Xhw62yZnwUFzddTzVSbfP5503/ActGe92UHKWKilELO0ZtPiIiIiIiIvI/7RYwDIJgO6xa4aFAv9jD6aoVvo6FCu8Jw3BJe81JRArv/POzO9dZXAwnnwzffAP33ZfobPPsszbGj7d97rhjFpNYvrxpajEbNTXw7rsWNOzZaV3jRUREREREIqWoyPI848ZZa+VXXrGw4UMPWeYi7ssvLWtz7bXWXbV5cbHqajj1VMtoiERaipbNX82bx4hRozq2ZXOasCO1tRaY6qiwI0SromKUAo9jx9rnnkvAsHdvOO+8zENr9fWpg4fJ44kn4PHHLdXdHXz1Ve6hwEKqrLSw25AhVpmxtDT/r717w2WXRaeiYpTCjlGcj4iIiIiIiPxPQdM0QRAMxdof/xLYOPZw82qF8QqGS4B7gWlhGM4t5DxEpGN89JGFAuMhwUxUVcFtt8EXX8Af/wiXXGLdLOL7mD7dxu67W9Bw550z2Gm/frmf2AW49Va4/37YZRd74z32gM02a9rnK1/e2wWKWbMYNn8+vPSSnZAeN65jLlCIiIiIiIjkqKgIdtrJxp//DP/5j4UNH37Ybh6LS9Ux1Hurev/UU1ZkSCTyklo2LywvZ8SYMR0/hxRhR5Yvt/MfHRl2jFJFRYhO4LFQ7aMz0bOntS/u3z/9NptsYifocmkf3bevJce32KJlK+i2WkWn2/aDD+ykoe8GzYmWLbMRBZ99Zm3CR4yw3+2SEvva2nJb2116aXTCjlFsZy0iIiIiIiL/k3fAMAiCHsCPsWqFewM9SIQKoWm1Qg9Mx6oV/iMMwwxvRRORKJo82W6kzlZDA1x8sVXBuOsuCxpOngx3350IGj7/vI1dd7Wg4a67trLDfO4cj1u2zO72fvxxW19jDQsbxgOH66+f20mqujq7+3bKFFi0COrqGF5XZ/MtLrYT0meeaSfJ1cpDREREREQirkcP2G03GzfcYMdtDzxgI122pboa9tvPMjU77gg77GBj8OCOnbtIl5MUduw0UaqoGJXAY5SqKUL+gce99irsnF591YJwuQQe+/SBm26CTTe1c2q1ta2PtrZ5/XX7Xcnm7uioamiwu7Kj4NNPYcst7R/y5q2pk9ezee6jj+Drr3ObT3u1sxYREREREZH/KUQFwy+BNWLLqVogO+Az4Hbgb2EYfl6A9xSRCCgvzy1gWF0NM2Yk1keOhDvuSAQN77or0dVlxgwbu+ySCBq2OOeZz4nUsjK7C/zLL5s+vnhx4ioZwDrrWNAwHjocPrztfa9YYa1U5sxpcsLZQeJE5yef2Anpe++1k95lZdl/DyIiIiIiIp2gZ0/LkPzoR9ZCef781refOdPGn/5k6xtvnAgb7rCDHRuq+JBIBEWloiJEJ/AYlWqK0L0Cj2uuCUcfXbg55RN2LC21n/Gmm1plxqqqtr+2tc2CBanL/XY1jY3w1ludPYuE+nr7s6iAoYiIiIiISLspRMBwCIlAYXKwsBp4FJgahuFzBXgfEYmYN94o7P423BD+9jeYNMmChnfemQgavvii5fp22smChrvvnnSuMZ8TqVdeaSfIP/zQTlDHSyd++23TbT//3Cb3t7/Z+qhRieqGu+4KgwY13b6uzsKFmZxorqqCWbPsDvznnlMlQxERERER6VJmzLDMRLbmz7cxbZqtDx5s2YB4lcMxYyyTk4+KCjj0ULuna8SI/PYlssqLQkVFiEbgMSrVFOMUeEwtn7DjsGFw4IGFnc+118JZZ+XWhaW4GA4/3EoI19bazzk+ktczXf7qq5bnP7uq2lr7O0BERERERETaTSEChnHxI+25wFTg3jAMlxZw/yKyithgA7vANGkSXHqpVTeMV0p86SUYP94uNp1/vi07R34nUp2DjTayceKJibtwn3/eAn8vvmjVCJPNm2fjppvs9VttlQgc7rij9XueMyezuYBtV15u3/gJJ2T1eYmIiIiIiHSmSZMyKw7Vu7fdNLZiBYSh3ZeV7Jtv4J//tAF22BYEdvy3446WaVp99ezmduWV8PLLcPbZdhObiHQjnR14jEo1RVDgMZ0ohR3BArDFxbkFDEtK7LxloX7f8w07nnSSBTCbt6nOZj15+d134Z13wPu237+5khILGIuIiIiIiEi7KVTAcAlwDzAtDMOC1TQLgmCbMAxnF2p/ItK1rL8+3HYbnHsuXHaZFQ+MBw1fecU6nIwbBxdcAD/6UTGuUCdSi4pgyy1tnHaanewKw0Tg8NVXm54c9d7ChHPm2NWrHj3sJHKm4cK4qio7IT1xYvvfae+93eU/a1bTu/zHjVNPMhERERERydjcufD665ltW11th1YLFthhRxjasd0rr9hhVvOukTU1ieenTLHHRo1q2lZ5o43SH8IsWwY332z3kD30kB1bbrxxzt9qQaiiokg3E4VqinFpAo++tha3KgceoxJ2hPwqKg4daq8vlHzDjocdVthwbz7trHv2hG22KdxcREREREREpIVCBAwPBx4NwzCHI9GWgiAYAhwJ/BIYRWGrLIpIF7TeenDrrYmg4bRpiUoXM2fCXnvZ+drzzy9jr+nP4f5mJ1L9wgpqquopppY6Sijp05OiNXM4kVpcbCfwxo2zSaxcaSe94u2UZ89O9HIGW05ez0ZFhX1T7XX3fV0dTJ1qJ5oXLbL1ujr7HouL7STnmWfayVe1ahYRERERkTacf74FBzNVU2NFk845x6oZ7rSTPd7YaO2SX3nFKg6+8gp8+GHL18eLyU+dautrrNE0cLj11om2yjffnCiEVFtrBayeeCLnb7UgVFFRpJvq7GqKcSkCj1/Nm8eIUaMiE3js8AqPUQo7RqmiYpTCjlGcj4iIiIiIiDSRd3gvDMO/57uPIAh6AD/GQoV7x+blgBzq4YtId/WDH8Bf/mIXoi67zC4oxYOG//0v7LMPjB1bzPnnn8A+H0zknlNm8sZts+lVt5xK148eW43lypcLcCK1Tx9rhbzHHrb+/ffWu/m55yxw+Oabue+7vt4Ci+1xQnrFCvuQ5sxpeRIz3o7kk0/sJOe999rJ1LKyws9DRERERES6hY8+gmeftXBgpqqq4NJLrbPiwIGJx4uKYJNNbBx3nD1WUWH3dsWrGJaXt2yrvHgxPPqoDbBw4TbbwLbb2vFj/NCnocEO18LQ2i53hihWVBSRbiop8LiwvJwRY8Z0zjyiUuExKmFHiE5FxSiFHaM4HxEREREREWmiU6sDBkEwGgsV/gIYHHtYR4Ii0qp11rGLMuecA5dfbm2U4908Zs2C/faDMWMc8+ZtT2VdLKjnoc9cOLy8HS4m9e8P++9vA+APf4ArrshtXzU1MGkSPPggbLCBjfXXTyyvsUZuJ8zq6ixcmMnJy6oq+yD33ddOvqqSoYiIiIiIpDB5suUzstXQABdfDFdf3fp2Q4fCwQfbACsmP3t207bKS5Y0fU1NjVUIfPnllvtbudIq4P/0pxZuHDgQBgxILCevDxgAPXpk/721JooVFUVEOkQUKjxGJewYpYqKUQk7RnU+IiIiIiIi8j8dHjAMgmAg8H9YsHCr2MPJR+4+xWMiIi2svTbceKO1lrriCvjrXxPnnsrLW25fXQ2nnmrnENvVsGF293M89ZitFSsSV8yaKytLHTzcYANLXvZM89f61KlWuTCTk3Ng25WX253dJ5yQ2/eRKe/thzJrVtMTu+PG6e5jEREREZEIKy/PLWBYXQ0zZmT/uj59YOedbYBVApw3L9FS+ZVXrKpia777Dm69NbP369cvdfgw1Xrz5+JtmuNqauwGuShVVBQRWSVFIewYlYqKUQo7RnE+IiIiIiIi8j8dEjAMgsABe2GhwgOAEtKHCh3QADwH3NcR8xORrm2tteD66xOFA2+5JXW2z3vLsO2xB+yyC4wcaWOjjezCUcGMHWsntnINGLZmxQp44w0bzfXsaX2km4cP11/fPphs2ouAbT9lit3Z3R5Bv7o6Cz5OmQKLFtl6XZ19dsXFMGSInUidMEEnCkVEREREIijVYUlceXk5Y9q5JWdREWy6qY2JE+2xhQutMuK117Zsp5yt5cttfP559q/t3btp+HD5cjucS1ZdDb/6Fbz2Wn7zzFVFBRx6KNx7L4wY0TlzEBFZZUWlomJUwo5tzMfX1uI6Yz4iIiIiIiICtHPAMAiCjbBQ4ZHA8NjD6YKFHngFCxU+GIbh4vacm4h0PyNGwHXXwRZbwMknp76Y1NhoVSKef77p42uuCRtvnAgdxsf66+dwnmrcOAvHffJJ9t/E+uvDs8/Cxx9b6Y341/hYvjz9a+vrE9sVSkWFneQs9F3dK1ZYy+Y5c1oGH2trbXzyifUMu/deuxu5rKywcxARERERkW5n6FBrO9xauLBXL2u7vNZasHSptVmOj/j6998n2hnnoroavv7aRjrxm+CGDoUtt7Sb35JvhFt33fRF6gvhyiut+uPZZ8Odd7bf+2RKgUcRWSVFoaJiVMKOrcznq3nzGDFqVOfMR0RERERERAofMAyCoAw4DAsWjos93Fq1wtexUOH9YRh+Uej5iMiqxXurVpFtpYr4hZ/mbbp69LDMX3LoMB5EHD48zbks5+wu2tNPz65qYGmpvW799W2MH9/ym/vmm9TBw48+av3KVa5qauDvf7d+1GuuWZirW3V1Fi6cPbvtls1VVXbFbd997e5l3ZUsIiIiIiKtmDGj7YqDNTXwn//Ap5+mP8RobLSQYXIAMV0YMdVz2bSOXrTI7jN79tmmj/fs2fR4NB5A3GgjC+AVFWX+Hs0tWwY332zf50MPwbnn2rFuZ4pa4FFEZJUThbBjsqT5LCwvZ0Q7V0YWERERERGR9AoWMAyCYFcsVPgToDT2cDx645utxysWnhmG4VWFmoOISCYXkwD69oXddoMPP7RsXrpAYkMDfPCBjSefbLmP+AWe5tUPB0yYAPfck1mIDqyExpgx1tojHedgjTVsbLddy+erqqzqX/Pg4axZ8N13bc8hlfp6+POfbRQVWchw7bWt1MdaayWW418zCSFOnWqVCzP5XMC2Ky+31ignnJDb95EN7+3u6Fmzmt6tPW6c7o4WEREREYm4SZOgsrLt7b7/3g5NTjwx9fNFRYkWx+utl90cvLfDsyVL7FDsgAPgs8+y2wfY4dj779tork8f2HDD1OHDNdZo+9Dl5psTFRpra+3+uCeeyH6OhRLFwKOIiIiIiIiIiIiYvAKGQRCsAxwDHA2sG3s4OVTYPFj4CrBD0i5a6fUpIpK9TC8mAey3n11Mqq+3yhXxCzfxMX8+LFiQ/vWVlfD66zaaGzKkmC03eJobBuzLut+VU1LXSiXD0lILFz71VH4V+kpLYbPNbCS79lo46yy7apSPxkb48ksb6cRDiKnCh/ExZUp2lR3Btp8yxVqjtFfIr67OrjBOmWIlROrqbBQX2xgyxCpMTpigSooiIiIiIhE0d27q47NUKivhnHPgqKPsUKqQnLMb0vr2tZvVvvmm7dcMGmSHGx9/nDgm/eqr9NuvXAlvvWWjuf79W7Zbjn/t39/u4br88sRhWUMDPP88hCEEQW7fc76iFngEa9l8/PEjefxxtWwWEREREREREZFVW9YBwyAIegOHYNUKdyXR6jiueajwc+BO4I4wDD8KgqAxaRsRkYLJ52LShhva2Hffltt9+GHL4OH8+dYCK51Fi+DZRWVsxnP8kmmcxRSGUkFP6immljpKqKcn3xUPZY1Lz6TPyce2X2ht7Fjbdy4Bwx497INZutSurrQlOYT42mvZv19rKiqssmB7tGlZscLaNs+Z0zL8WFtr45NP7CrXvfdaGLSsrPDzaE7VFEVEREREMnb++VBdnfn2NTV2P9Y557TblDK+Ca6mxsJ/t9ySeGzFCjse/eADOxaNf33/ffj22/T7+v57CwuGYcvnhgyxw4oVK5o+Xl0Nxxxj91z16mWjpKTlcklJfq2ZU4li4BGsZfPrr5epZbOIrHIqKuDQQ+0UmALWIiIiIiIiAlkEDIMg2A4LFR4KrBZ7OFULZAdUAQ9jocLnCzNVEZHWtcfFpL59YcstbSTz3i7oJIcO48sffJDo/ltPMX/lBP7KRMYxk22YTT+Ws5x+zGIs/63bDn7r2OhGu3AyZoyNrbeG1VZrOZ+cjBtnV5E++ST71/7gB/DeexZmq6mxEhpffGGlHRcsSCzHv2YSQszVypUweTIcfDAMHQrDhtkYOtSucuWqrs7ChZm0s66qsrDfvvvCc8+1XyhU1RRFRERERLLy0Ufw7LN2z1Omqqrg0kvhpJOsFXKh5VtRsawMfvhDG819950de6YKHzYPDyZbtMhGc97DO+/Adtu1PdeePVsPILYWUEy17RtvtLzPq7oajj8epk+HAQPs3reOFG/Z7L2LRMvmqIV9ojafKNFnI93BlVfCyy+jgLWIiIiIiIj8T6sBwyAI1gSOxNogx0+jpWuB7IH/AHcAD4Zh2MrpTBGRwuroi0nOweDBNpoX1GtosLxd/OLOU0/BM884ZjZsz0xSV9+LXxi6777EYxttZGHDePBwq62sokXWnLMw2umnZ9eauLTUXhevlNerF6y3no104iHEVOHDL76AefMy72HdXGOjfZhPPdXyuYEDE4HD5OBh88cGD255ZWrqVKtc2Fa4MPl7LC+HadPghBNy+15aE9VqitCkouKw+fPhpZdUUVFEREREImHyZKivz/51DQ1w8cVw9dWFn1N7VlQcNAi23dZGMu8t4NQ8dPjBB1YNMdPDntbU19vI9dAuE95bOHPwYDvUGDAAVl/dvu/VV89suV+/3A9TotayOWphn6jNJ0r02UiuohJOjQesGxuJRMBaREREREREoqGtCoZf0HYL5E+wFsh3hmGYQ3ksEZH8ReliUo8esO66Nn70I7jpJnufbMVDh/ffn3gsHjqMBw8zDh1OmAD33JNZlT6wMOGYMXDssdlNuq0Q4rXXwlln5dauuTVLlth4773WtysqgjXWaBpCfOyx7IKXYNtPmQITJxY2WBfFaorxeTWrqDhcFRVFREREJELKy3M7JqyuhhkzCj6dTquo6FzicGfnnZs+V18Po0bZ3NIpKoK11rL7zWpqbNTWNv3a0bxPHPJlo2fP7AKJ8eWiomi1bI5a2Cdq8wEFs7qSqPysojYXiE44NWoBaxEREREREYmGtgKGRTStVAgWLFwBPIS1QH6xneYmIpKxqF1MipsxAz7/vO3tBg+G886zCg3l5fD226lDiW2FDuPtlVuEDouL4emnLYxWXt56oK601Hb01FOFD4uNHWv7zCVgWFJiZ3579oSFC+1M8MKFFnjLNMHZ2Givq6iwPlz5WLDAwpJjxtjVvwEDEqN/fwtbZitq1RQhbUVFB5GqqMjy5VaiRBUVRURERFZJ+f73vtCidBNc3Esv2SFUaxobbd5vvpn6cNB7u/8oHjZMFUDMZLm21o7Hr7sOvv228N8r2PeRriV0a3r2bHmIuXIlHHAAnHKKhRAHDrSRvNy/f/u0co5a2Cdq8wEFs1pTUQHHHz+Sxx9XiC7Kc4lKOLWmJloBaxEREREREYmOtgKGyRxQD1wMXBmG4cr2mZKISPaidjEpbtKkzNpGrVxpF2+mTrX16mq7oBOGlh8rL4d33kl9gSrz0GGZVbqbNg2mTKF2QQWNtfUUU0sdJfgePenzg6FWie7YY9unEt24cVbt7pMcCt6utZad8W0eHGtosCtS8cBhfDRfX7iwsFeuamvhT39K/3yfPk1Dh22N/v3tKmRUqilCl6qoSEQqKkatAoKIiIiIdI4o3gSX6fHp99/bf7dPPLHlc87ZvV8lJfnfV/TCC/Zf+rYMH27HxsuW2SHdd9/Z1+bLzdezPbSKS/dz+/prC/2k45wd1qUKH7a1nK6dc9TCPlGbDyiY1ZYrr4TXXy9TiC7Cc4FohFNra20eze8Jrq6GU0+1+zs7S9SCsiIiIiIiIquibAKGPrb9+cAuQRDcDjwShmGOp+tERLq3uXOtImEmKivhnHPgqKOsgGDv3laIbezYxDaFCR0WM2bMCYy+cSJX/XQmm9TOph/LWU4/3ugxlivv345gm3as/OacBb9OPz27qz2lpfa6VFdcevSwQNmQITB6dOv7qauzQFo8cHjbbfDoo1l9CxlbudLG11+3z/6TffWVJdr22MOuTuVSPTGVLlRREejcioqxaor/nTSLXV5azoyD+vGLP6uaooiIiMiqKmo3weVzfNpesgk8PvZY6sBja6qrE4HDdKHE5suLF2deIL8572HpUhvZ3lPXo0cidJgcPvz665af0cqVcNhh8Ic/JAJJ3jddbu2xbLdPXp41q+Vh2MqVcMQR8Je/WFCyrCzxtazMWk63p44KZtXXW+H8+Fi2rOn6v/+d+rM56igLsA0bZj/Xjjw8jIfovHcK0UV4LvmEU5N/L5ctS/xeNl/O5LF0p368h9deg222sfmstx6sv759XW+9jvm9jlJQVkREREREZFWVTcAQLGRYBOwWGzcFQfAQcGcYhjMKPDcRkS7t/PPtgkamamrg2mvtQk4qrYUOy8sTwcPMQocO2J5n2T6xQS0cdjjccIMVC1xrLSusV/CThBMmwD33ZFYVDywsN2aMVVXMV3Gx3eocv935gw8sgJZLy+YePeyHsdZaiatIS5fCkiX2NZdyJbmqrrYrOnGlpYlSGJl8jS/375+4+uO9lRNRRcW25xSrpugXLWKvyjp+TB21YTGN44spGtZJ1RTVPlpEREREkhT6+DRfHRF47N3bqh8OH57Z9t7DppvCvHnptykuhp13tsOn776zw78lS2x52bLM59ZcQwN8842NTHz8sR1yRcX8+bDbbqmfKy1tGTzM52tJSeKQprVg1pgx9jufHAJMFQxsvp5um2z+/CR77z3YbDNbLimxoOGaa9qILzf/OnRoYQ4fu0uIrivPpaEh0SK+urrp1/jyo4+2/P1auRIOPNBGa8HAlR3UY8p7+3zCsOVz/fsnwobJwcP114d117W/i/MRtaCsiIiIiIjIqqqtgOEhwDHAPrFtfWyApVPKgKOBo4Mg+By4EwsbftQusxUR6SI++giefdZarWSqqgouvRROOskuVmSirdBhPHiYLnTY3McfWx4rrrTU8nNrr50IHTYfq6+eZV6puBieftreqLy89QBbaaldFXjqqfYJZ40da/vNJWDYu7fdQr399i2f896+r+TgYVvj3XetEmEhVFXZWLAgu9c5Z6nSQYPsc/n889zev6LCwm2pPpt8RK2iYrNqig6InzfvTS2s7IRqilFtH63Ao4iIiEin6ajj02xELfAI1pr6iy9a36auzgJjn37a8r/T9fVWbTE5eBgPH7a1nEklx64qfnhaUVGY/fXsmQgc1te3DHauXAnbbWeHGR15318mamvtMDuTQ+3BgzMLI3ZUe23v7bNdsSIxli9vup7qsfj6Bx+k/lntuitssYX9XOOjR4+m6+lGrtu99FLqQN+hh8JvfpM6BJjNY8nL+fwOfvWVBeui7vvvLTCeLjQ+fHj6AOLw4fbzaU2UgrIiIiIiIiKrslYDhmEY/gP4RxAEQ4CjsLDhprGnk4OGAD8AJgGTgiB4FbgdeDAMwzzu3xUR6ZomT87tJGJDA1x8MVx9de7v3Vbo8OGH4YUXMru4VFUF779vI51evdKHD+NjyJBmbZHKyqyq3LRp/8/efYdJVlULG3/XzPRkcMigIChGDKhzlGAiiYgJVAzXQLoE0xU/7sV8AXPOERUwixjAgKDgDCpiOENQwAsCgiCSGWAGJu/vj13t1FTqquqq7uru9/c855lT+6TdVWeqap1aZ2348IdZdeMtrFu1hiFWsZqZpOkzmLP9VjkR6rDD+pcItdtuuXOdjl8FuaTAbrs1XhYB8+blabha4kg++UnSW95CdJHsmCKILbbIV1zvvHN0Y3oN/8I1GsuXw/Ofn68U146PVTs1W1bdPmPG4FVUHMRqioM4fPQgJjxWJTtufeWV+dclkx0lSdIkNp7xaSODmPAInQ3Z/NWv1g/ZPGNGvgFvs806P/aqVRsmHt55Z75HqtU9aDNm5GqKO+6YH0es/zpb/W+7bSMtO+WU3K9mpk2DBz8492s4sawfiZNr1owctnYbErcSkcPU6mnjjXNItWhR6wqWEfnaSSdJtcMVLS+7rPV6c+Y0Tjz829/qj7diBbzylbkCXLNEwFbJg538n23X8uU5PBsEf/87HHPMePeiMxH5PNx44/Xn5PC/zeYbtV18Mbz4xSP/n914Y3j1q+H66/Pz9fe/j3yZ5qab8nTBBfXLhoZg++3rEw+H5+fNG5zKl5IkSZI01bU1RHJZlrcCHwU+WhTFk4HDgJcBCyqr1CYb7l6ZPl0UxRnkyoa/KMtyeD1JmtSWLOnuB5wVK3LVhF4bTjp88pPhM59pfVF4+vScO7d0aXu5XCtX5h+IrmlRu3ZoKOeaDScc5oqIQ2y77VFsecqRvGf/C3n0qj+xEfdyLxtx6fSn8NHv7krx5D4n+0Tk5KZjj+0scW3u3LzdKJKRbr45X8AdnrjwKZyyaoj5dJ5guDzN5WWrf8Sqhbvz+MclnvSIZey83Z08fPO7mLX8zg3LYwz/WlXbdtddoxvTq9bwcXph1qw83Xtvd9vfdBN885vwtKflX3/mzcu/wrT5+qWUz/Ply/Npsnw5zP36V3lQeRHTB6WaogmPI2uQ7PjA8U52BKs7SpKkvhu0+HTQEh5hbIZsbmXmzByHb7VVfrxoUU5kbGXNmjyc89ln9//r66JF8MUvtl5n3br8Ff+qq9b3Z926/HxVJ6yN5t977+3s3BkaWp9EVZ1cVZsk2E7bvHmNv54vWgTnntu6HynlgQIuvxzuuAP+9a98TaD63+r5W29dX7FtJPffn0ejuPbakddNKb8+Bx/c3r41esPJpbNnb/jv8HT55a2HOZ45M98vuc8+jRME587tTdj47ne3lxC8di089rHw2c/mxynl83U42fDaazecv+GG1gm/q1fD1VfnqZFZs/I61VasgDe+cXASUyVJkiRpqmgrwbBaWZZ/Av5UFMUxwIvIVQ33BqaxPtEQcrLhHODllenmoii+WbXMZENJk9allzZftmTJEhYuXDh2namyePHIQ/EMX/i76671o+zeeGO+KDg8Xz21k5O2enW+u/n66xstDWB3fknVcLqr4IUHwAkn5DuZd9ghV0KYPbvR9qN0+OHwrW+1l5gF+ermwoW5smIb1q3LyZeXXLJhQmH98FC78UG2ZD6dV1O8ha04667d4Fw499wANgI2Yvr07XnkI/NwQ9XTtts2uQC9enXOLL3rLvj85/NUeyV3PAyPMdStFSvyr39V1hGsHJrPihnzWTF9HvdNm8/ymM8y5rMszeOedfO5e+187l4zn7vW5LZlVJYzjy/xbqYzINUUYfCGjx60hMcmyY4BVnesZcKjJEmTTqv4dDwMWsIjDN6QzaOtpjgo/Zk2bX2C3jbb9KYvK1fmr6m77tr6Rsd583LVxYMO6s1xm+nkufnud/NzM1x1spk1a+C22+qTEBslI7ZKTuu1WbPqByEY6fH8+TmsufHG5vudMwfe8hZ4+tPz3752bf53pKnT9Vavhh/9qPV1rKEh2G8/2Hnn+oTARkmCI7XNmNE8jFq0KA/+0MqqVfDDH+bE6n6FhaNJsI5Ynxy96671669enV/72sTD4flbb219vEaXE1KCv/wlJ/bus097/ZYkSZIkjV7HCYbDyrJcCXwH+E5RFNsChwIHAw+trFJb1XAb4L8r7f46KUnjoJML3yefnC98L1iQ705u5p574J//bJx8ODx1U8jupptyHla1rbbKyYbDSYfbb7/hfFf5QEND8POf5+SmJUtaVzKcOzcnF551VsMru6tW5bvPq5MJL7203cJ7wcfiOD7KscxN7Seu3T9tLp+ccRysqv9oXbsWrrgiT9/97vr2BQvqkw4f+1iYN28IttgiTy99KXzlK90lGM6dC6eeCo98ZPOxlVqMu5SWLSPdu4x0z71Mu28Z0YdxmKaRmLP6Xuas7rIqYpfWXXc9q/fen1mP3CE/T9XTnDn1bY2WzZmTf6UYNmjDR8NgJTwOWrIjDF51RxjMhMdBS3YctP5IkjRBDVrC46AN2Tze1RQHvT+zZsHvfpcT7EbqyzHHwAEHDGZiViszZuSEzG22gSc+sfl6KeWvpbXJh+99b+vrMDNmwJ575iS6dhMG583r7nlctKj1cNaQkyRPOik/P/0MNRYtgu9/v/U6q1fn0PQHP+h/2DMoicT9TLAeGlo/3HEjy5bBddc1rn74t781D+GXL4c3vCFf75o2rf2+S5IkSZK613WCYbWyLG8E3gO8pyiKZ5CHUH4xMK+ySnWyYWJ9kuGHi6LYnZyo+MuyLHufQSBJAvp34Xt4WJZHP7r5Ovfd1zgJ8Y9/zPk17f6Qc8stefrDHxov32yz+qTD6kTEBQua5IDMn5+TiU4+GT78YVbdeAvrVq1hiFWsZiZp+gzmbL9VTq457DAYGuKee/IPY8PP68UX5+TCdvPx5s3LF/Of+MQ8PeEJ8JhHHM7s/b/Fygv+xKw0cmLWCmZx10MX8qnLDuOYG+HPf95wuuaaxsMqLV0Kv/51noZF5CoK/046fNxuPG/TLRla3nlFRbbeGl7ykg2e7NWrcwWGW29tMK2DW5fBrffBrbfntvVVGBKzWcGxfIx38R5mdTGE9DqCW9iKlcxiHsuZzzLm0MHV8x6atm4tsxadDYtGuaOZM9cnG06bln9F6sY//wkf+EA+AYdLLNSWYKj+d2ho5ESqQUt4HKRkRzDhsR2Dluw4aP2BDZIdt77ySvjNb0x2lCSpS4M2ZPOgVVMctP7A1EjMakfE+msyj3xkblu0aOQwY82afP3iZz+bOkl0g9aXQUncHe8E6/nz8w2vtTc2pwQ77ZSHgW/mxhtzImi/q5RKkiRJkrKeJBhWK8vy18Cvi6J4PfAy8hDKT6ssrk5zSMDGwKsr0+1FUXwf+E5Zlr/tdb8kaaobzwvfc+fCwx+ep2EpwWMe0/oi5owZeZvhoZqHh29u5o478nTRRY2Xb7xx8+qHO+wwxOZHHsWqg4/kBVtcyKNW/YmNuJd72YhLpz+FA9+4K8vvCC7+j3wR+Oqr2//7t9hifSLhcDLhwx4G06fXrjnEpR/8OcuesT9PSEuY12II3uXMpWQhr7r9LK5cO8SOO+YEwQMPXL/OsmX5R4PaxMOlS+v3l1L+m66+Og+/A8GRHMfHObZlP2qtGprL97c7jh+9NLjllvVJhCNVLGguWMEcfsVevJUPdpVguGr6XL7yrB9w0w67M29ePh/nz17DgqHlbDRtORtPW8ZGkQc/nrtuGXPScuasWcbsNcuYuWoZM1cvZ9p9VVUWL74Yrrqq2z+oN4aTvhq9mJ1YuRLe8Y7OtqlOOGyUhHj//SOPxd7MP/8JH/pQznKdObP9aWio0X+owUt2BBMeRzJoyY6D1p8GyY4PHO9kR0mSJrhBGrJ5vJN9Br0/YGLWSEyiG/y+wPgnpw4btATrYYsXww03tF5nLKqUSpIkSZLW63mC4bCyLJcDJwMnF0XxMPIQyq8Gtq2sUl3JEGAL4Gjg6KIobgS+C5xWlmWTNBFJUrsG8cL34sUj5yCtWZMvel93Xc7x+ec/4frr8+Pqf4enkaoH3nMP/OUveWpkzhzYeOPg9vt35xfsvn7BKjj/ze39XQ95SH0y4QMf2H6O0rs+NJ9z0nkczMm8hQ+zFbcwg/XVFNcwg1vYig9xHKdwGDNXDTW9yDx/PuyyS56GpZSTNWuTDq+8sj6B82QO55V8i6fwJ2YzcjLU/czij6sXcvD5h9HF9ekNzJ6dh8TecsvKtMVurPzRlsy/u/OKirO334p3nbXb+m8cQP4K9IDK1KFPfhLe8pacWNShNczgexzEb3kac7mPOdzPXO7797TxjPvYYcv72HbT+9hy3n0Mrbk//2esnRqVphwrK1bk6e67e7/vlSvhbW/rbttp0+oTD9ety2VPu3HjjTlpbKed8gk5Z876pMpW87NmNf8Pb8Jja4OW7Dho/WmS7BgwfkNrS5I0CbQasnnJkiUsXLhwzPoyaMk+g9YfMDGrFZPoJkZfBuka3SAlWFcbpERZSZIkSVLWtwTDamVZXg28oyiKdwLPAg4HXgDMqqxSPYQywHbAfwPHjlUfJWkyG8QL391cLByuOviMZ9Svt24d3HzzhkmHtYmI64fdbez++0deZ9j06TnvqDqZcOed8zDM3Rq+yLwqDfFljuLLHMluXMiTWV9N8Y88hd+zK8MfmWs6vMgcAdttl6fnPnd9+4oV8Ne/bph0eOmlQ+x/2885i/1ZSHsVFZ/LWayhPrFm2jTYfPOqhMGaaYNkwi3zENIb5lEF7HJcTpzpIDlr9cy5DB13XG+Tsp7ylJw81EWC4fR5s3je999AumN3fvIT+PnPc+Lrv60BbspTBOy+Ozz/IHj+8/Mw5BHkJLWVK/PzcP/98PnPw0c+0v743NWmTculRB/0oHwSrFzZ+t9u3kjGyrp165Mfe2HVKvjEJ7rbdtasxkmIq1fnN6Nu/POf+Q35cY/L51919cZ256dN23Cfg5bwOEjJjoPWn0FLdpQkSX0xaMk+g9YfE7NaM4lu8PsCg3WNrlWC9XgZtERZSZIkSVI2psl7ZVkm4BfAL4qiWAC8kjyE8vCtwNXleHpcnkWSpq5Bu/Ddj4uF06blSoEPfGBOyqqVEtx+e+Pqh9ddl6d7723dlwUL8uitCxfmnKzZs9v7G9pVf5E5uJDduZAGf1CVXlxknj17faJktVtumc9fLjqP7737ZJ75+w+zZZOKip+aeRyrXnUYx2wz1DBxcNNNG49g25HDD2fZSd9ixsXtV1S8aO1Cnvjyw+jpdebddst/1N87r6a4dNZWbPLs3XhlwCtfmXPYfvMb+MlP8nTttevXTQkuuCBPb30rPPShOdHw+c8PnvGM2QxtWjkBn/tc+NSnukswnDMHvvjFxv9pGlm7duQkxO98JydmdfOmM21aztzddtv85Kxevb4yW6up3QSwsbJyZe/7tHJl/sVwNKZP3zDxMCW4887u9nXDDXDEEXkc+1mzNpyGh8xuNtUun1EJSQYp2dHkS0mSNA4GLdln0PpjYlZzJtFNjL7A4F2jGzSDlCgrSZIkSVpv3KoDlmW5FPgc8LmiKB4LHEZOONxivPokSZPVoF34Ho+LhRGwxRZ5evKT65evW5crxF11VfN9rF6dL7r3a4SsQbzIvNVWsOV+Qzzm2KM4rEVFxXlDwSn7wUEH9acfAAwNcdjWP+eN7M+T2qyoeNDMszjmc0O9vdAcwW2HHsfc/z22ZR8a9el/lx3Hu5fGv3+8mTkT9t47T5/4RK4iOZxseOGFG/44dO21OY/wU5+CjTfOxcye/3x4zn67sWmXCY9stVVOmGzX9Ok507dVtu/QEHzzm92dzHPmwJe+1H7C47CU8q8/tYmHX/pSTvbqotok06fDrrvCIx+5vjLi/fePPD9oyY7V1q7NUy+qPK5enZPeeiGi66qgAPzjH7la3zbb5GTFGTPy61c736it2fy118JNN3XXn5tvhjPPzOdP7f6HH9dWk2xl0JIdJUmSxskgxsyDwiS6idEXGLxrdINk0BJlJUmSJEnrDcTww2VZXgb8v6IojgOeCxwK7A+MttaRJGnADOrFwvPPzyOQtrJ8ORxzDBxwQH9GnBzUi8yLF+f8nVYVFfv93EA+d36yaD4/4jwO5WTewofZqklFxQ9xHKdwGGvuH+rLufP2aw7nNXyLJ9N+NcWShZwahzHU5MebiFy8b6ed4C1vgdtug7POysmG55wDy5atX/eee+C00/I0fXrwwYccx38NHcvM1R0kIM2dC70ePhpGVeGx44THYRHrk7eqkx+f85ycudlN4trs2Tk5q9Nkx3Xr1ldzrE0+/NrX4Atf6H4468c/HnbYYcPKjrVVHlstG1Qpja5/a9bA2Wf3rj+jdd99cOCBrdeZNq0+8bA2CXF4ftWq7ofWvuWWnK3c6XksSZI0gAY1Zh4EJtE1N0h9UWuDligrSZIkSVpvIBIMh5VluQY4EzizKIotgVeNc5ckST02qBcL3/nOnCQ3krvvzkW7jj66P/0YRIPy3AyfO2sY4sscxZdbVFSE9Ulz/Th3/njxEN/h55zF/ixss5riczmL5SuH2v7xZost4OCD87RyZU6CHa5uWJ1rtHYtvO3qw3kK3+IpbSY8MmtWLsV52GHtdaYTETlx8dhjO6u41o+Ex/FIdpw2LVdinDOnftmKFfk/SbfDWX/uc90nilVXeRxOPPz853P2drcVHvfeG3beecNhsptNrZavXdvd3zSRrVuXp27OhU6sWQN/+pMJhpIkSZNcqyS6JUuWsLBfQzFIPTRoibKSJEmSpPUGKsGwWlmWtwLecyZJk8wgXiy8+GK45JL21l2+PA/V/JrXtB4ldrIYpOem/txpXlGxWj/OnfzjzXxYfR6cfHKudHfLLbmDq1blsY9nzICttmLeccfxzMMOY9koSjvOmgX77punT38aLrsMfvzjnGz4xz/CmjTE/m0mPN4/bS5XzlrIcWvO4r49h0iJnk/T1x3O19Z9i8fzJ2a1kfC4atos/jZnIR/41WHMuDD/vbNm5SKCw/PdtQUbvfE45rzzWGK8kx1hfBIeh1VXeRz2rGfBRz7SfYXH44/vTeLamjU5A/hd7+quLzNmwEtfCnvtlZMV16zJU7fza9fC5ZfDn//cWbndag94QH6Ohvdde6yxsmoV3Hvv2B1PkiRJkrpkoqwkSZIkDa6BTTCUJE1Ogzg0zfHH5yS0dq1cCZ/8ZE6mm+wG6bkZxHOHoSE46ig48sg8DOmf/pSTeTbaCJ7yFNh1154nqUXA4x6Xp3e8I+c1/uxn8JOfzOf555zHy+4fYfjodcdxyj2HsebCPo1lDcAQe3ZS4XHdQp57x1ks/17v+zSDwzmvg+qOq6bN4rqNF/LFyw5j7jth3rz2pzlzcgHDpgapuiOQdt0NttiSWD4OCY/VZsyApz0t/3/qJsFw1ix4/et7W6Xvd7/LGb3tlG+tNW9eHt+8WX9SyomLzZIPa9tPOSW/sXZT7XDmzPx+NAFERAAvBV4NPAHYArgTuAL4DnBqSqkn2ZkR8WDgOcAzgJ2BBwOzgbuBK4FfAV9JKf2jg30OAYcALwd2AjYFbgMuBr4JfC+llHrRf0mSJEmSJEmSpLFkgqEkaUq75hr45S87K1J13315VNHXvhY22aR/fRtvPjcdiMjJROMwDOlWW+WRjg87DFasGOI97zmKR3/4SIo1Iw8f3U/Lmc/enMehjJDwyHGcwmGsoT8Jj2tov7rjv5Mdbz6L5Z/trj9z57ZOQtx4zuEc94Bvsf3KPzG0duSEx9UzZnHTFgs5+frDWPGWnH83PA2PdNzttHp1cCTH8TGOZX6L56XR8/TOm4/jtAcFs2evryBZ/W/HbbN2Y//5WzKvi2THtNVWpF12o1VuZ8d6UG0ypfWjQ284BfffP50VK6azYsWsuuX337/h423+fgCvTZ9nNl0kGM6YAU9+cufbjbGI2AT4PrBXzaKtK9NewGsj4sBOkv6aHOsM4AU0fjPcvDI9FTguIt6ZUvpoG/vcAfgh8MSaRQ+qTM8D/jMiDkopLe2685IkSZIkSZIkSePABENJ0pT2vvd1N1rl2rXwnvfkUT0nK5+biWfWLPjRj2D1mubDR8+eDW99K+y5Z86L7OcEQ+y//1F8+Zoj2Y3GCY+zZwfHvinnQK1cuX5asWLDx43a2l9nPnuvGptkx/vuy9NttzVbY4hvd5LwuGYhz73+LJZ/oD8JmCdzOK/soMLj/cyiZCGfve8w1nRQhHFk3Sc7vvna4/jyjJwrNn16e9O0aSOtE7wojuMN045lzrr2+3Mfc3n7v47jS3Ojo+qvre3GC9iSHRnnSpN9EhEzgTOBp1eabgBOAq4GtgUOAx4NPAn4eUTsllK6ZxSHfCzrkwv/BCwCrgLuqRzvxeQEw1nARyJiVkrpfS36vwD4OfCoStNfgZOBG4GHAUcC2wH7AD+MiH17VYlRkiRJkiRJkiRpLJhgKEma0pYs6S6JbsUKWLy4590ZKD43E8/ixfCPEWp7rVgBJ52Uh7Ee6ucoycCiRXDzzQDNEx5XrIBvfCMnpfazP+vWDbHTTkfx5StbJzse/Z/wmMfkkXE7ndpNKBuU6o4AMTTES2b8nDNW7c/Oa9tIeGQhz+WsvvSp22THUzjs321r1+apF0oOZ5cO+/MnFvK5+w+jt9ljwYe7SL7s19DaffBa1icXXgTsk1K6a3hhRHwWOAN4Nnno4XcB/zOK460APgd8JqV0ZYPln4iINwPDafInRMTpKaWrmuzveNYnF54NHJhS+ve7QUR8HjiXXN1wT+CoyvElSZIkTTEREcBLgVcDTwC2AO4ErgC+A5zaqxuSImIusDNQAAsr/z4KmF5ZZc+U0uIO9zkEHAK8nByfbQrcBlwMfBP4Xkop9aD7kiRJkgaMCYaSpCnt0kvHuweDq9Vzs2TJEhYuXDh2nVFb3vnOnOg2krvvhq9+FY4+eur05/zz4cYbYaRkxx/+MFff7CbZce3aXL2wUfLhsmW1j4f41KeO4st3NE94HBoK9n8OPO5xMHNm76ehoeHcs/ks/uV5vPV5J3PMqtYJj+dscxg3XD7EunXrq0UOD+VbXUFypGWN1x/io8t+znuW7M/D7hk52fGiWMiLhs6CdUPEWuj1TxgdD6/dIPly5sz1Q0HPmbN+vtHUavncocNZ/qlvMefaPzF9zcjJjmuHZjF94cI8dvoAi4gZwDsqDxPwmurkQoCU0oqIeA1wLTAPeGNEfDCldEeXh3167TFqpZQ+ERFPJVcznAG8kpxIWNv/LYHXVR4uBw6uTi6s7OvOSv//TK6c+M6I+GJKqUepsJIkSZImgojYBPg+sFfNoq0r017AayPiwJTSCLePtuUGcgJgT0TEDsAPyTdPVXtQZXoe8J8RcVBKaWmvjitJkiRpMJhgKEmSNAlcfDFcckl76y5fnisYvuY1ucjZVOjPWCQ7Tp8OG22Up5EsWgQf+hC0SnhcvRrKEr7//f5Xm3zHCUP8btVRfJbmCY8QzLsHTjutn8mgHSQ7bn0YN18/9O/nJqX1FQx7N81n9YrzeM8rTuaIpc3784kZx/GYjx3G3w4a+ndS4KxZeSjm3hiC1/ycpbvvz9BfRk52/EssZOGZZzHU7xNn9PYiV+wAOC+ldHmjlVJKt0bEd4HDyUMXv5A8DHHHRkourHI6OcEQ4HFN1jkAmFmZ/05K6dYmx7wsIn4F7E3+4fCZwK/a7IckSZKkCS4iZgJnsr56+w3AScDVwLbAYcCjgScBP4+I3VJK94zysNNrHv+DHL9s3emOImIB8HPWV2//KzkmuxF4GHAksB2wD/DDiNi3V5UYJUmSJA0GEwwlSZImgeOPb3+IXshV4z75yZzYN9n7M2jJjjBY1R03fH6aJzzC2Dw/nSQ7Vj83ETBjRp56adGiIT67+ig+1Ko/a4IHfgj+87V9TAadP58XzDuPR7UxtPb3ZhzGB08b6nuV0h7Yt2r+7BHWPZucYAiwH10mGHbg3qr5OU3W6bT/e1fm98MEQ0mSJGkqeS3rkwsvAvapvvkpIj4LnAE8mzz08LuA/xnlMc8ErgSWAEtSSrdHxKnAwV3s63jWJxeeDRxYXb09Ij4PnEuubrgncBTwue67LkmSJGnQmGAoSZI0wV1zDfzyl7BuXfvb3HcfvP/98NrXwiabTO7+DFKyIwxewuMgPT+DluwI1cmgrfvT72TQiy+GJX8e4jccxZdHSL7kvrF5bnrgsVXzS0ZYt2yyXb9UH+P6NtYZtP5LkiRJGgARMQN4R+VhAl5TW1k9pbQiIl4DXAvMA94YER9MKd3R7XFTSt0kEtaJiC2B11UeLgcOrk4urBzrzkr//wwE8M6I+GJKaW0v+iBJkiRp/PVs0C5JkiSNj/e9D9Z0MfDM2rXwnvdM7v6MJtnxrnYHUu1Qtwl9/TBoz88gPTfQXTLofc1HLx6VDZ+bnOz4ad7E+3gnn+ZN/J7dyL/jZP1+bnrkEVXz142w7o3A8I9TD4+IaLXyaFR+ADy0qulnDdaZBuxYebi20r9WqpMUH9F0LUmSJEmTzV7AFpX581JKlzdaKaV0K/DdysNZwAvHoG/tOIA8tDLAdyr9rJNSuoz1ldq3Bp7Z/65JkiRJGismGPZBZC+LiJ9GxI0RsTIi/hUR50XEf1Z+sOrVsR4cEUdFxLci4rKIuCciVkXEbRHx24h4d0Q8eJTHmFnZd6qa9hhhm8U167earhtN/yRJmuqWLOkuoW/FCli8uOfdGaj+DFKyIwxeQt8gPT+D9tzA4CQ8DuJz0yMLquZvb7ViSmkNcE/l4QxyVY9++W/WD//1ZxokGALzWT8iwNJK/1qprjyyYFS9kyRJkjSR7Fs1f/YI61Yv368PfenGRO+/JEmSpB4wwbDHImIT4FzynWbPBR5Evrtra/Kdal8G/jDapL/Ksc4gV/r4IvAfwGOAjYAhYHPgqcC7gKsi4r9Hcai3VfYtSZIG0KWXQkrdTRddNLn7M0jJjjBYCX0wWM/PoD03g5TUN2jPTQ/Nr5pvJ5Xz/qr5jXrcFwAiYk9g+FlbAxydUmp0Fgxc3yVJkiQNpMdWzS8ZYd2yyXbjaaL3X5IkSVIP9KySnnKlP+BM4OmVphuAk4CrgW2Bw4BHA08Cfh4Ru6WU7mm0rzY9lvXjoP0JWARcRa7ssS3wYnKS4SzgIxExK6X0vg7/pp2At1ceLqe7SiEHjrC8TwPJSZKkqe7SS5svW7JkCQsXLhy7zjBYCX3Q+vkZa4P23Iw2qe/jH+9dXwbtuZmsIuJRwOmsj5PfnlK6cIz7cCRwJMARRxzBkiUj/X4nDa777rvPc1gTnuexJgPPY00GE/w8fkTV/HUjrHsjsBaYDjw8IiKllPrVsZFExDRgx8rDtZX+tXJ91fwjmq4lSZIkacIxwbC3Xsv65MKLgH1SSv+uXxIRnwXOAJ4N7ESuLvg/ozjeCuBzwGdSSlc2WP6JiHgzMPzz5gkRcXpK6ap2dl4JHr9KrsD4E2Bj4JmddjKldEan20iSJE1Gg5TQN2gG7bkZpKS+QUuU7aFlwCaV+dmVx63MqZq/t5cdiYiHkCvRb1Zp+mRK6SMtNqnu6+w2DtFW31NKJ5FvUuPEE09ME/i1lSb6+5MEeB5rcvA81mQwwc/jBVXzt7daMaW0JiLuIcdJM8gFH0aKk/ppPut/R1yaUhopSr6jan5BX3okSZIkaVyYYNgjETEDeEflYQJeU51cCJBSWhERrwGuJQeGb4yID6aU7qA7T689Rq2U0ici4qnkaoYzgFcCx7e5/zcAu5IrF74B+HqX/ZQkSZImlEFLeJyklrI+wXBzWvxwVom3Nq48XE2OUXoiIrYDfgU8qNL0xZTSm0fYbBl5COUZwIKImDHCj22bVc0v7bavkiRJkiac+VXzK9pY/37Wx0kbMf4JhsPa7fuwjZqtZOV2TRYTvLqqBHgea/LwXNZkMOjnsQmGvbMXsEVl/ryU0uWNVkop3RoR3wUOJw9d/ELg5G4OOFJyYZXTyQmGAI9rZ4OI2B4YHk75XSmlf0REq00kSZIkqRNXAQ+pzO9A6+HCtiUPEwZwda+GCYuIB5KTC3eoNJ0MvG6k7VJK6yLiGuCRlX5tS+v+b18131ZFeUmSJEmajKzcrsligldXlQDPY00ensuaDAb9PJ423h2YRPatmj97hHWrl+/Xh77Uqh6Ca07TtTb0JfLdaRcBn+55jyRJkiRNdZdVzY8UNRdNtutaRGxNTi58WKXpm8ARHSQvjmv/JUmSJE0I1RUIZ7exfvVvOPc2XWtsTOS+S5IkSeohEwx757FV8yPVrCybbNcv1ce4fqSVI+LVwLOBtcCRKaW1ozl4RPwsIv4VEasi4o6IuCQiPhMRTxjNfiVJkiRNaOdUzT97hHWrb8wa6YauEUXEFsB55AqEAKcBh6SU1nWwm3HrvyRJkqQJY2nV/OatVoyIGcDGlYergeV96lO7lgFrKvMLKv1rZbOq+aV96ZEkSZKkcWGCYe88omr+uhHWvZGcvAfw8Ojj2MOVgO/QqqafjbD+FsAnKg8/nVLqxQDf+wNbA0PApsDOwBuAiyPi5Ihot6qiJEmSpMljEXBbZX6fiHhMo5UiYkvg5ZWHK4AzR3PQiNgUOBfYqdL0Q+BVXdxYdQawqjL/iko/Gx3vscBelYc3A+d3eBxJkiRJE9dVVfM7jLDutsD0yvzVHVRX74vKDVjXVB5OJ/evle2r5q9qupYkSZKkCWeku43UvgVV87e3WjGltCYi7gE2Ib8G89iw1Hwv/TfwqMr8nxkhwZA8HPJmwA3A/47y2HeQq3osAW4CghxAPw/YvbLOocCDI2K/lNKaRjsZRH3MCZUkSZI6Ns6/O3WlEhe9D/gkOVb4ekTsk1K6a3idiJgNfI0cMwF8NqV0R6P9RcSpwMGVhyemlE5osM4DgF8Aj680nQm8vJtYJKV0W0R8HjgGmA+cGhEvSimtqDreJsDXK38fwHtHWyF+LBn3SJIkaZBMxLgHuIz1Fc8XAotbrFvUbDcILmN95feFtC6wMYj9H5FxjyRJkgbJoMY9Jhj2zvyq+RVN11rvfnKCIcBG9CHBMCL2BN5TebgGOLrVkF8R8TzWVwZ5fUppNH16G1CmlFY3WPaBiDgQ+CYwF9gbeAvwvhZ9OxI4EuCII45gyZJeFFaUJEmSJocJ/P34C8CLgacDTwIujYgvAVeTq2McDjy6su4VwHtHebyfk38Ug3wT1LeB547wg9J9KaVfNFl2Inn440cBzwEuioivAP8EHgYcBWxXWXcxcNJoOi9JkiRpwjkHOLYy/2zgYy3W3a9q/uy+9agz55BjNsj9/0GLdQex/5IkSZJ6wATDSSoiHgWczvrX+O0ppQtbrL8R+cc9gB+klH4ymuO3OlZl+Y8i4gjgW5Wm/4mIj6aUVjZZ/yQqP8adeOKJaeHChY1WkyRJkqakifr9OKW0KiJeCHyfPIzwdjROIrwIODCldPcoD7lb1fwDgdPa2OZ6mgxlllJaGhHPIQ+z/ERyMmSjHwzPBQ5qcgOWJEmSpMlrEXAbsAWwT0Q8JqV0ee1KEbEl6wtArCBXWx8EZwCfBWYCr4iId6aUbq1dKSIeS47pAG4Gzh+zHkqSJEnqOxMMe2cZ6ysSzmbkioRzqubv7WVHIuIh5B+wNqs0fTKl9JERNvsQuULIPcB/9bI/zaSUvh0R/0sur/8A4KnAr8bi2KM1qCVJNTEsWbJkwiYBSMM8jzUZeB5rMpgM53FK6a6I2Ad4KfBqcqLe5sBdwOXAd4FTuhnGeCyklK6LiF2AQ8g/CD6GHBveDlwMfAP4XpqAQcQE7LIGyGR4f5I8jzUZeB5rMpjI53FKaU1EvA/4JBDA1yNin5TSXcPrRMRs4GvAvErTZ1NKdzTaX0ScChxceXhiSumEPnUdgJTSbRHxeeAY8khep0bEi1JK/x7JKyI2Ab5O/vsA3ptSWtvPfvWScY+6NZHfm6RhnseaLDyXNRkM+nlsgmHvLGV9guHmtEgwjIgZwMaVh6uB5b3qRERsR07Se1Cl6YsppTePsM3TgaMrD9+WUrqpV/1pw2JygiHkYcUmRIKhJEmSpN6pJN+dRnsVBZvt4xBykl+rdVqOhTyKY68GvlyZJEmSJKnaF8jDDD8deBJwaUR8CbiaXPjhcHI1dIAraFzVvSMRsRfrKwoOe2LV/OGVG72qfTSltLTB7k4kD3/8KOA5wEUR8RXgn8DDgKPI1egh/+Zz0qg6L0mSJGngmGDYO1cBD6nM7wBc12LdbYHplfmre1XJIiIeSE7Q26HSdDLwujY2PYx8Z9n9wOYR8c4m621fNf/qiHhaZf57KaWrOu8xANV34S3och+SJEmSJEmSJEkDJ6W0KiJeCHyfnPS3HY2TCC8CDkwp3d2Dwz4DeEeL5a9q0PYVcjGNDaSUlkbEc4AfkpMUHw18rMH25wIHVW7AkiRJkjSJmGDYO5cBz67MLyTfpdVMUbPdqEXE1uTkwodVmr4JHNFm8uJwFY855DvR2nFY1fxl5ATLbmxWNb+0y31IkiRJkiRJkiQNpJTSXZWKgS8FXk1O1NscuAu4HPgucEpKac349bK5lNJ1EbELuWr8y4HHkEf1uh24GPgGuRiF4w1LkiRJk5AJhr1zDnBsZf7ZNL57a9h+VfNnj/bAEbEFcB7rhxo+DTgkpbRutPseA8+smu82SVGSJEmSJEmSJGlgVZLvTqtM3e7jEHKS30jrnQCc0O1xmuxzNfDlyiRJkiRpCpk23h2YRBYBt1Xm94mIxzRaKSK2JN/dBbACOHM0B42ITcll53eqNP0QeFVKaW27+0gpHZJSipEm4PyqzfasWnZGl31/BfCoysN7gd92sx9JkiRJkiRJkiRJkiRJUu+ZYNgjlbL176s8DODrEbFJ9ToRMRv4GjCv0vTZlNIdjfYXEadGRKpMJzRZ5wHAL4DHV5rOBF4+3iX0I+K/KqXyW61zAPCVqqaPpZRW9LVjkiRJkiRJkiRJkiRJkqS2OURyb30BeDHwdOBJwKUR8SXgamBb4HDg0ZV1rwDeO8rj/RxYWJm/Cfg28NyIaLXNfSmlX4zyuCPZC/hURFxJHrr5cuAOcuLlDsDzgd2r1l8EfKDPfZIkSZIkSZIkSZIkSZIkdcAEwx5KKa2KiBcC3ycn2W1H4yTCi4ADU0p3j/KQu1XNPxA4rY1tricn+Y2FR1amZhLwZeDNKaVVY9MlSZIkSZIkSZIkSZIkSVI7TDDssZTSXRGxD/BS4NXAE4HNgbvIlfy+C5wy3sMY99mxwE+BXYGdgS3Jz8EMYClwFfBb8vNw1Tj1UZIkSZIkSZIkSZIkSZLUggmGfZBSSuRqgu1UFGy2j0OAQ0ZYp+VYyL2WUtqjzfWuAa4BvtLXDkmSJEmSJEmSJEmSJEmS+mbaeHdAkiRJkiRJkiRJkiRJkiQNHhMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJUmSJEkaMPPnzx/vLkiSJEna0O3j3QFJkiRJGg8zxrsDUqeuu+662w899NDrx7sfUrfuv//+zefMmePFKE1onseaDDyPNRkM0Hm8/Xh3YLK57LLLzjn00EM3H+9+SN0aoPcnqWuex5oMPI81GXgeT17+3qOJzPcmTQaex5osPJc1GQzQedzw955IKY11RyRpSouIMqVUjHc/pNHwPNZk4HmsycDzWNKg8v1Jk4HnsSYDz2NNBp7HkgaR702aDDyPNVl4LmsyGPTz2CGSJUmSJEmSJEmSJEmSJElSHRMMJUmSJEmSJEmSJEmSJElSHRMMJWnsnTTeHZB6wPNYk4HnsSYDz2NJg8r3J00GnseaDDyPNRl4HksaRL43aTLwPNZk4bmsyWCgz+NIKY13HyRJkiRJkiRJkiRJkiRJ0oCxgqEkSZIkSZIkSZIkSZIkSapjgqEkSZIkSZIkSZIkSZIkSapjgqEk9UlELI6I1OZ03Xj3V1NLREyPiMdGxCER8ZmIuDAi7qs6J0/oYp/7RcRpEXF9RKyIiFsj4oKIeHNEzOvDn6EprlfncUSc2sH7derzn6UpKCIeEBEvjYgvRMQfIuKOiFgdEXdFxKUR8fmIeHKH+/Q9WVLfGfNo0Bn3aDIw7tFkYMwjaSIz7tGgM+7RZGDco8lgssc9M8byYJIkaWB8D3hRL3YUEbOAU4GX1yzaojLtDrw+Il6UUvpzL44pVfTsPJbGS0QcB7wbmNVg8YLK9HjgtRHxTeColNJ9Lfbne7IkSesZ92gyMO7RhGbMI0lS3xn3aDIw7tGENhXiHhMMJWlsHDjC8qYfHlKfTK95fCdwB/DwLvb1NeBllfk7gJOAvwCbA68CngLsCJwdEbuklG7oqsdSvV6ex8OOAm4dxfZSpx7B+oDzWuBc4BLgdmATYG/gxeTz/VXAlhHxnJTSuib78z1Z0ngx5tEgMu7RZGDco4nOmEfSZGLco0Fk3KPJwLhHE92kj3tMMJSkMZBSOmO8+yDV+CPwV2AJsCSl9PeIOAQ4pZOdRMQLWf/l5h/A01NK/6ha/jngK8ChwDbAx4GDRt17KevJeVzjFyml63rQN6ldCfgZ8JGU0vkNlp8UEU8HzgLmA/sCB9PgPPc9WdJ4MubRgDLu0WRg3KOJzphH0qRh3KMBZdyjycC4RxPdpI97TDCUJGkKSim9v0e7OqFq/rXVX24qx1kXEa8n35XxYOAlEfHYlNJlPTq+prAensfSeDoupXRXqxVSSr+JiLcBn6k0HULjCysnVM37nixJmvKMezQZGPdoEjDmkSSpj4x7NBkY92gSmPRxz7R+7lySJE1eEfFw4AmVh39LKZ3VaL2U0v3Al6uaXtrnrknShDFSwFnl9Kr5x9Uu9D1ZkqT+8DNWkkbHmEeSpMHn56wkjc5UiHtMMJQkSd16dtX8OSOse3bV/H596IskTXb3Vs3PabDc92RJkvrDz1hJGhvGPJIkjR8/ZyVpbEzYuMcEQ0kaAxHxs4j4V0Ssiog7IuKSiPhMRDxhvPsmjcJjq+aXjLDuJcDayvxOERF96ZE0el+OiH9ExMqIWBoRV0TElyPiGePdMU151e+514+w3PdkSWPOmEeTmJ+xmoyMezSIjHkkDTzjHk1ifs5qMjLu0SCasHGPCYaSNDb2B7YGhoBNgZ2BNwAXR8TJEdEoO10adI+omr+u1YoppTXAPysP5wEP6lOfpNHaB9gOmAk8AHg08J/A+RHx04jYdDw7pyntyKr5nzVY7nuypPFmzKPJys9YTUbGPRpExjySJgLjHk1Wfs5qMjLu0SCasHHPjH7uXJLEHeTStUuAm4AAdgCeB+xeWedQ4MERsV/lQ0CaKBZUzd/exvp3AA+u2vbGHvdHGo17gV8CfwRuIN/xsy2wb2UCeC458HxqSumecemlpqSI2J38fQFgBfCJBqstqJr3PVnSWDLm0WS3oGrez1hNdMY9GkjGPJImAOMeTXYLqub9nNVEZ9yjgTTR4x4TDCWpf94GlCml1Q2WfSAiDgS+CcwF9gbeArxvDPsnjdb8qvkVbax/f9X8Rj3uizQanwFen1Ja3mDZxyLi6cD3gS3Jpck/Bhwxhv3TFBYRWwPfY331+XellBoFiL4nSxoPxjyaCvyM1WRh3KOBZMwjaQIw7tFU4OesJgvjHg2kyRD3OESyJPVJSunCJgHn8PIfseEXlv+JiFn975kkqVpKaUmTYHN4+W+AFwGp0nRoRDjsg/ouIuYBZ7K+rP3PyBc8JGkgGPNI0sRh3KNBZMwjaSIw7pGkicO4R4NossQ9JhhK0jhKKX0buLLy8AHAU8exO1KnllXNz25j/TlV8/f2uC9SX6WULgB+UXk4HXj2OHZHU0BEzAZ+DDyl0nQB8LKUUmqyie/JkgaSMY8mAT9jNWUY92gsGfNImkyMezQJ+DmrKcO4R2NpMsU9JhhK0vhbXDX/qPHqhNSFpVXzm7ex/mZNtpUmisVV875fq28iYibwQ2CvStMfgf1b3XmJ78mSBtviqnk/QzXRLK2a9zNWU8Hiqnnfs9UXxjySJqnFVfN+hmqiWVo17+espoLFVfO+Z6svJlvcY4KhJI2/O6rmF4xXJ6QuXFU1v0OrFSNiBuvLPi8H/tmnPkn95Pu1+i4ihoDTgedUmi4G9ksp3TPCpr4nSxpkfoZqIvMzVlON79nqK2MeSZOYn6GayPyc1VTje7b6ajLGPSYYStL48y4fTVSXVc0vHGHdJ5DLjANc0aLsszTIfL9WX1WCwe8AL6g0/QV4VkrprjY29z1Z0iDzM1QTmZ+xmmp8z1bfGPNImuT8DNVE5uesphrfs9U3kzXuMcFQksbfM6vmr2q6ljR4zqmaf/YI6+5XNX92H/oijQXfr9U3ETEd+Cbw4krTFcA+KaU7mm+1Ad+TJQ0yP0M1kfkZq6nG92z1hTGPpCnAz1BNZH7OaqrxPVt9MZnjHhMMJWkcRcQrgEdVHt4L/HYcuyN1JKX0N3I5Z4CHR8RzGq0XEbOBI6qavtfvvkm9FhFPZf0X+XVs+AVfGpWImAacDLys0nQlsHdK6dZ29+F7sqRBZcyjic7PWE0lxj3qF2MeSZOdcY8mOj9nNZUY96hfJnvcY4KhJPVBRPxXROwywjoHAF+pavpYSmlFXzsm9d6JVfNfiIgHVy+sfJH6HDDc/v2UUnVpZ2lcRcRrIuJZEREt1nka8ENgeJ2vp5RuGJMOatKrnHtfAl5Taboa2CuldHMXu/M9WdKYMebRFONnrCY04x6NJ2MeSROZcY+mGD9nNaEZ92g8TYW4J/o8BLMkTUkRcQbwQnJW+nnA5cAd5C8rOwDPB3av2mQRsF9KadWYdlRTVkQ8BDi8pvnx5HMT4DfAr2uW/yCldHFNGxHxXdbfiXEH+cvTX4DNyF+inlJZ9i9gF7+oq1d6cR5HxCeBNwE3kO9S+wtwG7AW2BbYtzINB5uXA09LKS3t1d+hqS0i3g+8rfJwNfD/gBvb2PQXKaX7GuzP92RJY8KYRxOBcY8mA+MeTXTGPJImMuMeTQTGPZoMjHs00U2FuMcEQ0nqg6qgcyQJ+DLw5kYfHFK/RMQe5IsdnTg0pXRqg33NAk4FXt5i22uAF6WU/tzhMaWmenEeVwWc7fgRcERK6Y4Ojyk1FRGLgWd2selDUkrXNdif78mSxoQxjyYC4x5NBsY9muiMeSRNZMY9mgiMezQZGPdoopsKcc+MsTiIJE1BxwI/BXYFdga2BDYnv+8uBa4CfgucklK6apz6KPVESmkl8IqI+BpwGPm83xK4F/gbcDpwUkpp+fj1UmrqI0AJ7AY8CdiK/H49G7gb+DvwO3KZ/IvGq5NSu3xPljSGjHk0pfgZqwnOuEeThu/HksaYcY+mFD9nNcEZ92jSGMT3YysYSpIkSZIkSZIkSZIkSZKkOtPGuwOSJEmSJEmSJEmSJEmSJGnwmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqmGAoSZIkSZIkSZIkSZIkSZLqzBjvDkiSNNEURbEYeGZV06FlWZ46Pr1RURQ7AH+varq+LMsdxqc3k8tEOteLorgO2L6qac+yLBePT28kSZImton0PXAqMObpn4l0rhvzSJIk9dZE+i44FRj39M9EOteNe6TBZYKhJE0BRVGcChzcwSbLgHuAG4CLgEXAj8uyXNn73kmSJEnS6BjzSJIkSZrsjHskSdJ4McFQktTI/Mr0QGAX4LXAXUVRvA/4ZFmWa8ezc+qtoij2APaoarqkLMszxqUz6glfU0mSpBEZ80whfj+efHxNJUmS2mLcM4X4HXny8TWVNEhMMJQktWsT4KPAAUVR7F+W5b3j3SH1zB7A8VWPvwacMS49Ua/sga+pJElSp4x5Jq898PvxZLMHvqaSJEndMO6ZvPbA78iTzR74mkoaECYYStLUdCfwjibLpgEbAzsCzwQeXrP8acCPi6LYqyzL1L8uSpIkSVLXjHkkSZIkTXbGPZIkaUyYYChJU9O9ZVl+sZ0Vi6J4HvBlYOuq5j2AQ4BTet4zSZIkSRo9Yx5JkiRJk51xjyRJGhPTxrsDkqTBVpblT4FnA6trFh09Dt2RJEmSpJ4y5pEkSZI02Rn3SJKk0TDBUJI0orIs/wx8p6b5yUVRbDIe/ZEkSZKkXjLmkSRJkjTZGfdIkqRumWAoSWrXeTWPA3jQeHREkiRJkvrAmEeSJEnSZGfcI0mSOjZjvDsgSZowbm7QtvGY92IUiqKYB+wCPBDYHJgHLAP+BfwVuKIsy7Xj18ORFUUxi/w3bAdsAcwGbgduAi4oy/LucexeTxVFsROwM/n1GiL/nX8Byn6+TkVRPAp4DPn53RS4B7gNuLgsy6v6dMxZwO7Ao4FNgHuBfwIXlmV5Uz+O2StFUWwL7AY8GJgF3AH8HfhNWZb3j2ffqhVFEcATyefUlsBa8v+bv5Rl+Zfx7JskSRoYxjwDwJjHmGfQGPNIkqRJxrhnABj3GPcMGuMeSSMxwVCS1K65DdruabVBURSHAKdUNX2tLMtDOjloURSLgWdWNe1ZluXiDrafDrwCOBLYlRy8NHN3URTnAV8HflaW5ZpO+tpmf3YHziQHvcP+Djy3LMu/tthuT+BYYE8avxYAa4uiuAB4f1mW54zQj0PY8LWpdnBRFAe32r4sy2i1fDQqxz4O2KnJKrcWRfEZ4KNlWa7o0TG3Ad4CvIgc0Ddb7+/AV4BPlmV5X5v73oH8Gv/b8PNXFMWmwPHAYcD8Bpunoih+C7yzLMtfj3CcQxjD17QoimcAJwJ7NFllRVEUXwdOKMvyX53su5eKopgBvIH8/2fbJutcCXwM+EpZlmkMuydJkgaLMU8PGPOMzJhnA8Y8o2TMI0mSOmTc0wPGPSMz7tmAcc8oGfdI488hkiVJ7dq55vFq4Orx6Ei7iqJ4OvlutW8AT6d1wAnwAHLQcQbwyj705+Xk4QeqA87fA7s0CziLonhgURS/BH4FPJfmASfAdOAZwNlFUfysKIoH9KbnY6MoigVFUZwLnErzgBPyHUnvAZZUArrRHDOKovhf4BrgTbQIOCseArwPuKZyfo3m2AuBy4H/onHACXl4iqcDi4ui+HRRFOP+3a0oimlFUXwIWEzzgBPyHZdHApcURfHEMehanaIoNgd+DXyCJgFnxSOBk8jP86Zj0TdJkjSQjHlG3x9jnhaMeRoy5hkFYx5JktQF457R98e4pwXjnoaMe0bBuEcaDOP+xiVJGnxFUcwEXlPTfH6v7ijqh6IojiIHeA9vssoa4E5gVZPlPb1rqyiKdwDfJn8RH/Z98l16tzXZ5knAH4F9muz2PuAuoNFdOPsDvy2KYquuOz2GiqJYAPwS2LvJKsuA2hLsOwHnApt1ecy5wOnkO7PmNFil1TmyNfDLoihe1OWxH07+e7euWXRPk+MF8EbgK0Uu/z6evkC+67C6H6vJz9W6ButvCfyiKIotxqBv1eYAPyeX9K92P/l8auQZwLlFUWzSz45JkqTBY8zTk/4Y87RgzPNvxjy9Y8wjSZI6YtzTk/4Y97Rg3PNvxj29Y9wjDQiHSJYktVQUxSzgq8BDaxZ9dBy605aiKF4KfLHBovOAk4FFwM3D5bErX4afBOwLvBjYvod9GSLfLXNIzaIPA29tVqK7KIrtgF+wYUC1hhyofg24sCzLuyvrziQPCXAkeYiA4RsIHgt8qyiKfcuyrA0GLgReW5l/HvmOuWG/rxxjLH0FKGrargDeD5xVluVd8O/y9gcA7wQeCOwIfLbLY55Cfr2rXQp8HjivLMtrhhuLongY+Y7H/waGg6dZwNeLovhrqyEPmvgGMBzYXAR8EDi7LMt7K8d7KPm1fCsb3vF2aKWPn2qwz7F4TY8Adq/M3wx8BPgxcE1ZlqlSov6p5Nen+mLJ5uT3jJal+3vseNafU7cC7wV+UJblTQBFUWwGvIDc1+r3tyeS3ycOHLuuSpKk8WTMM+q+GPO0x5jHmKfXjHkkSVLbjHtG3RfjnvYY9xj39JpxjzQgTDCUJG2gUpZ7I/KXsD2Ao4FH1Kz2qbIszxnjrrWlKIpHkb8wVrsXeFVZlj9utE3lrrJzgHOKovgf4IVAwzvNOuzLAuCHwJ5VzWuA15Zl+ZUW280AvseGAec/gIPKsvxjg/6vIpcG/3VRFN+ubDuvsnhv4A3Ap2u2uRK4snK8rdkwQLmyLMtGQXtfFEVxEPXB39eBIyp/27+VZfkv4AtFUXyLPLzBnuSAu9NjvgF4aVVTAt4GfKRBgE5ZllcDHy6K4lTgzKpjzgO+CSzssAu7VP79EvCGsizX1BzvWuB9ldfzV8AOVYvfXxTFTyrrVG8zFq/pcMB5DvDSsizvqenDGuD8oih+Tf5/eEjV4pcXRXFsWZa396Af7Rh+jv8E7FeW5Z3VC8uyvAM4pSiK08h3N+5ftfiAoiheVpblaWPTVUmSNJaMeYx5MOYx5mnOmEeSJE0Kxj3GPRj3GPc0Z9wjqWMOkSxJU9P2RVGkRhOwFlhKvtPm42wYcN4B/Bfw5jHvcfvew/qAC3IJ8r2bBZy1yrJcV5blj8qy/O1oOlG5K+lCNgw47wH2bxVwVvwHGwZSd5L/hrqAs1ZZlmeR73yq9t+Vu+sG1fE1jxcBh9UGnNUqwc4LgL91erCiKDYinyfV/rssyw81Cjhrjnsr+Y6xG6qan1QUxX6d9oMcuL22NuCsOd7fgWcD1UNUzAWO7eJ4vXIJcEBtwFmtcrfmG4Bbqppnki/ojKWbgefUBpzVyrK8D3gJ+S7Kau/qZ8ckSVLfGfM0YcwzLox5mh/PmGd0jHkkSZrajHuaMO4ZF8Y9zY9n3DM6xj3SADDBUJLUjlXAZ4Ady7L8TNmk1Pt4q9zR9qKa5neWZfmnMe7HbuQy5Y+qav4H8NSyLH85wrYBHFfT/I7KXVVtKcvydOA3VU3bseEdTgOjKIpnAI+palpHDsTWjrRtWZbLyBdBOnU0sKDq8e+BT7S7ceVuqBMa7LMTa8h3s434f6ksy6uAj9U0v7ooivmN1h8Dry/LcsVIK5VluRz4Vk1z7dAI/fa2yuvVUlmW9wNvqml+TOX8lCRJU4MxT2f9MOZpkzGPMU+fGfNIkqROGPd01g/jnjYZ9xj39JlxjzQATDCUJLVjJvBG4P+KovjvSln3QfQiNvxsuxP43Fh2oCiKl5HLnG9R1VwCu5RleVkbu9iZDYOwu4FTu+jKd2oe79HFPsbCC2oe/7JS/r0tZVmeTed3tr2y5vGnu7iQcjo5cBz2jMoFg3b9opMLCcAXyQH5sI0Yn9f0z2VZ/q6D9S+oefyohmv1x13U/z9oqizLc6k/l2rPT0mSNHkZ87TJmKdjxjztMebpnDGPJEnqlHFPm4x7Ombc0x7jns4Z90gDwgRDSZqa7gRe22J6M/mundOBW6u22xr4CPDboig2G8P+tmvPmsc/rJTEHhNFUbyd/CV3dlXzGcAzy7K8uc3d7FHzeHE7dxA1sKTm8W5d7GMs1PbrjC728aN2VyyKYlPg8TXNZ3d6wLIs72XDAGUTOguozuzweDeSh7KotmujdftscYfrX1vzeEFvutGWs8uyXNnhNrWvy3g8x5IkqTeMefrAmKcrxjztHc+Yp3PGPJIkybinD4x7umLc097xjHs6Z9wjDYhBvStBktRf95Zl+cV2ViyKYgh4NfBx4AGV5l2AXxRFsXsXX+r6aWHN49o7avplqCiKk4FDa9o/Afx3WZbrGmzTTO2X3HlFUXRakh1gy5rH23Sxj7Gwc83j2mC5HZ1s8xSg+u6z5cDLiqKrau6zah5vA/y1zW1rA8h2t6nuaO1zNxau63D9e2seb9yjfrSj2+e42ng8x5IkqTeMeXrLmKd7xjztM+bpjDGPJEky7ukt457uGfe0z7inM8Y90oAwwVCS1FJZlquBk4uiuAI4n1xCH+BJwLuAd45X36pVSvlvUtPcSVny0fhQzbHXAm8sy/ILXexr65rH+1Sm0dq0B/voqaIoZgHzapqv62JXnWxT+/zOA7p5nRrp5Dm+vov9124zHneWLu1w/bU1j6f3qB/t6MVzPL8oipllWa7qRYckSdJgMuZpizFPF4x5OmbM0xljHkmS1DbjnrYY93TBuKdjxj2dMe6RBoRDJEuS2lKW5e+BL9c0v7Eoio3Goz8NNPrCv3SMjl0b7P4V+HaX++pXIFEb3A2C2ucN4J4u9nN3B+v2M1Dr5Dnuxd/Z6PnrtzQOx+xWr86l8XieJUnSODDmacmYpzvGPJ0x5umMMY8kSeqYcU9Lxj3dMe7pjHFPZ4x7pAFhgqEkqROn1zzeGNhrPDoyYM4DqkvjPxZYVBTFFl3sa+bIq2gU+vn8xsirSJIkacAZ8zRmzDNxGPNIkiRpJMY9jRn3TBzGPZI0xhwiWZLUicsatC0EzuzjMdtNhr+zQduCHvajlW8CXwG+DgxV2p4I/KYoimeVZXlDB/u6o+bxh8uyfEsP+jiI7mrQtjFwW4f7eUAH69Y+v7eWZblVh8frhV78nY2eP623cRfbNDqXfJ4lSZpajHkaM+bpjjFPZ4x5OmPMI0mSumXc05hxT3eMezpj3NMZ4x5pQFjBUJLUiUZlqFvdubW25vH0Lo65oJ2VyrJcQ/2Xw4d1cbyulGX5XeBAYEVV8yOB3xZF8fAOdlUbiGw+2r4NqrIsVwLLa5p36GJXnWxT+/xuWhTFeNyNtn0PtqkNoLWhXjzHy8qyXNWLzkiSpAnDmKf58Y15OmTMM+ptjHlaM+aRJEndMu5pfnzjng4Z94x6G+Oe1ox7pAFhgqEkqRON7hJZ3WL9e2seb9TJwYqimAY8uINNyprHT+vkeKNVluXPgP3Y8O9+MPnutse3uZuLax4/sRd9G2CX1jxe2MU+Otmm9vmdATyui2OO1pN6sE3tc6cN+RxLkqRuGPO0OrgxTzeMebrfxu/jrfkcS5Kkbhn3tDq4cU83jHu638bv5K35HEsDwgRDSVInGgVON7dYf2nN44d2eLwn0llJ9EU1j19UFMXcDo85KmVZng/sxYZ3HG0FLC6KYrc2dvHLmsdPKIpi2171r4k1NY+7ufuwW7+veXxAF/s4sN0Vy7K8Dri6pvl5XRxztF7YycqVc6A2IPpDi03G8zUdFPsVRTGzw21eUPO41XMsSZImJ2OeERjzdMyYpw3GPF0x5pEkSd0y7hmBcU/HjHvaYNzTFeMeaUCYYChJ6sRLG7T9qcX6f615/OiiKDbt4Hiv62BdgB8A66oebwK8vsN9jFpZliXwDOCmmr78siiKfUbY/A/AP6oeB/C23vawTu3dh50E+qP145rH+xRF8ch2Ny6K4tlAJ8MSAHyv5vGbiqKY1+E+Rmvfoig6GdbhaDb83rYMWNxi/fF8TQfFJsAr2l258n/zETXNP+lpjyRJ0kRgzNMGY56OGPO0x5inc8Y8kiSpW8Y9bTDu6YhxT3uMezpn3CMNCBMMJUltKYpid+Cwmua7aPHFtyzLW9gwgJrRYB/NjvdM4OBO+liW5VXA92ua31MUxZM72U8vlGV5Bbls/7VVzfOAnxZF0fQurLIs1wDvrWk+uiiKA3reyfX+VfP4MX081gYqdwFeUdU0HfhCURQj3oVVCRQ/08VhP86GQdmWwNeKoogu9jXcl063nQF8tp3tiqJ4BHBsTfM3y7KsDSyrjdtrOmA+2M6FrqIo5gCfqmn+a1mWi/vSK0mSNJCMeTpjzNMeYx5jnj4z5pEkSR0x7umMcU97jHuMe/rMuEcaACYYSpJaKopiqCiK/wR+DtSWoH5PWZarR9jF6TWP/7coip1HOOYzgB/SXanv/yXf8TNsFnBeURTPb2fjoiimFUVxQFEUT+vi2Bsoy/Lv5MDz8pr+nF4UxWtabHoKcFHV42nAd4uieFMnwU1RFHOLovjPoij+XBTF/BarXlTz+KFFUezf7nF64D01j/cETm5V8rwoio3Jdxx1ekcbZVneAZxQ0/xi4CdFUWzRyb6KonhqURSnAUd22g/g2cDnWwXYRVHsAJwDzK5qvh/46Aj7Hu/XdFBsDfy8VeBZGVrj+8BONYtqL/5IkqRJypine8Y8bTPmab7/HTDmGQ1jHkmS1Bbjnu4Z97TNuKf5/nfAuGc0jHukARAppfHugySpz4qiOJUN7xC7E3hHi01mAQvId8LsATT6In4esF/lLqxWx34YOeiqDiDuIX+h+3ZZlv+srDcL2A04FHgVOdC6A7gdqC6jvudId5oURfFS4LQGi84FTgZ+Vbnjbnj9zYEnAfsCLwG2Bw4ty/LUJvtfDDyzqqnpupX1NyUH7U+pak7Am8qybHhXVlEU25KHJNi6ZtGVwJeARcBl1c9/URQLyK/ZzsB+wD7AnMrijcqyXEYTRVFcxoZ3Pq0BfgYsIZ8va6vXL8vyi8321Y2iKM4AXljTfDnwAeBnZVkuray3NXAg+fx9UGW93wO7Vm13fVmWO7RxzG+Qz7Vqy4GvAWcCfxw+bmX9mcDDgMcBTwdeAGxXWfzGsiw/2+Q4OwB/r2n+A7BLZf6iyt959vBrVBTFQ4D/AN4CbFSz7bFlWX68jb9v1K9pp+d6g+13YMO/va3XphtFUVxH/r87rPo5voX8nvODsiz/VVl/U/Jr+C7goTW7+0lZli/oRz8lSVJ/GPP8mzFP8z4a82TGPBvuYzHGPJIkaYIw7vk3457mfTTuyYx7NtzHYox7JI3SjPHugCRpXGwKfGEU2/8UeOlIASdAWZZXF0VxIvC+quaNgQ8DHy6KYjmwGngAUH3H1grgIOB4Ngw6R1SW5fcqXyg/w4afdftUJoqiWE0Ofjei/m69nirL8s6iKPYGfky+Ywvy3/rpoigWlGVZe1cXZVneWBTFPsCP2PDOrUeSy74DUBTFveTnb2NG97l+IvC9qsczyEFgbSA4rKdBJ/liw3nAE6vaHgN8E/79d04H5tZsdw3wBqDs4pj/SQ7EDqlqmwe8rjJRFMVKcon9eawP4Hvh1eRgeVPyBY/TK8e7m3wH26wm230D+GSbxxjv13S8nQC8G3gysBX5/eAzRVHcRw64a4P5YX8mn4+SJGliM+Yx5qk13t+PjXkw5umxEzDmkSRpqjPuMe6pNd7fkY17MO7psRMw7pEGgkMkS5I68TfgVWVZPr8sy/s72O4DwKeaLJtHvoOuOuC8A9i/LMtFXfWSf9+hsy/1dxMNGwI2o3nAua7bYzfpzzJgf3Kp92rvLoriY022uRwoyIFXs/5sRA5cWgWcl5ED01b9Ox34f8CqVuv1S1mWd5EvCCxusspG1AeclwN7k8+Xbo65sizLQ8nB5+1NVpsFbE7rgHMpzc+zZsf+G/n8/FfNogfQPOD8PHBIWZZtnZvj/ZoOgBXAc4Df1bTPpXnA+Vtg78rQCpIkaWoy5um+P8Y8rY9vzJMZ8/SOMY8kSeqWcU/3/THuaX18457MuKd3jHukAWGCoSSpkdXkstrXAmeR70h7WlmWjyjL8lud7qwsy1SW5THku2kubbHq/eQ7a3YaTcBZddxF5LvAjiKXoB/py/odwHfIJee/MdrjN+jPCuBFQO1z+P+KovhKURR1n8tlWd5TluWrgUeTy+Xf2Mah1gJ/JAf7C8uyfFxZlivb6N8ngB3Jpdp/Sg6k7qGmvHq/lGV5J7AXcDjw1xar3gb8L1CUZXl9D477VXK59WPId8e18/feAJxKvvNy67Isf9bFcZcAjyXfbdVsSIMEXEAeLuL17QacVccY19d0vFWCx2eSg+9W/3euAo4GnlGWZbMLEJIkaXIx5jHmMeZpzZhnAjDmkSRJIzDuMe4x7mnNuGcCMO6RBkOklMa7D5KkKaYoih2A3cmlrOcBdwP/B1xQluV9fTzuJsBuwNbkO5VmkEui30QOcv6v0y/146EoiocBjyfflbcZ+Y7Ae8l3Zl0FXFmW5fLx62FvFEXxGOAJwDbkuxBvB/4C/Kksy74FTUVRbAzsUjnuZuRzdDn5PL2W/PzW3o3Wan87UHPXW1mWUbPOLPL/iUcDm5CD0H8Cvy/Lsp0LDRpBURRBHqJgZ2BLcuD9L+DPZVn+eTz7JkmSJh9jntEx5jHmUeeMeSRJ0lgz7hkd4x7jHnXOuEcaPyYYSpIk9VE7QackSZIkTVTGPJIkSZImO+MeSVOdQyRLkiRJkiRJkiRJkiRJkqQ6JhhKkiRJkiRJkiRJkiRJkqQ6JhhKkiRJkiRJkiRJkiRJkqQ6JhhKkiRJkiRJkiRJkiRJkqQ6JhhKkiRJkiRJkiRJkiRJkqQ6JhhKkiRJkiRJkiRJkiRJkqQ6JhhKkiRJkiRJkiRJkiRJkqQ6kVIa7z5IkiRJkiRJkiRJkiRJkqQBYwVDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSZIkSZIkSZJUxwRDSZIkSZIkSdKkEBF7RESqmRZ3sH3ttqmP3ZUkSZJ6KiKua/Cddofx7pckaWKbMd4dkCRJmsoiYjbwGGBHYCtgHvkmkOXA7cA1wBUppXvGrZOSJEmSJEmSJEmSpCnJBENJkjRhRMSpwMEdbLKyMt0H3AbcClwP/B9wGXBhSmlpb3s5soh4IPAK4EDgycDMETZZGxGXAmcC30opXdPDvlwHbN9k8WkppZf34BiLgWfWNL8tpfTB0e5bktr4bPhSSunoHh7vacBvWq2TUoo29rMHsKiDQ68hf6atAO4kf6bdBFwF/BX4Y0rpbx3sr20jfFY0sha4B1hKTpa/BPgTsCildHWPuydJ3cQJw9aQ36/uAf4JXAwsAX6SUrqjZx2UJEkNNfkMPz+ltMfY90bqjYg4ATi+i03XAvcCdwO3kGPpi4GfppRu7FX/JEmSumGCoSRJmsxmVaaNga0bLE8R8WfgDOB7KaUr+tmZiNge+F/g1cBQB5tOB55UmU6IiB8Ax/e7v8BLI+JDKaWL+3wcSeqnl0XEMSmlFT3a36E92k+nZlSmecBmwMNrV4iIW4CzgdOBX6SUVo9pD9ebDmxSmR5CTqY/gvy5ex7w6ZTST8apb5JUbQawaWXaAXhqpX1VRPwMODGldOk49U2SJElTy3RgQWXaHnhKpf1zlVj6fSml88ena5IkaaqbNt4dkCRJGkcB7Ey+o/TyiDgvIvbt+UGyY4DLgcPoLLmwbnfAS4CLI+KEiJjegy62OpZVBiVNdAuAA3qxo4iYB7y0F/vqk63I1T9+ClwbEf8TEXPHuU/VAtgH+HFEfC8iNh3vDklSEzPJ1cbLiPhIn79zS5IkSa1MA54FLI6IUwcszpckSVOECYaSJEnr7QWcExE/iYgH92KHlWSU04FPkKtONXMf8GfgfOBX5KHZ7m6x/kxyYuTZEbFJL/raxL4RsWcf9y9JY6FXVQdfAszv0b76bVvgw8BfI+KAce5LIwcBv4+Izce7I5LUwgzgv4FvRYQjwUiSJGm8HQycVbnmLEmSNGa8MCZJkia6i4HXNVk2DZhNTuzbGtgOeBywK42HTB72PGC3iHhlSumcbjtWudBzFvCMJqvcBZwMfA8oU0rrGuxjJ3L1lCOBRkmP+wC/ioi9U0p3dtvXEXwQ2KVP+5aksbBPRGybUrpxlPsZi+GRXwT8q8myWeTPtc2BBwKPBp5IrsYbTbZ5MPCjiPgU8N8ppTU96udXga80WTY85OiOwJ7A/uShnmo9HPhJROyRUlrZo35J0rBWccKwucADyO+nTyNXhml0vfRlwN+Ad/WygxpMKaVmn6mSJEndupl8jbeV2cDGwCPI16+fW2mr9Uzgi8Cre9lBSZKkVkwwlCRJE909KaXfd7pRRDwWeCXwn+REjVqbAT+NiJellH7Yxf6nAd+neXLh54B3ppSWttpPSukK4IqI+ChwLHAC9UMsP4F85+oz+5Sg8ZSIeHFK6Qd92Lck9cMFwFOrHk8DXgO8v9sdRsRDqX9P/y05IaWXLk4pXdfJBpWhhl9E/kxrlhD+JmCbiPiPlNLa0XURgBvb/Pz9REQ8BPgC8OwGy3cFXgt8sgd9kqRqncQJPwKIiG2BzwIvbLDOcRHx9ZTS33rVQUmSJE0ZKzu9hl2J9T8IHNFg8asi4isppfN70jtJkqQROESyJEmaklJKl6WU3gbsAJwIrG6w2gzguxGxexeHeA+wX4P2lcBBKaU3jJRcWC2ltDKl9H7yHaqNKhXuAny6i342ck+DtvdGRKPqU5I0iC4Dypq2g0e5z0OorxJ46ij32RMppTtTSl9JKe0KPAe4tsmqL6V3nxVtSyn9nVzF8BtNVnm7wztJGgSVSrcHAt9psHgmo/8skSRJktpSifWPBD7UZJVGiYeSJEl9YYKhJEma0lJKy1NKJwC703hIyiHgtIhY0O4+I+LJwFsaLFpLTi78fhddBSCldCF56LblDRYfGRGNqkN16uPkvlZ7FGMzNKgk9cqpNY8fERFPbbTiSCpVaWuTSn4NXNPN/voppXQ28HjgzCarvC4iXjKGXQIgpbSO/OPHVQ0WbwHsO7Y9kqTGUkoJeANwd4PFB4xtbyRJkiTeRePrD8/zhnBJkjRWTDCUJEkCUkolsAdwe4PF2wLHd7C7LwCNLu68L6X0k857t6GU0kXA65os/nxE1A6h3KkrgVMatB8fEbNHuW9JGivfJleNrXZIl/vaC3hwTdupXe6r71JKy8lDJp/RZJVPjkfFwJTSSuADTRbvM5Z9kaRWUkp3Amc1WPSIiKitZitJkiT1TUppNfC9BoseAGwzxt2RJElT1Izx7oAkSdKgSCldFRGvAs5usPj1EfHxlNINrfYREQcACxssuhJ4/+h7maWUvh4RhwB71ix6KLnK1ldGeYgTgFcB1QmF2wJvBD4yyn1LUt+llO6KiB8DB1U1vzQi3pRSuq/D3dVWcF0OnA4Uo+ljP6WU1lU+0y4BHlaz+EHk9/MPjnW/gJ8Aifrhpp8yDn2RpFYuBl5R0zYEbEbjm5JGVElO3B54NPm9eGNgDrla4p3AzcCfUkr3dtnndvowVDn+TsCmlT5MB+4jf77dBFwHXJNSur8Px58DPBHYEdiS/PffBdwK/AMoU0q11dQnpUqV/CcDDwcWACuA24BrgT+klNb0+fhDwM6V428NzAXuJb8W/wT+WLk5QJKmlIiYDzyJHEdtBswC7ie/P14JXJJSWjV+PRxcle86jyR/19gOmA+sAm6pTGXlRo6x7NM2wBOAh7D+e89S4IKU0iVj2ZdRurhJ+9bAjaPdeUTMIH8veCTrvxesIn9HvZb82t0z2uNMVJXvTQX5O/TmlebbyN+dL+jz9/cHka+Z7ADMI39vvxn4c0rpsn4dV5KkWiYYSpIkVUkpnRMR3wb+o2bREPBa4O0j7OLNTdrf0IcfZ44G/kp9Ver/xygTDFNK/4yIzwD/U7PorRFxUkqp0ZBxkjRoTmHDBMONyZX9vtnuDiLiAcCBNc2np5SWDXoRq5TS8oh4HfCLBotfFxEfGeskjpTSHRFxHfnHnWpbjmU/JKkNS5u0d3Q9NSIeB+xPvjHoqeQf2ltZGxGXkBPZP9+LHysjYhrwQvKNSPuREyVGsiYiLgV+C/wA+G1l+Ohujj+TnKz5KuCZ5Niqmbsi4hzy3/6bbo43WhFR93emlNr60K98xm1f0/yQlNJ1VevsQY6znkXz5+KeiDgTOCGldG07x26zf9Xnwr7kBM9mlkfEucDJKaUf96oPkjSIKslVryDfXPYMGo9MMuz+iDgbOCml1Ogm5VbHeSH1lea/nlI6uIN9PB9o9L78x5TSLh3s5+HAVTXNZUrpye3uo2pfTwaOAA4Atmix6tqIuJBcje9L3SZqjvRZXRmB5TDgSHLSXCOfAo7p5vjjZGmT9lH91l/5XnI08Dxy8loz6yqv3dfI52xX17nb+a7U4f5OJX+vqXZoSunUXmwbEQ8DjgNeRr6m1MjqiPg18O6U0q/b6vjIfQvye9Ix5BtSmq13E/BV4JNjnbwrSZp6HCJZkiSp3onk6kq1XtNqo8oFh2c0WPR/KaVze9Gxaimlq4BfNlj06IjYrQeH+AD1F682Bd7Sg31L0lj4Bflu8mq11QhH8jLqf3xvNIz8QEop/RL4XYNF21FfBXes3NagbfMGbZI0nhY0ab+rnY0j4siIuAz4M7li7LMZObkQckLDwso210fEm9o5Xot+PAH4PfBDcmJZO8mFkH+sXgi8Cfg18IUuj38QcDVwKrAPrZMLATYBXg78OiJ+EBEP7ua4gygiNoqIbwGLyEmnrZ6LjYFXA3+NiGN6dPy9gL+w/lxolVwIOcnghcCZEfGriHhsL/ohSYMmIvYm38D7dXKM1Cq5EPL754HAzyPitxGxUweHOx9YV9PWaVy2d5P2hRHRLAGq3f38qpOORMSOEfEz4I/kBMNWyYWQn9unAZ8GroiIF3RyvDb7tDtwGfA5micXTkQLmrR3lVRWee3OJX8veRmtkwsh5xQ8FTgJuCointfNcSeKyN5KPpeOoHlyIeTvdHsD50fENyo314zm2NuTb/L5Fi2SCyseCLyL/J3xuaM5riRJIzHBUJIkqUYlce/8BoseFBFPbLHpC5u09zMR5eQm7bXVtjqWUroL+HCDRW+qDC8iSQOtUp3vGzXNe3aYrFCbkHgtMC4VlUbhpCbtzx/TXqw32KUfJSlr9L3/mg6qtbwGeMwo+7AJ8MmI+FpEtJsY+G8RsSf5x8mOKxE1MLvDY8+OiK+RKxRt1+UxXwT8ISImfHJARGxFTvivrZQ/kpnAJyLif0dx7GkR8UHgPPKwft3YE7iwkoQjSZNGRLyDfPPuw7rcxVOBP0XEi9tZOaW0lPqhbrerVBNs115N2qeTKwWPZj9tJxhWbiK4hJw0340dyUnsPbuRuVIh8leVfU82jb6brgD+3umOIuI5wEU0T1YdyYOBn0TEB7rcfqBFxHTg2+Sb7zv9Dv4q8nMz0k01zY79BHLC7u4dbrol+f/Tq7s5riRJ7TDBUJIkqbEfNWlvdVfxs5u0f3uUfWnlDOC+Bu3N+tKpTwH/qmmbC3T9A5c0IUQEEbsTcQwR76r8uzuDPiauGjm15nFQPwROQxHxKGDX2v11O0TkOPox9VUyYPwqGDaqVnj7mPdCkpqIiE2A5zRYtLgHu19L/iH4InLFmF+Tqxw2+k4/7DXAJzs5SERsR37/b1aNZhVwJXABcC45+e1yoBdDMs8BfkLrCvB3AZeSkwBK4NYm621NrgazcLT9GkfzyVWVaysALidXxVlE/iG5UYXfYSdUhjDsSGVI5FNpXYV+WaUfi4E/AP9sst584KyI6DaRRJIGSkS8G3gvzW+Aupv8Gb0YuILmn9VzgdMi4iVtHrpREl9biV4RsQX1nyfd7CeAPWqaV9PmzXQRcSRwGs2rM68B/o/8PeM3wN9oPFoMwAcj4r3tHHeEPi0Evkt9QthS8uu4qPJvW9WoB0klWe2gBosuSCmt7nBf+5GvJzeryLeS/B1xMTkZtlWFxLdGxKc6Of4EcRK5ona1NeTn5Tfk8/q6FtvvC7y904NGxEOAc8jJgo2sJv9fOp8cS9xRs3w68NWIeGqnx5YkqR0zxrsDkiQNigi2IldX+I+Uml5Q19TR7I7dhj9sVS7MPaXBoptSSjf2rFc1UkqrIuIS6u9qfGxEzEspLR/l/u+rXHCtHRLtPyPi4ymlv41m/9LAyRdtDwOOA7Yix0wzyT/CrwFuIeLDwMl0eBFX4yOl9H8R8Xs2TBQ8OCLe20aiYG31wnXA13rawTGQUrorIi6m/jNsp4iYk1K6f6z6EhGbAzs0WNQqqUIaNyeeeOLN5M+Darccf/zxW49Hf9R/le/1n6LxMHRf6WKXa8g/RJ5J/jHy8kbvu5VKKTuTk/KOICcrVDs6In6ZUvphm8f9KPU/+ifgO+QfTX/X6Afpyt+/Azm2eR450XKzNo857LPk4ZBrLQe+RK4ufGnt53BEPAl4M/BKNkz2eADwnYh44mjjm3HyOeDxVY/PAj4G/DaltGq4sfLc7wa8n/oKVAGcFBGPSik1ummgmXeQh1qutZr8OnwZKFNKazY4WMSjgaOA17HhUM4zga9HxONSSrU3oknShBER+wLvbLJ4EXlEj3Or3x8rCfQvAI4HHl2zzXTglIi4OKV0zQiH/xXwPzVtewFfbKPre9K6Inyz6oa1Hkf9cMZ/SCm1uuEBgErC+xea9OM88k0Ri1NKy2q22wp4Bfl5r/1u8faI+HVK6RftdL6Jr7NhxeXvkD+Df18Z3aC6L8+g+ZDDg+h4GlfZ7Oi7aWVEmm+SP89rXQucCPwopXRv1TbTyN9LjgUaDcH7XxFxQUrpe530ZYAdCjyj6vFlwPuAn6eU7q5eMSJ2BN4KHE79/4d3RMQ323g/GN5XkK83NUouvA04ATgtpXRHzTZPA/4fcECleYg8mlLH1c8lSRqJFQwlSVrvWHJA9v7x7ogGwv+R79is1WyYsx3IP3zVKnvVoRaWNGibRv6Bshe+Qr47stoM8l3e0uQRMZ98MfxjwEPJFX9mkS8Szqo8fijwceC8yvqaGGqHqt8ReHqrDSqJHrU/yC9KKf2jlx0bQ5c2aJsOPHKM+/F8Gv8Q9ccx7ofUrtrkwmZtmgQi4oHA6TROyPp2Sun3HezuNuDdwANTSnullD6VUiqbJXWnlNamlC5KKR1D/tG/0Xf890cb1ZQj4gGs/5Hx34cAXppSemVK6fxm1W5S9veU0mkppVcDDwIOAf4y0nErx/4P8s0atX4HPDKldGxK6ZJGSf6Vv//V5KEWaxMJHw58pJ0+DKDhH6nvB16cUnpuSulX1cmF8O/n/nfk5JBGNzQ8HHhWuweNiKeTExJq/R/whJTS4Sml39cmF1b68tfKubgb9dUlNwO+2m4/JGnQRMSm5Bix0Wfq/wP2TimdXfv+mFK6P6V0GvAkGid2zQe+UYklW/kNOdG72h7tfMZTX6Fwac3jx1aqHHa6H2hjeOTKDWPfov735buBA1NK+6SUflqbXAiQUrolpfRJ4FHkirkb7JqcoLmgjb43s1Pl33uBZ6WU/iOldEFtcmGlL79OKf14FMcaExGxICI+T75hoNYF5CqSnTiZxjeOfBt4fErp69XJhQAppXUppUUppecBR9J4dIQvRsSDOuzLoKpOLvwAsHNK6bu1yYUAKaVrUkpHkG8OqjUE/GcHxz2SxtepfgM8JqX0+erkwsrxU0rpNymlA8mJkcPn+sPJVcAlSeopEwwlSQIi2Jh8Z/404KCIMf+xXQOmchGx0R2G2zXZZMcm7Rf3pkctNTtGoztbO1Z5Lhrd1X1QpcqINPHlyoVnkav1NBtKcNjcynpnVbbT4DuN/KN+tdrqhLX2A7apaatNVJxI/q9Je7PPtZ6LiFnku/sbOXes+iFpytg4InYdYdozIg6IiLdGxE/JQ529uMG+LiD/6NeJF6WUjk8pdVyhNaV0LTmRrPYmn0cCz25jF3tQX5nm6yml73fRl5Uppa+llD420rqVxMbayueQK0HtkVJqa6SAlNLZ5ApRtT9gHxER27azjwG0Dnh+OxUoKxUKj6L+9Yec7DmiSnLLqeSbCapdDuyaUrqinf2klJaQq2XVVrR6TkTs0s4+JGkA/Q/wwAbtx6WUPjFSpfuU0gry94LvNFi8G/CyEbZfTv0NVluwYbXbZmorFH6ODWPdaLBOO/uBNhIMyTdk1j53y8if82e0sT0ppdvJCY61n0UPJH/+jcYa4DkppUGML2e18d30mRHx/Ij4fxFxOnAT8NoG+7qSfNPCSKMy/FtEPJt8naPWj4HXtFMlOqX0ZeD1DRZtQuObGiayE1NKb2+ncnRK6avkytC1Dm7nQBExm8ZFLy4jf38cMZ5IKZ1K49dGkqSeMcFQkqTsaNbftTqTfLFEajTk06aVBIlaze7SvKWH/WmmtqLEsF7eOXo69VVUAvhgD48hjafDyFUI2h1CZBZ5uNmRktQ0ACp3mv+opvklEdEqmbT2tb0HaHdYykHUbBjDRj+s9VxlWKWTgEc0WHwH8Mux6IekKeWJwIUjTL8ifz58gDzkW+2NA8vJP/bt3enQvJ384Ntk+7uAYxosemUbmzdKHv/ZaPrTpqOBjWva/kX+AbxhxcRmUkq/Ig+xWG0G+cbAiejDKaXz2l05pbSSPDxnrae2uYuXkCtvV7uf/CN1XQWeEfpyBY1vEHhTJ/uRpEFQuabXqKrY4pRS25VyK5/zR5ITwGq9oY1dNErma5kYGBHbUX8z8VnkGyE62c90NqzSBvkz4sIRttuWPMRxrSNSSpe02rZW5XvVf1B/M8Hr26gA2crHUkq1z8eg2JqRv5suJif8fYz8WT6nZh+rgC8BT0kpdXrNudF5eSdwWKMqj82klL4I/KTBoldGxCYd9mlQXUCuRN6J9zRo2yYiar+PNfISYNOatgQc2sn3tpTSl4Cz211fkqROmWAoSZryIhiupjO30jQd2DOCYvx6pQGxtEl7o4SU2osAwzr68aZLS5u0b96rA1QunL6twaJnRUQ7d0ZLgysPQ3QcI1curDUXeAvtDWOk8XdqzeP5wEGNVoyIzchD+Vb7brNhLSeIpU3aOz3vOxYRO5ATW17TZJUP1g7DJEnj7HpytZgHpZTeUUn2Gg9nU38zUTtV42qT/CAnyvdN5KrOb2yw6IRKsmQ3PgzUPveHdLmv8XQf3Q3v/H3yj8vVtmtz6MtjG7R9MqX09y76AfkmgdpEhpdExPwu9ydJ4+UgGl8v6zhpujIM8NsbLNotIp44wuaNEgwbDVtcrfb62zJyJcTafY20n4L67woXpJRWjbDdf1F/M8aFKaXvjrBdQymlS6lPVNsO2Keb/QErmLw3Qt8GvAV4cErp6JRSR9/rImJ7YP8Gi06sHXa3TcewfjjeYXOZmN/TGnlPO5ULq6WU/kbjUYYWtrF5oyGWv5NSKjvpQ8X/62IbSZLaMmO8OyBJ0gB4FfUXR+YAnwZ2H/vuaIA0SySpvXu0WRuMTYJhs2M061NXUkq/jIhfUX9B84Pk4WKliWo3YKsut92qsv3vetcd9cl5wA1sWNXpEOoTDyFXh6odWrLRehNJJ59p7dg2InZtsmwGeYikHcnDKu5P8+sPS4DPdtkHqadOPPHEm6n/PFhJfXXblSeeeGJt0s8txx9//NZ965zG2vbAp4BnR8RHx6sSTkppXURczIbDIj88IjZNKd3ZYtOlDdqeApzTy/7VeBr1FdTvAb7W7Q5TSrdExLnk6pLDtomIHVNK13S733HwoxFer4ZSSksj4hrqq1U9nJxo0FBEPAR4cu3uGMXnbUppZUR8nw2H3hsiJ7y2XZlRkgbAvg3a/phS+nOX+zuNXHF3QYPjNEo2GnYhOUarjseeHhHTW1STq00c/HVKaU3lWl21HSPiwSmlf7S5H2hveORGQz9/po3tWvkm8MKatqfR3XeWM1JKS0fZn0G1Bbmq9rMi4hMppbM63H5v6osOrQS+3k1nUkrXVr6jPbtm0b7AJ7rZ5wC5MaXU7XfmJeQq6tUe3mqDysgajSpUn9xNB1JKf42I3wPNrtdIktQ1EwwlSR2JqLt7frIKYLfJ+PemhJW22tes2nOj86LZ8B1jUe2k2TFqk2N64a3ku6OrPTkiXpJS+n4fjqeJIGLSvVd2YB5wARO9iGFKE/wPGFklSeNrwDurmgn5FCgAAB+0SURBVJ8REQ9NKV1bs3rt8MhXppRaDhc1AXTymdaOwyvTaPwdeG5KacUo96MB0CDhbrKoTS5s1rbVRH8Ojj/++En/WdChmcABwAER8W3gDaOoxDcajRLJHkoe0q6ZKxq0HRsRZ6SU/tKbbtWpHWoR4KweVH/8LRsmGEK+EXAiJRj+ZhTbXk19guEDRtim0Wvxh5RSo2E8O/FbNkwwhPxamGA4wcXUjucmhTQF4rke2q1BW1cV+ABSSisi4kfUx5CNjlO93cqI+B0bJvttTE4Q/32TzfaseTz8/luSbz6u/nzYi+Y3yTUaiaRlgmGlAt6Da5pXAT9ttV0bftugrdsb/heNpiMTwHRydcd9IuKX5KGNb2xz20bn4zmjTMj8NvUJhrtERFRGwpmoGp2T7bq6QdtI39sK6n9XuJPRnc/fwwRDSVIfOESyJElSc41+PIY85EY7bdB4eLJea3aM5b0+UErpT+Shumq9NyKaJVlK0qA4teZxAAdv0BCxM/CEmvVO6V+Xxkwnn2lj4Qxg15RS7XCLktQr56eUotVE/jFvAfAQ4PnAh4B/NtjXfwAXRES3FY+JiKGI2D8iToiIH0bE5RFxY0TcExHrIiI1msgV92stGOFwFwK1yZAPAP4QEe+vJAn02tMbtHUzrFut6xq0Pa4H+x1Ll49i20ZDII4UY/paSFIDEbEZ9UnbUH8jbacaJQS2TDCsaHuY5Ih4BLBto+0rFQ9/3eZ+ZlGfwHcPI39ONPpsuSqldO8I27WUUrqZ+pi028+Wi0bTlzFwfRvfTaeRP+e3IyfvHQ/8rcG+ngX8MSIe2eaxd2nQ1o/zfhPgUaPc73gb6+9tjUYFurjTIZprLBnFtpIkNWUFQ0mSpOY2bdLeKHHvvibrjnSXYi8saNI+qot8LbwTOJAN7658JHAY8OU+HVOSRi2ldE1E/IYNfxw5OCJOqLrDvrbyxFrgG2PSwf5q9pm2bEx7AYuBz6SUfjjGx5WkOpUf7u6uTNcBP42IdwJvAU5gw2unjwbOjohdUkqr2j1GRGwDvAN4ObBZb3reOsGwUhXp48B7ahbNAd4GvDUilpCHH/w18PuUUqMfRDvxmAZt0yNitNVTGiV1NvtMG1SjqXx5f4O22SNs0+i1WNOD16K2chVMvNdC0tTW6H0sAZeOcr+NhkLeMiJmjVDJt1GC4V7A+5q0V7udDft9HvlmiWbrD9uNDYdlhjzUcrNhmYc1+my5swefLZCvs1Z/tm3S5X7areY3sCrXJe6tTDcCvwDeHRFHAh8nj6IxbBvg3Ih4fBtVthvdXHLJKLv7N/L1hPk17Q8G/jrKfY+nsf7e1ui1Ge170mi3lySpIRMMJUkdmUzD60awJ/Bj6oPgWjcBO6TE6v73SgNmmwZtdzS5OHhzk30s6F13mmqWxDjaHwkbSildGREnA0fULDo+Ir6ZUmp0MUWT2UQfjilid/JF23kjrdrAcmBfUvpdbzulPjqVDRMMtycPNfWriBgCXlmz/i96MKTgIGj0mQb5e06vrSV/Bt1N/uHrEnJFjPNSSo2GDNIkMBmG1x3tEMeT4TkQpJTWAO+LiJuAk2sWP4F8s83/trOviDiaXBWx11XN2/nO8iHyMHrPbLAsyMOxFeTkx3URcRk5CfxXwLkppU6roTdKNPtQh/sYzbEGWa8ry4/0XtMokfWYytRrE+21UAMOr6sppFHi2rKU0mhvumoWU21C8+uFkGOke4GNqtp2j4jZKaXaqn61CYOLa4ahrU1WfGBEPCql9H8j7KfRto00+mx5Brlqcq/NiIiNu7j5oS/XQQdBSumkiLgO+Bkb/ra/LfAp4DXNtq2MOLNRg0X/GmWfUkTcTH1V0G4TRAfFWH9vW9Cg7dbRHDCldHdErAJmjmY/kiTVcohkSdJU9l7a+2FmY3JlNk0hlSSThzZYdEOTTZq1P7w3PWrpEU3a/97HY55I/V2ZDwLe2MdjSv1yIdDtMK03058L6uqf71F/wXi4auHzgc1rlk2G4ZGh+TBFzT6/RnJii6GdZqSUNk0pPSSl9OSU0hEppS+ZXKgJoNFnQaMbSxq1Odz3JJNSOoV8A0KtN0VEox9pN1CphPgFep9cCCP/UElKaTWwP/DNNvY3DXg88F/kIexviYhvRESjIdvqOxMxn7H9AXMsqsRPZGOZ9OdrIWkiWdCgrRdJac320TLRqnJTQ+3QxrOpGcI4IoJ8U1y182oeX0Z9UlKjZMJGQye3k2A41gnlHX++pJSajS4zKaSUfkH9zS8Ar4yIRtewhz2Axt8d+3XuT/QEw7G2oEFbL0YlmrQJt5Kk8WMFQ0nSlBTBE8nVJ9q5S3s+8IEIvpFS02FwNfnsROMfyS5rsv5fycOq1J5TRS871cTCJu2X9+uAKaV/RsRngONqFr01Ik5KKS3t17GlnkspEfFh4GN0VsXwPuDDbFg1QAMupbQsIn7Ahnf4vygiXkf98Mh3kqsdTwZPaNC2BrhyjPshDazjjz9+69q2JlUNZ1mtcMr4LLBvTdvGwIvJFXEbiogXUT888bA15GHLLiQPy3wD+UfEFZWp9px7FzlRsGOVH9pfHRFfJlde3Jv2bjifB7wKeFVEnAkcnVJqVYFpQTf9G4XpY3y8iWbBGB7L10LSRFI7NDA0HtK0U832MbeNbX8FPLembS82TPp7PPU3wm2QFFipJrcIeFnNfj4//KByQ8CTa/ZzO/DnNvq5oI11esnPl8Y+CxxZ0zaNfH3jhCbbNDrvoX/nfjvnvdab1aBtVQ/222p4dkmSumIFQ0nSVHUi+Y7Qds2iP8MJaXA1uqMXYEmjxpTSvUCjykyPr1RD7KdGCYargb/1+bgfBJbWtG0CvKXPx5X64WTgItq/ALeCPJzRZKluN9XUvm5zgTcB+9W0fyelNOEvykbEZsDODRZd3mDoLUnSeuc3aX9Gsw0iYg7w8QaLVpOr6D8opVSklN6YUvpYSul7KaWfp5QWpZQuTCn9vnoC7hrtH5FS+nVKaV9gB3LF8R8Bd7S5+QuBSyLicS3WWTO6HqrHfD0kqbFGFb3m92C/zSob393Gto2qB9Zek6ytRHhjSumqNva1Z6X64bCnA7XXKGuHWm7Gz5bBcBmNv8M1/W5K80p2/Tr32znvtV6j52vEault6EcVdUnSFGeCoSRpyolgR+BZdPY5OBd4e4Ql/qeQA5u0L2qxTaNls4Bnjr47jUXEw4CHNFj0+8qwaH2TUroL+FCDRW+KiG36eWyp59YPI/hHGLFa7X2V9Z5Ln/+fqW/Op34Y+ROor/I/WRJID6Bx1eZWn2mSNOWllO6h8Y+yj2yx2fOA7Wva1gL7p5TelVKqHb5wJD2LQVNKN6SUPptSehGwBfAY4LXAd8gVjJrZCvhZRDQbrrDZD9f7p5SiD9Me3T4HU0Sj1+N1fXotdhjrP06SRmFpg7ZeDPXeLJGnnZsELqU+YayIiOoEo9oEw2ZDGtcOm7wpG1aybzRkcjvDI0Pjz5bv9emzJVJK17XZrymlkgz6zwaLmn43rdwUv7bBon6d+6O+OaZD/b6xv9+WNmgbVXJgREyjNwmkkiRtwARDSdJU9Ha6G2ZhOnlYKU1yEfFo4GkNFt2QUrq0xaZnNWk/bPS9aqrZvs/s4zGrfQq4qaZtDnD8GB1f6p2UlpErBbwZuBZYTq5ouK7y73LgmsryfSrrawKqXJT/Wk1z7XeDv6SUGlatnYCOaNL+kzHthSRNTI0+7zdrsf7zG7R9KaV0bpfHrx0SsSdSdkVK6Ysppf8gJxE+E/gmjX+E3g44tsm+7gPubLCo1fOk/rmhQZuvhSQ1TnyaExFbjXK/OzZoSzROHNpwpRybLq5pnkHlZuWImE59dbraRMLhfV0D/KOmee8m88P+f3t3Hi1ZVR1g/NvQDMooDciQRETUgERpFWQMiDjRQW0HFAEJUaOAIwZEBVtwwKw4A62gEVED6EJAQIMEBBlsMCqDiNBiZFIGBRtBaOiGnT/ObXhWnXqvpn5Dv++3Vi0W57x7andVvVf33rPPPt0mGPrdMnn0em4K9c9ibcF61yJiFeBvKl1jJRjWqmG2LvbsxToDHDsZ1CpSPn3AMTejvshUkqSBmGAoSZqOnk9/K9tWBXYZbiiapD7Sob01GaXVudQn1uZExNCrXzY3Gffr0H3WsJ+vJjMfBI6qdL05Iga9GSKNv8zFZJ5AuRn3EsqW33Ob/74YeDqZJ1i5cLlwEmXSp5OvjVMcy1REvBx4QaXrZjpv/SnpcXd22ablV+08/qFRfv65lbZv9vPEETED2LKfY3uVmY82WynvC2xN/XO+zyhD/KrS1lrJUePD90KS6m4EatfyswYct3b8gsysJezX1JL8llYb3Jr2ambVBMMOY+0KEBHrAM9p6ftdZt7QZYx+t0wevZ6bQv39G/RzvyX1xMDrxjjuvkrbINX2Nh7g2MngmkrbVgOOOejxkiRVDbIiQJKkKSmz7WaK9JiI2B3Ys9K1GPjiaMdm5kMRcRKlutlIqwJHAAcPJcjHHQRsVGm/IDN/PeTnGs1/UqqZjEwonAF8nPprKU1+pYrAj5uHlkOZeVNEXAS8sNK9hD6TQSaTiFgdOLZD97E9THhJ09bcuXM3mOgYNHEiYmNKde5WoyWZ1qogXd9nCM8FntjnsX3LzCsj4gDg9Jaup0bERpnZWsEc4HJgh5a2XSjXBBpflwN7t7TtMgFxSNKkkpmLIuIqStLeSDtTFg33a+dK2/wejh8twbB1W+MFmVnbInepC4B/HvH/O0XESpTvgdaiMxf2EOPllbbNImLjMeLREEXEytQTO8daADWf9t16ap/bXtSOvykz7xjjuHsrbX1dc0XEmsCz+jl2Ermi0rZ5RGzQxWvZSW07dEmSBmYFQ0mSpEZE/D3wjQ7dX+gwkdbqU8CiSvu7IqJWzaQvzWTnxzp0f3JYz9ONzFwCfKjS9dqIeN54xiJJPTqxQ/v3MvOucY1kyJoqtycDm1a6bwXmjW9EkjQlvbRD+29HOWbtSttf+nz+/fs8bhjOBh6stHeaAD6n0rZjRCyTLZ41qtp7sVlEjEs1TEma5GqJf3tFRF/biTbfcy/r8nmqMvN6oPWe47ObsVsThUarXgjtyYqrA9tUxqn97GgxXkupgt9qTrdjaCh2pL74ZLRzU6h/HreNiNr9gm7t2+XztKrdX/+HPmOYzRTPdcjMG4E/tDSvALyhn/GahOLXDRqXJEk1U/pLV5IkaVgiYhvgImCdSvctwEe7GadJQvxcpWtF4MSIWK3PEB/TJI18BVij0n1ZZp4/6HP04TTgpy1twTgnO0pSj04D9qg8WivRTilN5cIzKP+Wmndn5gPjGJIkTTnNOfe/dej+3iiHLqy01aqOj/X8G1CfuB0XzSKiWoWZFTsccjHtiQerAocMMy6NLTNvAi6tdB0xzqFI0mT0nUrbU4BX9TneQcBKLW2LgbN6HKe1mmAALwe2b2kfNSmwuS/ZWjl5VwZMMGzUFmUf2lTV0/g4rEP7aOemAP8D/LnS/u5+goiInalvw1v7/Wp1ZaXtxf3EAbynz+Mmm5Mrbe+MiFX6GOst1Oc3JEkamAmGkiRpWouI1SPiKMoETG07s4eBPTOzNrnWyZFAbYviZwPfiYjaNmtdiYgVgC9RXx29CHhzv2MPIst2sh+odO1G/YaTJE24zHwwM8+pPMZa/T9pRcTuwDV0Ti78QmaeMY4hSdJUdSyweaV9IWWStpPbK221c/exfBkYeHFSvyJiDWC9Sle1qntmPkp9odW7I6J162Qte5+utL0uIqxoI2lay8yLgV9Uuj7T6/26iNgEeH+l67Q+tjatJft9ABgZU9LdtsatY+1F+znN/2VmrSLhaObRXt34b4HP9DiO+hARh1FPxFtCWWDYUWbeD3y90nVgrxWOI2IGcEyl61bgzC6GaF2gDrBrRDy1xzgOolTnXB6cUGnblPrfl44iYj0673gkSdLATDCUJEnTUkRsGRFHU7aQOIL21cZQVhzvmZlX9DJ2Zi4C9gRq1aFeClzU3ITsSUQ8CTidshKx5oOZeUOv4w5LUzmxtlXLWuMdiyRNJxExMyLeEhFXUCoXdLoxfwpw8PhFJklTT0RsFhHfB97e4Uc+nJm1rYOXuqTS9v4mYa/bGI4G/qnbn68cf1hEzO53u8fGQbRXK/w99QTKpeYBN7a0rQKcGRFbDxALABHxnIhwK8YuZOaZlKqSIwVwUrMYYSAR8bSIeNOg40jSBPl8pW0T4OSmgvGYImJtSpXCWlJibfyx1BIMW5MCr87Mu/sYq7ZgotfqhWTm7cCnKl0HRcTcAc87iIi1I2JK7yawLETEhhHxNeDoDj/yhcy8tYuhjgUeaWmbAZwREbVF97VYAvgq9S2Nj83M1vFrLgHubGlbETiuWVjfTRyzqX8Wp6TMvA44t9I1NyJe080YzU4W38PqhZKkZWjGRAcgSZI0oDUjYtsOfUGZ0FoN2AD4O2BLYDtgwzHG/SPwxswcrTpJR5l5VUTsA3yb9nOubYBrIuI/gOMy857RxmpWUO8HzKX8O2qOz8zP9hPrkB0G/ITy2kuSejer2RazZiXKdpPrUbbb3ByYBTyHsRcQfhY4pMsb/pK0PBjtOmGpANYAnkSZKN2peXQ6l72UkkQ3mu8CB7a0bQKcHRGvzcw/dgwmYial8tx+I5ofofO2xJ1sS5mEvjYivkyppFStPFiJISgLmo6qdJ/aVCqsysyHm6Szi/nra6B1gcsi4kjgmMysbdHXKZ61gdmUSu0vBI5njCo9esy/ULYhHJnc+gTgnIj4PPCJzPxDt4NFxBMpC+beBLyCUsmzVg1Jkia7Eyl/y/6xpf1VwOkR8a+Z2ZoA9ZiI2AL4Jp2TrHpaqAxle/uI+C2dF4tBfVFvzYXAo4x+jdhzgmHjY5RFELNa2j8CbB8RB2fmL7sdrEko2wF4A+X8Zwbl2nV5tEoX56YAqwNrU673t6NULew0n7+A8tqPKTNvaBaxHN7StRlwYUTsk5k/73R8s/B9HuW9anUlXb5vmbkkIr4OHNLS9XLg6xFxQGbe1yGG1ZrjDufx8+MHgCd289yT3IHAtfz1v2UF4JSI+ChwdGYuqR0YEVsBJ1F2T4Ly+/8w5f6RJElDY4KhJEma6mYB84c85lnAO7pc/dlRZp4REXsB/wWs3NK9BmXS7oMR8UPKJNwNwD2UmwBrUW7wbE+ZxBmtCuDJtE9iTojM/GlEnAa49ZYk9ef0IY93M/DOzDx7yONK0mQ37OuE+cDuYyVqZ+Z5EfG/QGvFvp2B6yLiOOD7lHP/BylJ40+nJGztB8wcccwC4Gr6P7feklJF6bMRMR+4DPgZ8Evgbsq1B8CalGuPHYB9gK0qY/0R+PexnjAz50fEAZQtnkdaiZKUcGhEfIty/fPTZtyFlIVha1GqrmxBmSB9AeV1q1Wb1xgy8zcRsSdwNn89DxDAe4C3R8TplESUKyjVhBZSJuzXoiTePpPyXmwNvIh6pS5JGradIyKHON6cprIrAJn5aJMQfw3lO3CkVwA7NhXjTgd+Q/m+XJ/y/fR6YG/K91ar64FDB4jzh5SE+k66SjDMzHsi4mrakwBbn6tnzWKCVwE/BjZu6X4JZXHD+ZRqbJcBtwB/omzju1bz2JTy3bJVc8z6I8Z4qJ+4pogNGO656QLghZ2S8To4ipLI97yW9s2BK5pztFMpvxt3Un4/ngrMAfYHapUOFwF7Z+biHuL4FGUhxMyW9r2B3SLiFMrn5y7KuceGlITgPSgLV5a6iLI18749PPeklJm/jYgP0Z6ouRLlfXtbRJxKOX++nTK3sAnwSsoinJELko6hJEw/ZdlGLUmabkwwlCRJetz5wCczs9sVwWPKzNMi4jbgNNpvvEFZSbh78+jVI5Sqhp/IzGHeeB3U4ZQbT55rStLEuZWSVDJvjK08JUmje4QySXd4Zv6ly2PeTql22JqMtR6lysxHuhjjXuC1wPu6fM7RLK0OtEOfxz8M7J+Zd3Xzw5n5laYi0Tzaqy+uCby1eWgZy8xzm22lv03753FV4I3NQ5Kmlcy8udl69BzakwXXAQ5uHt26HXjFgNdeoyUYLqZsLdutC+icYHjdaBUax5KZt0TELsB51Csu7tY8tOx8E3jvaJWxazJzcXNecDElOW2kGZQEv717GHIJsFdm/qrHOO6KiHdRFuW3ejJlIcR7xhjmesoinOVpq+TPRcSW1P8ObEx31wU/Bt5PSTCUJGmoxtpCSZIkaXn2KHAVZYJv88x88TCTC5fKzMuBZwFfokxQDsP1wG6Z+fFJllxIZi4AvjrRcUjSNHQH8DXKVpKbZuanTS6UpL49QJm83Toz39tDciHN9nL70H8Vnj8AL8vMX/R5/DAtBPbIzHN6OSgzT6BUvLtlyPH0Uh1HQPPebUvZdm+YfC8kTWmZeT7lu+qOAYe6Gtg+M3894DijVRX8SWbeP6Sx+t0e+TGZeSOluu0Zg47Vwu+WzhYDZ1KqFu7ba3LhUs2OPTtQqhcP4m7K+eqZfcZxMvAOoJ/72lcAu/T7GkxybwU+0+exlwCzM3N5rgQqSZpAJhhKkqTl2WLgfsqWDr+k3EA7kbKKb3dgZmbOyswjM/P6ZRlIZt6bmQdQtpj6ImV7kH78CXgbsGVmXjSk8JaFIylbvkmShuMRSrLLPZRtuuZTquN+grId0DMyc8PM3D8zv5+ZSyYuVEmaUh6kXC8soFTi+SSlGsoGzeTtlf0MmpmnAzsBvSYbnA08r1mk1K95wLcoVRD7tYSyaOiZmXlePwNk5o8oW+59mJI02a9FwHco21a+d4Bxpq3MvIZSyeqdwM0DDLWEsu3lXvS/dbckTRqZeRllUfDx9J7cdi/lO26bzLxpCLHcAXSqBNdrUuAldP73DJxgCJCZd2fmqykL3AZNVruS8h2/6cCBTX0PUc6bbgQupCSb7QNslJlzhnE/ODN/D+wIHEK5x9CLR4CTgC0GXaifmcdRtmy+rstD7qf8zu00SBXOySyL91F+rxZ0edh9wBHArpm5cFnFJklSTLKCN5IkSdNCRKwM7AL8I2Wi52mULSBWA1Ya5dAllAoi5y7rGCVJAoiIWbRvG3ZbZt42EfFI0lQSESsCb6BsN7cjsEbLjyQlCfE84MSm+uHI419ESdIb6fxuFkhFxAxgG0qVmm0pCRSb0P43fanfUSq8/wA4NTMHSQpsjWUVyiKvPYDtgGdQX/yeTRy/An5G2eLx0sxcNKxYprvmM7kb8ErKZ2MLyraINXdS3ourKAkpF2XmfeMQpqRpIiKeBqy3jJ/mhswcc6FvRGxMSeSaDTyf9q3loVT2nQ98l/JdOUgyfy2GVwPPrnSd2uvi6Ig4EFi/0vW5ZZGEFBFbAa+h3O+cRbnHWfNnys4s1wI/opzX/H7Y8ag7EbEaZdHAHMp5wczKjz0E/Bz4b+Abw0iobYlhRUqi4Wxge8rndiYlSfYO4BoePz9dOMznnswiYgXK+fMcyjn9Uyi/Vw9QtmX/BeV1+fZ0el0kSRPHBENJkqRJKiJ2ptwkaJ0A/AvwoswcdHWwJEmSpHHSTJ5uQJkwnUGpNnLbeG5n30xUPhlYizJBuYQy0X/PsJMkxohjJWDjJo6VKdc49wF3Z+YD4xWHHvtcbgQ8iXLt+SDlvbjHZEJJ01VEBOVv47qU76lFwJ2ZedeEBjaFRMT6lESxVSmJYvcB92bm3RMamEYVEetSzlefQHnf7qGcrz46oYFJkqQJZ4KhJEnSJBYRrwdOAaKl625gh8y8YfyjkiRJkiRJkiRJkiRNB7VtKCRJkjRJZOa3gEMrXTOBH0TERuMckiRJkiRJkiRJkiRpmrCCoSRJ0hQQEccA76h0XQvslJkLxzciSZIkSZIkSZIkSdLyzgRDSZKkKSAiVgBOA+ZUui8FXpKZD45vVJIkSZIkSZIkSZKk5ZkJhpIkSVNERDwBuADYrtJ9FvDqzHxkfKOSJEmSJEmSJEmSJC2vTDCUJEmaQiJiXeB4YLVK90mZeco4hyRJkiRJkiRJkiRJWk6ZYChJkiRJkiRJkiRJkiRJktqsMNEBSJIkSZIkSZIkSZIkSZKkyccEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1MYEQ0mSJEmSJEmSJEmSJEmS1Ob/AXCv/nKqsr/qAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (36, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1, ax2 = plt.subplot(1,3,1), plt.subplot(1,3,2), plt.subplot(1,3,3)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=30)\n", + " ax.tick_params(axis='y', labelsize=30)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=30, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from log file\n", + "npz_data = np.load(data_path)\n", + "xdata, ydata = np.arange(1, 21), list()\n", + "for mdp, dqn, bbase, lb in zip(npz_data['mdp'], npz_data['dqn'], npz_data['baseline'], npz_data['lower_bound']):\n", + " pdata = np.zeros((4, 20))\n", + " pdata[0], pdata[1], pdata[2], pdata[3] = dqn, mdp, bbase, np.ones_like(xdata)*lb\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the training data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, marker in zip(ydata[i], colors, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + " lines.append(line)\n", + "fig.legend(lines, labels, loc='lower center', bbox_to_anchor=(0.5, -0.2), prop={'size': 55}, ncol=4, frameon=False)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig9_tb.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/.ipynb_checkpoints/FigE_trace-checkpoint.ipynb b/viz/notebook/.ipynb_checkpoints/FigE_trace-checkpoint.ipynb new file mode 100644 index 0000000..adcc5ee --- /dev/null +++ b/viz/notebook/.ipynb_checkpoints/FigE_trace-checkpoint.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 4, sp=0.1, rprob=0.01, $\\mathregular{I_1}$ = 1, $\\mathregular{I_2}$ = 3\"\n", + "data_path = f\"../data/figE.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "colors = ['#0000ff', '#ff3399', '#cccc00', '#bfbfbf']\n", + "labels = ['DQN trained on correlated outputs', 'DQN trained on i.i.d. outputs', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 3\n", + "trans = 711\n", + "h1, h2 = 222, 481\n", + "l1, l2 = 691, 796" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=50, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from log file\n", + "npz_data = np.load(data_path)\n", + "dqnw_data, dqn_data, metric = npz_data['dqnw_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "intlen = npz_data['inter_arrival']\n", + "intlen = np.cumsum(intlen, axis=1)\n", + "intlen[:, 1:] = intlen[:, :-1]\n", + "intlen[:, 0] = 0\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(dqnw_data.shape[0])\n", + "dqnw_r, dqn_r, metric_r = dqnw_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "xdata = intlen[ridx, :length]\n", + "trace = 2*dqnw_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the training data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "ax.axvline(x=trans, linewidth=3, color='k')\n", + "dots = []\n", + "for i in range(4):\n", + " dots.append(Line2D([0], [0], marker='o', color='w', markerfacecolor=colors[i], markersize=25))\n", + "legend1 = fig.legend(dots, labels, loc='center right', bbox_to_anchor=(0.72, -0.12), prop={'size': 35}, ncol=2, frameon=False)\n", + "legend2 = fig.legend([Line2D([0], [0], color='k', linewidth=3)], ['state transition'], loc='center left', bbox_to_anchor=(0.74, -0.12), prop={'size': 35}, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/FigE_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of images offloaded by DQN+:20, DQN-:22, and together:7 during [222, 480].\n", + "Number of images offloaded by DQN+:24, DQN-:1, and together:0 during [691, 963].\n" + ] + } + ], + "source": [ + "dqnh, dqnwh, bh = np.sum(trace[h1:h2]==0), np.sum(trace[h1:h2]==1), np.sum(trace[h1:h2]==2)\n", + "dqnl, dqnwl, bl = np.sum(trace[l1:l2]==0), np.sum(trace[l1:l2]==1), np.sum(trace[l1:l2]==2)\n", + "print(f\"Number of images offloaded by DQN+:{dqnh}, DQN-:{dqnwh}, and together:{bh} during [222, 480].\")\n", + "print(f\"Number of images offloaded by DQN+:{dqnl}, DQN-:{dqnwl}, and together:{bl} during [691, 963].\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "dqnho, dqnwho = metric_r[h1:h2][dqn_r.astype(np.bool)[h1:h2]], metric_r[h1:h2][dqnw_r.astype(np.bool)[h1:h2]]\n", + "dqnlo, dqnwlo = metric_r[l1:l2][dqn_r.astype(np.bool)[l1:l2]], metric_r[l1:l2][dqnw_r.astype(np.bool)[l1:l2]]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average offloading metric of images offloaded by DQN+:0.580 and DQN-:0.572 during [222, 480].\n", + "Average offloading metric of images offloaded by DQN+:0.096 and DQN-:0.120 during [691, 963].\n" + ] + } + ], + "source": [ + "print(f\"Average offloading metric of images offloaded by DQN+:{np.average(dqnho):.3f} and DQN-:{np.average(dqnwho):.3f} during [222, 480].\")\n", + "print(f\"Average offloading metric of images offloaded by DQN+:{np.average(dqnlo):.3f} and DQN-:{np.average(dqnwlo):.3f} during [691, 963].\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mumimum:0.529, maximum:0.585, and average:0.559 offloading metric during [222, 480].\n" + ] + } + ], + "source": [ + "hp = metric_r[h1:h2]\n", + "print(f\"Mumimum:{np.amin(hp):.3f}, maximum:{np.amax(hp):.3f}, and average:{np.average(hp):.3f} offloading metric during [222, 480].\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "dqn1o, dqnw1o = metric_r[:trans][dqn_r.astype(np.bool)[:trans]], metric_r[:trans][dqnw_r.astype(np.bool)[:trans]]\n", + "dqn2o, dqnw2o = metric_r[trans:][dqn_r.astype(np.bool)[trans:]], metric_r[trans:][dqnw_r.astype(np.bool)[trans:]]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Decrease in offloading metric of images offloaded by DQN+:19.34% and DQN-:20.27% after the state transition at t=711.\n" + ] + } + ], + "source": [ + "print(f\"Decrease in offloading metric of images offloaded by DQN+:{(1-np.mean(dqn2o)/np.mean(dqn1o))*100:.2f}% and DQN-:{(1-np.mean(dqnw2o)/np.mean(dqnw1o))*100:.2f}% after the state transition at t=711.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig10a_trace.ipynb b/viz/notebook/Fig10a_trace.ipynb new file mode 100644 index 0000000..0886e0c --- /dev/null +++ b/viz/notebook/Fig10a_trace.ipynb @@ -0,0 +1,127 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 4, $\\mathregular{I_1}$ = 1, $\\mathregular{I_2}$ = 3\"\n", + "data_path = f\"../data/fig10a.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "colors = ['#0000ff', '#ff0000', '#ff9900', '#bfbfbf']\n", + "labels = ['offloaded by DQN', 'offloaded by MDP', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 6\n", + "trans = 711\n", + "xtick = [0, 200, 400, 600, 978, 1278, 1578]\n", + "xticklabel = [\"0\",\"200\",\"400\",\"600\",\"800\",\"900\",\"1000\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=55, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "mdp_data, dqn_data, metric = npz_data['mdp_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "intlen = npz_data['inter_arrival']\n", + "intlen = np.cumsum(intlen, axis=1)\n", + "intlen[:, 1:] = intlen[:, :-1]\n", + "intlen[:, 0] = 0\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(mdp_data.shape[0])\n", + "mdp_r, dqn_r, metric_r = mdp_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "xdata = intlen[ridx, :length]\n", + "trace = 2*mdp_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the training data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "ax.axvline(x=trans, linewidth=3, color='k')\n", + "ax.set_xticks(xtick)\n", + "ax.set_xticklabels(xticklabel)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/Fig10a_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig10b_trace.ipynb b/viz/notebook/Fig10b_trace.ipynb new file mode 100644 index 0000000..e7d8b11 --- /dev/null +++ b/viz/notebook/Fig10b_trace.ipynb @@ -0,0 +1,132 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 20, sp=0.1, rprob=0.01\"\n", + "data_path = f\"../data/fig10b.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "colors = ['#0000ff', '#ff0000', '#ff9900', '#bfbfbf']\n", + "labels = ['offloaded by DQN', 'offloaded by MDP', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 6\n", + "trans = 711\n", + "xtick = [0, 200, 400, 600, 978, 1278, 1578]\n", + "xticklabel = [\"0\",\"200\",\"400\",\"600\",\"800\",\"900\",\"1000\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=55, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "mdp_data, dqn_data, metric = npz_data['mdp_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "intlen = npz_data['inter_arrival']\n", + "intlen = np.cumsum(intlen, axis=1)\n", + "intlen[:, 1:] = intlen[:, :-1]\n", + "intlen[:, 0] = 0\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(mdp_data.shape[0])\n", + "mdp_r, dqn_r, metric_r = mdp_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "xdata = intlen[ridx, :length]\n", + "trace = 2*mdp_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the training data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "ax.axvline(x=trans, linewidth=3, color='k')\n", + "ax.set_xticks(xtick)\n", + "ax.set_xticklabels(xticklabel)\n", + "dots = []\n", + "for i in range(4):\n", + " dots.append(Line2D([0], [0], marker='o', color='w', markerfacecolor=colors[i], markersize=25))\n", + "legend1 = fig.legend(dots, labels, loc='center right', bbox_to_anchor=(0.65, -0.12), prop={'size': 40}, ncol=2, frameon=False)\n", + "legend2 = fig.legend([Line2D([0], [0], color='k', linewidth=3)], ['state transition'], loc='center left', bbox_to_anchor=(0.67, -0.12), prop={'size': 40}, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/Fig10b_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig11_history.ipynb b/viz/notebook/Fig11_history.ipynb new file mode 100644 index 0000000..8079fa4 --- /dev/null +++ b/viz/notebook/Fig11_history.ipynb @@ -0,0 +1,109 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig11.npz\"\n", + "xlabel = \"Log (base 2) Scaled History Window Length T\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "labels = ['DQN', 'MDP']\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (15, 7)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=25)\n", + "ax.tick_params(axis='y', labelsize=20)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=30)\n", + "ax.set_ylabel(ylabel, labelpad=25, color='#333333', size=30)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "xdata = np.arange(1, 8)\n", + "\n", + "# Plot the simulation data\n", + "ax.plot(xdata, npz_data['dqn'], linewidth=3, color='blue', marker='^', markersize=markersize)\n", + "ax.plot(xdata, npz_data['mdp']*np.ones_like(xdata), linewidth=3, color='red')\n", + "lines = list()\n", + "lines.append(Line2D([0], [0], color='blue', linewidth=3, marker='^', markersize=12))\n", + "lines.append(Line2D([0], [0], color='red', linewidth=3))\n", + "legend = plt.legend(lines, labels, loc='center', bbox_to_anchor=(0.5, -0.32), prop={'size': 30}, ncol=2, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig11.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig3_metricfit.ipynb b/viz/notebook/Fig3_metricfit.ipynb new file mode 100644 index 0000000..d511d87 --- /dev/null +++ b/viz/notebook/Fig3_metricfit.ipynb @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "npz = np.load('../data/fig3.npz')\n", + "entr, metric, reward = npz['entr_tr'], npz['metric_tr'], npz['wcost_tr']-npz['scost_tr']" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mvHcfof37Ce/fT7iqyklGDfVog5/S+no2Rodvx+X1kjV4MN6jjqLwxE+RM3Ik2aNGkz1yJO78vO6rVAZrL0GNA6ar6noR+TbO2k93qOrTKY/MGGPS6NAHWN+L3no79AFWV1GRM5tC//54jzwSV24uLp8P8eWwffcejhk9ynmfm4u7uBh3UZHztbgYT//+iNudxhpmvvYSVD9gD4Cq1otIPc7EscYY02uE9u6NzqCwAf+Gjfjf23j4A6yjR1N04YVkHz+anNGjyR4xAldOTqvn3FhezoAZM7qpBr1TIqP4SkQkBAhOP1ShiPSL3cGehTLG9AThAwdo3LyZxvc30/j++9Hv3ye8/+BHmGfwEeSMGk3h2WeTPdpJRt4jj4z/AKtJqUQSVOwMEQK82eK94ozkSwkROQH4OTAZqMKZeuleVQ23ccww4MM4m/6sqpelIExjTAYJV1XRuGULjZu30LhlM4HNW2jcvJnQ7t3N+7hyc8kacRz5M88gZ8QIskeNJmf0qB7xAGtf0V6COnzypW4kIiXAIpwkeQEwHPgxzjIhdydwituA12Pe7012jMaY9NJQyJk94V//ouHtd2h4551DhmeLz0f2sceSN3kS2SNGkHXcceSMGIFn8GCklSl8TGZoM0Gp6tLuCqQVN+JMrTQnOlntQhEpBOaJyAPxJrBt4T1VXZnyKI0x3Sr4ySfULltG3fLXqVuxwpmwFPAMGoTvxBMpvvQL5IwcSdbw4/AOPsJuz/VQXZpJohucC7zSIhHNB+4HpgN/S0tUxphuF9y1i5qXX6b6xZdoePttADxlZRScNYv800/HN34C3rLSNEdpkinTE9Ro4NXYAlXdFh1NOJr2E9RvowM6dgN/Au5S1YaURGqMSbrQ3r1Uv/IK1S+9RMOataBK9vHHM/Ab36Bg5hlkHXec3abrxSSTn7UVkSAwV1V/2qJ8B/CEqt7ZynFHAHcB/wCqgRnAN4F/qOoFrRxzA3ADQFlZ2fj58+d3Kuba2lry8/M7dWwmsvpkrt5UFzhYH6mrI+ett8h+czVZmzYhqoQGH4F//AT8408hPGhQukNNSG/6/aS6LmecccYaVZ3QsjzTW1Cdoqo7gVtiispFZBfwSxEZp6pvxznmUeBRgAkTJuiMTj6/UF5eTmePzURWn8zVm+oSqatj1SOPMOTDrdQuXw7BIFlDh1J4040Unnsu2SNGpDvEDutNv5901SXTE1QlzjyALZVEt3XEAuCXwHjgsARljOlekUCAumXLqH7hBWqWlFPU0IC/rIx+V11F4ezZ5Iw5wW7f9XGtJigRSXgSWFW9LjnhHGYjTl9TMxE5CsiNbusIbfHVGNPNIg0N1L3+OjULF1KzpJxIdTXu4mKKLvgcHwwZwmlf/rKNuDPN2mpBDWzxfhoQAf4dfT8W53mk11IQV5OXgLkiUqCqTVP9Xgo0AB0dAn9x9OuaZAVnjGlfuLqa2vJyahYuonbZMtTvx1VYSMEZMyg87zzyTjsN8Xp5r7zckpM5RFtLvn+26XsRuQMnKVyrqnXRsjzgcQ4mrFT4X+BrwLMicj9wLDAP+Ens0HMR2QwsVdUvR9/PAwpwHtKtxkmuc4FnVfWdFMZrjAGCO3dSu3QpNQsXUffGGxAK4Rk4kOI5F1Ewaxa5p56KeL3pDtNkuET7oL4GnNmUnABUtU5EvgcsBu5LRXCqWikiZwK/wBlSXgU8hJOkYnk4dLqljTizSFyP86DvNuDBVMVpTF8XaWykfvVq6pYtp+715TS+vxlw1jXqf82XKJg1i5wTT7QWkumQRBNUPjCYQ+flAzgCpz8oZVT1XWBmO/sMa/F+Ps4DvcaYFFBVAlu3Urf8dWqXL6P+jVWo3494veSeOoGii+aQP3WKPadkuiTRBPUMzkOvc4GmqYMm4czo8GwqAjPGZJZwbR31q95wphhatrx5vrusoUMpvvhi8qdOIffUU3HlpvRvVtOHJJqgbsKZpPV3OEu9A4Rw+qBuS35Yxph0U1Ua33uvec67+rVrIRhEcnPJmzSJftddS/6UKWQdfXS6QzW9VLsJSkQ8OLOafwdnoMHw6KYtsX1SxpieT0Mh6tespWbRImoWLyJUsROA7FGj6P+lq8mbMpXcU05GsrLSHKnpC9pNUKoaEpFngdGquhewUXDG9CKRhgbq/vlPahYtpnbJEsJVVUhWFnmnn07BzTeTN3WaTcJq0iLRW3xvA8cBW1MXijGmu4SrqqgpL6d28WJql7+ONjTgKiwkf8Z0Cs6cRf6U03Hl5aU7TNPHJZqg5gE/FpF7cB50PeTWni35bkzmC+7cSc2ixdQsXkz9m29COIynrIziiy6iYNaZ9mySyTiJJqgXol+f5dCpglK+5LsxpnNUlcDmzU5/0qLF+NevByBr+HD6X389BbPOJGfMGHs2yWSsRBNUWpd+N8YkRsNhGt5+h5rFi6hZtIjgR9sA8I0bR+ltt5I/80yyjz0mzVEak5iEElQGLP1ujGlFuLqauuXLqV26lNrXlhGurASvl7yJE+l/7bXkz5yJt9QGOZiep0PLbYjIYOBo4JAxpqqaygljjTExmm7d5b7yDz567HHq33oLwmHcxcXkTZ1K/vTp5E+fhrugIN2hGtMlCSWoaGL6I86kq8rBvqcm1gdlTApF/H7qVq6kdulS6pa+RrCiggIgPHo0/a+/nvzp0/GNOxFx239F03sk2oL6KRAGTgDeBM4ByoDvAt9ISWTG9HHBigpnRvDycupXvoE2NiI+H3mTJ9P/q1/l31lepl10UbrDNCZlEk1Q04HZqrpRRBTYo6qvi0gj8D1gYcoiNKaP0HAY/7//7TyftKScxvfeA8B71FEUX3IJ+dOnk/vpU3FlZwMQKS9PY7TGpF6iCcoH7I1+vx8oBTbhzG5+YgriMqZP0GCQupUrqX7pZWrLywnv3w9uN7mnnELp3LnknzGDrGOOsRnBTZ+UaIJqWnp9K/Av4EYR2Q78P+DjlERmTC+loRB1b7xB9UsvUbtwEeEDB3Dl5zuDG844g/ypU3AXFaU7TGPSLtEE9TAwKPr9d4GXgcuBRuBLKYjLmF7Hv2EDVQueofrFFwlXVuLKyyP/zJkUnnMueVNOx2UTsBpziESfg3oy5vu1IjIMp0W1LTqBrDEmjnBNDdUvvEDV0wvwr1+PZGVRMOtMCs87j7ypU5v7k4wxh0t4mLmqVjS9V9V6YG3KojKmB1NVGtasoerpBVS/8grq95M9ahRld99N0fmzcRcXpztEY3qERG/x7RCRzUB50ys2YRljILR3Lwf++leqFjxDYOtWXHl5FF1wAcUXX0zO2DE20MGYDko0QY0AZkRfPwSOjElYS1T1T6kIzphMp+EwdcuXU7VgATVLyiEUwjd+PEd89asUfuZsW/7cmC5ItA9qC7AFZ4l3RGQ0cDtwDfBlwBKU6VMCO3ZQ9cwzHHj2L4R27cLdrx/9rr6a4os/T/axx6Y7PGN6hUT7oFzABJxZzWcApwP7gCdxWlHG9HoRv5+ahYuoevYZ6lesBBHypk6h7K47KZgxw5ZBNybJEr3FVwX4gb/jtJZuVNWPUhWUMZmkYf16DjzzDAf+/gKR6mq8Q4Yw4D9uoXjOHLxHHJHu8IzptRJNUO/gtKAmAvVAnYjUquq+lEVmTBqF9u+n+sWXqHrmGRo3bHCGh599NsWfn0PuxIm2yJ8x3SDRPqgpIuIDTsO5xfd14PfRgRJLVPU/UxahMd0kXFtH7eJFHHjhBepe/yeEw+SccAJl376bovPPt9kdjOlmCa8HpaoNwGIRWYczB99s4AvAGMASlOmRIoEAda+9xoEXXqD21SVoYyOewUfQ/7prKZw9m5zRo9MdojF9VqKDJL6A03I6AxgJfAK8BvwHNkjC9DCRhgZqly+nZuFCapeUE6mpwd2vH8Wf/zyF58/Gd9JJdgvPmAzQkfWglka/lqvqe6kKyJhUCFdXU7t0KUV//CObvv4N1O/HXVREwaxZzrRDkychng4tMG2MSbFE+6AGpzoQY5IttG8fNYsXU7NwEXUrV0IwiLeoiOI5cyg4+yxyJ0ywpGRMBkv4f6eIlAFfBIYD31bVvSJyOlChqh+mKkBjOiJYUUHNokXU/GMh9WvXQiSC96ij6Hf1Fyk86yze2L+fsTNnpjtMY0wCEu2DGg8sBj7EGRTxIM4Chmfh9EldkaoAjWmLqhLYsoWaxa9Ss3Ah/nXrAMgeOZIBN91EwdlnkT1y5MF58GwVWmN6jERbUD8CHlbVe0SkJqb8FeDa5IdlTOsijY3Ur3qT2vJyapcuJbhjBwA5406k9LZbKZg1i6xhw9IbpDGmyxJNUONx5txraSdQlrxwjDmcRiI0bt5M/ao3qVuxgroVK9D6eiQnh7zJk+n/la+QP30a3kGD2j+ZMabHSDRBNQAlccpHA7uTF44xzjBw/8aN+P+9jvo1a6hftYpwZSUA3iFDKL7wAvKnTyd34kRcOTlpjtYYkyqJJqjngHtE5JLoe42uqns/8EwqAjO9n6oS3ruXxi0f0LhlM/5338W/bj2NmzdDOAyA54gjyJ82jdyJE8n99KfJOnJImqM2xnSXRBPUbcCLwB4gF1iOc2vvn8DdqQnN9BYaCBCsqCCwbRuNWz4g8MEWGjdvofGDD4gcONC8n7u4mJxPfYr8mWfgGzuWnLFj8ZSW2kJ/xvRRiT4HVQ1MEZGZwCmAC1irqotSGZzpGTQUIrRvH6FPPiGwYwfB7TsI7NhOcPsOgtu3E/zkE4hEmvd39+tH9rHHUnjOOWQPH07W8GPJHj4cT1mZJSNjTLMOPaWoqq8Crza9F5EJwPdV9ZxkBxZzjROAnwOTcZb9eAy4V1XD7RxXhDPzxYU4CfXvwNdsBvbEaTCIq7KShn//m9Du3YT27Gn+Gmx+v4fwvn2gesix7gEDyDrySHzjx1N01FF4jzqKrKOOJGv4cDwl8bozjTHmUO0mKBE5CzgbCAKPqeoHIjIS51mo84GFqQpOREqARTiT016A85Dwj3ESTnu3Fp/CeUbreiCC01/2V2BqisLtEVSVSF0doT1OYgnt3Utoz15C+/ZGv3eSTtP2gapsjT2BCO7+/fGUDsQ7sBTfmDF4BpbiKR2Ip7QU75FHknXkkbbUuTGmy9pMUCLyJeC3wH6gH/BlEflP4FfAs8BJqvrvFMZ3I+AD5kRvMy4UkUJgnog8EC2LF/dknKQ6XVVfi5Z9DLwhIrN6261JjUSIVFcTrqoitL+S0L69TvLZE006+/YSbv5+H+r3H34Slwt3/354Bg7EW1qKb6yTeD6oquSEKVMOJqH+/W16IGNMt2jvk+YbwJ2q+sPojObzgbnAKaq6JeXRwbnAKy0S0Xyc1tB04G9tHLerKTkBqOoqEfkwui0jE5SGQkRqawnX1hGprSFSU0OoqopwVRXhyujXqirClZUHv6+qInzgwCF9PLHcJSV4BgzAM3AAvqNPcb4fMADPgP64BwzAM2Cg831xMeJ2H3b8+vJyCmbMSHHNjTHmcKIt+g4O2ejMGnGiqn4oIi6gEZilqku7JTiR3cAvVXVei/I6YJ6qPtjKcU8Bpao6o0X5CwCqOrut606YMEFXr17doVjffGkz78xfS//97+KKBKOvUKvfuyNB3KEGPCE/nrAfT6gBdyTQ5jXCLi9BTx5Bb8tXPkFPHiFvHgFvPoGsAgJZhQS9Bajr8KRjjOkgAXc2aBgiYUCdMhTEBd4cF7mFXkLBMLWVIQgfPA4Blwtyi7PIzvESCUdwu13kFHoRcaEaob6qEX99kFAggsvtoqBfNv0G55Pj81BXHaTugB9/fQivx0VWvgeP20VOrpehJw4gK8dDoCFEbkEWpcMK8WS5CQXC7N5aTX1NIG55TaWfxrog2bleCvrlNG8H4h67/J/LmJHCP1RFZI2qTmhZ3l4LKg+oA1DViIj4ge0piK81JTgDI1qqJP6Dw4kcd2yXo4pj1XPbGFBXwaj3/9xcpggRl4eIyxt9Hfp9yJOLP6cfYY+PkNtHyJNDyOMj7Ha+htw5BxOQN4+IOysVoRtj2qMQbnlnPPq3vYYhUBchUNcY9zjUucFRuzeAPyuAJ8tFJCLUVTfiAtQFgYYQoaBziEiEUChM/YGgk/TCSsOBRtweFw3hCJG9UNg/G3EL65d9zOBjizjiuBLqagLs3lrN4JEl7N5aTV1NAF+uN255Q3WQmio/BRHF5XU1bwfiHpsuiXQmzBaRpodVXMBnRGRX7A6q+mzSI+tmInIDcANAWVkZ5Z2YVHR/yfEsO+0+Iq4cIi4PKm7o8cOmw0BvaoX1pvr0prpAX6hPKAARIkQUJAjiAQ2BRnCGcgEqEAooEQ0QCAUQFwQbwRUJEwk5A2YPVNYT8tTTUAkNUsXu+m3Og+8BKKpwcWBbBHcWiEjc8vo9IG6o+ATyBtK8HYh7rLtffac+E7sqkQT1eIv3j7R4r6TuX1UlUBSnvCS6ra3jBnbkOFV9FHgUnFt8HW3Orp//KhG3l4i7uEPHZb7e9IEBvas+vaku0Bfq48miuQXl9ojTgsqOtqCiLTIRcGcJ2dnegy2oiNOCCrsjRCJQWJJNQZGP/Owwg49xWlAN9UHyCrIYPLKEik2Vza2geOV1/RudFlRJNnklOc3bgbjHbqp4O6W3+FrTZoJS1XSve70RZ76/ZiJyFM5sFhvbOS7ecPLROEPNk+7TFxzNque2peLUxph0S3cfVK7nsD6o7GwPI08dRFaOB380kZQOKwSgdFhhcz9SvPJIKILLDdm53kO2t3bsporu/GHHUNWMfQF34AxxL4gpuw2oBwrbOG4yzj+hKTFlE6Jls9q77vjx47WzlixZ0uljM5HVJ3P1prqoWn0yWarrAqzWOJ/F6W4hted/cUYOPisis6L9RPOAn2jM0HMR2SwizbciVXUF8A/gCRGZIyIXAk8Cy7WXPQNljDG9VUYnKFWtBM7EuZn7N+Be4CHgnha7ejj8hu+lwFLgN8ATwBrgolTGa4wxJnkyfkoAVX0XmNnOPsPilFXhrPZrK/4aY0wP1GYLSmxqaWOMMWnS3i2+3SLyGxG5QER83RKRMcYYQ/sJ6rPAJ8APgD0i8lcRuVZEBqQ+NGOMMX1ZmwlKVVeq6p2qOgY4GWcl3euAj0XkNRG5VUSO645AjTHG9C0Jj+JT1fdV9UeqOhU4EvgdMA14W0TWiUibE7AaY4wxHdGpUXyqugdn+PZvon1Tn8F5XskYY4xJii4PM1fVBlI0fZAxxpi+K6Mf1DXGGNN3WYIyxhiTkSxBGWOMyUiWoIwxxmSkdgdJiIgLmAFMB4YBPmAPsBb4h6p25xLwxhhj+ohWW1Ai4hORu4DtwAvA2UA+EACOwZlR/EMReVFEJnVHsMYYY/qOtlpQ7wMrgBtwWkrBljuIyFDgCuDPIvJ9Vf11asI0xhjT17SVoM5R1XVtHayqHwH/LSI/BoYmNTJjjDF9WqsJqr3k1GLfAE6LyxhjjEmKhEbxicjPRSQ7TnmpiLyQ/LCMMcb0dYkOMz8HWC0iY5sKROR84N9AbioCM8YY07clmqBOAt4E3hSR/xKR/wGeAX5KO8uxG2OMMZ2R0GSxqloHXCciO4AfASHgLFVdmsrgjDHG9F0JzyQhIrcCc3HWgXoPeFREJqQoLmOMMX1cooMkFgLfBC5T1euACcA/gOXRh3mNMcaYpEq0BaXAOFV9DkBVG1X1P4CLgFtSFZwxxpi+K9E+qLNbKX9JRD6V3JCMMcaYtufik0ROoKp7O7K/McYYk4i2bvFtFJGr4j2gG0tEjheRXwPfSm5oxhhj+rK2bvHdADwA/EJEFgOrgQrAD5QAJwBTgJHAz4BfpDZUY4wxfUlbc/EtBSaKyGnA5cClOBPC+oC9wFvAb4A/qGpV6kM1xhjTl7Q7SEJV/wn8sxtiMcYYY5rZku/GGGMyUkLDzAFE5GTgDKCUFolNVW9PclzGGGP6uIQSlIjcDvwQ+AjYhfPgbhONe5AxxhjTBYm2oL4B3KSqv0plMMYYY0yTRPugXMDiVAZijDHGxEo0Qf0PcG0qAzHGGGNiJXqL717gRRF5C1gHBGM3Rmc4N8YYY5Im0QR1H3A2sBZnFgkbGGGMMSalEk1QNwNXqOqfUxmMMcYY0yTRPqgGnKmNup2IfEVE3hcRv4isEZEzEzhmnohonNc53RGzMcaYrks0QT0EfL27l9QQkcuB/wWeAM4F1gN/F5GxCRx+AJjc4rUiRaEaY4xJskRv8U0FpgGzReRdDh8k8blkBxY1D/g/Vf0egIgsBU7GWdrjqnaODanqyhTFZYwxJsUSTVB7gWdTGUhLInIszlIe/9lUpqoREXk6tswYY0zvlOiS7+l4Bmp09OvGFuUbgH4iMlBV97RxfLGI7AWKcIbGf09VuzXJGmOM6TxRzcwR4yJyJfAHoCR2vSkRmQUsBEap6qZWjr0KZ1Lbt4AC4KvAecDnW0tSInIDziKNlJWVjZ8/f36n4q6trSU/P79Tx2Yiq0/m6k11AatPJkt1Xc4444w1qjqhZXm3JigRKQKOaG8/Vd3YlQQV57qCs6aVT1VPam//CRMm6OrVqxM59WHKy8uZMWNGp47NRFafzNWb6gJWn0yW6rqISNwElfByG0lyCfDrBPYToDL6fRFQFbOtJPq1kgSpqorIs8D9IuJW1XCixxpjjEmPbl2wUFUfU1Vp7xXdvanvaXSL04wG9rfT/xT38tgMGMYY02N0dwsqYar6gYhswml1vQIgIq7o+5c6cq7oLb7PA28no/VUXV3N7t27CQaDh20rKipiw4YNXb1Exujp9fF6vZSWllJYWJjuUIwxHZTogoX3AdtV9X9blN8IDFHVb6ciOJznoP4gIluB14EvASOAK2JimI6zFMiZqro0WrYUeAanFZYHfAWYCFzY1YCqq6vZtWsXQ4YMwefz0fLZ5ZqaGgoKCrp6mYzRk+ujqjQ0NPDxxx8DWJIypodJ9BbfF4k/1dEa4OrkhXMoVf0TcCNwDfAycCJwvqqui9lNAHf0a5PNwNeB53AGWhQAs1X1+a7GtHv3boYMGUJubu5hyclkFhEhNzeXIUOGsHv37nSHY4zpoERv8ZUC8fp89gFlyQvncKr6a9oYWKGq5RyanFDVL6cqnmAwiM/nS9XpTQr4fL64t2ONMZkt0RbUNpzpjlqaBuxIXjg9g7Wcehb7fRnTMyXagvoV8JCIZAGvRsvOBP4buD8VgRljjOnbEp3q6MciMgD4GZAVLQ4AD6vqA6kKzhhjTN+V8HNQqnoHMACYFH0NVNVvpSowk1rz5s1DRJpfgwYN4vzzz+edd95Jd2gddvHFF/eaJ/aNMQd16DkoVa0D3kxRLKabFRUV8fLLLwOwdetWvvOd73DWWWexYcMG+vXrl+bojDF9XasJSkSeB65S1ero961K4XpQJoU8Hg+TJk0CYNKkSQwbNozJkyfz8ssvc8UVV7RzdPdqaGiw0ZPG9DFt3eLbx8GpgfZH37f2Mr3AuHHjANi+fXtz2f/93/8xZswYsrOzGTp0KA88cLDLccmSJYgIFRUVzWWTJ0/G7XZTVVXVXPapT32Ku+66C4CdO3dy3XXXceyxx+Lz+Rg5ciR33303gUCgef+tW7ciIjz55JNcffXVFBcX89nPfrY5tvPOOw+fz8ewYcN47LHHUvKzMMakX6stqBZrQN0MNNokq8kVCoTZvbWa+poAuQVZlA4rxJPlTls827ZtA+CYY44B4MEHH+TOO+/k9ttvZ8aMGaxZs4Zvf/vb5ObmcssttzBx4kS8Xi/Lli3j0ksvpb6+njVr1pCVlcXrr7/O7Nmz2b9/P+vXr+fBBx8EYO/evfTr14+f/OQnlJSUsGnTJubNm8eePXv41a9+dUg8t912G3PmzOHpp5/G7XajqlxwwQXs3buXxx9/nJycHO655x7279/PiBEjuveHZYxJuXb7oETEDRwAxgHvpjyiPmT31mrqagL4cr3U1QTYvbWawSNL2j8wiUKhEAAfffQRt9xyCyeddBIXXHAB1dXV3HvvvcydO5f77rsPgLPOOov6+nq+//3vc9NNN5Gbm8v48eObE9TKlSspKirizDPPZNmyZcyePZvly5cjIpx22mmA05r60Y9+1Hz9008/nby8PK677jp+/vOfk5WV1bxt0qRJPPLII83vX3zxRd566y1WrlzJxIkTARg/fjzDhw+3BGVML9TuKL5oq+kjDg4vN0lSH01O4hJ8uV7qawLtH5RE+/btw+v14vV6Oe6443jrrbd49tlnyc7OZsWKFdTV1XHRRRcRCoWaXzNnzmTXrl3s2OE8nz1t2jSWLVsGwGuvvcaUKVOYPn36IWXjxo1rngdPVfnpT3/KCSecgM/nw+v1cuWVV9LY2Njcgmsye/bsQ96vWrWKsrKy5uQEMHToUMaPH5+yn5ExJn0SHWb+PeCH0WehTJLkFmTRUB9EI0pDfZDcgu79G6CoqIg333yTlStX8qtf/YpAIMAVV1xBJBJh7969AHz6059uTmJer5czzjgDONhPNXXqVNatW0dVVRXLli1j6tSpTJ06ldWrV+P3+5vLmvz0pz/ltttu46KLLuK5555j1apVza0kv99/SHxlZYfOovXJJ59QWlp6WD3ilRljer5Eh5nfBhwDfCwiO4C62I2qemKyA+sLSocVNvdB5UX7oLqTx+NhwgRnEcuJEyfi8/m4+uqrefrpp5uHmT/11FPNfVKxRo0aBTi36MBZcXPlypXcf//9jBkzhvz8fBYvXszatWuZO3du83FPP/00F198cfNtQ4B3341/57jlFEWDBg2KO+nr7t27bYSfMb1QognqGWyxv6TzZLm7vc+pLVdddRX3338/999/P6+++io+n49PPvmESy65pNVjSkpKGDt2LA899BBut5uTTz4ZEWHKlCk88MADhEKhQ1pQDQ0NZGdnH3KOJ598MqH4Tj31VO69917eeOON5tt827ZtY+3atc2J0hjTeyQ61dG8FMdhMoCIcOedd3LllVeyZs0a5s2bxze/+U127drFtGnTiEQibNq0iSVLlvCXv/yl+bipU6fyyCOP8JnPfAa3291cNnfuXEaMGHHIrbqzzjqLn/3sZ0ycOJHhw4fz5JNPsnnz5oTiO++88xg3bhyXXHIJ999/P9nZ2dxzzz12i8+YXiqhPigR+UBE+scpLxaRD5IflkmXSy+9lBEjRvDAAw9w++238/DDD/PSSy9xwQUXcPnll/Pkk08e0iICmt9PmzbtsLIpU6Ycsu93vvMdLr/8cu6++24uv/xysrKy+NnPfpZQbCLC888/zwknnMB1113HN77xDW655RYmT57clSobYzKUqLZ/505EIsAgVd3dorwMZ6XdXjXCb8KECbp69eq42zZs2MDxxx/f6rE9eQXaeHpLfZp+b+Xl5b1m3r7eVBew+mSyVNdFRNao6oSW5W3e4hOROTFvZ4vIgZj3bpwlNz5MTojGGGPMQe31QS2IflXg8RbbgsBW4NYkx2SMMca0naBU1QUgIh8Cp6rq3m6JyhhjTJ+X6Ci+wx+EMcYYY1Io4QULReRmEVkvIvUicmy07Fsi8oXUhWeMMaavSnSY+deBu4FHgdjH+z8Gbkl+WMYYY/q6RFtQNwJfUdWHgVBM+VpgTNKjMsYY0+clmqCGAuvilAcBmwTNGGNM0iWaoD4ATolTfh62RpQxxpgUSDRB/Qj4hYhcidMHNVlE7gHuAx5MVXAmdebNm4eItLrQ34gRIxARfvCDHyR8zlWrVjFv3ryE9y8vL0dEWLcuXuPcGNPXJZSgVPW3wDzgB0Au8HvgK8DXVPXPKYvOpFROTg4ffvghLad1evPNN9m6dSs5OTkdOt+qVau49957E97/lFNOYcWKFQwfPrxD1zHG9A0JDzNX1V+r6lCgFGdeviNVteXsEqYHycvLY+bMmcyfP/+Q8vnz5zNz5kzy8vJScl1Vxe/3U1hYyKRJk2wtJ2NMXAknqCaqurflpLGm57rssst46qmnaJo0WFV56qmnuOyyyw7bd9myZUyfPp3c3Fz69+/PV77yFWpqagD43e9+x3/8x38AzqzjItI8ueS8efMYMGAAy5cv59RTTyUnJ4enn3467i2+cDjMf//3fzNy5Eiys7M58sgjueaaa1L7QzDGZKT2Jot9PpGTqOrnkhOO6W5z5szhpptuYvny5UydOpVly5axZ88e5syZc8hKuK+//jqzZs3iwgsvZMGCBezbt49vfetbVFZWsmDBAmbPns2tt97Kj3/8Y1asWAFAYeHBFYLr6+v50pe+xO23387IkSMZPHgwO3fuPCyer371qzzxxBPcfvvtTJ8+nf379/PMM8+k/gdhjMk47U11dD7wEVCe+lB6rk9+8AMaN2wEIBQOsz+6aF93yD5+NIPuvLPTxxcXF3POOecwf/58pk6dyvz58znnnHMoKio6ZL9vfetbnHbaafz5zwe7HIcMGcKZZ57JunXrGDt2LMOGDQNg0qRJh12noaGBn/zkJ1xwwQXNZS0T1MaNG3n88cd5+OGH+drXvtZcfumll3a6fsaYnqu9W3wPAtnANGAL8G1VvbblK+VRmpS67LLLWLBgAY2NjSxYsOCw23v19fWsWLGCL3zhC4RCoebXlClT8Hq9rFmzpt1riAjnnntum/ssWbIEwG7pGWOA9mcz/6aI3AnMBq4D7hKRcpylN55T1WDqQ8x8sS2YnrjA3+c+9zmuv/567rrrLurq6vjsZz97yPbKykrC4TA333wzN99882HHb9++vd1rlJSUkJXV9rqW+/btIy8v75Bbg8aYvqvd2cxVNQw8DzwvIoOAq4HvA78UkWNVtTbFMZoUy8vL4/zzz+ehhx7ikksuOWz0XnFxMSLCvHnzOO+88w47fvDgwe1eQ0Ta3ad///7U1dVRXV1tScoYk9hyGzHygGIgH6jFWcjQ9AI33XQTjY2N3HjjjYdty8vLY9KkSbz33nt85zvfafUcTS0kv9/f4WeoAGbOnAnAE088wS232BzExvR17SYoEfEBXwC+DEwA/gJ8SVUXpzg2041mzJjRPCw8ngceeIAzzzwTl8vFxRdfTEFBAdu2beOFF17gvvvuY+TIkYwePRqAhx9+mJkzZ1JYWMioUaMSjmHUqFHccMMN3HrrrezevZtp06ZRVVXFggULDntWyxjT+7U3zPzXOMnpfZx+p8+palU3xGUyzJQpU3jttde45557+OIXv0g4HGbo0KGcc845lJWVATB16lTmzp3Lww8/zB133MG0adMoLy/v0HV++ctfMnToUB577DF++MMfUlpaytlnn52CGhljMp00PaAZd6NIBNgG/Js2buel6jkoEbkUuBSYDAwCrlXV3yV47OnAT4BxwE7gIVX9WSLHTpgwQVtO/9Nkw4YNHH/88a0e2xMHSbSlt9Sn6fdWXl7eZkuxJ+lNdQGrTyZLdV1EZI2qTmhZ3t4tvidIbz/TxcAw4O/A9YkeJCLHAa9Ej7sD+DTwExGpV9XHUhCnMcaYJGtvmPk13RRHay5V1YiI5NOBBAXMBSqAq1Q1BLwqIkcD94jI49pWs9EYY0xG6PBcfN1JVSOdPPRc4NlocmoyHzgSGNvlwIwxxqRcR4eZZzwRyQOOAja22LQh+nU0Tp9at9CIEgyEiYQVl1vwZrkRV/vPBBlHMn9+tZUNVKyO8Ld1/6JooI9Tzj6a/JLUz6QeCoTZvbWa+poAuQVZlA4rxJPV9emwIiGlYlMl9TUBsnM8qECgIXTYNTp7/daO68j5Wu7bb3Ae+yvq4p6zbneEzWt2JfVn1F5dUin299NW3U3rMroF1UnF0a9VLcoro19LunqBjtwhbP5wdQmRsPNhaxKXjJ9f0+9r7T+2EaiF/OIsDuxpYO0/tiU73Lh2b62mriZATq6XupoAu7dWJ+W8Dfu1+bw7PzzAri1Vca/R2eu3dlxHztdy302rPmn1nCE/Sf8ZtVeXVIr9/bRVd9O6bm1BiUgRcER7+6lqy9ZPyonIDcANAGVlZa0Ojy4sLGTfvn1kZ2fH3R4Oh5uXoAAIN+qhfwZEoDHYc1pQLevT7ddPws+vsbGRhoYGPthQhXqC7Nz5CZEI7NsLkfLDZ1RPtgPbIriznNk0VJVwAIoquv63YW1VI++9vx4RoXaXosDu+m2HXaOz12/tuI6cr+W+NRVQMDj+OQNhP2+/83ZSf0bt1SWVYn8/bdW9J6itre3wIyPJ0N23+C4Bfp3Afl35BK+Kfi1qUd7UcqokDlV9FHgUnGHmrQ2prK6uZteuXQwZMgSfz3fYFD4th2UHvKGDLYCIc5sqK6fn3FlN9zDzrvz8VJWGhgYqKys57rjjqD1+Jx9s+Jgjhg2itipA0TAf02Yk/iBxZ1VsqqSuJoAv10tDfZC8giwGj+xyQ54Xdr/KyOFj8OV6qdhShahyxHElh12js9dv7biOnK/lvg2ljfiKsuOe882VbzHuxHFJ/Rm1V5dUiv39tFX3niBdQ+a79ZMyOsQ7pcO8VbVORLbj9DXFanrfpdZZ0xxxFRUVBIOHz5XbcpofVSUSUiKquERweSSheekyRWenLUqWrv78vF4vZWVlFBYWcsrZXnZs/9hJTtE+qO5QOqywuf8jL9r3kAy+fkJeQRb1NQGOOKYIFfBHP/hir9HZ67d2XEfO13Lfo0aVNPfDtDyn51/x40+GVP0O2hL7+2mr7qZ1PedP+Y55CbhIRO6OTnYLzgO/24F1rR+WmMLCwlYnMy0vL+fkk0/u6iUyRm+qT36Jj8ETXMyYcVK3XteT5U7JX8oujyR03s5ev7XjOnK+ePsOHnn4rPaeLDd5pS6OG1/W4Tg7G0eqxfv9xKu7aV1GJygROQE4AWj6E36CiNQCe1R1aXSf6cBi4MymMpx1rK4Efh+drulU4KvATfYMlDHG9AwZnaBw5gG8J+b9/4u+lgIzomUCuInpt1LVzSJyDs5URy8BnwC32iwSxhjTc2R0glLVecC8dvYpJ86gClVdjjPFkTHGmB6oZ4xxNMYY0+dYgjLGGJORLEEZY4zJSG2uB9VXicge4KNOHj4A2JvEcNLN6pO5elNdwOqTyVJdl6GqOrBloSWoJBOR1fEW3uqprD6ZqzfVBaw+mSxddbFbfMYYYzKSJShjjDEZyRJU8j2a7gCSzOqTuXpTXcDqk8nSUhfrgzLGGJORrAVljDEmI1mCMsYYk5EsQSWJiJwgIotFpF5EKkTkuyLiTndcnSEix4nIr0TkHREJi0h5umPqLBG5RESeF5GPRaRWRNaIyOXpjquzRORiEfmniOwTEb+IvCcid4tIj1/HQUSGRH9HKiL56Y6no0TkmmjsLV83pju2zhIRj4h8S0TeF5FGEdkhIg911/UzerLYnkJESoBFwLvABcBw4Mc4fwDcncbQOmsMcB6wEvCmOZau+i/gQ+AbOA8angf8UUQGqOrP0xpZ5/QHXsVZUqYKZ0LkecAg4Ja0RZUcDwK1QF66A+mimUBDzPsP0hVIEvwOpz734iz2ehTOEkjdwgZJJIGI3AHcjvM0dHW07HaiHxxNZT2FiLhUNRL9fgEwQFVnpDeqzokmor0tyv4ITFbVY9IUVlKJyH04y9CU9NT1zkRkGvBX4Ac4iapAVWvTGlQHicg1wG/pgbHHE12y6G/AOFV9Nx0x2C2+5DgXeKVFIpoP+IDp6Qmp85qSU2/QMjlFvQUM7u5YUmgf0GNv8UVvhf8c+C69Z2qg3uA64NV0JSewBJUso3Gav81UdRtQH91mMstkYFO6g+gKEXGLSK6ITAG+BvxPT209ATcC2cAj6Q4kSbaISCjaP/jVdAfTBROBTSLyCxGpjvavPysi3fbHnfVBJUcJTn9AS5XRbSZDiMiZwIU4fx32ZHU4H+oATwBz0xhLp4lIf+B7wFWqGhQ5bO3RnmQn8G1gFc4q35cB/ysiuarabQMLkmgQcA3wNk5dCoAHgL+IyKTu+IPIEpTpM0RkGPBH4DlV/V16o+my04BcnEES3wF+Adyc1og65z5gpaq+mO5AukpVXwFeiSl6SURygLtF5OEeeOtcoq8LVHUfgIjsBJbiDJxYnOoALEElRyVQFKe8JLrNpJmI9ANewllG5co0h9Nlqro2+u1yEdkL/J+I/FhVt6Qzro4QkTE4LdlpIlIcLc6Nfi0SkbCqNsQ9uOdYAHwBGEbPG81XCXzQlJyilgMBnJF8lqB6iI206GsSkaNw/rNtjHuE6TYikgv8HWcgwfmqWp/mkJKtKVkdA/SYBAWMwHmMYUWcbTuAx4HruzWi5NMWX3uSDUBOnHIBuqU1aAkqOV4C5opIgarWRMsuxXkWYmn6wjIi4gGexvkwPE1Vd6c5pFQ4Pfr1w7RG0XHLgTNalJ0DfBPnebWe1uKI52KckYmdXQA1nf4O3NviUY1pOH9UvN0dAViCSo7/xRlJ9ayI3A8ci/MM1E962jNQ0NziOC/6dghQKCIXR9+/2MNaIL/Eqct/Av2jnfJN3lLVxvSE1Tki8jLOQ+HrgTBOcroV+HNPur0HzY8AlMeWRfsJAZb1tGeJROQZnAES7+AMkrg0+vpaD+x/AmcG868BfxORH+AMkrgfWKSqy7sjAEtQSaCqldHRYb/AebCtCngIJ0n1RKU4rY5YTe+PAbZ2azRdc3b068NxtvW0ugC8iTOyahgQwmll3IHzR5JJr/dw+tSOwrkN9i5wtar+Pq1RdZKqVovITOBnOM91BoDncGZl6RY2k4QxxpiMZA/qGmOMyUiWoIwxxmQkS1DGGGMykiUoY4wxGckSlDHGmIxkCcoYY0xGsgRljGmViJSLyNYOHjM2utzEWZ285l9EZElnjjW9iyUo06eIyAwR0TZeoS6c+xoR+XoSw+2pfgK8rqoLO3n8PGC6iHwueSGZnshmkjB91Z+AeEs8dGVKmmtwZnj4aRfO0aOJyGTgLJw1tzpFVd8WkXKctZWeT05kpieyBGX6qrWq+od0BtBicuHe4macyVG7ur7T74HfiMgpMUuLmD7GbvEZ0woRGRa97TdPRM4XkTdFxC8iO0XkwehM6U37bgWmA0Nb3DKcEd1eLiJbReRYEVkgIvuB6pjjT4z2veyLXuNdEbldRNwtYvpd9LwDReSJ6P51IrJYRE6J2a9URAIi8mQrdXtERCIxk7O297MYLCJ/EpHK6NLfr4jIyBb7eHBaTotUNRhbLiKvR+NsuSzNDdH6fLfFJV+Kfv1CIvGZ3skSlOmrckVkQJxXYZx9zwN+g/Oh+Q2cpQZuA26P2efrOGt/7QW+GPPaELNPPs7yKyHgLqKTCYvIBJw1kc7AmfR1Ls56SPfjLOcez8vAEdFz/BSYACwVkbEA0WVFngfmxCwGSPR6OcAVOIlkayvnj5UHvIYze/qdOJMizwCea5FAx0fruCr2YFUNRa8XAOaLSHY0jjHR2JcD97Y45hOciXxnJBCf6a1U1V726jMvnA88beP195h9h0XL6oBhMeUCrAN2tjh3ObC1leuWR8/1/TjbXsdJWie2uMZT0WPOjCn/XbTsWaKTPUfLx+P0n70cU3Z2dN+bW1zvymj5FxL4eTXFfXuL8rnR8s/ElF0bLftcK+eaE93+C8AX/RnuB45uZf9FQE26/83YK30va0GZvupRnM78lq+74uz7V41paaiqAkuAQSKS38Hr/ij2jYiUAqcBz6vqOy2ucV/07UVxzvNAdJ+m/dcAC4FZMTEtxFnE8Mstjv0ysA/4a4IxR3CWXIj1avTriJiygdGv++OdRFWfBf4H+H84yWcMcL2qbmvluvuAfBHxJRin6WVskITpq95X1UUJ7htvZdd90a/9gUQX1tujqlUtyo6Jfl0fZ/8NOMnh2Fa2tfQuTqtpKLBeVVVEHgPuE5GTVPVfInIsTivyYVUNJBh3har6W5TF1r9JU8KUNs71X9EYTwN+HU1arWk6j60J1EdZC8qY9oXb2NbWh3FL6ViJ+Dc4tw+bWlHX4cT8WAfOkWj990S/9mtj/3HA0dHvx8YONImjH1AbJzmaPsISlDHJ05m/9D+Mfh0TZ9tonP+j8Vpwx8cpOwEnmXzUHJAz2OBvwJUikofzrNYbqhqvxdZV66JfR8TbGB2A8iecgSR3AZNpMTiiheNizmn6IEtQxiRPLVAiIgm3qtQZbfdP4LNNI/AAoue4I/r2L3EOvT32OtEh5rOAxara8pbjr4ESnBGCQ+hY66kj3sIZOj+ple2P4tx+vEpVfwAsAL4lIme03FFEBkX3XZqiWE0PYH1Qpq86RUSuamXbX+N8yCdiJXA+8AsR+SdOa+bVaBJqy3/ifBAvE5FHgE+i5/kM8EdVXRznmKHAKyLyPM5w81uABpzRdS29gtOqugonic7vaMUSoaphEXkWuFBEslW1sWmbiHwZuBT4gao2DbD4CnAq8AcROVFV98Wc7rzo16dTEavpGSxBmb7q8ugrnhHA5k6c8yGcAQ0XAzfi3KE4A2gzQanqahE5Ded21804zx19AHwT+HErh52DM+fdvThDtlcCc2NHAsacPyIijwPfBZ7qZPJN1P/g3EY8H3gGIPpw7s9wWor3xMRVJSKX4zxj9Vsgdu69LwKro6MTTR8lMSNVjTEZTkR+B3xJVTsyOAMRuR3nwd/TVHVFKmKLudbLQJ6qTu3k8ScBa4ELVdXm4uvDLEEZ04N0JkFFR8q9B9Sp6ompii3memNwZts4T1X/0Ynj/woUqephfVOmb7FbfMb0UiJyDM5IuQtwbj22dkszqaIjBDv92aKqFyYvGtOTWYIypveajtO3sxf4rqqmZHCEMalit/iMMcZkJHsOyhhjTEayBGWMMSYjWYIyxhiTkSxBGWOMyUiWoIwxxmSk/w8zu64XtS465QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "eidx = np.argsort(entr)\n", + "plt.Figure()\n", + "plt.plot(entr[eidx[::10]], reward[eidx[::10]], 'oC4', markersize=4, alpha=0.25, label='Reward')\n", + "plt.plot(entr[eidx], metric[eidx], '-C3', label=\"Metric\")\n", + "plt.tick_params(axis='x', labelsize=15)\n", + "plt.tick_params(axis='y', labelsize=15)\n", + "plt.grid(); plt.legend(prop={'size': 15}); plt.xlabel('Entropy h(x)', fontsize=18); plt.ylabel('Metric m(x) / Reward R(x,y)', fontsize=14)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig3_metricfit.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/viz/notebook/Fig4_testbed.ipynb b/viz/notebook/Fig4_testbed.ipynb new file mode 100644 index 0000000..1e4a192 --- /dev/null +++ b/viz/notebook/Fig4_testbed.ipynb @@ -0,0 +1,238 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n", + "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig4.npz\"\n", + "xlabel = \"Image Arrival Time (s)\"\n", + "ylabels = [\"Offloading Metric\", \"Token Count\", \"Time (ms)\"]\n", + "color0 = ['#0000ff', '#bfbfbf']\n", + "color1 = ['#0000ff', '#ff0000']\n", + "color2 = ['#ff0000', '#0000ff', '#ff9900', '#33cc33']\n", + "label0 = ['offloaded', 'not offloaded']\n", + "label1 = ['offloaded', 'not offloaded']\n", + "label2 = ['weak', 'dqn', 'transmission', 'strong']\n", + "start, end = 50, 150" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ThinkPad\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:84: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (30, 20)\n", + "fig, _ = plt.subplots()\n", + "ax0 = plt.subplot(311)\n", + "ax1, ax2 = plt.subplot(312, sharex=ax0), plt.subplot(313, sharex=ax0)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, ylabel in zip(axes, ylabels):\n", + " ax.tick_params(axis='x', labelsize=30)\n", + " ax.tick_params(axis='y', labelsize=30)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_ylabel(ylabel, labelpad=25, color='#333333', size=40)\n", + "ax2.set_xlabel(xlabel, labelpad=20, color='#333333', size=40)\n", + "fig.align_ylabels(axes)\n", + "\n", + "# Retrieve data from npz file\n", + "data = np.load(data_path)\n", + "xdata = data['arrival'][start:end]\n", + "dqn_r = data['offload'][start:end]\n", + "metric_r = data['metric'][start:end]\n", + "token = data['token'][start:end]\n", + "delay = data['delay'][:, start:end]\n", + "weak, dqn, trans, strong = delay\n", + "xdata -= xdata[0]\n", + "trace = 1 - dqn_r\n", + "\n", + "# Plot the first subplot\n", + "color = [color0[t] for t in trace]\n", + "ax0.scatter(xdata, metric_r, color=color, s=80)\n", + "dots = []\n", + "for i in range(2):\n", + " dots.append(Line2D([0], [0], marker='o', color='w', markerfacecolor=color0[i], markersize=20))\n", + "legend1 = fig.legend(dots, label0, loc='upper right', bbox_to_anchor=(0.99, 0.98), prop={'size': 25}, ncol=1, frameon=True)\n", + "\n", + "# Plot the second subplot\n", + "for i in range(end - start - 1):\n", + " color = color1[0] if dqn_r[i] else color1[1]\n", + " ax1.plot([xdata[i], xdata[i + 1]], [token[i], token[i + 1]], color=color, linewidth=3, marker='o', markersize=10)\n", + "dots = []\n", + "for i in range(2):\n", + " dots.append(Line2D([0], [0], marker='o', color=color1[i], markerfacecolor=color1[i], markersize=20, linewidth=6))\n", + "legend1 = fig.legend(dots, label1, loc='upper right', bbox_to_anchor=(0.99, 0.662), prop={'size': 25}, ncol=1, frameon=True)\n", + "\n", + "# Plot the third subplot\n", + "bar_width = 0.15\n", + "xdata += bar_width / 2\n", + "y_offset = np.zeros((end - start))\n", + "# Configure the zoomed-in sub-region\n", + "axins = zoomed_inset_axes(ax2, 5, loc='upper right', bbox_to_anchor=(0.62, 0.7), bbox_transform=ax2.transAxes)\n", + "x1, x2, y1, y2 = 12.375, 13.375, 19, 23\n", + "axins.set_xlim(x1, x2)\n", + "axins.set_ylim(y1, y2)\n", + "axins.yaxis.grid(True, color='#C0C0C0')\n", + "axins.xaxis.grid(True, color='#C0C0C0')\n", + "axins.tick_params(axis='x', bottom=False, top=False, labelsize=18)\n", + "axins.tick_params(axis='y', left=False, right=False, labelsize=18)\n", + "spines = ['top', 'bottom', 'left', 'right']\n", + "for spine in spines:\n", + " axins.spines[spine].set_color('#606060')\n", + " axins.spines[spine].set_linewidth(2.5)\n", + "for idx, delay in enumerate([weak, dqn, trans, strong]):\n", + " delay *= 1000\n", + " ax2.bar(xdata, delay, bar_width, bottom=y_offset, color=color2[idx])\n", + " axins.bar(xdata, delay, bar_width, bottom=y_offset, color=color2[idx])\n", + " y_offset = y_offset + delay\n", + "\n", + "# draw a bbox (in the main plot) and connect it to the zoomed-in area\n", + "mark_inset(ax2, axins, loc1=3, loc2=1, fc=\"none\", ec='#606060', lw=2.5)\n", + "recs = []\n", + "for i in range(3, -1, -1):\n", + " recs.append(plt.Rectangle((0, 0), 1, 1, color=color2[i]))\n", + "label2.reverse()\n", + "legend1 = fig.legend(recs, label2, loc='upper right', bbox_to_anchor=(0.99, 0.335), prop={'size': 25}, ncol=1,\n", + " frameon=True)\n", + "\n", + "# Save the figure\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig4_testbed.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average time (ms) spent on each component of the image classification pipeline:\n", + "Weak Classifier: 20.62 (0.57)\n", + "DQN: 0.25 (0.07)\n", + "Transmission: 40.97 (9.30)\n", + "Strong Classifier: 11.64 (5.79)\n" + ] + } + ], + "source": [ + "weak, dqn, trans, strong = data['delay'] * 1000\n", + "ofld = data['offload'].astype(bool)\n", + "print(\"Average time (ms) spent on each component of the image classification pipeline:\")\n", + "print(f\"Weak Classifier: {np.mean(weak):.2f} ({np.std(weak):.2f})\")\n", + "print(f\"DQN: {np.mean(dqn):.2f} ({np.std(dqn):.2f})\")\n", + "print(f\"Transmission: {np.mean(trans[ofld]):.2f} ({np.std(trans[ofld]):.2f})\")\n", + "print(f\"Strong Classifier: {np.mean(strong[ofld]):.2f} ({np.std(strong[ofld]):.2f})\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Percentage of time spent on each component for offloaded images:\n", + "Weak Classifier: 27.96%\n", + "DQN: 0.33%\n", + "Transmission: 55.84%\n", + "Strong Classifier: 15.87%\n", + "Percentage of time spent on each component for local classified images:\n", + "Weak Classifier: 98.78%\n", + "DQN: 1.22%\n" + ] + } + ], + "source": [ + "nofld = np.logical_not(ofld)\n", + "print(\"Percentage of time spent on each component for offloaded images:\")\n", + "total = np.mean((weak + dqn + trans + strong)[ofld])\n", + "print(f\"Weak Classifier: {(np.mean(weak[ofld])/total)*100:.2f}%\")\n", + "print(f\"DQN: {(np.mean(dqn[ofld])/total)*100:.2f}%\")\n", + "print(f\"Transmission: {(np.mean(trans[ofld])/total)*100:.2f}%\")\n", + "print(f\"Strong Classifier: {(np.mean(strong[ofld])/total)*100:.2f}%\")\n", + "print(\"Percentage of time spent on each component for local classified images:\")\n", + "total = np.mean((weak + dqn)[nofld])\n", + "print(f\"Weak Classifier: {(np.mean(weak[nofld])/total)*100:.2f}%\")\n", + "print(f\"DQN: {(np.mean(dqn[nofld])/total)*100:.2f}%\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig5a_spread.ipynb b/viz/notebook/Fig5a_spread.ipynb new file mode 100644 index 0000000..ae02286 --- /dev/null +++ b/viz/notebook/Fig5a_spread.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig5a.npz\"\n", + "subtitles = [\"rprob = 0.1\", \"rprob = 0.01\", \"rprob = 0.001\"]\n", + "xlabel = \"Sub-Sequence Spread sp\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black', 'black', 'black']\n", + "styles = ['solid', 'solid', 'solid', 'solid', 'dashed', 'dotted']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound', 'Weak Classifier', 'Strong Classifier']\n", + "markers = ['^', 'o', 'P', False, False, False]\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (36, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1, ax2 = plt.subplot(1,3,1), plt.subplot(1,3,2), plt.subplot(1,3,3)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=30)\n", + " ax.tick_params(axis='y', labelsize=30)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=35, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "lb = npz_data['lower_bound']\n", + "xdata, ydata = np.arange(0, 1.1, 0.1), list()\n", + "for base, mdp, dqn in zip(npz_data['baseline'], npz_data['mdp'], npz_data['dqn']):\n", + " pdata = np.zeros((4, 11))\n", + " pdata[0], pdata[1], pdata[2] = dqn, mdp, base\n", + " pdata[3] = np.ones_like(xdata)*lb\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the simulation data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, style, marker in zip(ydata[i], colors, styles, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color, linestyle=style)\n", + " lines.append(line)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig5a_spread.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig5b_rprob.ipynb b/viz/notebook/Fig5b_rprob.ipynb new file mode 100644 index 0000000..d4a90ab --- /dev/null +++ b/viz/notebook/Fig5b_rprob.ipynb @@ -0,0 +1,123 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig5b.npz\"\n", + "subtitles = [\"spread = 0.1\", \"spread = 0.2\", \"spread = 0.5\"]\n", + "xlabel = \"Log (base 10) Scaled\\nLocation Reset Probability rprob\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black', 'black', 'black']\n", + "styles = ['solid', 'solid', 'solid', 'solid', 'dashed', 'dotted']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound', 'Weak Classifier', 'Strong Classifier']\n", + "markers = ['^', 'o', 'P', False, False, False]\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (36, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1, ax2 = plt.subplot(1,3,1), plt.subplot(1,3,2), plt.subplot(1,3,3)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=35)\n", + " ax.tick_params(axis='y', labelsize=35)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=35, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=40)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "lb = npz_data['lower_bound']\n", + "xdata, ydata = np.arange(-3, 0.1, 0.5), list()\n", + "for base, mdp, dqn in zip(npz_data['baseline'], npz_data['mdp'], npz_data['dqn']):\n", + " pdata = np.zeros((4, 7))\n", + " pdata[0], pdata[1], pdata[2] = dqn, mdp, base\n", + " pdata[3] = np.ones_like(xdata)*lb\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the simulation data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, style, marker in zip(ydata[i], colors, styles, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color, linestyle=style)\n", + " lines.append(line)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + "fig.legend(lines, labels, loc='lower center', bbox_to_anchor=(0.5, -0.2), prop={'size': 55}, ncol=4, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig5b_rprob.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig6_tb.ipynb b/viz/notebook/Fig6_tb.ipynb new file mode 100644 index 0000000..c1dc220 --- /dev/null +++ b/viz/notebook/Fig6_tb.ipynb @@ -0,0 +1,121 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig6.npz\"\n", + "subtitles = [\"Rate r = 0.05\", \"Rate r = 0.1\", \"Rate r = 0.25\"]\n", + "xlabel = \"Bucket depth b\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound']\n", + "markers = ['^', 'o', 'P', False]\n", + "markersize = 15\n", + "bases = [0, 0.005, 0.025]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (36, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1, ax2 = plt.subplot(1,3,1), plt.subplot(1,3,2), plt.subplot(1,3,3)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=30)\n", + " ax.tick_params(axis='y', labelsize=30)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=30, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "xdata, ydata = np.arange(1, 21), list()\n", + "for mdp, dqn, bbase, binf in zip(npz_data['mdp'], npz_data['dqn'], npz_data['baseline'], npz_data['lower_bound']):\n", + " pdata = np.zeros((4, 20))\n", + " pdata[0], pdata[1], pdata[2], pdata[3] = dqn, mdp, bbase, np.ones_like(xdata)*binf\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the simulation data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, marker in zip(ydata[i], colors, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + " lines.append(line)\n", + "fig.legend(lines, labels, loc='lower center', bbox_to_anchor=(0.5, -0.2), prop={'size': 55}, ncol=4, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig6_tb.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig7a_trace.ipynb b/viz/notebook/Fig7a_trace.ipynb new file mode 100644 index 0000000..3b49224 --- /dev/null +++ b/viz/notebook/Fig7a_trace.ipynb @@ -0,0 +1,118 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 4, sp = 0.1, rprob = 0.01\"\n", + "data_path = f\"../data/fig7a.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "tylabel = \"Token Count\"\n", + "colors = ['#0000ff', '#ff0000', '#ff9900', '#bfbfbf']\n", + "labels = ['offloaded by DQN', 'offloaded by MDP', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 3" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=55, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "mdp_data, dqn_data, metric = npz_data['mdp_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "xdata = np.arange(length)\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(mdp_data.shape[0])\n", + "mdp_r, dqn_r, metric_r = mdp_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "trace = 2*mdp_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the simulation data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/Fig7a_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig7b_trace.ipynb b/viz/notebook/Fig7b_trace.ipynb new file mode 100644 index 0000000..82cd3d4 --- /dev/null +++ b/viz/notebook/Fig7b_trace.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 20, sp = 0.1, rprob = 0.01\"\n", + "data_path = f\"../data/fig7b.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "tylabel = \"Token Count\"\n", + "colors = ['#0000ff', '#ff0000', '#ff9900', '#bfbfbf']\n", + "labels = ['offloaded by DQN', 'offloaded by MDP', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 3" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=55, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "mdp_data, dqn_data, metric = npz_data['mdp_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "xdata = np.arange(length)\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(mdp_data.shape[0])\n", + "mdp_r, dqn_r, metric_r = mdp_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "trace = 2*mdp_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the simulation data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "dots = []\n", + "for i in range(4):\n", + " dots.append(Line2D([0], [0], marker='o', color='w', markerfacecolor=colors[i], markersize=25))\n", + "legend1 = fig.legend(dots, labels, loc='lower center', bbox_to_anchor=(0.5, -0.25), prop={'size': 40}, ncol=2, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/Fig7b_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig8_tprob.ipynb b/viz/notebook/Fig8_tprob.ipynb new file mode 100644 index 0000000..154ec93 --- /dev/null +++ b/viz/notebook/Fig8_tprob.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig8.npz\"\n", + "subtitles = [\"$\\mathregular{I_1}$ = 1, $\\mathregular{I_2}$ = 3\", \"$\\mathregular{I_1}$ = 1, $\\mathregular{I_2}$ = 6\"]\n", + "xlabel = \"Log (base 10) Scaled\\nTransition Probability $\\mathregular{tprob_1}$\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound']\n", + "markers = ['^', 'o', 'P', 'X']\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (24, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1 = plt.subplot(1,2,1), plt.subplot(1,2,2)\n", + "axes = [ax0, ax1]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=32)\n", + " ax.tick_params(axis='y', labelsize=32)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=35, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from npz file\n", + "npz_data = np.load(data_path)\n", + "xdata, ydata = np.arange(-3, 0, 0.5), list()\n", + "for dqn, mdp, base, lb in zip(npz_data['dqn'], npz_data['mdp'], npz_data['baseline'], npz_data['lower_bound']):\n", + " pdata = np.zeros((4, 6))\n", + " pdata[0], pdata[1], pdata[2] = dqn[:-1], mdp[:-1], base[:-1]\n", + " pdata[3] = lb[:-1]\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the simulation data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, marker in zip(ydata[i], colors, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color)\n", + " lines.append(line)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + "\n", + "fig.legend(lines, labels, loc='lower center', bbox_to_anchor=(0.5, -0.15), prop={'size': 45}, ncol=4, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig8_tprob.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/Fig9_tb.ipynb b/viz/notebook/Fig9_tb.ipynb new file mode 100644 index 0000000..b117dd6 --- /dev/null +++ b/viz/notebook/Fig9_tb.ipynb @@ -0,0 +1,121 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_path = \"../data/fig9.npz\"\n", + "subtitles = [\"Rate r = 0.05\", \"Rate r = 0.1\", \"Rate r = 0.25\"]\n", + "xlabel = \"Bucket depth b\"\n", + "ylabel = \"Average Top-5 Loss\"\n", + "colors = ['blue', 'red', '#808080', 'black']\n", + "labels = ['DQN', 'MDP', 'Baseline', 'Lower Bound']\n", + "markers = ['^', 'o', 'P', False]\n", + "markersize = 15" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (36, 10)\n", + "fig, _ = plt.subplots()\n", + "ax0, ax1, ax2 = plt.subplot(1,3,1), plt.subplot(1,3,2), plt.subplot(1,3,3)\n", + "axes = [ax0, ax1, ax2]\n", + "\n", + "# Configure the subplot setting\n", + "for ax, subtitle in zip(axes, subtitles):\n", + " ax.tick_params(axis='x', labelsize=30)\n", + " ax.tick_params(axis='y', labelsize=30)\n", + " ax.yaxis.grid(True, color='#C0C0C0')\n", + " ax.xaxis.grid(True, color='#C0C0C0')\n", + " ax.spines['top'].set_color('#606060')\n", + " ax.spines['bottom'].set_color('#606060')\n", + " ax.spines['left'].set_color('#606060')\n", + " ax.spines['right'].set_color('#606060')\n", + " ax.set_title(subtitle, pad=30, color='#333333', size=55, weight='bold')\n", + " ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "axes[0].set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from log file\n", + "npz_data = np.load(data_path)\n", + "xdata, ydata = np.arange(1, 21), list()\n", + "for mdp, dqn, bbase, lb in zip(npz_data['mdp'], npz_data['dqn'], npz_data['baseline'], npz_data['lower_bound']):\n", + " pdata = np.zeros((4, 20))\n", + " pdata[0], pdata[1], pdata[2], pdata[3] = dqn, mdp, bbase, np.ones_like(xdata)*lb\n", + " ydata.append(pdata)\n", + "\n", + "# Plot the training data\n", + "for i in range(len(axes)):\n", + " lines = list()\n", + " for dat, color, marker in zip(ydata[i], colors, markers):\n", + " line, = axes[i].plot(xdata, dat, linewidth=3, color=color)\n", + " if marker:\n", + " line.set_marker(marker); line.set_markersize(markersize)\n", + " lines.append(line)\n", + "fig.legend(lines, labels, loc='lower center', bbox_to_anchor=(0.5, -0.2), prop={'size': 55}, ncol=4, frameon=False)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('../pdf/Fig9_tb.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/notebook/FigE_trace.ipynb b/viz/notebook/FigE_trace.ipynb new file mode 100644 index 0000000..adcc5ee --- /dev/null +++ b/viz/notebook/FigE_trace.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from matplotlib.lines import Line2D\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "title = \"r = 0.1, b = 4, sp=0.1, rprob=0.01, $\\mathregular{I_1}$ = 1, $\\mathregular{I_2}$ = 3\"\n", + "data_path = f\"../data/figE.npz\"\n", + "xlabel = \"Time\"\n", + "ylabel = \"Offloading Metric\"\n", + "colors = ['#0000ff', '#ff3399', '#cccc00', '#bfbfbf']\n", + "labels = ['DQN trained on correlated outputs', 'DQN trained on i.i.d. outputs', 'offloaded by both', 'not offloaded']\n", + "length = 1000\n", + "seed = 3\n", + "trans = 711\n", + "h1, h2 = 222, 481\n", + "l1, l2 = 691, 796" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create the plot\n", + "plt.rc(\"font\", family=\"DejaVu Sans\")\n", + "plt.rcParams['figure.figsize'] = (25, 9)\n", + "fig, _ = plt.subplots()\n", + "ax = plt.subplot()\n", + "\n", + "# Configure the subplot setting\n", + "ax.tick_params(axis='x', labelsize=30)\n", + "ax.tick_params(axis='y', labelsize=30)\n", + "ax.yaxis.grid(True, color='#C0C0C0')\n", + "ax.xaxis.grid(True, color='#C0C0C0')\n", + "ax.spines['top'].set_color('#606060')\n", + "ax.spines['bottom'].set_color('#606060')\n", + "ax.spines['left'].set_color('#606060')\n", + "ax.spines['right'].set_color('#606060')\n", + "ax.set_title(title, color='#333333', fontsize=50, fontweight='bold', pad=40)\n", + "ax.set_xlabel(xlabel, labelpad=25, color='#333333', size=45)\n", + "ax.set_ylabel(ylabel, labelpad=30, color='#333333', size=45)\n", + "\n", + "# Retrieve data from log file\n", + "npz_data = np.load(data_path)\n", + "dqnw_data, dqn_data, metric = npz_data['dqnw_offload'], npz_data['dqn_offload'], npz_data['metric']\n", + "metric = metric*npz_data['std'] + npz_data['mean']\n", + "intlen = npz_data['inter_arrival']\n", + "intlen = np.cumsum(intlen, axis=1)\n", + "intlen[:, 1:] = intlen[:, :-1]\n", + "intlen[:, 0] = 0\n", + "rstate = np.random.RandomState(seed)\n", + "ridx = rstate.randint(dqnw_data.shape[0])\n", + "dqnw_r, dqn_r, metric_r = dqnw_data[ridx, :length].astype(np.int), dqn_data[ridx, :length].astype(np.int), metric[ridx, :length]\n", + "xdata = intlen[ridx, :length]\n", + "trace = 2*dqnw_r+dqn_r\n", + "trace = trace - 1\n", + "trace[trace<0] = 3\n", + "\n", + "# Plot the training data\n", + "color = [colors[t] for t in trace]\n", + "ax.scatter(xdata, metric_r, color=color, s=60)\n", + "ax.axvline(x=trans, linewidth=3, color='k')\n", + "dots = []\n", + "for i in range(4):\n", + " dots.append(Line2D([0], [0], marker='o', color='w', markerfacecolor=colors[i], markersize=25))\n", + "legend1 = fig.legend(dots, labels, loc='center right', bbox_to_anchor=(0.72, -0.12), prop={'size': 35}, ncol=2, frameon=False)\n", + "legend2 = fig.legend([Line2D([0], [0], color='k', linewidth=3)], ['state transition'], loc='center left', bbox_to_anchor=(0.74, -0.12), prop={'size': 35}, frameon=False)\n", + "plt.tight_layout()\n", + "plt.savefig(f'../pdf/FigE_trace.pdf', bbox_inches='tight')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of images offloaded by DQN+:20, DQN-:22, and together:7 during [222, 480].\n", + "Number of images offloaded by DQN+:24, DQN-:1, and together:0 during [691, 963].\n" + ] + } + ], + "source": [ + "dqnh, dqnwh, bh = np.sum(trace[h1:h2]==0), np.sum(trace[h1:h2]==1), np.sum(trace[h1:h2]==2)\n", + "dqnl, dqnwl, bl = np.sum(trace[l1:l2]==0), np.sum(trace[l1:l2]==1), np.sum(trace[l1:l2]==2)\n", + "print(f\"Number of images offloaded by DQN+:{dqnh}, DQN-:{dqnwh}, and together:{bh} during [222, 480].\")\n", + "print(f\"Number of images offloaded by DQN+:{dqnl}, DQN-:{dqnwl}, and together:{bl} during [691, 963].\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "dqnho, dqnwho = metric_r[h1:h2][dqn_r.astype(np.bool)[h1:h2]], metric_r[h1:h2][dqnw_r.astype(np.bool)[h1:h2]]\n", + "dqnlo, dqnwlo = metric_r[l1:l2][dqn_r.astype(np.bool)[l1:l2]], metric_r[l1:l2][dqnw_r.astype(np.bool)[l1:l2]]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average offloading metric of images offloaded by DQN+:0.580 and DQN-:0.572 during [222, 480].\n", + "Average offloading metric of images offloaded by DQN+:0.096 and DQN-:0.120 during [691, 963].\n" + ] + } + ], + "source": [ + "print(f\"Average offloading metric of images offloaded by DQN+:{np.average(dqnho):.3f} and DQN-:{np.average(dqnwho):.3f} during [222, 480].\")\n", + "print(f\"Average offloading metric of images offloaded by DQN+:{np.average(dqnlo):.3f} and DQN-:{np.average(dqnwlo):.3f} during [691, 963].\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mumimum:0.529, maximum:0.585, and average:0.559 offloading metric during [222, 480].\n" + ] + } + ], + "source": [ + "hp = metric_r[h1:h2]\n", + "print(f\"Mumimum:{np.amin(hp):.3f}, maximum:{np.amax(hp):.3f}, and average:{np.average(hp):.3f} offloading metric during [222, 480].\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "dqn1o, dqnw1o = metric_r[:trans][dqn_r.astype(np.bool)[:trans]], metric_r[:trans][dqnw_r.astype(np.bool)[:trans]]\n", + "dqn2o, dqnw2o = metric_r[trans:][dqn_r.astype(np.bool)[trans:]], metric_r[trans:][dqnw_r.astype(np.bool)[trans:]]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Decrease in offloading metric of images offloaded by DQN+:19.34% and DQN-:20.27% after the state transition at t=711.\n" + ] + } + ], + "source": [ + "print(f\"Decrease in offloading metric of images offloaded by DQN+:{(1-np.mean(dqn2o)/np.mean(dqn1o))*100:.2f}% and DQN-:{(1-np.mean(dqnw2o)/np.mean(dqnw1o))*100:.2f}% after the state transition at t=711.\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/viz/pdf/Fig10a_trace.pdf b/viz/pdf/Fig10a_trace.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f9c4f93371a3c59c30168bac198ce5fc472c9931 GIT binary patch literal 26439 zcmb@t1ymhLw+4#4yK@K@{J_E8gS$g;cXxtY2<`-eCwOpo2yTG{cekLy?Hw{R|DE~o zyt}gAdW%(5pRTT5-`=&mYFBlA)Jo!#Osvf8NYrJEfYN3pRsay-U~G-V&ktZxGO{pp z0kDDZr~p{hyd2E{EMi8kMz#(X06{?{GkeqL2f6=NLBiAZm8z?es~Ld(k4lmb_O1ZX zAJIHfj|t5#>^gkgXa$!ubds+ z90AXoim3uv#Le8TOw3eXfm;XvQgb%4cX2dwHnTVJ`b+sgo(H$ZB5!7DWhCn02}b`c zo0W?P#0=!*;AG^a)8wmLA|)Ho5Df4W{_Ve$9w;#!Rr>|ZtLXq94q-}aCjVO#Fj zC3J(@X8UjyEOaRNQlkE`2mbig`~%s_O-rhS!5hE3OZP`J71{Yi^R%MH_PhPdg@tVU z><7^uUfWU01ZCBOv^qoW%`KKY1OGRkNXPvW3Gb1@el&fWFJx%vcd*tjnbsHrV_O!y zOLe{b{&auhJ1_Z_ezInIf#J=*-9X%A$rW(95NR8b$F>-Mv)!gPTsUX6TfTmC+}`f@ zG``~d#^-6_e9f8cJ?FcWI+XK{R$KKJvsS&wlf539ehp8d+L$m7S;DB4GC%H1-|Lpo 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