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@maksbotan
Last active May 19, 2021
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python for blogpost

The task

We will implement a very simple Signal/Image Processing task: smooth 1-d array with Gaussian kernel (in 2-d case this would be called "Gaussian blur").

This is achieved with a convolution: we move our kernel along the signal and compute sliding dot products.

Pure python implementation

(See attached notebook for more details)

In pure python it is simply two nested loops:

def smooth(signal, kernel):
    smoothed = [0] * len(signal)
    half_width = (len(kernel) - 1) // 2

    for i in range(len(signal)):
        left = max(0, i - half_width)
        right = min(i + half_width, len(signal) - 1)

        smoothed[i] = sum(
            signal[j] * kernel[half_width - (i - j)] for j in range(left, right + 1)
        )

    return smoothed

Here for each point of input signal we try to overlap the kernel and cut off the edges (assuming the signal is 0 out of its bounds).

If we measure it with IPython's default benchmarking tool, %timeit, we get these figures for signal of length 5000 and kernel of length 13:

14.6 ms ± 116 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)

Not so nice!

NumPy

Now, in Python it is standard to solve such tasks with NumPy: an efficient implementation of arrays and operations on them in C.

With numpy we just call np.convolve to solve our task. Let's benchmark it on the same input:

84.5 µs ± 371 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)

Much better than 15ms.

What about haskell?

Pure Haskell implementation

In standard haskell we can use only linked lists to represent our arrays. How do we write sensible convolution on linked lists?

We will use Data.List.tails function that for a list [a] will return a list of all of its tails: [[a]]. For example, tails [1,2,3] = [[1,2,3], [2,3], [3], []]. Then we apply take kernel_width to every tail and we get lists suitable for computing of the dot-product with our kernel. The only thing we need to account for is the beginning of the list, where we can't use the whole kernel. Let's just prepend (kernel_width - 1) / 2 zeros and then our generic procedure is recovered.

The code:

smooth :: [Double] -> [Double] -> [Double]
smooth signal kernel = take signal_length $ map (\t -> take kernel_width t `dot` kernel) $ tails padded
  where
    signal_length = length signal
    kernel_width = length kernel
    half_width = (kernel_width - 1) `div` 2

    pad = replicate half_width 0
    padded = pad <> signal

    dot :: [Double] -> [Double] -> Double
    dot a b = sum $ zipWith (*) a b

Take a not how this just reads off from English description of the algorithm, contrary to what we did in Python.

So, what about the performance? We will compile with optimizations (-O2) and use criterion, Haskell's de-facto standard tool for benchmarking:

benchmarking list/tails
time                 310.1 μs   (309.3 μs .. 310.7 μs)
                     1.000 R²   (1.000 R² .. 1.000 R²)
mean                 310.2 μs   (309.6 μs .. 311.0 μs)
std dev              2.282 μs   (1.749 μs .. 3.279 μs)

So, naive and very simple Haskell implementation outperforms naive Python code 50 times!

Can we do even more faster?

Vector

In Haskell there is a dedicated library for working with arrays: vector. Unlike NumPy, vector is implemented in pure Haskell, without any C code.

The cool thing about it is that we can write our code very similarly to plain lists:

smoothVunfoldr :: V.Vector Double -> V.Vector Double -> V.Vector Double
smoothVunfoldr signal kernel = V.take signal_length $ V.unfoldr calc padded
  where
    signal_length = V.length signal
    kernel_width = V.length kernel
    half_width = (kernel_width - 1) `div` 2

    pad = V.replicate half_width 0
    padded = pad <> signal

    dot :: V.Vector Double -> V.Vector Double -> Double
    dot a b = V.sum $ V.zipWith (*) a b

    calc :: V.Vector Double -> Maybe (Double, V.Vector Double)
    calc vec
      | V.null vec = Nothing
      | otherwise = Just (V.take kernel_width vec `dot` kernel, V.tail vec)

Here V is import qualified Data.Vector.Unbox as V: unboxed vectors, which represent our arrays as simple memory arrays, without any additional indirections through pointers.

Unfortunately, vector lacks tails function, so here we use V.unfoldr, which lets us generate our result one by one, while keeping some sort of state. In our case the state is the always shrinking tail of the input vector.

Benchmark result:

benchmarking vector/unfodlr
time                 132.8 μs   (132.3 μs .. 133.2 μs)
                     1.000 R²   (1.000 R² .. 1.000 R²)
mean                 131.7 μs   (131.3 μs .. 132.2 μs)
std dev              1.509 μs   (1.184 μs .. 1.936 μs)

Almost 3 times better than linked lists, approaching the performance of Numpy while still writing pure and idiomatic Haskell.

Vector with slices

Now, take another look at the code we've written. Actually, the only reason we used tails and map in the lists example is because indexing the list is O(n) in haskell, and thus we can't just port Python code as it is.

However, in vector indexing and taking slices is O(1), so now we can recreate the Python implementation:

smoothVslice :: V.Vector Double -> V.Vector Double -> V.Vector Double
smoothVslice signal kernel = V.generate signal_length calc
  where
    signal_length = V.length signal
    kernel_width = V.length kernel
    half_width = (kernel_width - 1) `div` 2

    calc :: Int -> Double
    calc i = V.sum $ V.zipWith (*) signal_part kernel_part
      where
        left = max 0 (i - half_width)
        right = min (i + half_width) (signal_length - 1)

        signal_part = V.slice left (right - left + 1) signal
        kernel_part = V.slice (half_width - (i - left)) (right - left + 1) kernel

Here we just iterate through our input signal, take appropriate slices of it and of the kernel and calculate the dot product.

Recall that in Python we calculated the dot product by explicitly iterating through some indices in the inputs. And in Haskell we first take a slice of the vector and then calculate the product. Doesn't it involve memory copying?

No! Due to Haskell's immutable-by-default nature, V.slice can refer to the same memory as used by the parent vector and still be safe from any corruptions this sharing might introduce in an impure language.

Here's the benchmark:

benchmarking vector/slice
time                 107.0 μs   (106.8 μs .. 107.2 μs)
                     1.000 R²   (1.000 R² .. 1.000 R²)
mean                 106.6 μs   (106.4 μs .. 106.8 μs)
std dev              617.6 ns   (511.7 ns .. 779.0 ns)

107 microseconds: we almost achieved the performance of hand-crafted highly optimized C code in NumPy.

Bonus point: if we rewrite our pure Python implementation to work with NumPy arrays and to use np.dot instead of manual loop for the dot product, we still get bad performance:

11.1 ms ± 148 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)

as opposed to 88 microseconds of np.convolve.

This means that in Python the developer must always think how to offload as much computation as possible to pre-made C functions in NumPy instead of writing the usual loops. And in Haskell there is no such problem, since the optimizer will happily process pure Haskell code in the vector library and pure Haskell code in your project just the same and glue them nicely.

module Main where
import Debug.Trace
import Control.DeepSeq
import Data.List
import qualified Data.Vector.Unboxed as V
import System.Random
import Criterion.Main
gen :: StdGen
gen = mkStdGen 100500
signal :: [Double]
signal = force $ map fromIntegral $ take 5000 $ randomRs (0 :: Int, 100) gen
sigma :: Double
sigma = 1.7
kernel :: [Double]
kernel = force $ map (/ c) raw
where
raw = [exp ( (negate $ fromIntegral x ** 2) / (2 * sigma ** 2) ) | x <- [-6::Int .. 6]]
c = sum raw
smooth :: [Double] -> [Double] -> [Double]
smooth signal kernel = take signal_length $ map (\t -> take kernel_width t `dot` kernel) $ tails padded
where
signal_length = length signal
kernel_width = length kernel
half_width = (kernel_width - 1) `div` 2
pad = replicate half_width 0
padded = pad <> signal
dot :: [Double] -> [Double] -> Double
dot a b = sum $ zipWith (*) a b
smoothUnfoldr :: [Double] -> [Double] -> [Double]
smoothUnfoldr signal kernel = take signal_length $ unfoldr calc padded
where
signal_length = length signal
kernel_width = length kernel
half_width = (kernel_width - 1) `div` 2
pad = replicate half_width 0
padded = pad <> signal
dot :: [Double] -> [Double] -> Double
dot a b = sum $ zipWith (*) a b
calc :: [Double] -> Maybe (Double, [Double])
calc vec
| null vec = Nothing
| otherwise = Just (take kernel_width vec `dot` kernel, tail vec)
smoothVunfoldr :: V.Vector Double -> V.Vector Double -> V.Vector Double
smoothVunfoldr signal kernel = V.take signal_length $ V.unfoldr calc padded
where
signal_length = V.length signal
kernel_width = V.length kernel
half_width = (kernel_width - 1) `div` 2
pad = V.replicate half_width 0
padded = pad <> signal
dot :: V.Vector Double -> V.Vector Double -> Double
dot a b = V.sum $ V.zipWith (*) a b
calc :: V.Vector Double -> Maybe (Double, V.Vector Double)
calc vec
| V.null vec = Nothing
| otherwise = Just (V.take kernel_width vec `dot` kernel, V.tail vec)
smoothVslice :: V.Vector Double -> V.Vector Double -> V.Vector Double
smoothVslice signal kernel = V.generate signal_length calc
where
signal_length = V.length signal
kernel_width = V.length kernel
half_width = (kernel_width - 1) `div` 2
calc :: Int -> Double
calc i = V.sum $ V.zipWith (*) signal_part kernel_part
where
left = max 0 (i - half_width)
right = min (i + half_width) (signal_length - 1)
signal_part = V.slice left (right - left + 1) signal
kernel_part = V.slice (half_width - (i - left)) (right - left + 1) kernel
main :: IO ()
main = defaultMain
[ bgroup "list"
[ bench "tails" $ nf (uncurry smooth) (signal, kernel)
, bench "unfoldr" $ nf (uncurry smoothUnfoldr) (signal, kernel)
]
, bgroup "vector"
[ bench "unfodlr" $ nf (uncurry smoothVunfoldr) (V.fromList signal, V.fromList kernel)
, bench "slice" $ nf (uncurry smoothVslice) (V.fromList signal, V.fromList kernel)
]
]
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"import random\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"random.seed(100500)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gaussian kernel of length 13"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"sigma = 1.7\n",
"\n",
"kernel_range = list(range(-6, 7))\n",
"kernel = [math.exp(-(x ** 2) / (2 * sigma ** 2)) for x in kernel_range]\n",
"\n",
"C = sum(kernel)\n",
"kernel = [x / C for x in kernel]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
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"text/plain": [
"<Figure size 1600x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(kernel_range, kernel)\n",
"plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Random signal of length 100"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"signal = [random.randint(0, 100) for _ in range(100)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Smoothing via convolution"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def smooth(signal, kernel):\n",
" smoothed = [0] * len(signal)\n",
" half_width = (len(kernel) - 1) // 2\n",
"\n",
" for i in range(len(signal)):\n",
" left = max(0, i - half_width)\n",
" right = min(i + half_width, len(signal) - 1)\n",
"\n",
" smoothed[i] = sum(\n",
" signal[j] * kernel[half_width - (i - j)] for j in range(left, right + 1)\n",
" )\n",
"\n",
" return smoothed"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1600x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"smoothed = smooth(signal, kernel)\n",
"plt.plot(signal)\n",
"plt.plot(smoothed)\n",
"plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Verify with numpy"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RQUTpUbWcDETb7p7OS+Zqt7uPM9fC5mMAkYiIjHXv82cAxFe+DHhDVJKe/EqUdmqwLqmMYH8AkUNUiCgt1IxrDlJJB8sXKOammfkYQCQiIiOt1C089tNlAPEGEGUGIhdNRImqK+dgUlkQp1e7A4h1XheIKCW62kgwEy0VWr5AMe955mMAkYiIjPTDw+fQsYH922exZ/NMbN9H9kDkbjtRonR4eBU9EMXGAnsgElFaVDXIAqfJ8peqM4BoPgYQiYjISPcedvofxpl9CHgBxEaCk1+JCKi31AzEZB5iRAnz+VucTYsqH6aIKCXqGgyyosnyl6qzhNl8DCASEZGR7nEHqFx1YbwBRJFpxKbhevnpUg2/91eP4qnjK0m/FJoQPTIQnQDiBe7U9zozEIlIM1/43mH8P995LvKvW9XgGkyT1e7JQORxNx0DiEREZJzF9aYMHL0l5gCiGKICcMGsk288/FP81UMv46v3HU36pdCE1DTogXjWLWHet8UJIIqppEREOrDaHdx06Cl85h+ewXLVivRrd5UwMwMxFSz/FGZmIBqPAUQiIjLO/Uec7MNX79qEHXOlWL+XyEAEkgtaUK9q0wncsJwmPeoa9N/yZyCyByIR6aTZ6kAkja02og0gqhnXVosVGWngH6LCNZf5GEAkIiLjTKp8GQBy2Qxy2QwAZiDqRBwL/+44mUstnUqiB6Jt214G4lanByIDiESkk5ZyT4z6+qRmXDfbvPalQe8QFa6DTccAIhERGedeEUC8aPtEvp83SIULZl3IACKDuqlRSzgDcaXWkmV75y1Uel4TEVHS1NLiasQBRDUgyYqMdPAPUeEUZvMxgEhEREY5tVrHs6fWkMkAb7lw60S+pyhjZgaiPsRDkn9xS+ZK+uH1tFu+PFfOY6FScF4TH6aISCPWhAKIzP5Ph5bvOPOeZz4GEImIyCj3HT4HAPiZPfNYqBQn8j2LOZGByGCVLsSxsDgZOzXqCQ9REf0Pd2wqYaaYc19TBx2+B4lIE10lzBEOebJtu3uICtdDqdBbwswAoukYQCQiIqPc+/wZAJPpfyiUCgwg6oYlzOmjSwBx+6YSZgredPY6WxsQkSbiKmFutDqwlVgSs//TodVxjnPe7QXOdbD5GEAkIiKjiP6HV79qcgFEkYHIHXd9eENUeEzSwLbtxHsgnll1A4hzxa4AYtRlgkREo+oqYW5Ed23yD2TheigdREbrpnIeAAeHpQEDiEREZIxjSzW8cLaKXDaDN71yMv0PAaCUd4IFTQartNFgADFVmu0O1EqqJAYanXEnMG/fVEI2m5HDlfhARUS66O6BGF0Jc9ViADGNxPtpU8kJILKE2XwMIBIRkTFE9uHl523GXLkwse8rhqg0uHDShnh4abKReyrUm90Pq4lkIColzABQkX0QeV0gIj2ow038Qb9x1HzBSG6opoPogSgDiGzZYTwGEImIyBj3HnbLly+aXPkyoExh5oJZG5zCnC7+h5ZkeiB6GYgAZBkzS5iJSBfqPTHK7OiaBps4NHkt9/00J0uYedxNxwAiEREZwbZtmYE4yQEqAGSpYsPiwkkX7IGYLjr03/IyEJ3p72U3A7HGDEQi0oQV0xAVfzk0N1TTQWQgiqofZiCajwFEIiIa2pm1Bt5+83dwy7d+kvRL6fHSuRp+ulRDIZfBFa/cMtHvXWIGonY4hTld/EG6ZHogiiEq3SXM7IFIRLpoqSXMUQYQfddg3nvTQbyfZt0SZrbyMR8DiERENLQfv7yEF89V8c3HTyT9Unrc8/wZAMDr9y2gUsxP9HvLISpcMGtDBHPZAzEd/AHESZ+Ltm3LAOIOXwkzMxCJSBfNmIao1P1Z4NxQTQWr0z1Ehfc78zGASEREQxMluq2OfkEZ0f/wqou2T/x7yyEqLN3QhtgFZwlzOvgHlUy6B+J6s426e33c5pYwzxRFTyheF4hID/GVMCffRoImT2QgzpfFFGYed9MxgEhEREMTO8otzYIytm3jnoT6HwJAMeeWMHPBrA0OUUkXfwBx0ufimVUn+7BSzMkM6JmCc12IctIpEdE44hqi4r/OMQMxHcTzgMxA5IaZ8RhAJCKioYkMREuzstDnT6/j9GoDpXwWb7hgYeLfv1QQGYhcMOuiwSEqqeKf/Djpc9EboFKS/yZKmP2lfURESbG6eiDGWMLM9VAqiIqkTSIDkZU4xmMAkYiIhtYQGYgdvRaG97r9D9/4ii0ouw/tk8QMRP14U5ht2LZeAW+KXuIZiL4JzIBXwhxlmSAR0TgmVcLMzbt08E9hbrCE2XgMIBIR0dC8vnJ6BWRk/8MEypcBZiDqxrbtrvIp3d6vFL2kpzCfXmsCCM5AZFN5ItKFOh05ymtT1XKyGTMZ57+5oZoOlr+Emfc74zGASEREQ9Oxr1ynY+O+w+cAAFe/KpkAYjHnBAoYQNRDq2NDTTrU6f1K8RAZiKKRe1I9ELfPeQHESjHX9dqIiJKmbqitN6K7NokS5nk3E409ENNBDFGZk0NUeL8zHQOIREQ0NDmFWaOMrmdOruLcehOVYg4/e/7k+x8C3hRm7rjrwR/IZQDRfKJx++aKW0alQw9EN4AYZZ8xIqJxWEoLmlqE1yZRwrx5xg0gtvRZJ1J8REsjkYFYt9psG2M4BhCJiGhoTQ17IN7rTl9+0yu3opBL5rZWyosSZu686sAfyGUmhPlE43bx8DrpAOJZt4R5h9IDsSxLmPn+IyI9WEpgrxphsEeUrsoAIu+7xrNtW2a0iiEqHZvH3nQMIBIR0dDUKcy67DDe4wYQr7oomfJlgBmIuvEfB/ZANJ+YwuxlvySfgShKmKPM8iEiGoeakW/b0W22iCzwhYq4BnND1XQdZWklSpgBoM5NM6MxgEhERENrtr0FYauTfFCm3bFx/xEngHi1DgFE7rpqoSeAyMCu8UT2y8KMkwE46WxgGUCc4xAVItKX5asgiWoSs/g68+4mDjfuzKcGo2cKOWTdAToN3vOMxgAiERENraHsKurQB/GJY8tYrbcwV87jsr2bE3sdsoSZu65aUAPdgF4l9xQPOUQloRLmM24J87ZZr4TZ64E4HQ9Ttm3jJydX0dFgcygu7Y7zM+qSQU80aZavN+F6I5oM6Z4SZm7cGU9NJCjkstw0SwkGEImIaGhqhp0O2Xai/+GV+7ciJ7Y+E1BiBqJW/MEjNnM3X91Krgdi3WpjzX0ID8xAnJIA4u0/fBEHPnc3/uwHR5J+KbH507ufx4HP3Y2/fujlpF8KUSL8Q8WiCvbIEmYGEFOjpbyXctmM7PvLEmazMYBIRERD685ATH6B4PU/3J7o6yjlnUUTF8x66O2ByONiuqDsl0llmZ1edcqXi/ks5kpeHyjRA7E+JdkYR89WAQCHz6wn/Eri8/wp52d78Vw14VdClAz//TCyEmbL2UTZLEuYed81nVqmnu8KIE7HPY9GwwAiERENTc2wS7oHotXu4IEXzgEArrowuf6HgNcDkVOY9eDPPuODjPn8DfyByWUEi/6HOzaVkMl4mdDiYWpaSpjFeTItGZOjqLoDbZgtTmnl701YjWjIk3+Q1aTbSNDktd3ngHw2g0wmg3LBWQuzhNlsDCASEdHQ1ABZ0kGZH7+8jGqzjS2VAi7dPZfoa+EUZr34jwODBebzlzADkzsfRf/D7ZuKXf8ueiBOy8OUuKZH1RNNR+tucNTfB44oLXpKmCPaMBDT5sUmTtJrRIqfOMb5nLNxxgzEdGAAkYiIhqaWMCc9Ye/e588AAN5y4TZkE+x/CChDVBhA1EJvCTODBaYTPZfmy14AcVLno5zAvKnU9e+ihHlaMvrEYKxpyZgcRdUNjjK4QWkVRwmzbduo+gZZcePOfKISqZB11sDsgZgODCASEdHQukqYE14c3nvY6X949UXJli8DzEDUjf/BxeJxMZ7I8psp5lDMTfZ8PLMaHEAUQ1RaHXsqAlbivFmPqKRRRzIDcQqOB1EcegOI45/vjVYHouUspzCnh3gOyLkZiDPMQEwFBhCJiGhoumQgNlptPPjCIgDgKg0CiByiohcOUUkfGUAs5CaeESwzEOeCS5jV16czkYE4LRmTo2APREq73h6I45/v6jWDQ1TSQ7yX8jID0fmTAUSzMYBIRERD6x6iktzi8OjZKhqtDubKeVy0Y1Nir0MosoRZK+yBmD71ppKBOOGM4DProgdidwZiMZeF6K4wDUE5Kw0ZiA2Rgci2BpRO4jwXwZ4oAoiifLmYz8oyVqtto5PwsD2Kl3gOKLgZiCVmIKYCA4hERDS0hqXHEJVjSzUAwHkLM11TT5MiSybbHdg2F8xJ80/DZrDAfHX3mJcLWSUDcTIPMf1KmDOZjCzpmo4AotsDsaH/ax2VyEBkWwNKK7F2E5mCUVybxNeYKXgbOAA370wneiDmfSXMNfZANBoDiERENDR1MZhkUOb4ch0AsGdzObHXoCoVvNspsxCT5z8GLKUym9XuyOuR+gA7uSnMTgBxm28KMwDMFPMApmMwiekZiJ2OLY8DrwmUVuJaKQKIUZYwV5QetM734nlmMtH2osAS5lRhAJGIiIam9kBs6RBAXJhJ7DWo1AUzd9yT1zNEhcfEaOrDSrmQkz1JJ9cD0Slh3uHLQASAmaJzbZiGHojiPKlbHbQNLD1UjwGv05RW4jwXE+tr1vgbBiKzd8YXQGRfaLOJISoiA7GcZwlzGjCASEREQ2uoGYgJ9kA87pYw79UkA5ELZr309EDkMTGaCAxlMkApn51oBmKz1cFyzQLQW8IMAJWCk4E4DQ9U6qbQNAQ8w1IzK7mpQGnlL2Fej6BlgTrEKpvNIO82f2Wg3myWu9GUczMQxeCwabjf0egYQCQioqHYtt31QJ5kD6kTK04G4u7NemQgZrMZGURkCXPyeqcwm5dNRR6RGV3O55DJZCbaA/HsulO+nM9m5AO5quw+UE1DCbP6sF9tmFfGrPZ25DWB0iruEmbAGyxntXiemUxkIIohKmU5RIXrYJMxgEhEREPx7yS3EixxO6ZZBiKAifddo/56A4g8JiaT2S++h9dJBPPPrDrly9s2FZHN9g50qsim8voHEFtKVvn6FAQ8w2IGIpFSwjwTZQmzuAY7GdcFOVjOvOsIeUQwWmSclqfofkejYwCRiIiGostgCtu2teuBCGDik1+pP/ZATBd1AiignosTCCCuBU9gFkRQszYFg0nUbKHqFLzesNRSTW70UFr5S5gjyUCUJczOtdfbUGUGosnacgozh6ikCQOIREQ0FF3KQlfqLbng3T3PDETq1fCVz7APk9nEw2u55+E1/uN+eqMAosjImIKMPrWv7TSUXIfFDESi3hLmKK5NXgmzk4FYlBmIPM9MJrLWC/4hKlwHG40BRCIiGoo/m6eV0MLw+LJTvrylUpDZPTpgAFEf4qFFlNWwD5PZ6jKAKDIQJzeFeegMxCnoCaUG1dbZA5HISKJ/dZQZiF4Jc3cbCa6HzCauoz1DVAzcgCIPA4hERDSUngzEhHogHl/Sa4CKMMmySRpMvFc3lZ1sCGYbma1udZcwT/LhVfRA3D5XDPz/Xgai/gE5dQozMxCJzCQyjb0A4vjXppr/GuxmIPI8M5scoiJ7ILolzGzlYzQGEImIaCj+3n7JZSA6AUSdBqgA3HHXiQjizhbNDyAurjeTfgmJ8w9RSWIK844+GYiV4vQ0lVfPExMDiOpkaZOvCTo5x+uTdmQJcyXKKczOuSWud4W8E1DieshsluyB6CthnoL7HY2OAUQiIhqKLpNtRQnzngW9AoiTLJukwUQJ86aSCCCaWa74lw++hDf86zvx1w+9nPRLSVSt6RzvchIZiBuUMIvXNA0BOatt+BCVJoeoTNLf/fgYfu5f34kv/eBI0i+FXJ2OLQdfyB6IVhu2Pd49sqeEOceKjDRoi3YxYojKFG2Y0egYQCQioqH0TmFOJihzzC1h3qNZCbO3YObCKWlN9xjMlpzFrKnZRk8eWwEAPHFsOeFXkqxEeyC6JczbNvUpYZ6iB6ruHoj6v96w1KAohzvE77GXnevSj19O9/VJJ+qgpPmyE0C0baA+Zo/WnhLmPEuY06DlBqNlCbPMQORxNxkDiERENBR/xkYroQDiiRU3A5ElzNSHLGEumV3CLIaxqWQAACAASURBVIIgaS8X8h5eJz+FeaMMRFnCPAUZiC3TMxA5RGWiVurOe2ipZiX8SkhQ3/fzM3n593HPd28Ks1vCnON6KA3E+0lmIIoeiClfk5iOAUQiIhpKTw/ETkIlzJpmIHKIij7kEBXTA4juzzkN5bFx8g9RmVQPxFa7g3NVd4jKBiXMumcg2rbdlZVn4ntKDZK0lVJOisdq3QkcLjOAqA1LWZ+U8jl5rRz3fK/1ZIG7AURD773kEL3Q824GopzCrPn9jsbDACIREQ3Fv5OcxMLQtm05RIUZiNSPP4DYNDTbSPyc05DdFifx85d9Q1TiPhfPVZuwbSCbAbbOBpcwT0sGoj+YZmQGou8YmLqxoIs1d2jNUpWDVHQh3vPZDJDLZmSW/rgBxKrMQHS+HkuY06HfEBWrzQ0akzGASEREQ/Fn1iVRwrxcs+RO927NAoii7xp33JMnjoEsYTY0qCseznTPbotb3c00FA8vk8oGFv0Pt84WkXMzMPxmpiQD0V/Sa2QPxEZ3UJTBjXituiXMzEDUhwj4iBLjGTnkiSXMFJ6XgShKmHPy/zEL0VwMIBIR0VB6A4iTXxiKASpbZ4tdCxUdiB33BptHJy5tJcy6Z7fFTUxhlhNAJ5SBuFH/Q0AJIGp+jCxfS4p0ZCAyQyZOagnzuFN+KRpiM00MfYsqQ9pfwswpzOnQlgFpZwNNbN4B+m+avXi2in/2X3+Ie58/m/RLmToMIBIR0VB6pjAnUJ6g6wAVQO35o/eiKQ2aKRuiovtCPW69PRAnM4V5qABiUWT46H2M/Fm6ur/eUfiDoqZeF3QhMhCttm3k+2kaifd8Id8dQIyuhJlTmNPEP0Qlm83ItbDuGYj//fHj+M4zp/GXD76U9EuZOgwgEhHRUPzZPEmUhR7TdIAKoJRNMgMxcQ2ZgSjKys3MfmEGoqPmCyBOPgMxuP8hMD1N5Vu+DSF/tp4Jqr6ybJZXxksEEAGWMeui2WfoRXXM61PNDc6zhDldxDDFvNLCQ2Sh1jVfC6+7LS10vzfriAFEIiIaSu8U5skHZY4v65uBWOTUQW0wAzFdxANAqeCcg5Oawnx2bfAEZgCoFJz3oO7HyP+g7+8XaIJ1ZiBOTKdjyyEqALBUZQBRB6J3dUGWMLvXpzFaFti23bOJU2IGYirIDMSsF1KaKUzHppnImmWQOzwGEImIaCg9GYgJLAzlBOYFDQOI3HHXgm3bvUNUDH2IkRmImi/U49YvAzHuEubTIgNxrn8AsVx0XkvNamvdB86/IWRiyak/A5E9EOOz5gtILdU4iVkH4l5Y9JUwjzM0qdHqQFw+Jt2HlpIlh6jk1AzE6ShhFlm33PQPjwFEIiIaingYFwvDJKYwH3dLmPfqWMJcYNNwHaiLwTnDpzCLhzMTgz1hiBJu8fAqJ6LHXsLsBEW2zfYvYRYZPrat97XBH2Q3bYiKbdsyA1FMzDZ1Y0EHavkyAKywhFkL/hJmOURljGCP2kJDbOLIEmaeY0bzD1EBvBJm3Tc2a8xAHBkDiERENBQdJtueWHECiLt1LGFmBqIW1N+/yEA0tQeiOAebrY5cyKeRf4jKpDIQz6wOkYGoTKXUOdDrv56b1gOxbnlZUgszBQAMbsRJTGAWoi5hPrlSx9/9+JjMgKLh9CthHmfDQASKirmsHKbhZSCm976UBmKYolrCPC09EMV7nveB8BhAJCKioYh+YrPuYIpJT2G2bRvHlpweiHpmIIrJr2Y9eE8bNYAositMzTRSf1bdd/vjJB5Uyr7+W5OawrxjQA/EfC4rNxd0PkainFdsEDVbHaPOG7X/4bwbQDQ1M1kHa74MxKiHqHzyb5/E/377w7j72dORfl3T+acwRzElvurLAAeYgZgWIoBfmMYSZmYgjowBRCIiGoocTOHuWE9653+xasmAwK7N/R/YkyKCBDqXKaZBU1nQilJWkwIhKvXhLM2TmEVgrtwzhTm+30mnY+Ps+sZDVADvwVrnYySu55vd4Bqgd8ZkWKL/YaWYUwY8MDsqLv4S5qWIA4gvnqsC8NoI0HBkD0Q34FMpjH9tEp9bUQKIk7gGU/LENTQXMERF5w0zgAHEcTCASEREQ2kkXMIsJjBv31SUgSGdsGm4HhqWeEDKopA3u9eZGqzWfbc/TnKISnFyGYhLNUuWjW/b1L8HIqA8UGkckBPB6EoxJ/uj6fx6wxIZiJViXmZHmXpd0MFKzCXMi1UncMhjGE7TNzVXXDPHaVngH2IFAKUcg/Rp0OoEDVFxq3E0X5PIACKvIaExgEhEREMRgbGKDCBOdmEoBqjsGbV8OeYJqJMqm6TBmsqUyYLyEKPzBNxRqQ/PJmWLhdHu2PLaJPoNymB+uxPbcRflywuVgnyf9RPFoIK4id5o+VzWm8xq0CAV0e9qtpST5XZ8cIxP3ENURECSZejhtHwlzKJPcG2Mc12cW10lzO7mHTdUzeb11OwNIOreA1G853kNCY8BRCIiGoqXgegsDsTO46SIDMSRBqjc9RngMxcBP/6riF+VhxmIehC//1I+1xXYMTETgj0Qu3uO+qcw23Z8x10OUNmgfBnwHqh0nmysljaKoIIo+zXBuixhZgbiJIgAoggsLNWiKzVutjpYazhfv5Xi4VGj6ClhjqAHYmAJc875O9dDZpMZiAFDVHRfkzADcXQMIBLFiItTMklvD8QJZyAuOxmIe8MGEG0bePCLQPUs8P/9JvDtTwIxBD9F0IKLkWSJQHcx7w2vAMy7Hrfa3lRZQO/gVJzUMttyvruEGYjvfDy9JgKIg8uXAS+wqXOZuTg/jM9ALObkZo9p1wSdrDWcDMHzFpyKgShLmNVgJO+34TR9U5hnChEEEH09aIHuLHAyV3AG4nQMURFrB1YNhccAIlFMfvDcGVz+f/0Dbr//xaRfClEkvCnM7pTOifdAdEuYF0KWMJ99Dlg9DsBd4Hzv3wFf+1+Bxmqkr68oS5j1XjSZrqkEENVFrWnBAv/5p/tiPS7i4bWUzyLr9u5TA8dx9WESwxuGyUCchhJmS3kQrBRFWaO+rzcsmYFYUjIQW8xei4vIQDx/SwVAtFOY1WAkj2E4LWWjAEAk53o1IANRtglgcMZoVqe7pyYwHSXMtm2janGIyqgYQCSKycMvLqLR6uAHz59J+qUQRUJmIIoS5olnIDolzHvCZiAe/q7z5yvfCvzjPwVyReCZvwe++IvA4tHIXl+JJcxakD0Qc1nkshlk3BiiaSXM/gfntPZArAdkv2SzGRlEjGuj4+zaKCXM+h4jEWAvpCADkT0Q4+cFEJ0Nv+UIMxAX170MRNM2huLmnefOOSCyo6vW6Oe6V8Kcl//GLN90EAHpnLJZOw1TmButjhyCFmevZFMxgEgUExFEiHLRRJSkhgwgihLmhDIQww5ROXK38+eF1wCv+zXgnx4CZncCp54A/ss7gKP3RPL6OERFDyLjrJjPIpPJGNvvrNHuXpyblC0WhshyUCeAAkpGcExZEGdClDDLDESNj1FLKW00sgdi08ugN/WaoJNVdwrzvq1OBuJqoxXZmmFRzUDkMQxFbKSJDRaxITzOuR5UwlxiCXMqyPtGVwaiuPfqe/9Q78W2zV6qYTGASBSThnvTXKxG1ziaKElNOUTFncI8wRuubdtKADFEBmKnA7zwPefv+69x/tz3JuCffwfY8zqnL+KX3wv86M/Hfo0coqIHdQoz4D0omfag6X+fpb2EWZ0ACsT/ABumhFlmZGgcQBS/p3w2Y2YGYkPpgWjoNUEnIgPxPKXlyEo9mvfTUlXNQOSDfxjivpEXQ1QK7mZB5CXMXA+lgdXpfj8BSgmzxu18qr71Eu8F4TCASBQTUV4WZeNooiQ1fENUJnnDPbfeRLPVQSYD7JoPEUA8+RhQWwSKm4C9b/D+ffP5wD/7JvAzvwx0LOBvfhv45seA9ugPOHKIChfMifKmMDtLHFGqZdoC0f/grHN5bJxEUK6cWAbi8CXMOpd0ieywQj4byWRW3YgMxK4eiAw+xUYEEBcqBbnpuBTRhjozEEcnpubKISpKf9bOiJvCNXejYSZgiAqPj9lEGXAhIICo84ZZzbc5xnV7OAwgEsWk6ZaXRdk4mihJvSXMk3v4EtmH2zeV5MJ0KKJ8+RX/E5ArdP+/YgX4J18Crv0/nf++7z8Ct/8qUFsa6TWK19Xq2HJRRZPXG0AUmRBmHRP/glfn4FScvPK57uuCl4EY0xCVVTeAODf8EBWdA3JyiErWG6Ji0mTvrh6IeQ54iNuqO4V5rlzA5hnn3hvVenixyh6Io/KXMKtZg6NmjAVlgYv7Llu6mE08B0zbEBX/vZj3gnAYQCSKichAXGu0eGGK2XLVwu//9Y9x/+GzSb8Uo3lTmJ3FwSQX7seWnAEqe0MPULnL+XP/24P/fyYDXPv7wK/+OVCoAM9/G/jCLwBnngv9GtXAJs/55PhLmE3td9YTQNQ4OBUnUbo9yR6Itm0rJcwb90CckQ9U+h4jS8lMEtf4dZN6IIopzEX2QJwEkYE4V85joeIEEJeiCiAqQ1TYYy8ccd+QGYjKdXPUDY6gEuYiS5hTQVxDc1klA9G992pdwux7rzPQHQ4DiEQxURc1zEKM17efPomvPfgS/vTuw0m/FKM1/RmIE8yyO7HiZCDuDhNAbFvegJQLrxn8sT/zPuBD3wTmzwfOPgt84eeBF+8P9RpLSgCxofHCyXTifSoeYEwtpfJn1qU1A7FfAFG0FGjEcNxX6i15jx+qB2JR/xJmsemZz2XNzkAssQdi3Gzb7gogigzElcgyENUSZrMyy+Mm3vOiZ102m5HZ26NuQgVdg0uG3nepW6vjDd8SZqZgaJj/3saNiHAYQCSKSXcAkYNU4rTmNkdfi6hBN/WybVvu0Il+Ru2OPXLPnLCOLY0wgfmnPwKsdWBmK7Dzso0/fs/rnOEq578ZqC8D3/5kqNeYz2aQcTdhueueHPE+Lfp6IJq2QPSXZOu8WI+T7IFYnFwGouh/OFfK9/ReDDIzBSXMojdaMZeZipLrsIIzEBl8ikPd6sg2HnPlgpeBGFFPcLWXYlSTndNCnbYuiL7Wow5NEteJoBLmjs1jZDJ/QBrwSph1zupjCfN4GEAkiol6MeIglXiJ3U+dszumnfqgJTIQAa/sLW4nlp0S5lATmI+I8uW3Adkhb3ebdgLv/nfO308+DtjDP2BmMhmZ2aLzwsl0vQFEM4MF/oCof6pgWtTcAGE5P7kpzGH6HwJeaZ/OJcxyCnMuKwMKJgUQ1QxE2ReVgY1YrNadNW8m4/ScFBmIUa2F2QNxdOL3VQzIGBu/hNlbG3a1dOExMpYcoqL2QMzrf79jAHE8DCASxURd1CwygBgr0aiXAcT4qCW5m5RF4qQGqRxzh6jsWQiRgSgGqOzfoHzZb/urgUwWqC8BaydDfaoIWjCAmByvhNlZxMoAomHHxL/grRsU7AlDls8Vu5e0XgZi9L+XMP0PAa+0T+eAnJqZVJE9EM3J6l9XghxiiIpp1wRdrLjVIJtKeWQyGWyecc6TqNr5qIHIpmEbQ3ETwTx1am5lzJLToBJmNYBoGTbAjDxyiIryfhL3Yp2fyfzvdW5EhMMAIlFMujMQWcIcJ5mBqPHD2bRT389qmcqkbrrHl0MOUWlWgZfcHoZhA4iFMrBlv/P3U0+F+tSiu/PK3czkyCnMbl8nU/ud+d9jOgen4tS/B2KMGYhuCfMw/Q8Br6RL53uUl5mUMTIDUQRDZ4t5Y68JuhAZiPNlJ/PQG6Iy/lrYtu2uYSwMAofjBXzUDMTxzvegEua8MlSj0TbnOkLdRBWSGkAsMQPReAwgEsXE4hCViWEGYvzUslB153oSZaGdjo2Ty84D+9BDVF66H2g3gfnzgG0Xhf+mO1/j/Hn66VCfFmfQgoYjhouIIIHINjLtmPiDH2m9/tX6TmF2+zDF0APxbMgAoijt0/mBylICC15Jo0EZiG4AsaKUMJvW1kAXoi/1XNl534sS5uUIqnFW6i1ZNgkwCBxWUAlzpTDe+R40hTmTySgDzHiemajdsWWXn7xawlwQAcQO7BBtgCbJ/16PY9iayRhAJIqJupuxyAzEWNVbzECMmwgglnJZZDIZubvcmkAPxLPrTTTbHWQywK75IQOIsnz57ZCTTcLYcYnz54gBxDjKJmk4TV8PRLGwNe0hRmZauj+nzsGpOInrfmmCGYin3RLmbQaVMFuytNG8Hoi2bcufZVYZomLapoIu1AnMALAgAogRbKb7K3qsCQ1yM4UsYc7HW8IMOOtFgNldplKD990lzN77QNd2PsxAHA8DiEQxaXCIysSoQ1R03e2adv6yUPEANokeiKJ8eedcqWty4EBygMrbR/umO9wMxFPhAohFZiAmzh9YKxharih2zOfdh3NTgj1h1d3j3ZuBGP8U5mEzEMUDlc5Zoi2lN5ppPRCb7Q5abqDJyUB0eyAadk3QhShh3uQOXNssS5jHXwv7e4qzhDkcOTVXyRirlMQU5vDXJyc472b3FruvwYU8A4gmaynB++4hKt7fdd3YZABxPAwgEsVEXZhGsWii/tQHRF13u6adGKIiyl7EbuMkAmXH3QEquzcPOUClvgwce9j5+6gBxJ2XOn+efirUJOZSjEELGo5/CnMxb2awQCx4RXaPzsGpONUC+m8BagZiHENURgwgahzktZQhKqZlIFYb3s9RKeSU0kqzrgm68DIQnWvT5ggzEP0VPTyG4ajDkoSK7NEafsOg0epAxJH812D2GjVbW0kgUDMQ8zmv1ZGu6xL/e50BxHAiDyC2Wi384R/+Ifbv34+ZmRlceOGF+OQnP4mOUuZm2zZuvPFG7N27FzMzM7j22mvxxBNPRP1SiBKlBlY4RCVe6g6Xzg9o08zLQOyebDuRDMSlkANUjt4D2B1g60XA5vNH+6bbLnYnMS8DqyeG/jRmICbPm8LcnYFo2gJRPJSJh/O0Xvv6lc9NIgNxx1y4EuZmuyMz/XQjM5NyGRkIaHVsI86bdfdhsZTPug+3YjI7Kxbi0FPCXHGnMFetsatEFted9XS5wODUKGQPxHxvyekoGwbq+rvvNdiAawj1spTYjjo0BwDKea8Poo7873VeR8KJPID4J3/yJ/j85z+P2267DU899RRuvvlmfOYzn8Gtt94qP+bmm2/GZz/7Wdx222144IEHsHv3blx33XVYXV2N+uUQJUZdmLKEOV6iByIAVDXd7Zp2DV9QRiwWJnHTPb4iMhCHDCAeHrN8GXAmMW+90Pn76eEnMZc4hTlxInjrL7c3tQfiZiUDMY0tHESGgwgoCPJcjGMK86oTxBh+iIr3YF3X9Nqg9kBUX68Jg1Rk/0O3VJM9EOPVLwOx2e6MnZEkSph3zjnrAdOu63FrBmUgjhFAFJ9TzGW7Jjs738OtVNH0mkfjEQkEuWwGGV+v8ZIcpKLnM5n/OsR7QTiRBxDvvfdevO9978O73/1uvPKVr8Sv/Mqv4MCBA3jwwQcBONmHt9xyCz7+8Y/j/e9/Py6//HJ8+ctfRrVaxe233x71yyFKTHcGIgOIcVJ3uNKahRO3vj0QJ9DA/PiSE0DcO2wJsxigcuE1433jHW4Zc4g+iN6OO9+HSfGC3d3ZsqbtMPsDiO2OncpFcF0GEINLmKPOQFxvtOTDx7ABxFI+K2c56RqQE9fyQi6DQi4rr2Wj9EXTjZzAXBTXBDPbGuhC9EAUGYizxZzcdBy3jFlU9Oyad849HsNwAnsgjtFiodqnhQQAFN1NHB4jM3nvpd5BhTNF5/2lawmzuCfI6gAGuUPJR/0F3/rWt+Lzn/88fvKTn+DVr341Hn30UXz/+9/HLbfcAgA4cuQITpw4gQMHDsjPKZVKuOaaa3DPPffg+uuv7/majUYDjUZD/vfKygoAwLIsWJaZgRnxc5n686VBs2uISpPHMkZqL4u1WgOWNdxD3TB4LjrW686ivZDNwLIsuWCoNeJ/bx9bqgIAdm4qbPy91k+jcMppiWGd9xZgjNeW3XYJcvg7dE4+ifaQX0f0jq41zL0/JWmY81FMwM6h47xXM05gpN5sGXVMak0xqMB7cFutNpB1A4ppIa7/hazddXzlcbeiPe7H3evRTCGLou97DjJTyKHabGO12sCWcu/DdtLEeZO1nZ9ptphDs9XB8nodO2eDHxem5f64UnWeISqFHCzLQhbO+qxhtbV/7dNoueasFyqFjPz9bp4p4Ox6E2dWatheGf3x8+yas6G4fdYpi7baHR5D1zDnoxg6k4X3eyu6AfW1EdYtazXn3CoXsj2fK5LCqxNYJ9Lk1ZvOeZ7PZXqOr5jAvV7T89hX3QDi5pk8alY78jX7tNwbVWFea+QBxN///d/H8vIyLr30UuRyObTbbXzqU5/Cr//6rwMATpxweknt2rWr6/N27dqFo0ePBn7NT3/60/jEJz7R8+933HEHKpVKxD+BXu68886kXwKNqN7MAXBuyuvNNv7m7w4hH3nOLwHA2SXvd/0/7v4+js5H/z3Sfi4+dCYDIIfV5XM4dOgQ6jXnd/6De+7DqSfizUI8fML5Xkee/BEOvTT4Y/cu3oc3AVieuQDfveuHY33f885VcQWAxWfvw/cPHRrqc86eygLI4pHHnsCWs4+P9f2pv0Hn45lzzvvlkYcfQuOIjZdedI7JM88+h0PNn0zsNcbt2SPOz3X8pReQzWTQsTP4+2/eiYXo9k+mwrkV53j/6If34cyT3r8/e8K5Zh196ac4tNGFI4QjqwCQRyXbxqEhrwsAkO04r/OOb38Xe2cjezmROX3WeX2PPvIw8JINtJz//tZ378azmwZ/ru73x8fOOe+FZnUVhw4dwvMrAJDH0upaqGNIw3nhp8616fmnn8Ah9z6Ya7vv/+98D4c3j/61n3re+drrZ48DyKLaaPIY+gw6H1fWnOPww/vuwQl3iXL4pHN+vPDyMRw69HKo7yXOJbtZ7zkOa+61+f4HHkLjMEvNTXOiCgB52O1Wz7FvVJ1j/71778e5p/U79mfc58Zsqw4ggyee/gkOrQ9fbTQs3e+Nqmq1OvTHRh5A/NrXvoavfvWruP3223HZZZfhkUcewQ033IC9e/figx/8oPw4f628bds9/yZ87GMfw0c+8hH53ysrK9i3bx8OHDiA+fkYIgUasCwLd955J6677joUCunKJjCBbdu44b7ui8bV175z6HInCufmp+4Gas6u9OuveDPe9qrtkX1tnouO6o9+Cjz7BPbs2omDB38O/+nwPThZW8PPvelNkf6+/TodG7/7w28BsPH+f/Tz2LNBH8TsoW8BLwCbXnsQB687ON43P/kK4Av/CVtbJ3HwXe8C+tyjVHd//XE8dOYYLrr4Ehy85sLxvj/1GOZ8/PfP/gCoruOtV12JK/dvxZN3PIvvHj+CC165HwffdcmEX3F87v2bJ4ETL+M1r74Y9509itV6C1e97Rrs365hdCpGNz76HaBp4Z3XvB0X7/IiXesPvYy/PvIktu7YhYMH3xDZ97vjyZPA449i384FHDx45dCf95mn7sbaUh1XvOVqvH7fQmSvJypfePE+YHUFb3nzFXjHJTtw63M/wOLpdbzhirfgLRduDfycabk/Wo8eB555DOft2o6DB9+IH7+8jP/wxP0olmZw8OAYvXIp0BdfvA9YXsFbr3wj3nnpTgDAl16+H6deWsalr3sjDvzMrg2+Qn9fO/kgcPYc3nT5q3H3iedgZ3I4ePAXo3rpU22Y8/HfPPZdoNnENW97G16zZw4A0P7xcfzF4ccwt7ANBw++KdT3vPvZM8ATP8L2LfM4ePCqrv/3tZMP4vDqOVz+s6/HwdftGelnIn09fWIVePReVMolHDx4bdf/+8qxH+Kl9SVc/ro34F2X707mBQ7wbx77LtBo4oJdW3HsyCJesf8iHDxwcWRff1rujSpR4TuMyAOIv/d7v4c/+IM/wK/92q8BAF772tfi6NGj+PSnP40PfvCD2L3beROdOHECe/Z4F5NTp071ZCUKpVIJpVJv4KVQKEzNQRlVGn5GE1ntDkQv+2wG6NjAWtPGHh7LWKgT3prtTCznTNrPxbbtBM9mCnkUCgUURb+xTDbW38uplTqsto1sBti7ZbanSXePF74HAMhd9A7kxn1du18DZHLINFZQqJ8B5vdu+CnlgnNbbdnxvA/JMeh8FJMBZ0pFFAoFlIrOMWnbMOqYiMteuZTHTCGH1XoLVgrfd6IH7lyl1PWzz5Scv1sdO9LfyWLNKfXdMVcO9XVn3Peh1dHzGMn3U9E5t2bdARiN9sbnje73x4bb7H9T2bl/zZTc8teI3xvkWGs458iWWe8c2TLrPMetNTtj/c6Xak7p4e4FpwLNao/39Uw06HwUvU4rZe9j5macY1NrhT8fRIvZSjHf87lindiGntc8GlPG6zPtP77ifqfrWrjmvnHFdSmu9aHu90ZVmNcZeUFltVpFNtv9ZXO5HDrugn7//v3YvXt3V0pns9nEXXfdhauvvjrql0OUCLVhsMg6XBqzcTT1pw5R0XXi17STgyny3VOYm614SxOOLzuZpTvnyhsHD5deBBaPOIuaV0RwP8mXvEnMp4abxCwmvzbYkDkxcuCP+14tGjowQfw8RWVqbtqGSNm2rUxh9g9Rcc/FiIeonF0TE5iLoT5PDBnQtam8OoUZcAZfAMC6pkNfwqi6Aa1Z96G2mDfzmqCLFXcK86ayl6cihj1FNURl57xTjWDbzgApGo41YApzbYRzfeAQFUMHmJFDbNbmAoaolOUUZv2OvW3bcpiZOiGehhd5BuJ73vMefOpTn8IFF1yAyy67DA8//DA++9nP4kMf+hAAp3T5hhtuwE033YSLL74YF198MW666SZUKhV84AMfiPrlECVCHaCyc76EU6sNTmKOkRo01PXhbNr5gzJ5OYU53pvu8eUaAGDPwuDSZQDAESf7EOf9HFCOqL3FzkuBs88Cp58GXvXOYT3RWwAAIABJREFUDT9cBFg50S05/veqeFCKO9g9aerPKRbrabv+qYF6/wOseHhtRPxgcGbNGRoQtiXJjObHqCUDiM7DoElBaREErZR8k9l5nY6FmMI8X/YyWsSD+rhr4UX383fOeeef1e4gl9VvMJGOmr6NAsC7dlbHmcJcCAggcj1ktFZAMFrQ+X7XaHUg9hw2V9wAIt+joUQeQLz11lvxR3/0R/jwhz+MU6dOYe/evbj++uvxx3/8x/JjPvrRj6JWq+HDH/4wFhcXceWVV+KOO+7A3Nxc1C+HKBHiQpTJANvc9OhFd9eUotVqd2RJBmDGw46OGi3n91qUWV1uALE9mQzEvZtnNv7gI3c5f+6PsKfVjtcAT/1tiAxEN2jR4vswKU1ftmzB0CwI8XMWclkvuy1l1z9186jsm1JWckeANiJ+gBk5gDjGQ7rKandw67efxdtfvQNXvDK4N+FoX7f7YbDiZuutG/CeEr9zkYHoXRPM2lTQQbPVkYH9uYgzEOtWWwYkdigBxGa705OBTMHEfTCf87LGxHkxyv1DXIMrAzIQGZwxk9h0ygdmIDrHXseqMPUeLDMQ+R4NJfIA4tzcHG655RbccsstfT8mk8ngxhtvxI033hj1tyfSQlMpLdvi7m4sMwMxFnXfRV/H3S4TeNlOziIxP6GyUBFA3L3B8BTYNnDkbufv+6+J7gXsvNT58/QzQ304d9yTJ6+/IoCYNzSAqPycFc3LY+Mift5CLtPT4kA+vGqSgSiO0bgPVD947gz+w/94DvcePou/+hfRtf7xBxZm3Wy9amP6S5jX3Z+h4gsgNtudgUMcKbw15f2yqeQ9Zi64a+Fx2vmI7MV8NoOtFa+FADNJh9Pu2LI/ezGghHmUdgVeCXNvSKFo6L2XHCJ5I6i9kAjoR72BFwVRvlzMZ1ERr5Pv0VAi74FIREoGTC6LBXeRs1RjBmIc/A9jOu52maC3B+JkMjiOLbklzBsFEM88C6weB3IlYN+bo3sBO0QA8WnIlfcAIgOR/VSS0enY8j0pHpBM7YGoZlrKciEDssXCED9vUPZRqRBPD8QzI/ZAFK9x3AzE06tOAHO1Hm1gT+2pCRiagegGRdXgSYv98yIlypcrxVxXYGEhgs30c+tN+bWy2YzMfGIm6XDUe2BQCXPd6qAT8nxgCXN6iRZGhVzvBozOJcxi3VAp5lB0kyL4Hg2HAUSiGMgH2HxWpkcvMgMxFv6A4bgPZxSst6+cs2CIuwfiCTcDcc9GJcyifPmCK4HCEOXOw9r2KmcoS2MFWDm24YfLEmYNG0engRq49ZcwNw17yFQz3UX2R9quf+LhJPDhNa4MRDeAt31uxB6IYx4jUQIadUBcrFvyMoA4+mAF3fRkIOa9B17TNhaSJgLbavYhEE0JsxigIjbmTW1PEZdmnwCiWn4cNuAzqIS5EFMfWtKDvGcElDCXNB6iItZJlUKOWbIjYgCRKAZqbyqWMMfLf3PScbfLBP4eiJPqISVKmDccoiLLlyPsfwg4k5i3XeT8/fTGfRCLzEBMlDpUo+e9atgOs7zP5LOYcfsNpe36J67/wRmI0fdArFttrLrBqKRKmFdkADHaa683hVkMUTEnA1GUZs76hqgAgGXYcKWkrbgZiGr/QwDYPDN+NY7YiBfr6km1UjGFeg9Us8bKee/6GXYTSpSDBk5hFsEZnmNGaskAYlAJs/49EGeKOWbJjogBRKIYqL2pWMIcr54SZgMednTUO4U5/oV7u2PjxMoQQ1Q6HeAFdwJzlP0PBVHGfOrpDT+0xHKIRKm/d5GBZmqWijwnc1kZ7NFxsR6n+oQzEEX/w2Iui/lyuDbiMxGVMK+4GV7RZyB2T2eVPRCNyEAUWVLOMVMzZrjZE6019/05p0xgBpQeiGNspothhFvcdXWRw3BCkT3rspmuvp/ZbGbkDOlBJcxe9n+67ktpISqQ8lNWwizuaZViXra44Zo9HAYQiWKg9qYSI+IX15mBGIcGh6hMRMNfwpwVU5jju+meWWug3bGRy2a6Ji72OPkYUFsEinPA3p+L/oXsfI3zZ4gMRE5hToa6eSMekIp5M7NULOVnjaq/3rSRPRADsl9kBmLLGZQRBbX/YdjBG6LMfNx7lCgBjfKBp92xIVqf9Uxhbkz/e0o8MM6675NMJqMEn8y6LiRtVQYQg0uYV+sttEfsO7nkCyCaujkUF7U6yk9sGIQdpDKohLnE7C6j+dteqMpTUMLclYHIa0goDCASxUDdyRcLnXH6vlB//vI0BhDj0X8Kc3w7/2KAyq65EnIBPVYkUb78iquBXLisoKHsGH4Ss8x64oI5EWpWnmBsD8SgISopu/55PRB7l7OlnPM7se3oBmWM2v8Q8F5jVD0Qo3zgUQMweVnCbM5gHpmBqPTlK7D8NRarfUuYvYzElRHXw6KEeWHW+VqilyUf/ofjn7SuEiXI4UuYvWCMHzNEzdYWQ1QC1uflgr6b6eKeNlvMoZhj1dAoGEAkioH6YLcwI8o2WMIch7rv5mTCw46O/FOYRVAmziEqXv/DDYaiHHYHqFwYQ/kyoGQgPrPhJGY164kmr+l7nwLqxHCzjklT2agyKdgThsh+GdQDEYjufBQlzGH7HwLeA3ZUGYhRvp/VAGvRN0QlbEaSjvwZiIDTOxQw77qQNJmBWOouYS7ksvL3P+qGur+EWa5DGKAaijjPiwEZY5WCmyEd8h4yaJBVgeWhRvMyEAeUMGu4JukqYWaW7EgYQCSKgSwty2Vk35f1ZpsXqBhwiMpk9JvCHOfOsggg7t48YIBK2wKO3uP8PeoBKsLWi4Bs3p3E/NOBH8oMxGT5h/04fzcz00gN6pdTHkAc1AMRiO58PLvuBDC2zRZDf64sYY4qAzHCa4w6XEH0B5wtmTPZWwyC6c5AFNdqBp+itNYILmEGoPQEHy2AuOQbolIwdHMoLoNKmL0MxHAbBuJ6JloeqIqiJzSPj5FEC6OgISpyCrOGGYhViyXM42IAkSgGah+u+XIBolUSB6lETzxAioBW2h6gJ8UfmMlPoPfQcbeEee+gAOJPHwKsdaCyDdh5WTwvJF90gojAhoNUxKKJGYjJCMpANHUKs7dRlUVF9EBM2QbKoOyXbDYj7wtRlVGdHquEOZpjJAKIHRsj95Lzs9xM8kwGsl2EzEBsTHcGotXuyOuCmoHIHojxWOkzRAXwyphHrcgRGYgiEMkS5nBke6V8b8ZYZcQM6YElzMzuMpocyjNlGYhe0DvHTf8RMYBIFAN1ly+bzchF0/IY0+comMhAFAtKZiDGo+HrgSh6nsRZOnR8RWQgDihhFv0PX/k2IGAXNDI7RR/EwYNUxGKEAcRk+DNlAfN7IJbyWfnwlrYp9LWm8zsIGqICRJ8RPE4JcyWiY6SWf0YV/BKZ5IWsN3yoElHGZNLUDEo1S4o9EOPRrwci4AUQRy1h9jIQfUNUeL8dinqe+1VG7IHIEub0kiXMAe8nnYeoiJ64TgYiNyFGwQAiUQyaSmYIAK8PIgepRE5kIIqSljoDiLHwZ3ZNpAfiMBmIIoAYV/mysMPtg7hBBqK34873YRIa7QEZiAYtEFvtTtfU3LQOURHlUeV8cAAx6oxgL4AYvoRZTsq2Rs/oq1vdrVCieuhpyX6aXibJrNIDMaop1kkQJZmFXCbwusAHx2iJHoibAkuYxwsgej0Q3RJmDukIpaX0zfXzpq6PWsLcfwqzSfde8sghKgEZiFoPUXHvwZVCnkNURsQAIlEMZAaie/MU2XGL6yxhjpp4gJQZiFOeLaGrhi+zKz+B/lEbDlFpVoGX7nf+vj+mASqCzEDcoIQ5zwzEJMlAt/KAZGKpovrAXFQyEMP2r5p2NVk+F7ycjT4D0bmH7xgjA1FkTY7CH3iJ6ufyShu936PoF9ixp/t6Jicw+3q0MfgUD5GBOD8oA3GEapx2x5bvf7HeK05gI9MkzWFKmEOsoW3bVgZSDChhNujeS57pHaLiTmEu5VhmPyIGEIliIBbjJZGBWGEGYlxEevxWd0FZtdpTnS2hq94pzG4Jc0wL91a7g1Nuv7E9/TIQX7ofaDeB+fOAbRfF8jqkHcNNYi4pC2a+DycvsAeigUNU1MVuMe9lIOpYLhSnQUNUAHUqejQPMTIDcYweiONkyfsDiFGXMKulaOrvdJoHqQRNYAaUKcx8cIyUN0QloAfiGGvh5Zolb71iTZ1niWwosoR50BCVENenppIJH9RGosD+ckYT6/+BJcwaHnu1b6dYK7Y6NjoR9RROAwYQiWLgn3S2wB6IsWmIEuZZ53dsT3m2hK5ESW7JX8IcU/bG6bUG2h0b+Wymf7+xI3c5f+5/O+SkorhscycxN1eB5Zf7fphYjNi212CaJscLIHoPM2qmkSlB3Ubbe8jLZzNK/6qUZSC61/9ynwBilD1JrXZH9mAbpQeimiU66vuwJ4AYUQa4N5DHu47mshlZhjbNg1REBuJsqTsjrsgeiLFYrQ+YwjzjTmEeYS0sypfnSnl5TWcWaTgy03hAD8QwGWPqx1YCrsFFtgkwWktuPAWUMLtrsHbH1u4a2zVERdls5vt0eAwgEsVANOsv+kuYR5w8R/2JbA7xO1b/jaLjz0DMx/zwdWzJKV/eNV+WU0F7yP6HMZcvA0CuAGx7lfP3AWXMJSVwxUD25DUCSpjVbAtTgrpqpmUmk5EBtNT1QNwggOhlII5/Lp51y5dz2YzcFAxDBBA79ugPKv5NyKgeeLxStO7Hglm37NeEDMRKKbiEmQ+N0ZI9EEvRDlERk5sXZr1zz8T2FHEaPIVZnOvDbxaI60Ixl+25dgCcwmy6fvcNACgrbUV0W5eI9/hMId+1VuS9YHgMIBLFwF9GxxLm+IiSvU2lvCyr1e1mNe1s25Y3Vm8Kc7wL9xOi/2G/8uX6CnDsYefv+98Wy2voscPtg3iq/yTmrt1MLponTmbKFnp7IALmPGiKhbtokyGnMFudVJXh1Nzrf78S5ih7IIry5W2zRWT7bWoMoL7GUftCxd4D0dfLqlLyBqlMq3XR78pfwszstci1O/bAEmZviEr4zfTF9e4JzAAnaYc1sIRZDHkKk4EoN3CCwwksYTZba8AQlWIuKwuDdEvqqCoZiOpr5/t0eAwgEsXA8k06YwlzfOpKaW1Z46a908wp/XT+7s9AjCuj6/iyM4G57wCVU08Cdsfpf7j5/FheQ4+dog9i/wzEXDYjyzl0nD5nuqav/yzQvbiNquQzaf5NKrWBfT1F77u60ssoiNjwiCID8bScwBy+fBlw1gPjbnLF1QOx1SewIDIQp/meWm2IIQ/9hqjwoTEqaqA5uITZ3Uwfo4S5O4DIIHAY4r0e1LNutjRCAFEGYnqPNcApzKYT6/+g91Mmk5FlzA3NejOrQ1QymUzkw9bSgAFEohj4H+62zLKEOS5qCdtMSsv44qam9ft7IMa1MBQTmPf2y0AUWYAiqDcJQ2QgAizbSVLQEJVcNiN3wk0pUfH32S3nx89um0a1DYaoRHkuihLmbZuKG3xkf+URsnxU8Q1R6X4/CSIwO9U9EJWHRVXRwOFKSRPly8VcNrCtwPxYJcwiA9HLbMwzCBxKS/Q6DShhnhmjhLnfBg4zEM0m3k9BU5gB732h2zOZfN8WnPc81+zhMYBIFAN/Q/LNY+y60mCihLlcyI3UBJo21lBu/kXZvFw8fMWbgbi7XwBRZAGKoN4k7BxuEjMXI8kJCiBmMhnjso2a7hAV8XNmlYEX09yvLiyxgVTqU0InNjyiyAY+tz5eBiLgBTp1LWH2Pwga0QNxgwxEXqejs1p33p9B2YfAeO18xAa82u+ag3DCaQ4oYa6McG0adgOHGaJmGjREBQDK7vHXrYS5Jvrius+Mcs3O68jQGEAkikFvD0RnwTPKrisNVld6sKR1kEDcmjIgnpW9v0TJQiumG64YorJnc58S5iQCiFsvBLIFwFoHll/q+2Fe0IKLkUlrKO9VlWnN9put7kFdgPcQp9tiPU6TzEBcawRnsoVRKY53jFb8AcSIh6j4Awvi9bIHIg1DDlDpE0AUm+nNVif0ObBYDeqByAf/MPplGgPeuR6uhLk7EOOnBmZGnTxP+rI6/YeoAF7GfV2jEmbbtlG1vB6IQLS9ktOCAUSiGDR9N2lRcsES5ujV3Qt+OZ/z0uWnOFtCR6J/iRqsyMecgbjhEJVTbgBxkiXMuQKw/eLu7x+gyABiYoLeq4B5zfabAYHSNLZwEEGISfRArMuHjuDgyDCiL2GO5vrbrxn+bGn6eyCK8ut+U5hNuSboYKMMxE2lPHLuJmTYihwxhXmLMoW5IDLcDOltGzerFXyeA941NMy1adgSZoBBXhO12v3fTwC0TOpotDqygGiGGYgjYwCRKAY9GYgzzo5ptdnmYIWINdgDMXbeBObeybbiwTNKrXYHp1bdAOJCQACxtgisnXD+vv3VkX//gUTG4+n+fRBF0IK7mZMnA2s9AUSxw2zGg6bsgahmII7wADjtas3JZSCK3mD9vtcwKmP2hIqrB6K/p6bg9UCc3veUyJ70ZyCy/DV6IgNxrtQ7gRlw2knIQSohJzEHlTAXYlyHmEhkjAVnILqbBSGuTRtlgKtrRmb6msdq9x+iAnjTuXWqilD7+Yr3vAiAcs0+PAYQiWLgz0CcK+chWkSwjDlaaglzGkv4JiE4AzG+8q+Tqw10bOemvn02oN/Y6WecP+fPB8rzkX//geQglQEZiLno+q5ROGIBWMr3K1c0Y4Eof85cbwAxLRsotm17GegbPMBGcS5Wm91lT6MYN0terB9EFldUDzz9pmnOyqD09JYwV93gZ78MRGadREcGEPtkIAJeGfNyyAzExfXeISqFLIPAYQxTwhxmYFJtg2tiVwYigzPGaXcGD1Epa/hMJu7jpXxW3keL3PQPjQFEohhYvoytbDbDQSoxUYeolFOYgTMJYmBDKbCEOfob7gl3gMqu+bLsudhFTmCeYP9DYefGGYgcopKcoCEq6n+b8qBpBWRaVgrTX24ahtW20XYDXxsFEKM4Fzd6WB6GmPo4bgbitlknCyu6HojB01lFhsZ090AMzkBk+Wv0NuqBCACbRxykIjIQu3og5s3KLI+b1SfTGPCua41WR15XN7JRCXMum4l8s4P00ZIZrX2mMGsYQKxZvfdxrtnDYwCRKAZB5UCi7IIBxGjVW14GYoUlzLEIykAsyCEq0S/cxQCVvToNUBF2iEnMPwH6lE1xiEpy+gUQZYmKIQHEoJ+znLIesOp1fqMSuijORe9hefQeiFFlIIpJ0FEFxPuVoomBMdO8KedljrIHYtxED8T5cnAJMwBZwhymGse2bbl2XlAzEHkMQ7EG9KxTz49h19BeCXP/a6JpA8zII45prm8Js35DVILuByVmo4fGACJRDJruYlxtcO9lIHKQSpTEzlZJGaJSn+KHHR01ZEat95BecDNV4ug9JAeoBPU/BJINIG69EMgVB05i5m5mcmS/Tl+GhQiMmNKHqRHwICg2UKop2UAR1/5cNtM3AyLKczGaDETn9YyyyVW32jIQun3ODSBGdI3pV9oogqXVae6B6JZk+qdnswdi9NYa8ZQwV5tteW1XMxB5DMMZ1AOxXMgi415Gh21ZMMw1kUPlzCUSCApBlUIAShr2QJS9jAMyEHkdGR4DiEQxCMoOEX1bmIEYHdu2u0qYOUQlHoE9ELPxBcmOuSXMu3WawCzk8sA2dxLz6eA+iHKIChcjE9c3A1GWK5pxTLyf01sEp20DRfa/zWeRyfR5gIlwCnPVimKIyuhl5ituxlYmA2x11xNRXWP6TdMUZb/TXMK8UQYir9PRGaYHoqzGCTFERZQvF3PZrmBVIcZezCYaVMKcyWS8NfSQ16egYIyfN8CM55lpREA6H/B+AqDlM5nsiRsQQGSQe3gMIBLFIGg3f5RFEw2mXuzLhaxMl9fpZmWCoCnM4kGzNWSvnDCODyphVicw77gk8u89FNEH8VRwH0RZNsn34cSJYRk9PRANy1SRPeuUe0zarn+yfG7Aw6vIgIhmCvPG328j4hiNUhIsSj7nywUZGI0qcCKqJvyBBRF0m+4S5uAMRAafoidKmOcGlDDPj1DCrJYvq5sFeZbHhjKohBkIf77X3M3lQZsqJWZ3GWv4ISr6HPtqwORwTmEOjwFEohgEZcFwiEr0GpYaQMwp/aV4E4iSCIR19UDMxdcD8fiKE0AMzEBUJzCX5iL/3kORfRCDMxBl2SQXzBPnTWH290A065gE3WMqKRsiJbJk+g1QAaKdiB5FCXNljEnZIuCyeaYQeZsE8XDvfxA04T217maczPozEA3LStbBihiiUhqQgTjCWlhkIG6dLXb9e8GwjaG4DSphBtTzfdgS5lbX5wXheshcXgnz4AxEnUqYa3JDybtGcQpzeAwgEsUgKDtE9G1ZZAAxMmKAitMDK6uky09vuZWOgjIQ5RTmTge2HW0Q8fiSU8IcmIGY5ARmQWQ+bpiByMXIpDX6DlExK9tIBhCVgI+Oi/U41QIyCfxEBmKUQ1TG64E4+jFSA4hRB8RbAWsWQB2iMp331HbHDpy6CZiXlayD4UqYw2cgLgYMUAE4oCOsQSXMQPgNg2GywGWQl8EZ43hDVPplIOrYA7H3PVs0bIN5EhhAJIpBUHaIt2hiCXNUvAEqzu953AmXFMzrgaik/Ls7jrbtPKRFpdnq4PRaA0CfISpJDlARRO/FM8GTmLnjnpxmn0CIadM65SaVco+ZCZk9Mu0aSv/bfoq56Hog1iKYwlwe4xh1BRDz0T6UyynMPRmIzs+6PqVDVNRMz9kSeyDGba2xcQnz5pFKmJ11szpABVCPoRkbQ3HbqIR5JmQAUQZjBl2DxYYqzzPjtGRG60YlzPrcP+RGoPKe5eDD8BhAJIpBM+AmvcAhKpGr+x4gdWzYa4JBGYhAtH0QT63WYdtOAGir72HB+QA36y/JAOKW/e4k5iqw/GLP/y6yaXhi+g1RKebNyjYKyrT0rn9m/IwbGSoDMaIHg1a7I6+DlXGGqIxxjFaUAGIp4oB4vynMs7In2nQGpavuVOBsZkBbA16nIyMyEOeHyEAMVcK8LjIQu9cEYh3SMuS6HjerT69ToRJyE77WZ0CRiueZuVrtwUNUdOzLHNSKJKp1QpowgEgUg0E9EFnCHB11CieQvgfoSQmawqwuQKMMyhxf9vofZoPKIkQPxCQmMAu5PLD91c7fT/X2QYyybJLC6TuF2bCHmGZAwCdtGdiyB+IQ/bfGPRfVB6Bxhqh4x2iUDEQ3ONNVwhzN5k2/AOKM0rOxE8PArLitu++R2VK+Z1J3kcMdImXbtgwgbhoQQNw84wQBw5UwiwxEljCPo995LswUwg5REVnZ/cMJPEbmkr1z+5Yw6zdEZV1ODld7IPI9GhYDiEQRs207sIxOlF4sV1nCHBUZQBQZiO7DTj0lD9CT0mx3l4oD/gBidA+WIoC4J2iAig4TmAWRAXm6tw9ilGWTFE5jgyEqxvVADBiikpYesF4GYv+lrJdZMN49QQQrgzLZwpiJaIhKIeKMCdkM31eKJnog2rbXc3iarLsZiP4BKoAa2DDjmpC0mtWW7UyGKWFeqVtDtz9Z7FfCnOcxDGOjEuawPU+9Eub+AWOWh5qrvcFQHh17IIp7+ayyESjOB67Zh8cAIlHE2h0bYqZEUA/EpRC7rjRYXQQL3ACijunyJgjKQMxlMxAJHVGWD4kBKoEBRJHtl+QEZkEMcRmQgcgF8+R5U5i7s8S8qeFmHJOgQV3y+peSDRT/BlKQqDIQq0qpnj+TLYyZMY5R0BCVqDImmjKTpPuxoJzPyev8NPZBlMet1PseMa0vatLW6l65+OyALF0RQLRtYLU+3Hq43xAV0zLL4yZLmPtsgoQeojLEYCm2dDGXzEDs11NT4x6I3UNU3CnMvBcMjQFEooipFyB1V2bBLduoNttoTOFOvo68B0jn9xx28UPDafQLyrgPm1aEpW0yA3EhYAKzGKCS5ARmYYdbQh2YgSiCFnwfTlozYLgIYN7E1WZApmXarn/1oXogug8GEQUQxylfBqIJIM7P5CMvuWr1CSxksxnZt3Ea+yCKcrWgDESRdcKHxmisiPLlgHJxVTGfldeqYcuY+w9RMeu6HjeZgZgNfvwPU8Js2/ZQU5hZHmou0f98mkqYqwF9O5klGx4DiEQRs1peMEV9iJ0r5yGuscvsgxgJrwdi9xAVnXa7TBAUrAC8xXukGYjLTgbi3qAMRB0mMAuyhLl3EjMXI8lod2xZUtNvCrMp0zrFe6urB2LKrn+1CWYgirLwQZk2w6iMUcKsDlGJOiDuBRZ6HwRniuH6oumk2uifIVVgYCNSIptwUPmysDATbpCKLGGeDc5AjHKQm8k2KmGuhOjR2mx35P12mAAiy0PNs/EQFbeEWaPN9KB7Odfs4TGASBSxhtsvLpPp3pXJZjOydINlzNFoyCnM7hAV5eHMtrmgjIrIpPMHEPMxlIB5Q1QCMhB1mMAsbN0P5EpAqwYsHe36XyUumBOhLv56hqgYFiwIyrRMWwuHWlNc/+Ofwuz1+hovgFgujJ4lGlTCHNU1xhrQyypsXzSdyB6IpQE9EFtcK0RBDFCZGzBARdhcCTdIZanPFGZZhs577VA2KmGeCZHFrmZRD7ouept3PEamsTr9N54APduqBJYwM4AYGgOIRBGTN+hctqeMQyx+ht11pcHErlbZ1wOx3bHZVDtC/cpCvfKh6H7Xx5YGDFHRYQKzkM15k5hPd/dB5GIkGQMDiIb1Oxs0RGUaM8VGIa7/g0uYo2knEFUJszhGjVYn9FTjOHsgigBMUC8rUeo1jT0QRQlzYAaiYdeEpIUKIM44HzPMZrrV7mDVDQT3K2FmcGo4G5Uwy3vIEJtQYqOqkMv0HaIBKCXMDNQbpaP0+++fgahfVURQVnqJ94LQGEAkipgs9wy4oIoG0IucxByJnimJ9hLTAAAgAElEQVTMyoNkWrJwJkFkevZkIGbFYIpoFobNVgdn1hoAAgKIOk1gFuQgle4+iLLvGhcjEyWCRP7sb8DAHogBQ1TkFPqUXPvqMqg3aAqz8zvp2OO1WhhmWMAw1ABk2HuUGkD0+opFc+1tdXrfT8JscXozEKty4iZ7IMZtrRGmhNnNQBxiLSw23DMZbwCLUOSDfyheBmKfKcyiXUFj43N92KxsOUSlnY77UlpYSuuefkNUZABRo830qixh9u4J4nzgvWB4DCASRUzu8AWUCIi+L+yBGI26r4S5kMsg5wYOdEqZn3Z9MxDdm67Vieame3LFyT4s5bPYOtudaaDVBGZB9kHszkCMKuuJwhHlnMWA7G9vWqcZWRCyB6Kageg2wLfadioeqGtDDFFRr1njlPt6D8sbZ1cNUs6PFkBstjry450eiNFmOTfb/UuYw5Q16kaUMHMKc/zCZSC6a+EhMhDFAJX5cuH/Z++94yW56jvRb1Wn233j5KhJ0oxGQmmUsCWDRJCAiwwYG7xERz5e47deYN/j2eatHyzvyYvXsKyNwYu9RBOMjckSlhBIgAZppFGcGUkjaXK4k27u3F21f1T9TlX3rXAqdFVX9fl+PvrM1b19u/t2VZ0653u+gc3vCHQMFRUsj0/AHkYGYngWZjdVtnBkpBNm4YB9KY9RYtYv16fVZiC1MIvYIX4IAlFAIGQ0WvY7+czCXBUKxDBAShtSmUiS0RgpFIjhwVAg2rQwh3TTZQ3M40NLWxz7qYGZQFbqLgWimDDHAyK6u5WyQPrIAiul+5BJiTcI4x/9jQVOAjHI9VhxsMJ6gSxLbMPLyyaXmWgZHQrfwkzqTCslCamSygkkEJ0UiGGrOAcd5hZmN5AbhyfOZ0Z/zJJNRXSer2kZ23uJpoVy3QwvJU/0mJLFtWWGoRIV11maYCYQu4l9At3rgP7ZUK9YEYhizu4ZgkAUEAgZDaZAXDqgGhZmoUAMA4YC0bgRDLEWuf64WaUBdZtJJ03ew2pApAbmtf3ewEyg93L+IKAY55soUYkHRi5g+htXmxaq4HxGBs3jawMw/tU4FIgZWWJ29iDXY60ZjoUZMN6vF5KXCMTRoSwysmQseEJuYbYiFki9x2Nr7DfwKBDN7e0C/uGlhXm8xF8oSJE/NH82w6ykS8vY3ks0HTYKAG8KRF4Lc9iFTwL9AbPzyK7V26y4p/VanFBV1XAuCAIxEASBKCAQMhwViEVRohImjBIVUw6YUCCGjjpT+vS2mIIUiOudGpj7oUCFsGwLkB0CWjVg5gj7tpiMxAOmyrNQIKYuA9GiREWSJKYGSaLd1Cuq+oLEbQEbRhNzWCUqgKHY8aNAJOtnLuTzmdQkVmH4aVUg5oR6LVQs9tjC3F2gAnQTiIIEdoKqGuWCdhZmL2NTVVdl81qYxTWWLtA9IyNLSx1DOmTTZlc/rMlqTYUVv5iVs0ZOpzhHeSEIRAGBkOGUMUI7qHPCwhwKuktUAGMxOShFAlHAsIZ2ThRpsRlWico8LZItlAZ9qUCUM8DK7drX1BANQSDGBbusTsCUgZiSRWbD5j4zNEAbKDWPGVxBLFRWtie/oA0vLyTv/BICMewMRDqfrFqYSdWfQAUiRwszIMiNMEAZiGMcBKJRouJOIE6XtcdYKRAzspF7LY6hM8xOEXsCkb8wqcqpyhbzoXSCire6C+u6MaQf/35Yk5VN57V541GQ3N4hCEQBgZDhpIJhFuayUCCGAcrmGzJ91sLCHD7oc15SohLyxN1KVQUAqEwDi2e0r/ulgZmwSldEnjNyEIloFZadaOGk/iayO6y8zrhhd62UElx44RXV5lIFuhXCuB6N4PVgJSrm5/CyoOpWIIbewuygTColWYFY1xWIFrl8Qr0WLhb0FuYRHgKxFI4CETC1aadkbO8VzPM0O8sp3T94rnX+FmZxfNIIp3uGGUN9JOqg+/hQTu7IbQzDpTBoEASigEDIYO2YjiUqgkAMA1YKRCpRqfTBzSotsCunoBydZkj5UTTBLXRfO6TuG7+ofxqYCVTqctZoYhY77vGAFGZWCsTUWZhtMusGSYFtNf5bIR9CJmmFI2+RF0EyEBmBGDIh7uScGE5yBqKDAlGo18IFa2EucGQgFikD0d2NM8MIROvnpTK3sLKY0wozSe5mYeZpzfXawiyusXSBFIh2BSoEOj/6YU5SsdkIDFvRPwgQBKKAQMhwstFNUO5LRViYw4CRgWiyMNPNKoFqiX4FZSAuUSAyC3PYNrpuAlFX9/Wb+hCwUSAaeSqKWNREBif1d2pbmLv+1qEBVCBGkYHIm/fFAz/HaEkGIpGiIZeoWJUrJFqB2LBXIAJCvRYm/GQgemlhnrBTIAqCigvmz8fOdmom2t1szFXOWIewC58E+gNGnqabhZkIxPiPP53T3XMGsenvHYJAFBAIGbY2TBgWDNHCHA6MFmZRotJL2CkQcyFnINbtrh1SIPZT/iGBFIjnn2dNzOb3LybN0cH2/EG6MhBbbQXES3eT7aUBGv9qFm2KVui3DEQ/x8ipREVVg5/TtBi0bGFOcCwIa2G2OW5p21iIE/OMQORvYa63FFdlkrAwhwNz07pd6UUhK4N+5Ha9G6psZ8JYtDCnE6x4S3axMPfR/cOO9M6HvCE3CBAEooBAyHBqOaNJU7XZ7gs5d9JRY+3Axs1gkEoEooCqqrbEDO1ih0WS2ZLv/djATJjYYjQxzx4D0LkIFwRidHDavEkTUWC2onX/rYOiwG61FfY5DGV7r0DkzfviQdFHKQkRiGNdFmZVhavVkAcsEN+hRKWcwBIVpxZmwGQFT8HGQtxYqGnnKI8CcbSQZdZHtxxE2nC3tTCnaGzvJZotalq3V4xJkmTEALncQwwLszOVkBfHJ5VoOtwzzGAlKgE28MKC3UZg3mRhDmNDbhAgCEQBgZDRcMjhGi1kQc6BeZGDGBgsAytrtjBrn3s/7HalAS1FBd1Pu1uYw7YwN+3s//3YwEyQZWBsg/b1/CkAnUrNeh/YNgYFdrmAAJDPpifrzEyE2RGIPC2aSUbN9BnwKxD7o0TFIBD5349diQoQnPxSVdVx45Psv1RIkhSoqmpkIBaEArGXaLQUdn3xEIiSJLFz2Y1AJAWinYVZkMB8IMLHrfSiRNc7J4HoNiYKe2g6QRtX/CUq8R//sk0Uifl+KrJU+SAIRAGBkOFkBZJliU2ChI05OISFufcwL7qXWpg1UiasG65lAVE/NzATxtZr/+oEoiRJxo6mWJhGBi4FYgoWMfW2MbZ1Z1kZ41/y/04nmDeIrDIvzaCNj0AKxGZ4GYhhlKiYx8igC3Pz+J2zsKMlVYFYayps82vELgMxG66KflBB6kPA/rPuBk8Ooqqq7OfLhq0ViKSACmsjM61wKkoyo8S5CcVbLJUXBRWpBMvNdStR6aM1WdVGkW6eQ4jzlA+CQBQQCBlOKhjAKFKZFUUqgVG3LFHRbgxCgRgOOtROXed0NmSSzDJrsZ8bmAlMgXiCfSsM26SANwxKBqKZKO3Osir5sMcmETXT4tUuz4sQrgIxRALRwzGa7yIQzYu2oOOvWX1HhJoZpYTeU4nwlCR7m3uaNhbixKIpazLrQlARxjnmwgv1FiO47TMQxWYdD8jCnHexnBa5Lcx8myqihTmdoAxEtxZmEnjU+4BArNg0h4e5ITcoEASigEDIYCoqi4k4YOQgzgoLc2AYCkQTgdhHu11pAJG0uYwEuWuiwBSIIZEyjBgxL0D6uYGZ0KVABMIpbhDwBqOZeOmChtntleRPDknlXrBYqA/K+Ed/n1l9bgeDzPf/mYRKIOaDKxAlSQptYW62floF4idVgUiW61Ius+TeRRD213Cw4KGBmTBRcrcwz5a1nxVzmY55nhk5cQy5QASrG8Fb4myJp/GLu4VZEDOpQovTEm9YmOOfk9idsxlZYkSo2IjggyAQBQRChqFAtL6p0i6qUCAGR81iEVnUv077AjoqOJEytNgMyzpE6rC8lQKxH/MPCeOdGYiAmDTHAeNctchATJHSyMmqPSglUjVO+xwQXIGoqqph1wtRgei2QDejm0AEwisn6FAgWqiTKAOx1lRCKWyJCkb+oT2pJTIQw8G8bmHmtS8D4MpAnGENzPbNzqKkgw8tZmF2VowxxXHTxcLMWSyVJvW/gAEi7F1LVPpoTkK2fKvcTmG19wZBIAoIhIymiwJxgiP3xQ3ztSZ+8eIFKAmazIeNVlth1pbOEpXBaCGNCjy20GYvMxD7uYGZwCzMJ9m3CiHYJgW8oWFXwgNjPE6DSsXyOtHBqx5JOkgROMRB6AXNQKy3jCy9MEpU6BjxKjKabYUdTzOBSERA4AxEWgjKkqUd3KzWSFI5T1m31Q47nCPsMxTkUyAYCkR7oq8bPHPhaZcCFcA8totj6ASnoiQzirwKRBs7aDfyISjABfoPrETFQrVuRj+VqNhZmIFwok4GCYJAFBAIGSzHzeYmHYaF+aPfO4C3/f1DuO/Zs76fI+kwt3CarS39tNuVBjipumjxFZaqy7LBvJ8bmAlkYZ4zCEShQIwelhZ4HeacLFVNNonYaFtcJzqKHsmppKLqQYEYlMw3L6R5Xs8NXi3MZoXWWAeBGE72m1u5QiErgxzAScpBLHO0xAoFYjhY9GFh5lEgklPHrkAFMJwQadgc6iV4S1SGWY5uSBZmkVGZSrASFVcFonb8+2FOQrEWVptKIqvTGwSBKCAQMpzUIUA4FuanTswBAKbmqr6fI+kw34zM5BYtFtKuwIkKdStST0c27BbmbgVZEhqYAWBso/Zv+SzQ0q7rMJpfBbyBRy0LhHe+xoVGy8Lqr8OPPTaJMOIr+AlEvwtYUt3ls7JrYDwPvB4jIlhGC9mO1zcWPMHO54bLQlCSJNZaWU7QeVUhBWLB/hwRi8ZwQC3MYx4UiOM0F3ayMOsZiI4KREECc6HJaWGmIsJy3flap/HLbQwOa5wS6C/wlqj0Uy6zEUUiLMxBIQhEAYGQ4WSjA4zgaL8W5rai4vCFMoDBllrTAjKflTsC0ot9FNibBtQdFYjhTtyNlkD9tZLQwAwApeVApqB9vXAagChRiQNO2YBmVWLSF5pGzq69AjFJSjE/IDuUpwxEn/eEMAtUAO/HiAhEs/oQCG/BQwtBq/OJUNJJOLIFJwGeFIgtQW4Ega8SFS8KRKcMRGFh5gKvhZnFYLhkINY4ri/AGFfaipqoDFUBZ3gtUan3gYW52jDa4ruRD7jROGgQBKKAQMhwWsQChm3DL4F4arbKXmOwCUS9gbnrcy7mRYlKmOBRdYXWwtxNvrMG5j62LwOAJC1pYqZJ8yBfo1GDqWUtLczGJkPSyQKmcndQIKZ9A6UaqQLRaPMNA14VGfMWBSpAeBs4PFa04QQq+0k56qRAFBmI4WBBJ5Z9lag4uHFm9HnyMg4FolAOOaPpIm4glDg2OMzFUm4bK+b7lDhG6UHTlJ3rhL6yMDtsBgoFojcIAlFAIGS45YzQRGjGp4X58Pky+9qvoiINILKgewHJMhATtNDpZzi3MIe7878kw+4s5R/2sX2Z0FWkUsgJAjFqsHM1t3TszcgSqB8i6WQB+zsdFIhJInr8gDfAHzArEIMRiGE0MJufx6sCcQmBmA2H/OLJRjPOqwQpEOsiAzEqkIXZU4kKRx74DE+JCjuGyd4Y6jVYVIGb5ZTjHtJoG43srhZm07iS9HuvgIEWZ6ZmP+XSOzWHi9xybxAEooBAyHBTINKkycm24YQOAnGABzqmQOy6EfRT3kYaUHcopsj2qIXZUCDqBGI/NzATxjsJRLGbGT2crL2SJKWGLHBSkgzK+McUiC5qGsDY/PB7v6w2yfYUvIEZMB0jTgLRToGYZ/bboASiu7Ux0QpEB+I3n5IxIW74sjBzzIVnmQLRnpgkFWlLHENHtHgtzBzjU61hfNauCkSTslnMh9IDypJ2L1HpH1dE1cF2L1qYvUEQiAICIaPpkic0UaQSFUEgBkGdWdi6LcxCgRgmnFRd+RAn7qqqWliYSYGYAAKx28IsdjMjh9vmTVrIAqe/kybGaR//6k0fCsSALcxhKRDZMfLYwmxnYQ6q6mlxlCskMgORFIgOtto41Wv7Ts7hl+68D9/ceyLy1w4bfgjEMVMGomKzCTnDMhBFiUpQMKWxm4W5QJsF9tc65SPmMpIrISlJUixNzG1FxVv+bjfe86VHI3vNQQIjEGU+BWKtDzIQy5SBaBFrkZb5YVQQBKKAQMhwVSAOa5OmarPta0fmUAeBmO5FohNqNhbmUk6b/LQUVdwIQoBTrlw2xMWX+TlyGbmrgXlH4OfvOcjCPKctBoOqngS8w7DbW4+9RJAkfVyoOxA+g6ZA5ClRKQQsNAq9REV/z7z3KEYgdqmwwmoQNqyNg6dAZDbwGMbphw5dwNR8DfceOBP5a4cNw8LsPQNRVY0MxW7QRvuEowKRyClhYXZC00GhbwaNc06N67wNzAQ2VkV4nZ2eq+KRIzO498CZ1G+oxYEWryW+LxWIwsIcFIJAFBAIGQ2XXIjRQpbV3vuxMR86t8i+7odWq7hglKh0ZSDmjc897YvoKGAoEHubgWjemS5k5eQ0MBOEAjF2LFGwdsEI20/2QrPJNqmWXpNDphIpVU323+kELyUqQa/FKmdZAC/M9ygeQs5OgWhYmIMdZ2ZtdFAmJTFb01MLcwybCrS5VEnBPMVQIPJnIBayGUYuzNk4coQCMTzwZiDylKh43VSJo+HW7PLymzkvYA9WouJqYe7DEpXc0ntCWIr+QUE4gS4CAgIMbgpESZIwXsxhutzAbKWJNWND3M9da7ZxcrbK/r8+wAMd3Yy6rbX5jAxZAhQVqDXaGPMwoRVYCqcMRNbCrAQ/D80707mMnJwGZgIrUdEIxKCqJwHvoA2VfMZ6UZOWhaZT1iORJaqqXbu8CpGkodqwzsC1QlA1sBG8bpoyqyrQqgONRe2/+iLQKBv/3yhr/627Grjoxo7ny2dkZGQJbUVFrdleQgx2gwjEsR5ZmJm10YFYGE5giUql7t7CHKdtjc7HaoI+Uzss1r1bmAFNWVida2O22sAmlDp+Vmu22bXnRCDmU6Is7zV4NgoAY5xzutaNTRW+483aziPcUDUTiNPlBtZPFCN77UEAzft5S1RqMW+mK4pqOBcsiO+C2PT3BEEgCgiEjCZHntAEIxC97Yodm67ALCoRCsSlC0hJklDMZVButIUCMQQ4ZSCGmR9Fi+CMLGkK3SQ1MAMGgbh4Bmg3xWQkBtA5ZHWuAumxMDttUpktvdVGO7UEIkVYFG2OtRlBFYhEYmxvPgd85r3A7HGNJFQ57i+ZPPAfHgMmLmLfonvUYr0VSIGYC2mMoRIsp4Ug5aJRrmASwPKuuBSI0at16bglSdVpBz8KREA7p0/P1SzdOEQAZWTJkZgMM0olzfBqYXZSIPq1MEeqQKwa6yuhQAwfREjzWpjjtpHXTJv5wsIcHMLCLCAQMtgi1mGXj/JcZjwWqRw6V+74/0FWN9UcLGysSEUQiIHhnIEYooW5W+mYpAZmACit0MgCqMDC6VgmzIOOJedQF9JiUTH+zqUT94wssXMvDdZIO9Q8FJsEz0BsYRQVvO3ofwbO7APqc53kYa4EDK8Clm0F1lwJbPpl4JJXAxObgXYD+NnHlzynl7KvuapGziwtUQln/CX1t5MyKZEKRP2zdVIg0pgQR1ZtgykQk32dthXVtwKRzmmrUkEifSaKOcgOJEValOW9hlcLs9P9w6uF2YgPie4YzXQpEAXChdHC7Ewl0YZurRVvrIp588sqOzmOop8kQygQ+xB7j87gaw8fRe28hMm430zKUWu28Q8/O4RrNy3DTZesDOU56QbptJs/odsx5qrebmrUwDyUk1FrKgNd0MBKVCwWPUQqpmFnP244KxCphTn4pKDerapKUgMzAMgyMLoOmD0KzJ9CIbsCwGCrhKPGknOoC3GqjcJE0yXrsZjLoNFSEk9MOMFXBqLPhUGl0cZHcl/AeGMKWLYFeNvXgaEJID+s/SfbvIeju4HPvw54/MvAr7wfWLaZ/chL2c08WZi7yJlCSCUqzIrmQCwUE1iiQo3RjgrEbHyqZCK0k/SZWmHRVIAy4tB4bQXaTLdSIDIC0aFABUiPsrzX4LUwGy3MDgRik64tTgViDCTvnEl1OCMIxNDR4nDbAca9Lu5YlSqLIslYbkgIBaI3CAViH2JqroZ/eewk9s+Iw9NLtBUVH/jGE/irew7iv3z/QGjP67a4A7QdVcB619UJh89rBSqXrtFKJQaaQLSxMAPGpKaW8Il5P4DOsYKVAlEOb1LYcd0krYGZML5R+3f+pFAgxoAGqWXtCMQYmiB7ATeitF8sQ72EkwK9G0yB6JPMv/TcPXhz5udQIANv/ntNFT22DhgasycPAWDzTcC2WwGlBfzsrzp+xGMTJNhamENS9VB7rdOmZ5IViE6kVpwZiHTcygn6TK1ADcz5jOyZHJgo0ma6vYXZKf8QCK+NPO0w4pVcCET9GDZaCiOJuuHVwhxHpEtHBqLHtZaAOyj6IuOiaDWfI3FuqFdcSG8xZ/cGwVD1IdaOFwAAc2LDpGdQVRUf/f4B3PX0FAAjvyUM1D0oEP1amHeuHdNeK8UWNTfU2QLSPgdMWJiDw6mF2ShRCSED0Ww/JfVhUhqYCaYmZipuELuZ0cGpXET7fjqUKsbfaT0RLg1AhENVX4hYWZG6UQiyMJg7gV+f+gQA4OmL37OkEMUVt/6Z9u/jXwGmD7NvD3Heo1pthSm8bAnEgIpaIgmc2jQTmYFYd1dJxUk+0fmYdKLfr30ZAMZLtJm+dMFjKBCdCUSDSE+2srzXMDIQXRRjpuvFzsacBAvzrImUFgrE8NHiJKRzemkY0JlDGDUqLrEncZyjSYYgEPsQ1Mo710CseQFpxt89cAhf2H2E/X+YWYI8QcWGbcOfhXnnOo1UGeSBzkmBwrs4E3CHcwtziBmIZgUisy8npIGZQATinKFAHOSc0iihqqqhlnWxMCd9h5nFZGStF4KDMP7VHNoUu8FamL2qHxQF+Na/x7CyiCeUi/HCzj/0/D6x6aXAxa/SMhN/aqgQizk+Rd+8aXOzu4U5LPKLZ86SNAWiqqqmDET3EpU4yCc6H1uKmui5nFGg4oNALNpbmA0ForOFmTL9yIovYA06x10z67IySFRmR257JRBjKVGpiBKVXoK3RAXoD1eE2zkrLMzeIAjEPsTqUY1AbKuSkF33AP/62Al87IcaQfHuX9YyiWohyqobLotYwCAQvViY5ypNXNB30S5dKyzMThZmLwH1As5wykCkiWgYGYgdCsSkNTATxkwW5hjD+QcRLUVlDfVEGHUjdRmINgtBwx6bDLLHD8x5Rm7wvXh96G+BIz9DTSrgfc33ojg05Pl9AgBeoasQn/wacOFFAKaYDReSl4iV4XxmidIjrPIIuh6cFIhFRiAm457aaCtMGe9EcsRZwGE+H5M8VyEL80gAAtGyREWf7y4bFhbmMMCyTl0IREmSWG6o3fVe8RAhAcRDzpjPKUEghg/eEhXAcIr1hwLRepyKw2afZAgCsQ+Rz8pYod8wz8zXYn436cIDB8/hg//yFADgPS/bij+89WIA4amE2ooKcnPyWZj5b2qHL2jqwzVjBSzXz49BVjfRjciKqKVFpdviTMAdTi3MvVMgPqN9MykNzASzhTknCMQoYZ70uZWo2OU6JQVum1SD0ELPSrQsNja6QZ9TW1H5j/3U08B9/wUA8Nnie3BEXceldrTExuuB7bdrKsQH/lJ735ybXHb5h4BhRQy64OHJRhtOWImK2WrtWKISY6yB+bhRPlcSwRSIBWeloBXYZrpliUqz4zF2YCSwsDA7gtfCDJiamG02oXxbmKNUIFbNLcxCjBM2DELa/XyiTd0wxTpeQefysJ0CMSUOlaggCMQ+xZoxLQfxzHw95neSHjx9Yg5/+I970VJUvPGa9fjT112GIX1Qa7ZVtEPMcQPCL1GhApWtK4cNS9YAkxNOFuakqSX6GXUHBWIvMhBzGQk495z2zaQ0MBMYgWgoEMVuZjTgGXvzMTauhomGS85ucQBa6KseQvzN5wPX4qBZA775HqDdAC59Pb4tvxqAUS7gC7f+qfbv098Azj/PnssuY4xABGK3fRkIb1He4ilRKWjvNymFH5R/OJSTHUP++6FEBYj/Wj0xU2GfmVcEsTBTicq8pYVZVyDyZiAmfFzvNcjC7KZABMwEopuFme+Y52MoMJsVLcw9BSnX3UpUgP5whVV4LcxiHOGCIBD7FIJADBdHL5TxO1/Yg0qjjZsvWYH/9htXQ5alDlIkDDWfeeBxViDa577YgQpUtq4cMVolB5iccLQwD0AGWFQwMhCXfs6UfRLGpJAWU8vkcjIbmAFgbIP278IUhjLa3yMIxGhAY29GlmwntGGVTsSNDrWuBfphst5LKIqRd8llYTbdi7lyEO/7iKaCHl4NvOGvWWEL72LZEhuuBS6dBFQFeOBj7BjVgigQmXUz2PlsKBAdSlRIgZiQEhWWf+hyzOIcE8xzzjg/1+emFvCKv7of/+kbT/r6fYNA9K5AdLQwMwLRTYGYjo2hXoM+Hx7LaTFkC3MhYpJXVdWuFuaG6BQIGaxERU6HhVlkIHqDIBD7FFSkIizMwXFhsY7f+twenF9s4PJ1Y/i7d17HBgpzVlYY9fLmgcdpMr7Mh4X5kF6gsm3lcEdWw6DeFGuihTkSONklmXUohPByep2tynHtG0lrYAaA4VWAnAOgYrhxAcBgxwxEiY4MTRvEmXcWJtjfakcgpjzCwbwI4bEVZ00tkK4L2Bd/DDz0ae3rN30aGF7p2t7IjVv/RPv36X/BxtYxAO7KMycC0bBuhpWBaH/tkGqj0VYScf2QUrJUcD5muRiUUYR6hwIxPmXnT547i2Zbxe4Xz/uaT1IGoi8FosNm+iyzMPMpEAUjnDQAACAASURBVMPIYk4zvFhO3XJ0/VqYo8ofLjfaHc6YRkuJXeWbNhgZiO7n0xArMouzREW/J9iQ3qKF2RsEgdinWDOqKxAXhAIxCCqNFn73C4/gyIUKNi4r4gu/c0PHLmlGltjNNAw1nzncXpLsB9VxfdJUayrci7zDTIE4jIJpABxUFWJN/7uHLAoTeNUdAu6oO5AVYU7c6drZ1NYW1olrYAYAWQbG1gEAhuuailLYIaKB03lKCItwiRuNtjNZmvYIB3OOktX4bwWm2nfaKKxMA99+r/b1De8Btt8GwPti2RbrrgZ23gFAxS2nP6c9t8v9f94xAzEcVQ9PBqJZfZmE84oUfe4KxBgzEE2v6WZl7yUeOzoDQGv8nvFR3BjEwkzW/GqzvWQuPO3RwpwEYjtOUEak0yYbwdXCrGd28ijAAeO+HNV6hSzL+azMxv5pYWMOFd4UrfGLOtw2AoUC0RsEgdinEArE4Gi2FfzRVx7DkyfmsKyUwxd/90asHlvaomiEu4ZgYeZYxALAaCHLFBE8NmZVVXGYFIirhjvUYINKINYdLBRDQoEYGhoOZTW086g14AYjEWkxdVHrqPaN1QkkEAFmYy5VpwCEo2wWcAcr+3EYe/MpsbqxDEQXBWJaxz/6u/JZGTJH/hI9FgAabZvPRFWB7/0xsHAaWLkDuE0rUGm1FTY28S6WHaFnIe44/yPskI67HiNHBWJImZ5MmeSUFZiVGdkWp1qOF0yB6EL69ksGYlxxA6qq4rFjM+z/KWvbC4IoEEcLWdBpZ85BbCsqO/eXDfNZmMVmnTMaXggflxxdr6rsqMkZdu6Ucqx0UjQxhwvqDXC6bxD6o0TFJQNRZKl6giAQ+xRrRQZiIKiqig9962n85LlzGMrJ+Nxv34CLV41YPjbMPEGeLCEAkCSJFanw3NTOzNdRbbaRkSVctLyErCyxSdegWiR5LMxJUEr0OxwViKbsk6DWFJpYbmjqBGISFYgAK1Ip1oQCMUq4NRMD6clApPtMwWYhWEp5BiL9XV4IPTovbBcwT3wVeOZ7gJwF3vz3QL4EoFMZFtjCDABrrwAufyMkqPiP2W+6tzBXnBSIuq044NyFlSu4bHySCrGcgBxE1rhZ4MtAjMpaaUanhTmez/T4dBXnF4056Iu608ULFuv+MxBlWWLntnkzfb7aBO1JUtGKHYQCkQ9eLMx03diNT/4tzNEcI2Z/L+aZglUoEMMFT/QFgWUgxqpAdL4nFIQC0RMEgdinECUqwfCJew/iG4+eQEaW8Ldvvxa7Ni2zfSyp1cIg4nhsdASyMfM0MR/Sd4U3LS8hp9ujWRPzgCqcnEpUaFKT1gywKGEQMxYlKqaJaCtgDiJdO2sbR7RvJK2BmaArEAsVTYEoJiPRgEf9zfLOEr7QdPtb067ApnHdG4FoZPgtwfRh4O4Pal+/4kPA+mvYj2ihLEvO5LQn3PInUCHh9Zk9WFk+6PhQpkC0KJIIS3lFY3fWRUmSJGKaSE43giPOBt9OBWI8qk6z+hAAc7p4wXwACzNgKlIxEYi0sT5SyLrOp8MqE0o7vFiYabPErnW96nEMjlqBSOfPRCnHFKxCgRgueO8bQH+4IiouG4/CwuwNASrlBHoJsjDPVpuoNdvcTVdpxZ988yn8+NmzXI9VAZzTsyP//zddgVddtsbx8a7KBA9ocGQJESYc2ue6cciUf0jIZ2VUm+2BtTBTkL6lArEP8jbSAp4MRCCcJtBxLGKsNa19I2kNzASdQMyVdQvzAF6fPzpwBp+87yD++1uvwfY10RThuOUCAulRqriWqKQ+A9F+7LcDy+Dqvs+3W8C3/gBoLAKbbgJu/o8dPzZsT1nHXGNPWHM5Tm18HTacuAu/Ov0lAG+zfaizhTmc85llN7sqEJ1JhX4CU5u4ZCDmQ7KB+4F5oVqO6VolAnE4n0G50WZZ215AGYgjLmpPO4yX8sCFClPbAmBZjBMuDcyAQWAkfVzvNZhDimMjhIom3BSI3BZm2uyIaD5EZPREKcfu+9Nl7/meAvZotT2UqOTitzC7qWbzKdlgjgpCgdinGBvKIidrF+fZAVch1pptfP2R4zi7UOf6j8jD//P2Hfh3N25yfX4j3Df4BK7pQYFIsvpZjl0x2hU2E4iFEN93EkGLSCtl3JDL5EeAH3WHDESzFaYV8KbbaCnYIZ3Q/ieJDcwE3cKcWzwFQMuJaSuDpYz4zpOnsO/kPO595kxkr8ljYU5NBqLLRlXaFdhVh/xbOzB7Uvexf/C/A8cfBgpjwK/9HSB3PicRUaHYl004fuX/AUWVcGN9N3DqCdvHEYE4ZkEgFlgpUNDNG30hKDvPW8j6lYgMRFIgurUwx1isZJ67xUX279ULVCav1Mq//CgQjQxE7xZmwLSZblIgznIWqADp2RjqNVgGIodizLVExbSxwoOoyZk5UiAW80YGorAwhwpWouJy3wCMzb44W5jdcjtpHBnETX8/EArEPoUkSRjPAefrwNR8DZtWlOJ+S7HBfAP7/n/4FcgcKoDxUg4bJopcz88szCEqEHksAszCzFGiYi5QIRRygzvYqarKdrIKDhmI1QG1d4cFVVUdiRlJkpCRJbQVNZQMxO3ySe1/kpp/CDAFoqwTiID2t4VNQPQziLjiKYgKC1wWZrIrBiRc4oarAjHlGyhe1S+AWYFo+kwWzwE//bj29eR/A5Zttn2twA3MXVBWXorvKDfh1zIPAvf/V+DtX7d8XJQKRLdsNKZATFIGomsLczz211ZbgXlfKQ4Lc6XRwrNTCwCA37huI/557wkcvlCGoqjc5USAkYE4FtTCbNpM96JAFBZmPpBijMchVczTZsHSa11VVZYNy21hJnImIgKRnT/DOQzpIgNhYQ4XrESFQ4HYFxbmpjPpLUpUvEEQiH2M8bxBIA4yaCKYz8q4YsN46M/PLMxhKBA5rUCAEQzNY2G2ViCGE6CeRJhJUysVSjHlCpyo0FJUtsixUnoC2m62RiAGX8TulI5p/5PUBmYAGNcIRGnxDDJoo40M6q32QBGIdH3OR0gg8uTPZlOiVHHbqHJa/KUBXvO3ABsF4u6/BlpVYMN1wFW/afl7brlJflHKZ/HXrTfjDZlfIHPwbuDkY8CGa5c8bt6JQAxJMdHkjF6hhVcSiOkyp0LKnIGoqmp4NnUXdC9S47hWnzw+h7aiYt34EK7fshy5jIRGS8GpuSo2LuMTLaiqyizMvhWIOkk4H1CBSGr/jAfyc5DgZX3C8k6bS4ntZttwVfDOa3IR58uZS1TobxEEYrjwUqJSyMW/JqNNGjcL8yCuqf1AWJj7GON57eI8MzfoBKI24Az3aAFeCFOB2OJXIC4rLd11tUKzreDYdAUAsG2l0SQdZnt00mA+VkMWxJbRwtz/Vqt+hvlGajfppHO9FdCm22gruEI+rP3PumucH9zPGF4FyFlIahurpVkAgzchqceoQLQjuoEUWZhd7NrFPpis9xJ1hwItO+S7S8cWzwGP/IP29S1/AtgQR9VmbxSIxVwGh9V1uFt6mfaN+/9iyWPaiooFXd1lTSCGcz43OZVJicpArFPjpvNxM8/Vgt7DvKD7nhAHKUv5h9duWoaMLGHzCm2D+pCHHMRqs83IpF6UqCzjUCCaFVBJH9t7ibAszOZzlXdczEe8eTdXNZeoiBbmXsBLiUo/ZCC6FWuJFmZvEARiH2NC33gTCkRvWRteMRQiEdfwYBGY4GxhPj5dQVtRUcxlWDs3YCIQU7pIdAKpRWXJWj5fTFBbZD+jzkEgZkNaxDaaTeyUjmv/s/aqQM8VK+QMMKrlSW3KagTioJH8Nf3vjZJArHPER6QhK8tsfbS7zxgbKOkc/0JRIP7ib4BmBVh/LbD9NvvX6tH8gxYxf9N6MyBlgOfvAY4/0vEYsyLLikAshGxhdgvDH06QspVbgZiNh3zqvifE8Zk+pucf7to0AQDYpjtcvOQgkvpQlvyT7OMWhYKGhZlfgQhESwInDV4szHTdVCziCiq6KjErS1zPBcTRwqydP8tKOSwvUQaiKFEJE15KVPrBwlx1szDb5SQLWEIQiH2M8YJ2cQ48gVh3lh0HRZjSap4cLsI4lahUnXfFzA3MZnsNKW0GjZwAzC2cGUvLUbEPdrvSADqfs7JkawsKyxY6UTmGklRHUx4CVlwc6Llih56DuDGjLdAG7RqNU4HIlYGY4Kwsc86XWwtzWlvo/ZSodGQgls8De/5e+8Gt9upDwD143S/ovT/XXAX1ar2FuUuFOK+XU5TyGcuFelj5fbQQdHNOUCFJuZ4ABWKDT4Fo/lyDltF4QTeRErWqU1VVPH5c2+C6bvMyAMDWVX4IRO0cHSn4byknknDO0sLMo0A0H8PButd6gR8Lc8XCwuwrgzbizTs6f8aLeSwb1s6haWFhDhV+SlTidEVU3CzMXVEIAs4QBGIfY1zfeBMW5t5YiAhhWoF5s4QAs4XZeZHN8g9NBSrAYJeo1FwsbEQgNtpK4HbgQYZTAzOBWZgDLmLXVQ8CAGbHLl3ShJo46E3MG2SNQBw0S0QjBgUiF4FIiq0EHw+eWIHUE4hsAcs/he1QIO7+a119uAvYfrvj77ktOvzCvPiu3/SfADkLvHgfcHwP+75TgQpgLgWKRoHo1szaTyC7mluJitl+F6XypHveFrVb4siFCqbLDeSzMl6yXssWJwXiIR8KRNv8Q1UFFs5o/9rAysJMdlOynzohI0ugw5hkdXkvoSgqU2fylajYX+t+1mRRKxBp7Jwo5TpamFWH81DAG1oeSlTCLCv1A0UxijdtW5hN8ykxjrhDEIh9jIm8UCACxs5szyzMjIgLT4HoRLgQeEtUaDJ38couAjEb3vtOGpgC0WUBDRh2SgHv4CFlaNFJeSh+saH2PABgbvyyQM/TF9AJxHXSBQCDd43S4niOoyAqLPCcq2nIQKy3tXNJkuyzh0q0gdJSUrmTThEWVvm3dqD7pVS+AOxxzz4kVHtUomJ+vsrwRuDKt2r/8+TX2Pe5CUS9AMQvvJaoJCFbmBG/LgpESZIiV0cBS4mUqElZsi9fuWGcjZlb9Yztw+cXuZ/HIBAt5ufHHgY+9xrg4zuAB/+H7XNYl6jwW5iBzmtBYCmapvkZj+W05BAD5CdCIh9hZruqquz8WVbKsyKelilTViA4iEDkKVGJ28Jsfl03BSIwmMIcrxAEYh+DFIhn5+sDvWtS7bkCMTy7qzERd79BswxEFwszTeaWKBC7Q+EHCDUXC1shK7N1YRIWO/2KOiPE7a89IjEaAe1fF9U1AnFh2UsCPU9fQLcwr9UJxEFTIBJhulBvQYmIwGroxFraMxDpXMplZFvLoHkDJY0qxJoPCx2NYVef+DLQLGtFTTte4/p7lWZvLMwZWWKL6mqzDVz569oPnvkeoHRGAIzZEIhmsjxI9ptRouKWgUglKv1/TvEqEIHwymi8oHtTKerrdC8rUJlg39uqb1KfmKlyb3pZEojnnwe+/g7gc7cDxx/Wvrf7b4BW3fI5JopLCwW9lKgAZovs4K6VnGB2iPCUPPKUqBQ9iDqivPcu1ltsPJwo5TCUyxhNzKJIJTSQuyvHUaJSiNnCbD6P7TYezfe/QZuz+4EgEPsYY/p9s9FWBro9qlcZRIQwlXx1DxmIRCDWmorjoMoszKYGZvNrDOJOCakKCzYEoiRJRg5iY/A+n7DAcz7TxDCQAlFVsaXxAgCgsvxy/8/TLxjXCMTV6jSAwbtGaVNDVY0FZlSvSRNVK6QpA7HgsAhM+waK3wzEZZjHNaf/WfuGS/Yhe60ebmAaKp8WsPUWYGgCKJ8Djv0CgLsC0UwEBFnwtHgViAUqVuj/c6rMmYEImKINYlUgRvuZkgKR8g8BYOVIHqNDWagqcPRChet5KANxdCinWZW//37gb18KPPt9QJKBXe8CRtcDlfMaOW4BOr/nqk0oigpVVU0lGHwKROaESPDmUC9hPre9lKhYKRADWZgjOD6kPixkZXaPoPNokNfSYUJRVFbmZpePbkbcCkRzFIls834lSRJFKh4gCMQ+RlYGVujZDYNsY2Zh2D2zMIdXRmJWh7hhpJBlA6+djblcb+HMvLZru3WFsDATDAWi/ecc9w0rDeDJQMyFkYE4dxwj6iKaagb15Zf6f55+ga5AXKWeBzB4u5k105gUVQ4iTficiLU0KRCdSP20b6BUKcvIYwvze7J3Ia9UgXVXAztey/V7lR5GqLB7VEMBMjlg5x3aDw58BwCPhTmcBmEi1N3C8JOUgUjtsTzHzciSjLBEpU05ztprW7Xd9gqL9RYOnlkAAFy7ySAQJUkychDP8eUgLtZbGEYVb1n4MvDXu4BHPweobWDH64A/3A288VPAdb+lPfiRf7B8DlLYKiqw2Gih2myzcY4nAxEQFmY30OciS3yED13rjbayZGyp6sUqnizMIeW18oDGTTP5TEUqM6JIJRR0WuJ5SlTiLbbkJb0LEZ6nSYcgEPsca8YKAIAzA00gRqNADENa7aXlTJIkw7phY2Mm9eGK4TzGu6wcooXZOQNrSBCIgeElAzEQKXP6KQDA8+pGZPND/p+nX6BnIK5QLkCGMlCLmraidtjIIiMQeTIQs8lXqfBuUqV5A8UtwsIKY8o83p25R/sfjuxDQqVHGYjm52Tqs8vfqP174LuAorgSiNmMzMojgowxpB6n68MOwywDsb/PqUbLGHN5Np7jzECkLOxKsx1ZVNGTx2ehqMCGiSJWj3Xeb8nGzNXE3G5iy+Gv4/7C+/G6C1/UogE2XAf89l3A278OrNbzjK/9LUDKaMraM/uXPM1QLsOI1LlKk6kPcxmJ2ebdEFYjeVpBnwsP2QN0rre6r/dqw7mMwgr5bHTHh0jCCdOayVAgRpfLnGaYBQPeSlTitTC7nbP5GNToSYUgEPscRCBOzVlnhwwC6MLnsaL4QZgtzDyLWDMmXJqYqUBlW1f+IWBY9QZxp6Te7Ny9t0LRIQRagA9GBqKDqksOYWI4pRGI+5XN3NdOX2NkDSBlkIGClZgbKJVw93jUTwRiGhaZLOvR5ToxWjT7327qFTWWS8g/Vlx/+isYkWo4MbQduPR13L/XSwvzkrbsbbcAhXFgcQo4sYeVStgRiEA45zS1kvMqEMt9fk6Z7/k8JEc8GYg6gajPAduKGtlGE9mXrzXZlwlcRSqqqpHcn/4lvPrQx7BKmsf00EbgLV8Afv8+YMvNnY8fWwfsfL329SP/y/IpiUidqzZZTt1EKW+b89oNsfB3Bm2a8eQf0uNIqdg9h/bTTB+lApHWU+Zx09zELBAcZgLR7b4BxL+hye7jOecNpZxQIHIjBSu1dGONvjsoLMy9bGEOr4yk6fEmTQ1zszay+sPnKP/QgkAcZAtzy12Bwix8KVTgRIXIWphPPwkA2KduTQeBKGeA0XUAtCbmQZqMdI9HURGIdY6xNw02N7JZuhKIKVYgem5GrkzjihP/BAD4wfJ3c6sPgd46IJbco7IFg9w88B1XBSIQzsK8qYdZ5VzOqWGWgdjf5xQRnPmMzHU/iWNcoONlPrZRbXZSgcp1pgIVApX1OSoQv/1e4BvvAi68gMXMBP68+Vv4pxv+BXjJr9lfWzf8vvbvU/8E1BeW/Ni8mW406PIVqAAmEniA7rVe4KXgEdAcUqVuhbQOP830NLZEQiBaWZj1r4WFORyY5/tZDks8iT1aihqLA4TOYV4F4iA6+7wiBSu1dGPNqG5hnhtcArHc6xbmXHhEXMMrgVh0ViCyBuauAhVAtDADLgRigvKa+hU8LcyhqLpOmxSInNdO30O3Ma+TpgdqMtL9t0avQOQ5V5N7PHjvMWlWYHsuUfnFp5BrV7Bf2YxHC7/s67V6koFodY9iNubvYL6iOU8cFYghKK94yYWkqFrZpjOnayUOZTKNV8OFLPvco5irKIqKx4/NArBWIG5zszCfOwg8+VWtIOXl/xc+tOlL+FL7NRgpFZ1feOvLgRXbgcaiRiJ2YcwU52NYUPnyDwFDBdUM0EaeZtDGE6+FGTCunyUWZh/N9HkTSd9rq/5seamFmSkQBYEYCqjlWpZgW0pihvleXYthPkznrJuTMR8h0Z10pGSlll4IBWJvLURAuEQc3aTddvIJTIFos8g2GpidFIiDN9DVeCzMKVbgRAU+W2jAXLnyeWDhFBRIeEZNiYUZMBGIA6ZAbMZDIPI0hrOsswQfD5aBOMAKRE8ZiJVp4OHPAgD+R+vNqHskiXpqYbY6Rhe/EsiPAPMnsXrhAIDeKhDbigpaz+dcrGjmDMSo8vr8oKwrJHmL9xgJG+G4QBvW+YzMyOkoCMRD58uYqzYxlJNx2bqxJT+nueb5xYb12L3389q/218DvPL/wfmmJnIYHXJRC0oScMPvaV8/8jmg6/yZMDUxkyPHkwIxhmOYJLCcUy8EIjUxd91D/OTCmu/LvSbqaT1lzo2nMh7RwhwOaNOJl5A2xyDFsalJ94Sii4U5nwKXSlRIyUotvVgrSlRQrvfawhyjArFk3wymqipXBuJAWpib1A7sbmFO4wI6KvC0MLOdf783XN2+fExdizKK6VEgjm8EAKwdMAViLSYLc4OnMTxLWWf9S364ga4zp7ZpIN0K7JqXFuZf/C3QWMDc+GW4R7menSe8qDT5rE9+YKkSzQ2xhugbKj8FYKizrGCc0/7GGPPvuZHSpEhqRZjX5wdljxlt+RgzEPNZ2dRu3Xtl52O6ffmqDROWRUzDhSzLXl+iQmxWgSe+on2tk4ELNe09jw5xzM+vfhuQLQJn9wPHHur4kdnCPFNZakF1QxzHMEnwamEGjPGV1mAEP5sq5nldr4/RrMX5s5wszKJEJRRQBmKOQ30IaJZ4WmvHESvFm9spFIj8SMlKLb1gJSoDTCAaFqLeKhDDqJdvcqpDCGzX1cLCfH6xgYVaC5IEbF5RWvLzwW5hJgWiu4W5lsIFdFTw1sLsk5TRC1QOqJtdXytRGFQLc0wKRC8lKlHYqHoF3qIuul+mMQOW20JXmQYe/p8AgMMv+SMAkudr0U/eFy9KdjZz3cb88tZuACpXiYrfBY95Me+WZVUyfQb9nINI761U4FQgxpGBSBsBWTlSst+pQIVgNDF3Fans+1egNgdMbNKUsjAIxBGez7o4AVz5G9rXj3aWqYybFIjTZe8W5jTk2/YSzB3lSYFoPT4Z4y+/qMN8v+o1OUMK1omiWYGofT0tLMyhgBStXizxrG8gBtELL+ktypj4kZKVWnpBFubZSjOVCwEe9FqBGGYZSYNTHUKYGKYSlaWLbNr93bisaKm0Y2Gvg5iByEpU7D/nIaFADAyeDETaWfZdoqIrEJ9qbwHgbYLb1xhUC3PXODofFYHY5icQASPDJ2ngJRDZ+JfCDRRuUu+hTwONBWDNlZjbfDsA74vXSg8tzHSMKt33qEteDTVXwgacwxXSYS4Ls98NHPPvuY29WVMpyZL33EcgBeIw5zGLMwPRrECM4lolBeK1FgUqBNbEfK5LgUik33W/oxWFAVioaeO7q4WZQDbm/d8GFs+xbxNZOFfxaWGO4RgmCV4tp4C9it2PhTkjS6zVudckL1mYLTMQhYU5FND8yY+itdqIoUSFc9MxyrbwpCMlK7X0YmwoywiuQbUx9zoD0dgVCa+FmWxFbqAdMisLs1OBCjDgLcw8JSqCQAyMRstQSdghsAKRClTULQDSpEDcAEBTIA7SZCTuEhWnzZsobVS9Qp3TilZKqYVZVVW2gVRw2EAyqw9xyweRz2obkF7u86qq+ioM4IUtcZQvobntNgDAZGYPxor2m6dBFROUXStLYAt8JxApV6n3b5GKQfp6UyDGZmHORZOBOF9r4vmz2rzSSYFIRSqHzBbmU08AJ/cCcg7Y9S72bU8WZgBYvwvYcB2gNIHHv8y+3Vmi4t3CHDiLOeUwMhD5CR92D2l2KxC9RQQQ6BhFpkC0sjBXGlASunnYTyALc9YlN9cMWq91x9xEAa8KxEGas/tFSlZq6YUkSVg7rqkQz8zXY3438aDScwtzeLkMbFKY4XuvtENmtchm+YcWBSrAYJeokOpyyIFsinJXP63gykAMsviqLwDTLwIA9itbXF8rUdAJxDWYQaM5OLk73Rsa/WVhNhZPzVYyFxFN9nc632NoAyVtzoV6S2H9C44KmIc+A9TngTVXADvvYGSjl4VBrWm8Vk9amB2O0fzWSQAagehEihP55Xce0GCENN+4S59DuY/vq+RacWvcJOQD5kj6QcOk7jfabntLyj5xbBaqCmxaXsLKkYLt48jCfMisQHz0c9q/l78BGFkFQPsb6Lwb41UgAsD1ugpx7+cBRTuPrEpUJnwpEAdvPswDPxZmKiGqNqwzEL1uqkRVUEGOLvP5Q2SiompEukAw0HXGs+lECHOt7RVGBiJfiUpdjCOuSMlKLd0Y9CZmr3k2XhFmliBryOTc5ZsoOliYz9k3MAODnoHIoUAUBGJg8JAyzMLsR4E4tQ8AoIyswzS0RsjUWJhH1kCBjJzURr52Ie53Exkon5QmllFN1nlamDOyBEkfmpOalcVb1EXkVNoUiObFh+34X50BHv477etbPgjIsrEw8KB+MBM6vchALDq0755Z83LU1By2SFPAmX22z5ELWB7BwvA5x10i5dKoQIxSdWJpYe7xwnqvnn94nYP6EDBK+w6fL2tZsbU54Ol/0X5I5B8M+zLAT9YCAK54MzA0AcweA174EQDrEhWynfLAyEBM5sZQr9H0uFEAhGthBoxNr15eZ6qqGhbmonH+5LMyRvU1pGhiDg5fFuYY12RloUAMHSlZqaUba3UC8czc4BGIzbbCFkylHkzgAXMLc3gWZl4bplMLMykQbQlEH4qKtMDIQLQ/J0QGYnDUeSzMOlHU9JOBqOcfNldfAaAzJyfxyGRRLawEAJRqZ2J+M9GBCJpVusIlcguzgzJPkiTkgraGxwzeDEQip9I2/tHfk8tI3418EgAAIABJREFU9othUh+ufgmw81cBGPd5L/dLWigXsnJPxiWnmI2ZVh73K9do/3PgO7bPQYvyoC3MvAtBJ9KzX5CkDMRCVkZRtzCXe1xMw5N/CAAXLS8hI0uoNtua8+mpbwDNMrBqJ7D5JvY4si+X8hlP2XrIFYFd79S+fkTLVTSXqMxYWFBdn1IoEB1hZCD6sDB3Xes1n66wKJqyF+sttHVyq1vBOjFsv94S8AY/mZpDVFgaw5pVWJjDhyAQEwCyMA+iAtF84yp52eH0AFpwthU18I2Nd3FHoBtcvaV0KCvaioqjF3QL8yo3C3P/TuR7BaOF2f5zFhmIwcHXwqxP3P1YQvUG5trKK7XXSYv6UEdlaA0AYKQ+QASifm2uHtMIxPlqM5LMId6xN6hiK26wv9NlIVjUx8a0jX9s7LcjiquzwEOd6kPAiBXxslFY7XF8SjGvHyMLMm6u2sRd7Ru1/9n/bcCmNTzoopxIM96FIJFy5R7bbYPAdwtzhItGmrflM+YSld59poqi4onjswCAXZucFYi5jIxNy0sAgEPnFhjJh+t/F0zCDR/5h2Zc/7vav8/fA8wcYWqx6XKDPa+XEhVmQxcLf0uQ0tjLHMvYLOg8Lyt+LcwRkDPk5hrKyUsEBpSDOF0WFuagMDIQ+QlpWq/FaWF2aw4XLcz8SNdqLaUYZAszTawzstQzcsEcxB5UhdjktJcRRgpZNgCbbcwnZ6potlXkszLWjxctf1dYmIGCo4U5vptVWsDTwszCy30pEDUCsbL8JQBSVKCio1ZcBwAYbZ6N+Z1EBzpnVo9qBKKiAosRkA11TvV3LuETRF6Ve4nlV6Vr/KO/Z8hu8fr0PwP1OU0tddkb2Lf9KPa9WmG9gpRnViTvXLWJHyu70EQOuPA8cO5Zy+cISn55nbOUUqhALMQwJpCzppCTIyk8euHcIhZqLZTyGexcO+r6eHK+LD7/c+DcM0CuBFz1mx2PWah7bGA2Y8XFwMWvBKACe7/AFIjm+axT+3g3qMyhKQoyLOE16xSwVyBWfVqYoyDqWf5hcal6dZloYg4NbcV7piYRznGsyZgC0eWcFS3M/EjXai2lGGQLc7lhWCQkqTfWRrM9sx5wYPOqQJQkydLGfIgamFcMQ7bZ4WEKxObgDXQsA9GB2CpG1GyYZvDkyvm2f7Xq2sIEwOLyy11fJ4mol9YCAMYbg0Qgatfb2FCOjVFzFhmvYUJVVZMyz02BSBPEZC40ea5JwCDYUkcgNl0Wr499Sfv3ut9h6kPAlNWqqGzx4/paPpU2vHDKhJqrNrGIEp4buUH7ho2NOWj2G2388FobKeuu3M8ZiLoCcZhbgRhfiUo+IxtZcz1cWFP+4VUbx7nUpkQgrn/+q9o3rvh1oNhpfQ6kQASMPMXHvoTRbNssbsTYUNaTPVJYmJ0RxMLcPT4Zymxvx50pEHt4jGar9gU8TIEoLMyB4ed8YhbmWBSIHi3MYhxxRbpWaynF2nFNyTHICsReWYgAjcSjQSNoNkPDYyA5YOyymhWIh13yDwFDUVFvtbWg6wECl4U5pQvoKMHXwqwrEL3ecM8+AygtYGgClSFNqZc2C3NzWCMQJ1rnYn4n0YE2NAo5uSPXqpcwk9duxFo+4QtNo0SFr4W5l6REHDAKtCyO8+kntViETB646q0dPzI7DXjVBdWmsYHZCziVZ9A18/zKV2nfsCEQg1quvLaz2pEK/QSmQOSMvTFI2CgtzMZGwHAEauHHOAtUCFtXDmM55nHp9E+0b9zwe0seQwTiiN+Cwx2vBcY2AJULkJ/9XoficJmHAhUAyAkLsyP8WJit1MaNlsIKNPrRwjxj0cBMYApEQSAGBp0DXizM5BirxSB6YQSiy1glFIj8SNdqLaUgC/PZ+frAEUW0yz3cIwsRwVDzBVUg6rk2HpRUFBQ9VzVuaoxAtMk/BAxbqaIag/mgoM5RolLMxbfblRbwFFP4LqXQC1Sw7mo09PM3bQrE1ohGjC4bIAKxxkjnDFsQzveYQDQv/J3IbiA9GYi0YLYDET21PiZ6/KDmpEB8/Cvav5dOAqXlHT8yL5x5c4Np0eF0nwkCltNro0AEgKm1twJyDjh7ADh3cMnjgtoCmQKRcyFIpEK5j88rmjd6bWGOckwwE4hG223vVJ1GgQofgbht1TDeknkAOTSB9bu0/7pALcxjfizMAJDJAtf9tvb1I//QQSB6KVABkr8x1GsEszAb56V5rPJrYe5lWdEcFfBYWJiXCwtzaGAKRJn/fIozl77S4NsMzLNuATGOuCFdq7WUYvWoRiA22srA1c+TeqJXFiICLRCCZyB63+VbxizMxiL70Dm9QMVJgWi2Xg/YYGcoEN0JxLSVCEQJHrskKRA9Zw/pBSpYdxW3/TRpaI9uAAAsV87H/E6iQxwKRPPGD7eFOaELTd7MurS20FebNqReswY89U/a17veteT3shmjSZmXbOO1PfkF/Q1WxBGR7kOjK4Btt2rffGapCjF4iYq32JXhCMiuoKDjxrvxzFScEcYamDfnep2BOFtp4EV9TulWoELYtqKEt2fuAwC0rvtdy8csBrUwA8C17wbkLHD8IVydO8G+7aVABQhu5U87WNu6y8aTGUWL85LG36wsed7wLTB7aO/uSbNOCkRRohIaWImKFwtzrCUqfLmdooWZH+laraUU+ayMlSPawDdoNmaWZRORAjHowNbwOBkHgHF9p8zKwmzXwAx0KSpStkh0g6ONTQdruBywzyZMGIsc9wxEzxZmvUAFa6/2dd0kAaquQFypXAD8lMwkEObinagIRENdIdlmxhKiUEH0EjzXJGAfgJ902OYSPncXUJsFRtcDF7/C8nfpnsm74dbrCBWmErWwdNE1M17MAZe/UfumhY05aGZT02ObJlnAyvX+Pa9Ydja3hTnGDMRs70tUHj+mtS9vXTnMVFhuWHNuNzbLZzGvlnB83WstH7NQD4FAHF0L7LwDAPDG1g/Zt5d5VCD6jlIZEPhRjJUsFNJGm633MTEKe6hhYbZSIC7NmxfwB18lKjG5wtqKyu75rgpEoWTmRrpWaykG2ZjPDBqBGOBm5QWFEGTLbVM4u5dBlXbKKPy31mzj5GwVALB15Yjt78mmZupBUiC22kYGi1OJypCDPUyAD3UOSz5rYfZCyCht4Mw+7WuTAjHnYTczCZDG10FRJeTQAiqDoUI052ZGRiB6ULCyFuaEjpnGteL8t6Y1wsG2QOvxf9T+vebtgGx9XzByg70pEKmQK2zQMWq0lSXERweBuPP1gJQBpp4GLrzY8ThGiPtUzzU9WhuN3MY+ViB63HiOJwNRv7dmZBR73Gzt1b4MANKjnwMAfLP9Mhyasz63yMI8UvBpYSbc8PsAgJvL92EEFQDWCjIniIW/M1gGoodNWqsMRF4llxWiUIk6lagQKS0szMHR9Bh9ARhrsqgzEM0iErdYi5xQIHJDEIgJATUxT83VY34n0cJo++p/C7N54uLlJk1WjVldVn/kgqY+HC/mXG0cYRCfSYO56MbJwkw3inpL4W7dFOgELagcS1RkH4uvCy8CzQqQKwErLvHcXp4U5HMFnIXeXDl/Mt43ExHqJoXcWNQEIsf5Q5bPVkIVobxqXXOuWpqyk2nx0bGpOHcCePHH2te73mH7u8aGGx9RU+XMTfIL89/QrZTvIBBLy4GtL9d+8Mx3Ox5nLMr9kU/eCcQEKRA5j1scGYjs3pqTTcU0vSFlGYG4ecLlkTrmTgIH7wYAfKX9KuaI6cZ8GBZmANjyK8DKSzGkVvGmzIMAvCsQk64s7zXMKn1eWGVz1gKsyaKwh86RArFo0cI8LFqYw0KSLMx0/kqSs2sNAAoJj7iJEularaUYa8Z1AnHAFIg0SeUNw/aLMCzM5gHHy016XJ8o0c7Z4XNGA7MkOT8PKSoGabfEfIyciC3zDmnaVDhRgfLseDIQPSkQqUBlzRWAnDERQL3dKIgahZyMKVUvc5g/Fe+biQh0rRVy0VmYebI6CUnPyuIlS2nxp6jpmgxbZiA+8TUAKrDlZcDybba/6/V+2esMxEJWBt3iHQlEwNbGHDS/jwgX3jlLv2cgthWVkczDnO3A+RjIJ7NqupcW5rai4gndwsytQHzsi4Cq4PjYtXhB3cjyE7sRSgYioK3s9Zbnd2Z+BEANkIGYnrEuTHjdKACMFnPz2MQUiD7WZFEQiLNVewsztTDPVZvC6h4QfizxceUykyK9lMu4rqlFBiI/BIGYEJAC8czcYBGIvVYAEKhlNoiSzzzgeCmDoJ0yykA8dN69QIVgvO/BIciIoMhnZce8MzO5KHIQ/cFQINpff3Sue1J0TVED81UAzMUQ6bIw5zMyThOBODdYCsShKC3MHjI0DctnMieI7G/ltDAD6YpxoLGc/X2KAjyh25d3vdPxd71GfvS6xE2SJMucMUVRmT2UEYg77wAkGTj1ODBzlD02qHWTLQR5FYh9noFoJja5FYjZ+DIQC1nZ0ioaFg6eWUC50cZIIYsda0bdf6HdBPZ+EQBwesfbAQCHzy9aPpTO0VG/LcxmXP3v0JSHsFM+jhuk5xjZw4s4ciyTBNpg8NTCrEc3NNsqO18NC7N3+iAKpS/lG1pZmGmtpaq9n5OkHRQj5U2BGE+sihfSWxCI/BAEYkLALMyDpkAkBQBnGLZfkKw5SBmJeUfZbZfDDLJqMALxnHuBCmEQLcxmgsIJsiyx45qmBXSUYI26jgpEH4ouVqBylf676bQwF7KGAlEdFAsza2GOUIHY5CPVgHjsimGCZSC6XCu5jMwW1WnaQKGxnFmRjj4IzBwB8qPAZW9w/F3aCOFdHPS6RAUwyEnzMVpstECpGxQDgJFVwOabta9NNmY6xn6VVywbzXMGYn+eU7RYzMiSa9EQganXIpxHmVXTpR7GDew9qtmXr7logrWQO+K5u4HFKWB4FQpXaKpXOwvzgq5AHAuqQASAoXEc36iVqbwz+yPfFmZPTogBAmXW+bEwA8ZYaFiYvR/zQpQWZgsCMZuR2bkqilSCgRScOR8KxOgzEPmFSGyTMaHzwyjRk9XayZMn8c53vhMrVqxAqVTCNddcg71797Kfq6qKD3/4w1i/fj2KxSJuvfVW7N+/vxdvJTUgC/PglaiQ9LjXFmZ9YAshA9FrEUR3iQrt9joVqBCIcKlHPCDHiZqVhc0GaS0SiApcGYhe2w9VFZjSCURdgeilBCNJKGQzOKWuAAAoA6NAXFqiMh+RAtFJKUvIx6A2ChP0vgsc10oai6To/GIKxMe/rP175a8D+ZLj7+Y9brgZJW69m39YHSNaBBeycud9zsLGHDT03VAgcrYw64uwcr0/Lcz0vkp5d7saIZYMRFNbvTluIOzNYKNAhTP/8NH/pf27613YslqzPJ+Zr1sebyIQR8IgEAGc0RWPr5UfwbKCNyJQWJidYUQV8M+x8lmZlWRUdBKm0uCff1s9H9C7Y6SqKrMw2xHQLAexLBSIQeBHgRjXesxLFIkRCSLGETeEvlqbmZnBzTffjFwuh7vvvhsHDhzAxz/+cUxMGDevv/zLv8QnPvEJfOpTn8IjjzyCtWvX4rbbbsPCwkLYbyc1WDNWADB4CkSawA/3WIFYCFOB6FFFNd5lYabd3q08FubcIFqYdQWiBwKxV+2GaUarbZTPOJ3Tea87/3MngOoMIGeB1ZcDSK8CMW9SIA6ahbmQlTFe6r8SlUHJQATSOf5VmR0pA9TmDDJt17tcf9erAqaq32tKPhbLvDAKNEwEYnf+IeGyXwUgASce0cZRBCe/vBILwz1uDA4Kel+8DcxA9BmIbUVlC/B8Vu44v8Im+x/X8w93bebIP7zwInDofgAScN1vY7yUwwqdcLFSIYZqYQaQWX8N5tUSClITK2vHPP2usDA7gwgR3qgCQrErn7MSIFaKqaV7RM4s1Ftszrpk7NSxjBGIQoEYBC0fhHR8JSr8USRiI4IfoW+rfuxjH8NFF12Ez3/+8+x7W7ZsYV+rqopPfvKT+NCHPoQ3v/nNAIAvfvGLWLNmDb761a/iD/7gD5Y8Z71eR71utA/Pz88DAJrNJprNdO4i0N9F/64oaodqttLEQqXma/cniSjrE5R8Bj091pS9Vq37P6cqde2GlMvInp5jJK+9dr2l4Nj5BczoROKG8Zzr89D7Ltcaqb0WulGuaWNBISu5/s10nSxU674/n+5rMS6cXajj4/c+j3fceBGu2jje89czZ0nJqmL/96vazbnZbnN9RtKJx5AFoK7ciZYqA80marq6ISPF/zmHCUlVWQaiOn8yVX+bHWhymJVUDOtqv7lqePdqq+uxysZe9zGBNsxrjWTOH4igleFwTeogAnExwPjXbyAlVE4G2k9+A5lWDerKS9FafRXg8jfSArZS57tfVuq9n39QFMeC6R4+vVgFoFlDO153aAUyF70U8vGH0N73bSg3/gEy0BZy9Rbf+NuNWkP7nYykcv1+XtZer9xoodFooNXSjke/nF9zFW2TvZTnn4dJ0K6phs/P0CvMJKGktqEqkjZ2tVXMV2psThgU0+UGI/6uXDfi+rfJe/4BGQDKxa9Ce2Q90Gxiy4oSLpQbeH5qDpeuNhS+bUVlEUPFDN+544aRvIxn1E14qfQsRqf3o9m8ivt35YiPYb/Cbr7a0EUGGY77hhmlfAYLtRYWKnU0mwW2JhvimH93g917m62eHKPz8xUAGlGl/Z1LSaAJfS19fqE60OdJUNR1RaoE/ms/K2n3jmoz2mt0QXf3FXPu94SMPo7UQ3iP/bJ29AIv7zV0AvG73/0uXvOa1+Atb3kLHnjgAWzYsAHvfe978Z73vAcAcPjwYUxNTeH2229nv1MoFHDLLbdg9+7dlgTiX/zFX+AjH/nIku/fc889KJWcLStJx7333gtAc/3lpAyaqoRvfO/fsHIo5jcWEY6dlgHIeP7APtx17umevc7UCe119j1zEHeVn/X1HEcWACCLVqOGu+66i/v3VBWQpQwUVcLnv/sTABlM5FXc/6N7XH93fkZ733v2Pg71WDIVNV6xf0YCkEGtvOj6OTeqGQASfrb7YVx4JtjnQ9diXPjxKQnfOZrBkWMn8Fs7er87pjk8tFvEfff+G+zikw7r5/3cQpnrvL/09L9iJ4DjrWV4XH/8gWPaeXzq+DHcddeR4G++j3AGGoEozZ/ED37wA8BDPmoSMTOvXXN79zyEZQUAyGKu0sAPfnBXqH+6+Xp85Jw2JszPXHA9B6dOaufa/meexV0Lz4T3hiLCQkX7fB/a/SCOu4jUmzXtsQ88+BDO7E/H/eH4Ke34HTywD/Mzn8YyAPvz1+LFu+92/d3ZC9rv7n38SeRPPeH6+Knz2ue374nHoBztzedXWdDe0+6HH0XtRe01nrignc/t2tJ73DblElyJhzCz+0t48PxF2Kc/9sxZ93PfCs+ysfc47rrrqOvja20AyEJVge98/26QqCPu+yOB5gfNKt/9CABemAeALGbmFnx9hl5RaWmvBwA/vvceZGV9fg8JP/zRT7A2pGXNvmnts1hTVPHgT5yPj6w08Jp9X0QGwB71SpzRP4dsVTs/7vnFE5BPPG75Nzx4/30IwzxQaQF1ZTNeKj+Lk49+H/un+DdKn5vT/tbpmflIjmG/o/t6PDWlHccD+57GXWee4n4etaGNgT/+6c9xdAx4Wh8vpk7yjRdmHDqpHaPDR3ozzzu+CABZDElt23OgPK29/4cefxqjZ/k/B4FOPH9E+xyPHTmMu+56ket3zlQBIIuFsrc1clDsOaOddwvT511fl86h+XIltPfYL/dGHlQqFe7Hhk4gHjp0CJ/5zGfwgQ98AH/2Z3+GPXv24I//+I9RKBTw7ne/G1NTUwCANWvWdPzemjVrcPSo9WD0p3/6p/jABz7A/n9+fh4XXXQRbr/9doyNjYX9J/QFms0m7r33Xtx2223I5TQp9icO/gzHpqvYee0v4cYty2N+h9Hg8yceBubm8Ms3XIfbLl/ds9d56ofP4WdnjuKirdsw+Zodvp7jkSMzwL5HMD4yjMnJX/H0ux99+n5cKDcgr9oGHDyKyzeuwOTk9a6/953px/Hc3Dlc9pIrMXn9Rl/vO2mQ9k0Bzz6FNSuXYXLyRsfHfvnUHpwoz+KKa67Fa1+yxvGxdrC6FuPAE3c/Bxw9ivzYCkxO3tDz1zszXwMe/SmysoQ7Xj9p+7inT87hk/seRq4whMnJW1yfN/ONrwBTwIbrX4d1N2jP++TdzwEnj2LHJf6vv37Fn+/9NyiqhAxamLz1pcDwyrjfUk/x/z19P1Bv4BUvfxm2rCjhz/feBwUSXv6q2zEaQlaW1fVY3nsCeOEA1q9djcnJax1//9HvP4PdZ49j68XbMfmqSwK/n6jxnx//MdBs4VW33uJatPWFEw/jVGUOV17T2/tnlPjH048AczN49Y4RLPvJIahyFpe+9c9x6fAq19/94fyT2DdzBjsuewkmf2mT6+M/efDnQLmCl9/80p7Nuf71wmN4Yf48dl5xFSav3QAAWHz0BHDwALasX7X0fJ6/Bvibf8SK8kFMvuxaFE7I+PzBJzAyPoHJyZd6fv399xwETh7Bxdu2YHJyp+vj24qK/3uPtiB62StfjbG81Bf3R4antfnBulXLue+Tjx+fxd/s34N8sYTJyZf1+A0C5xbqwCMPQJKAX3396yBJEv7rgZ+iMlfD9b90c2gOg2fufR547jBedtlGTE6+xPGx0tPfQPbJMtSxjbjuN/8EkDVm+PhPD+Phe59HbvlGTE5eyR5/crYKPPIz5DIS3nCH/fzAK06PnwZ+/m/YVipj8yT/8648Mo1PH3gUxWHv8+80wW6++rUpbdy8/tpdmLxyLffz/c8jv8DZ0wu46tobcMuOVdj7g2eBk8dw+Y6LMXnbdk/v7czuo/j+seewet16TE7yq0t58bMXzgNPP4a1y0YxOXmT5WOe+uFz2HPuKNZctA2Tr7009PcwKHj0+88Ap49jx/aLMflqvvPg5GwVdz7xM7SlDCYnX9Pjd2hg6sEjwKGD2HKR+3n3/JlF/NXTuyFn85icfEWg1+2XtaMXkMOXB6ETiIqi4Prrr8edd94JANi1axf279+Pz3zmM3j3u9/NHtcdbqyqqm3gcaFQQKFQWPL9XC6XmIPiF+a/ce14EcemqzhfbqX+7yZQ3t1YqdDTv7mY1567pcD36yh6pGghl/H8HMuG87hQbuCJE9rFu231CNdzULh7S5UG5pxoqdo4UcxnXf9m+nyaAY4rIe7x5oIe+jxTieb6V6Db97Ky4+sVC1qmDPe1c2YfACCzYRcy+uMpeornmCYNcjaP8+1xrMYscpUzwMS6uN9ST0EW2+FiHqOlAvIZGY22gkpLxfIQj635emzrY8JQzv38KeiFXO2EjpmUzVMayru+/1JBH//U4ONfv4DOr4tPaU3E0o7XIjexnut36X7Ae+wpA3GsONSzz29YP0aNtnGMFhva6y6zmves2AxsvBHSiT3IvfBDFCfeBEALtffzHhX92ilwjr05aNb4arONpmJ8jnHfHwl13R08MsT/fkp0D2v7+wy9QpHIGi8jn9demzLlGkp449ITJ+YAANdvWe7+nI99AQAgXf/byBUMi9MlazSRxtHpSsdzVFtksw/3uG96yS8DPwfks/shZ7Pcin2ahzR9XgdpQ/f1SLGDQx7nWGx80s9Lyg72cn0R2HolhPm4FRYb2nubGLa/N64cLQIAZqttcZ4EQBv6fYNjzkUYKer24JaCTCYLmacVPgR4uSeUhvRxJMR7Qb/cG3ng5X2Gnli/bt06XH755R3fu+yyy3DsmBaIu3attvNBSkTC2bNnl6gSBTqxdky7qZ+dr7s8Mj0osxbE3mY+hhHuarQwe7+sJvTA36dPahM+ngZmwAiFFyUq1qAMsGoKWpjPLWjX/YWIwp8bbaNN1wmUK9ZSOGzV5fPAvF4msuYK02v5v3b6HfmszHIQMX8q3jcTAcwlKpIkYazY+yIV82u6IRtD42qYaHj4W4u5/i688INqo40cWlh3hL88hZD3eL+sRDD/oGNkvkfRtTJmUwTA2pj3fTNweQT9Xt7D2Euldv14XpV9lDxE3cJctyhCKuXpPAin3brVVvDkcW0+ea1bgcqZA8CJPVqx2a53d/yIVM6HzpehqoaNf1HPIg1DVd6BVTu191GdMeYKHGBFOK10RDWEjabivfQCMEg/o0TFfwtzr6+zuYo2N7ZrYAaA5cPamDpTESUqQdD2UaJSNJ0zYbfNO4GVqOTcx6peN4WnCaGv1m6++WY899xzHd87ePAgNm/eDADYunUr1q5d2+EJbzQaeOCBB3DTTdaSYwENa8c1AnGQmpirHurXg6CQpTZj/4OG1aSQFxN6WyktDrdxNDADRnt0r1rN+hFE8vJMYKwaLpOKswvadT9TaUBRej9JJqLW7XzOyjRx5zgHTz+p/bv8YmDIiJ8Icu30OwrZjNHE7GFBlESoqmoi87Rrb1wPLY+CQOQ5f/IJbutstRXQpc8zcS+maPwjVJttvFJ+HLn6NDCyBrjk1dy/672Fuffzj2Jee09cLcyEK94MSBng2C8wNv8CAP9zACIWaBznAZ1X5UY4ZFeY8NPCzNphIxoTGl1jJLC07TYonp1aQLXZxuhQFpesctmQfvYH2r+X3AaMdgo5Ni0vQZKAhVqrY/My7AZmhmwBWKlbS6f4c8+jJoGTBpqfeSUQqSG8ql/rFbYmy2oB7vVFYGEKOP88cPIx4NAD2vn01D+zpniCsYHTm2NEBZS0nrICkYuihTkYmrpgIONBRWhes0XZxFz1sKnEWphbSseGicBShG5hfv/734+bbroJd955J9761rdiz549+OxnP4vPfvazADTr8vve9z7ceeed2L59O7Zv344777wTpVIJb3/728N+O6nCmrHBIxDLde+TQT8gIi6Iks9QIHqXZU907Zht5SUQQyA9zpctAAAgAElEQVQ+k4aafoyGeBQ4KVpAkwKxrahYqLUw7jBJCgO0mDIvcqyQJUKGh9Sc0kOr13XmkDRSTCDmszJOqSu0/0m5AtE8DtGYSiTIfA8JRC/nT5IXms22cY3x/K1F/RikQYFNqDUVvCVzv/Y/V78NyPDPDbwsYJtthX3evSQQDeWZBwJxbD2wcxJ45ntYe/ArAF7bcW54ASMWsvzzFpqPVer9d15RS3ep0L8KRCsVcSlkAvGxYzMAgF2blrlbBQ/+UPv30tcu+dFQLoMNE0WcmKni0LkyVo5ocVILtR4pEAFg7ZXA2f0agXjp67h+JWoSOGnw65Ci62j87B7gc/8eHzl1Eh8tLGLlvQ3ghxVAdfi8l20F/mgPkNXWN3mPGzheMVuhcdNJgaj9TCgQg6HVpo0n/vtGRjba5msRuuYY6c1xTzDPq5ptFXkP98VBQ+irtRtuuAHf+ta38LWvfQ1XXHEFPvrRj+KTn/wk3vGOd7DHfPCDH8T73vc+vPe978X111+PkydP4p577sHo6GjYbydVIAvzmbnBIBAVRWWT6p5bmImIa/q/sRmLWO/vdcK0UMhlJGxcVuT6vUKPd/T6EV4szEMpsTDXmm3M1wy1x4Vy72MM6pwKRLIOtXgm7qd1AnFtJ4HIbHRpJBAz8sAoEM3j0BBTIPbewtxgNkyOHWa2iEne7rJ54cVzrTByKgUbKITR5jm8QtYblHe909PvetlwMxM5vZx/sHuUFwUiANzw+wCAZS/8K4ZR9U2ctMja6EGBWOpjBSIRiCMF78SyXxLWKxoW97vhkK/Vp/T8w10XTTg/sHweOLlX+3r77ZYP2aYrGA+fX2Tfo/mIl8+ZG2v1spYp/pbcHJuHJG9cjwJ+BQ50rV/74qeBY7/AhtYxrJOmkWstmshDCSiMA2MbNPXohuu1/585DOz9PHuuXhP1s1WyMDsoEIeFAjEMUGSRV0La6n7XazACkWPNaN7UEZsRzuiJrOuOO+7AHXfcYftzSZLw4Q9/GB/+8Id78fKpxdpxbedvUBSIZtJn2MNush+QWibIrkjDR5YQwSy537S8xHK63MAIxIQTZF5QZxZmHgVOOgjE84udhOF0uYFt7qWjgWAoEF0szPq5qqiaOtLR0uCiQExjBmIhNzgZiKTgliRjoRIJgTggCsR62/h8eXb+07KBQlBVFa9r349MVkVj/Y3Ir/TWAupFgUgLnIws+bqn84LuUWbCcp6HQNx6C7BiOzIXnsebMg/iB20+pVY3Gj6IBSpW6Ediumy2WHKCxoS2orrfw0IA25wznVdh28Iv6HOGDRMum9HP3wtA1Ui7Mesyom0rh/HTg+dw6HyZfa9nFmbARCDu4/6VJI/rUaDpI7MO0K6jZZjH+nktfuYjpT/DIzMl/L+//lLccOlmoDAC5EpLy24e/Rzw/fcDD3xMU4oPjfU8X27Wg4V5odZCs62kcs4ZBeh8ynokpIdyGSzUWkwIEgUqzMLMkYFoOh8aLQVY2t8roENcOQnCGlOJyiB4880T6iEfqj4vMIg4/4OaoaIKZmHmLVABtMZnYNAUiPwZiLQ4izJvoxcg+zIhiiIVImpdMxBNEwjHyXt9Abig5XVh7dUdP+IlK5OIfEbGaWZhTrkCsdlZoAL0H4GY5AxEM9EucbSThm2LjBvNloLfkO8HALSu9qY+BLyVjrFFRy7D9Vn7BR2jmpWF2SmmQpKAG34PAPDOzL1o+Nz8JOU476YlYNxX+1GBSMfNy6ZzjvceFhJYQZlpEzTsvGZuizHZl3cstS8TKFLn8DmDQFzstYUZ0BRstXmuXzHK3NRIMqKTBr8W5mIug1fKT0CGAqy9Ej+RbsQ+dRuklZdoeZn5Yeum7F3vAlZcAlQuAL/4FACgYMqX6wVmdVuyk4V5vJhjb1fYmP2j7UO5DpgKS2OwMPM4CWRZYpuzg9Qt4AfpW62lGKtHNQKx0VYGQn5dMQWf9rruPQwiji1iAyoQqfWOB/Rag0UgemhhTskCuptAjOL65yX1zBOIltPEndQEo+uBkU75ZJBrp9+Rz8o4DZMCMcWbP90FKkA0BCIRQjwEdJKVKrTrX+C8TtKygUJoHtmNbfIUymoBmSvf5Pn3vWRwRRWfYqWS57IwA8DVb4OaLeIy+TiuUp7x9fp0TnlrYe7nDET/CkQgIgLR4n4X9lzFaEl2OIfaTeDFH2tfb3+N7cMYgdihQNSef6wXBGJpuWaHBYAz+7l+JWfOLlOSN7b3GkEszLdnHtX+59LX87cwZ3LAq/5c+3r3p4CFM+wY9SoqYFYfN50szBlZYpFRM+XezUnSjibbePrf7H13vCRVge5X1fnmNHMnMDkDwzBEJWcQJImuIiKKadc17rpv97m6PsOub11d3beG1VVXFhBXUBEEBCQjQxzAgYlMZtKdm0PfjlXvj1PnVHWsOqdCV1Xf7/fjd5t7O0131alzvvMFvuOJzUk8XJPxlqHpkRYz40g9hG+1FmLEozL62sjOSjPYmNMeNTAD+sLTzkIrJ7jDBwBdKaMC0TqB6ET5S9CQ4SALwlKicrSKhdlt6BmI9c8/44S0bg5iDfsyAOQE7TVBQCIawYDaTf6nkAHSw419Qy6iGpHXwQhE99RK1UoJaoG17AUwK4u3bCjJSAn/KcVEIL9yGwDgPuWtiKc6TO5dCZ4MxGkO1YIdpMq+I1VVWb6cKYGY6kJ2zXUAgOulh4WcKSILQT9nIDIFIsf3Vkoguj8uVGuNb4lppKzDCsS2egTfvg1Adhxo6QPmn1TzbnROuncozZRH1MJc9/ntgNmYrTUxxz3+DoOGguAcqz2Sx9my9h2svpyPjFlzFTD/ZCA/BTz5DfYduV2iUl5KWY6ZHET7oMcTb9wDJZ79qkAE9HOkmYQ5Igjfai3koDbmI01BIFrPLbALJ9qM7TTJGhWIXASiA9broEHEwhz0DLBGKBCzFkkZ4wSi7sS9RoEKEO4W5kRURg4xTMfDX6RC1cFGa56nJSpWCES6uxzAySFvVmgLG/+C92+tQHYCie33AADukc4XshXzKBDZosPCdcYOUmXf0WS2wEgaUwIRQOHkDwIA3iY/h9zYYe7XF7E2+joDkSoQOco9IrLErmNeqE6qEohss9MZUnacZRTW+Ry2P0h+rrgYkGsf5/O6UohHZeSKCg6MTAMwWqRdyEAEuItUjJmwlgrdmgxM4MA5x1o89gJapCwGI7OBOSewc97SukySgIu/Qm6/9DO0Tu4F4A4xoygqszDXy0AEgJ6WmSZmu7BfouLdOUqP2VaLXILbbeFhQfhWayEHbWI+POZ+C2uj4aUCMemAkk80YwQQtzA7QXwGDVwW5pBY+CiBSM8FTyzMBWsZiJIkMRVi3cXXYRLCXVWBaPG1gghKwE4m+skvQlykQsfPZBUL87gXGYgWxt5AZyBytpWnHCYlGorX74acT2OnMhdboscKPQVfBqI3849y4ogS7fGobOkaF52/HhuV5YhLReDlW7lfX1cmWSdkA5GByPm90X+/F4vGaorploRzFmZFUQ0W5jqL5h0PkZ8ra9uXAUKwLukl89JdWhPzhJXntwNKIB6xVqQSkSWWbTfTnloJUQvzgqOPAwCeT7wFuaLKYmosb6wsPou0eysF9L/4LyXvxUlM5gqgCTpmGy9UgThDIIqDlaiIKhA9XJNNGeLQrIApZWfGkboI32ot5Ojv1AjEplAgemlhpoOafQWiSBFEf0cSS/taccIxnZjVZr32iWdBFBZkOFqYqYUv6ArEAY1AXNnfDsCjEhUBW2ihlgKxkAUGtIyuuesq/sxLjAQJ9N80EZ9NfjH+ZgPfjbtgx0wVBaKbBGI1RU8tsAzEAAbt8yp1UyEZ/wAALxP78p3Fc5EUdCUkOJQF03lvHBDl1yjL+YcaYhEZtxYuJrc3/gxQ+L5rMQWiRnb5MQNRoIUZ8DYbVT+P9bmtk4VH6XyRRe121FIIDu8CBrcDchRYdoHpc5bnIHqmQDyyGSiaE9VkI9PdjL2goqiojFzjKr1Qiug/RDIyn5JPK7mOcEU7XPglABLad96LE6SdrpD0o1qeYSoWMd14YQrEGQuzMIQViDQuzMcWZp55QjMjfKu1kIMqEI+MNQOB6KWF2QkFoniOWywi46HPnoO7P34mlzWLLtSbaaDLVClqqAVmD/Oh1YoHVIG4eg4hEIen3Fcg8xDidBeyZnj5wBZAKQDJLqBzQcWf8wX+IP+ggJI9YzFKIIZYgZivPDdpk6xfWpjZIjOAYyYj2jlLVII+/mFwB7D/WahSBL8qni2cSxhn13kOC7NXJSqapYuXQIzIEn6Pt2BYbYM8cUC3pVoEU5JwjL10TuZLBWKWv4UZ0M8pTzMQjSUqLAPR/mdK8wmjslT7+r1dUx8ufCuQ7DR9ziWzyglECxZpO+haDMTbgWIWGNph6SHxAI/tbsJIinNZmN98AfHsMMbUFrygrmHXkags8W32zjkeWPceAMDfRe9Avuj89Wh02pp9GTBmIM6UqIiiwK4bnCUqHufSFxWVzQ+tcgkzFmZrCN9qLeTo7yDqtGZSILo9gQd0WXW2oAgFkdPHAuIqqmhE5m6bbkYLc5ZDgdgSlhIVjUBcRQnESS8ViObnn6l6w1igUoUgD7MCkS7gRqNa83SYCcQqJSrGDETRsdUMPMRakFuYWQaiVQViWAjEV24HAAzNPQdH0S2cS0jHMksKxAZZmKlSl6fdVo0k8Mvi+eR/Xvgx1+uLWBtbHbTbOglFUZHOB0eBaFRqO6lA1NWB0dob0tt/T36a2JcpaioQObImuSDLQP9x5LbFIhVLUSpNiBICkYfw2XofAOBRZT0m8jq5LTT+nv95qJE4zohsxhl4FYrDDgBaoGJl46WnVWthnrEwC4Na2blLVDxesxo3ZHhbmHMuEN1hQvhWayFHU5WoZGnwqQcWZm0ip6riuQd2MhBFkeBQVIQFzVaioqoqa2FmBKIHEx8eUo/uQta0MNcpUAH4MuyCBvr5DTMCMbwlKtVs73RCX1BU1wgHpny0MCbEo8FdZNL3nLBaohIGC7OqAq/fDQDYt+BqANY2j6pBRIHoNoFovEapqsqtQATInOP24gVQIQE7HwGGdlp+LF0I8sxbUg43BjuFTEG37vIqEGPauOBF7hVdmBqvd06eq7o6sMYxlJ0E9v6R3F5hjUBcqhGIu45OQVWNGYsuWZgB/iKVGQtzVRg/D8sWZlVlBOLDxZORzhXZsSkk6uhaiPzJHwYA/G30F8gVnFUvj2rjZrdJA7PxPjMtzOIoCK536bXbqwxEuhEoS9bjxfS28JlxpB7Ct1oLOeY0YQZiykMLMyBOxjWiSZYpEIO8QOQEK1GxoIxLhoBAHM8U2LG1SstAzOQVR6xO9UCPKZ4MRHMFYmX+IRB2BSI5BofkPvKLsRATiFXI/VQswlQPbtmYxRSIwZsc8l5j6PfgN6KHC0deA0Z2A9Ek9veeAcDa5lE18GQb6S3M7s4/6GJcUcncQ4RATERl7Ff7MbVQUyG++FPLj+Vt9gZ0cm4q6y8LM21gliRr8wMjvIw2qFqiEneOlB3PmBSc7HocKOaA7iVA3wpLz7l0VhsA4ODYNEbSedYU7pqFGTAQiNaKVOIBVpe7Cfp5RGTJustpcDswvBNqJI4nlHWYzhUZGSPqClPP+iuMqykcJ++FsukuoeeoBasNzADQM1OiYhvCJSoeu8LShkxcq/Fg9FowU6JSH+FbrYUcNANxNJ0PfLOsGUTb9EQQj8jMWZkVLFJpCIEYs66oCAto+K4VFQqd6GTyiuOWCa9A7cvtySh6WuPs+Bpy2cYsQsoUqn3GSlG3IFUhEFVVFVrEBgX0+zoq95JfjB8EXLLyNhrVFIiSJJXYmN2ASAZiECeHvNcYqmrKFoI7/mHLveTn8oswqZL5j7iF2XrW8TRnc6MojGRoJl8UViACwOCaG8kvXr4NyE9beiwNw+dZCDpJdjkJlpsdi3DHwTQkA7GEQKTFNPZJ2UkzAtFoX7a4qO5uiaEzFYOqApsOjAEgqh5Xzw9GIG6ydM2csTBXh1ADs6Y+LCw6B1NIoaDo6mjR8Tfe3of/KFwJAEg88U+kXM8hUAszXwaiPwnEQ2PT+PoDW3Bg1NoY3giIl6hoazKPSlRoTi8P6T2TgWgN4VuthRydqRibBIfdxuxlC7Mk6WHTosRsnhEufBNXO6CT3qYiEAUszEBwPyNKIM5uT0CSJPR6NPnRbaEcJSrVPuOhnUA+DcRagN7lFX82LtjCqECk5+hRaARiYRqYHmngO3IPtXIzOzwiEB1Ry/oYWc6FoHHS7GXroaPYfA/5ueZK2woYrgxEO3Y9DsQiMvs+p20SiENzzgG6FgKZUeC1X1t6LB1/ecZev2YgUgVii0AuX0MyEKsRiJqV3Q5oPmFbosoxpCjAjofJ7RWXWH5OSZJYDuKf9o9qz29d1SOE2WsAKQKkB4GJw6Z3D/LmkJsQKnjUCER59eXsV3TTWnRNJkkSbsflOKJ2ITK+D3jxv4Sepxp0AtG6hdmvLcw/eWo3fvjELty6YW+j30pNiJao0HVbRlCowwuRLOMZAtEawrdaCzkkSdJtzCFvYqY7ByKTQRHYLSRphA1TVyD6ayLvFlRVZRceK8SWkWQMqo2Z5h/OaicFSj1eEYgcCkSWPVRN5UTty/3HAXLlRdw42beaURIk0ON0SokCLZqNOaQ5iMz2XnZuuq5A5Bh7g9zUmWfKJWuTYaON029kjyUM7gCObgHkGLDyMn3ziNOeSuHHDERA3+hK54oYmybzng4uAlHbwFEl4JSbyS8tlqnQY4pLgehgY7CTsONaoZ+hJxmIVRSIlKhWVfubnTQDsWoRz+FXgcnDQKwVWHwW1/PSHMRX3yQKRFfzDwEgltIt1haKVIIcT+EmuPPZJw4DB14EAERWX87OjSFtzmlnU6UQSeE7hevI/zz5DSAzLvxcRjALs5USFY1AnMoVfenk2zEwCQAYnHROoek0qNsoajVTU0NKmxt6tR7To0hECET/HRt+QvhWa00AWqQS9hxEr1oQKZI2ybhG2DAp6ZkvqiyTJswwTqytKBAjsq4s9dtixyoGtPN8Vjs57ymBOOSZAtFCMQUrUamy8Dn0KvlZo0DFSOSE0sIcMexmdswjvwxpE3M1CzPgAYHIUcITYyUqwRsveWIFAECWJXZdC2QT8xZNfbj0XCDVxTaPxBWIetSC2fVyWmDhIYqUIRdKRIEYZ/MABVh/IxCJAwc3AgdeMn1sXsCK1mJQIPrJGj9lyLvihZcKxGqbc8b3bJfsn6hnYd7+EPm57HwgmuB6XqpA3HRgtPbzOw2OIpVYvXlIE4PbwrztAfJz/ilAx1w2Bg5phJadXNh4VMYvi+ch17kUSA8Bz/y78HMZQUtUrFiY25NR1h5MlYt+Am069+N7o6DnGHcGYszb3H6RjcDEjJLZEsK3WmsCzGmSJmY7k0ERUDJOVFrNu7hzAsaFejPIrY35lFZVKHoOYgAX0DAoENvIZJ9amN22X/Acz3XbD1mBSo0GZkPAd4RzMhIElNghOuaTX4ZUgZhhxTul5yYlQ8ZdIhDppo8VVbLR5mbXKug1RHJ2A91Eb7AvA/q/QbREJc5xvUzbtEvzgM5xRC3MdAMnV1CA1j7guGvJH14wL1MRsTe2GuZkfjquaH4gbwMz4K1tjc5jjEriiCyx92B3s7NuQ/KOB8nPldbal41YMosQiEfGyZykw20FIqATiEfMi1SCHE/hJrjPcc2+DM2+3Kq5wOimtR1RRzwqo4gIDp/6t+QXG74LTBwRfj4KvUTF3MIsyxK6NaLRbzmI2UIRb46kAbg3X3IC1G3kewtznl4TrPMIdBwO4iazl5ghEAMIamGmF/GwwqsQcwqegPVqYLt8nrYwG9uj/TORdws0x0uWOHLA6AI6F8xJJc1A1C3M5Kf7CkTrpAzLQCyfuBdywIGN5PbcE6s+lkc9FkTo0QhFoJMSiOFWIJYXHLmpQFQUVc9xs6JANFhuqpb++Bj6ucJfeBE4BeLoPuDQK4AkA6uuAGDIJbRZogJYIBDz3m1gJmO6AnHCRgYiG39P/TD5+dpdQHq45uMUgxKTp2AhGdNL5/xEIFLizO8KRLppVq7UbnWooXRcszC3lSsEJwd0VSpH/iHF0r62kv/3VoFo3cKcm1n4lyDPI27ITgC7nyC3tXGXbqIMMgWi+JqM5bUuuIQoHPNp4Il/Fn4+CpaBaHHcZDmIPmti3j+cBp2WjE77670ZUeC1xWtIeryhKWJhpv+moObme4VwrthCjmaxMHuZQQQYpNWiGYjUvuchERKNyEy11QwKRGOBitXw7kArcFCNQKQ7p+5uIIi1MJcdg3ueBLLjQFt/TQtztUbKMIEuEnNFg4V5LJwKxFolKm4SiEabiaUW5qg+bgRNqZIXyNlNepw55Bho+/LCM4C2WQCM47/YWBGNyKAiZ7MNNy83MGkuVNpoYbZgxaNg6jlKnBxzKiFeChnglZ/XfFzeMF5HOeYtkiShRbuuTvmImKZzxjaB3Oy4h+QTzdYqP48p8Wn3M61pYablKXPXAe1zuJ93cV9Lyf9XEJRuoF8jEId2AtnJunelm/dBzLd1Eyzn1MomwRuPAMUc0LMMmLUKgD4G0hIVO6rskrHq4i+TX770M2DwDeHnBIwWZnMFIqA3MfuNQNx5dIrd9quFWVFURnLyW5jtlZXyIp3l5xFmSlSsIZwrtpCDWZhDXqKS9tzCrO06CLcwazv5HhMhCY5g+KCDyt55LGxe73g5jVoKRO9amM0/axbiX7742vI78nPV5UCNsGXugO+AQR9Xwm9hrmUl9hWBaDjO8oVgKVVEyPaUQ6omz0Hty8dexX6VcaAZ2WpZWmMszAVbLcyMOJEkXYX44k9I824VFAzjNa8CnJbb0QWaHzBlg/T1knyqdR7TY82uhZmWqFRYmLf/nvxceZnQ87bEo5irOaDI83swN2+bBbTNAaACA5vr3pVlMdc43psVeYXDwmy0L2ub9LQ0aUjbtLZlYTbG3Sw+C1hxKaAWgUe/KvyciqIyC3O3xY2XHp82MdP8Q8C9zGi7MDo3eDaeAKOF2WMFIgePMEMgWkM4V2whx5xOQiCEX4HosYU5Zo+Ia5QV0671OkjQWzg5At/ZAjqYJSqDZRmIXpWoiGQgGhekUBRg2/3k9pq3136dGsUbYUG8mgIxrBbmfPXvssNNAtEwXls6Vg075kELydbPSevXRLr4C9QGysRhYP9z5PZqfeygJKhoBiJgvYnZyxK3ZExX+NDFmQiBWHI8r30XkOgAhncBux6r+jijApc3y6rVIbLLSVAykyfvikLfBPOuhbl8nGxxiOyvqkAs5ICd2nGwgj//kIIWqZDn9yADEbBcpEIbYWcszKWgpLgpgVjM6xmZmn0Z0Iltumltx8Ksz4e0Y/yiLwGQgM13A3ufEXrOiWyBKeKsttdTBeLwlL9Iut0GBWK2oPgyu91I0PNEXwD6seNVBmI6z88j6Gp0/332fkI4V2whB7UwD4xnAxcCzwMR6bEd0FKOrM0SFa+VVHbLX4KEjECIPlPg+PBCbIZCUWFEIVUg9rZ5s3PKV0xRZfH15gvA5BEg0QksPqfmY3MCtswgoXqJykEghGN3QyzMho0bK7EGkiQZVBDBGjPZQjDKkVfHiJ4AjX9bfwdAJRlZNDcU9jMQAUOkgEUFYouNxlGroHMcWowXi0hc/8Z4tMr4G28FTnwvuf3CT6o+zqgY57WiUUVH2kfXVTsKRC/HhFplSPQ7t3uu0izIDiOBuG8DkJsAWmcB89YLP3cpgeiNO0gnEOsXqcxYmKvDcgvz3meAzBjQ0gcsOI39mp5PdLywZWGOlI2//ccBJ72f3L7nU0CeXxgzpll9U7GI5bUBjQLym4XZqEAE/KlCNF43eIsPvVYgimwEzigQrSGcK7aQY3Y7IRBzRcV3DVJOQVVVT0PMAZ0oyQgq+UQaMp2AXeVkkJChBIWIhTmAJSrDUzmoKrlIU+WhZwpEDkVt1QD6rVqG2cpLgGjtXJrmKVExKBDzU0BmtIHvyh3Uyqhzk0DMCihYvVQbOQkeVTBFSxAjHGj+ocG+DIhFWJQjbkGxryiqTlZ6koFIXuOQFkvTmYpZzvgFqizKKU75EPm5/QFgdH/F44zEAs/rAQYFoo8szPYUiB5mINYoUXFagdiWMKixtmvKshWX1IwTsYISAlHgcxaCxSKVoI7rbsOyhZk6RlZdBsj6uFe+BrOzJqt6nl38ZZKTPbQDePJfuJ+Tlo1YtS+T+1IFor/W0LvKCEQ/5iAWDOdXjHMs8TwDUSAKjY7LMy3M9RHOFVvIEY/K6NNUSGG1MWcLCmsHbEl41cJsT4GYrzEpdBt08dBUFmaOEP0gl6gMaPmHva1xttNHs1smMgVXd8hqNepWA7UOsWwUVdXzD1fXti8DBuUuh6oqSCjZzYylgFQP+UMIbcxmCsRxNxWIPARitArhHQCI2P1TQYtwSA8Du58it9dcWfKnjEcKROMmoiclKmUKRKs2PIpYpMaCZ9ZKYMk5gKqQooIy0MgJEdcEy0D0kbLVVgaihwpEOscsjyLQP1Pxc1VVVUMGomHRvMNAINrAsll6E7N3FmatgO3I64BS+3gLqrLcbViyMKuqnn9osC8DledTKi6+xqmq7kp1A5d/k9z+43csNW4bMZKmxVPWClQAfSPeTwrE8UxejyzSHEejPnp/FHSeL0uAzKtcN6zHvHBQikShxWptyM2gBDMEYkBBbcxHQkogGndgW2wsFniQjNkj4loKYzhZ2oaOLXcAD30B+Pm7gR+cBbz2KyffZgWaSoHIMhA5LMweS+adRHmBCkDIGEomujn50ZWBHCUq9Bgc2AKM7AYiCWD5RRZfJ5yXowrCwmhjDhmY7b2M4DIqEJ2eNAoRiGyCGKwdZpF/q04gBqMil3YAACAASURBVOT6sO1+EqrfvxboWVryJ10VaGcBa16iYpx/2CErrYJ+R0YFIg9i9UhRWqay8ZYKeyDdvOG1LwM+zUDUvrdWAYUU3cDywv7KFIhlm3NONFtnCwojkhmBOLQTGHoDkKPAsguEnxtokIW5ZwkQawEK0+TfUgM1ifQmh6WiusObgLH95HNedn7JnyoIRBuxDjXtocdeRTaMlALw208ARevjCiXZujjGTT0D0T8EHc0/nNWewPyuFAC/Wphpqzf/dZi6xxTVm/NUpAzNak5ys8Oj0X8GTmNORxKvHxzH4bFso9+KK6A7yfGoLDRIicBSlqBSBEb2AIM7gMHtRHI/uAPq4Ha8GB8i93m47DG/+ggQTQKrryh/Nkfft6hyMkjIMgtbE7SQojqBKMsSultiGJzMYWgyxzYTnAZTk1lRIFICkSoQt2rqw2XnA4m2Go8iaJT13ysYS1QURYXcOR84sgkYe7PB78x51DpmqKIqXyTWUCdjKWjQNc/xE1SlikjOrlcK7MNjGfzF7S/h5jOX4Mp188SfqIZ9GXCmRMWKApEuOhJRmVthIQL6HQ2Mk/Gel0CsezyvupxsWowfAB75MnDZ19mfaBi+yNjLGoPzRXRzP9odTGnZfyKulYZkIJadx05YmKl9WZIMRCq1Ly86A0h2CD83ABzTnUJUllBQVO8UiHKEZOW9+QIpUpm1surdojMW5qqwlIFI7cvLLiBOCQPKyRdnWpirfEeXfxPY/SRw6BXg2e8DZ37K0nNSkq27ld/C7KcWZpp/uKSvlX3Goz4kEKk7MCZwbTRuyE3ni67P+9MiGYjVSslmUIEZAjGg6O8kpEFYLcxeNiBSlLQZqyowcQg4shkYMPx3dBtQqPzM6TD6ptqHOUvXIjp7FdC3Ati7AXjtLuDODwLvu4vYidx83yEHtZaJlKj4yWplFUfLGpgpelrjGJzMubZ7WijqEQI8GYgsG4WSACb2ZcBIIHp3rnsJ4wQpV1SQZE3MBxr0jtyD3sJc+l22xiOIyBKKioqx6byjBGJWQMEa1KwsIQUiy4B1Vyn2hy1H8PK+UXx9bAuuWDtXjHjLjAM7HyW3y+zLgFiJVjmsqAum897OP+jr0AULN4FYz5IfiQFv/w7w83eRRfmyC4EVRBWeL4hbmCk55asMRDsKRC8zEGuVqMTt28KpfbktHtXPQWpfXnmZ8PNSRCMyTlvSg437RrB0Vqv5A5zCnLWEQDzyGrD2nVXvEtSNIbeRtxJVQDd9V11e8adKC7MDLczVxt/2OcAlXwPu+STw2D8Ba95eoUKvhhGtSbkzxWFhphmIPrII0/zDZbNa2Rgw5sMMRHo88RaoAGTuJUtEgZjNFwHOax0v7JWo+Ofa5kfMEIgBRb9WpHJkLJwEop2JIDeyE8DhTTh18HEcE30JZ28+CmzaW7vkIJIg5GDfCqBvJdC3EpPtS3Dqf+zBNJLYdsNliNIF9EkfIITj1t8Bd1wP3HQPMP9kR99+oonk1kItzAHOQKymQAT0/Ba3Jj/GnTdrLcyGDMSRvUQlIMnAqreZPjbPiiHCmYFotPNmCwqS1MI8Fj4CMVPDwixJEjpTMQxP5TA2ncfczlS1hwvBjoU5aFY3kRIVr1roafPrwbEMXtgzjNOX9vI/yY6HgGIO6F0BzFpd8WfqDnAkA7FY+/MQCV63g/LrGbeFWRs7a84BVl4CnPZR4PkfAXf/BfDxDUBrH/IKtaLxj71U5eenjbkgZCAqiqqfx7VKVPLiZD9VIDJ7cXYC2PNHcnvFpcLPa8QtN5+GqWwBXRyZc7ZhoUglqOO62zC1MI/uI5+rJFclmVNl46Cd8ddU3bX+RmDTnUSJeO+ngfffQ+S0dUBLVLp4SlQ0tWImr2A6V/SkLMsMRgXigZFpAP60MFPlusjGkyRJSMYiSOeK9d1+DkHPQLR+LZ9pYbaGGQIxoJjTSQiFsCoQ6UTQ9UF9z9OE2MuO4yKAnBG0BEuKAL3LgdlrgNnHAv3Hkp/di0saygAgO5nFNA4DKGulikSB635Cdv93Pwncdh3wwd8DsysXR6Kgap9mGOwyIhbmkGUgAkBvK/n/4Ul3IgyMx5IVsoJmaOUKih7EvfAMoLXP/LVqLKbCAuPnlysoQOcC8j/jIbQw12nJZQSiwzvq9gjEYI2Z9N8aE1Aguk30UPsoANz9ygExAnHLPeTnmisrFo2FosLGCicIxHqRH2mv5h8aygkvfgLRwvF88VdIOc3RLSRj7Po7rJUr1ADd3J3KFQGPnKxmsNfC7I0quWRzrgaBaE+BSAlE7UvZ+Rig5ImSq2+58PMaEYvI3pKHgF6kYoFAnLEeloJt0tYqqtv2APm58K1Aa+W43eqgApFmjdZcr0gScOW/Ad8/g6yZXr4VOOn9dZ+Tzil4WpjbElHEIhLyRRXD6Rzmx53b1BTF7sFJAMCSvjZMamMZJUf9BFq+JbLxBJDrdzpX9ETUYUeBOLMRUR/hXLE1AZqlRMVVC9GBl0jRSXYcaJ+Lfb1n4weFK3Hr3M8Df/408PmDwCeeB/7sFuC8vyWLmt5lFeQhYMymkiqtW7Ek8J6fE+Xh9Ahw6zUkR9EhNGOJSrlFsh6SIctABPTdU7cszPRYisiSpQzSKFMgKroVZo25fRkIf4mKJEklOYjopArEcBGIqqrWLFEB9BxEp3fU9ebn8Lcw0/eb4DhX6DXU7Q2UKYOV9b4/HeKP1MilgR1agHCV/MOM4fpmZwHLNtzqfPdeR6iUE6KOWpgpYinguh8TB8X2B4AXf8LaNEs2PS3Cibw+p2FHgWjpM3QAxuOuUoHonIWZKRAdtC83FLPXAJCAySPAxJGqd6HkVCFg47rboLb8aK3zvI59Gag8n+xlIJqPv+hZCpz/eXL7wS8AE4frPucIK1GxTmpLkuSrHERVVVmJypK+VkPxnH9KqihYiYrAdQPQN5i9EHVM2clAbII1tR2Ec8XWBJgT8gxEkZOeC0c2EzVgbpLkEn7qFTx56vfwz4Xr8ceWi4hdIma9nMI0SyjRDtxwFzBrDclW/O9rak6CeNFUGYh1FE61EGgLc80MRPL/Qy5NfHhJPWo/TmSHgX0byC8tlgaFXYEI6IRPNl8EOo8hvxw7QLJWQ4KCooJ26FQj+DtdIhBFMjTjzZSB6JGF2ahAHM8U8NjWo3xPsPNRIJ8GOhcCc0+s+LNxscFDFpcjbkmBqDU3etDADOibXBQdwiUqJuPJnOOBi79Mbj/494gObwegEy880MkufyxwVVXVo2+EFIjeNLMbj7taJSp2PtOJrMHCrCjA9ofIH1ZcIvycvkC8lTiCAFJCVgWUCJ9RDpWiUM/CPD2iW9xXVycQyy3MLTZamC23nb/l4+Q6kB0D7v9c3bvSopFODgUioEcBjfggB3FgIoupXBGyBCzsaWGN0qM+eG/lYCUqggpEKnrxgkCcZi3MAhbmgM0PvUZ4V2whxxxNgTiazgfSmmmGaYHcAssY3gXcei25cM4/BXjPHUAsyRYlGQEizlITaEsPcONvgK5FwMhu/T3YRDO1MOslKvwKHD8pJayCKhBnlzUt99IMRNcUiJqSzOLnTBWIK0f/CKgKMHcd0LXQ0mNzNmx0QUHJhKR9HgAJKGaBqcHGvjEHYVRAVztuXCMQBXIBvSxMcBIiBGLSIwvzpHbN7tCUT3e/zJnxWce+DBgbmGVIJplY9ZCwsDjwWoHYYjsDkUMxcdrHSJFKIYNjn/ks4sgLKUlafZaBmC3oxV9+zkA0bpiVH8dOFL5RC3NbMkbabKcGgHgbsOhM4ef0DUxyECmhMbPwLwXLQKy2UbDjYUAtknimGoUl5edTMi4+V0tYtZlHosDV3wXkKCnl23xPzbtSC3MX57hJFYhuzaN5sEtTHy7oaUE8Krs2X3ICeWZhFjsOvBJ1GGNPyq+x9TCjQLSG8K7YQo7OVIxNhMNoY6Z2KMcn8OMHgf++Gpg8DMw+DrjhTiDRBgBIxMSJuJzVNsOOucD77wba+oGB14Hb/wzITdV/jAlmSlTqI6gKxHSuwIoJapaouGxhtkrK0AzE48afJL+w0L5MIUKKBA0luWvRODn/gVDlIGYN51e146YzRYilcZcUiFwWZkoWBGzMzNVTktSAVxsoaW2seufJJOPz0a0D1vMuCzlg2+/J7Sr2ZUAf++2qAnUFYr0SFRc3MKug3JItTCBaIU5kGbjm+0BLL9pHt+Jz0V8KxUe0GDMQfQAj6SbyvXmWgUjHqyqfuRPnaomFebtmX152PrnuBB2MQHyt6p9ZNEXAxnW3wVqYq20UmNiXgdIxNyJLtuJmuAoq5qwFzvw0uX3/52oKLqiCsLuV7xhnCkQfEIi0QGVpH2k2p4UwfiQQaYlKVKCFGTBamN09T9OGazxP7Em8idbUdhDeFVvIIUmSbmMOYRMzJXscJRCnBol1eHQf2Wm78TdEFaghacMKzKWCoa+d7ALefB74xQ1AQbwMI95EFmZW0iCgwAkagUjVh6lYpCLE2n0ForbIsahAjEVktGIaq9Ivkl/MEIglqLBEhDAHMWP4HityYOGFhbl5SlS4LMwejX900++Uxd1Y1d+OXFHBA68dsvbg3U8Sq1pbP3DMaVXvMu0QgcjI/DrfPV14BKVEhTu/r30OcPX3AAAfjd6HE/MbuV4P8J+yn1rokzEZEYGFbdwrBWKdc9jZEpWonn/oUPtyw2FSpBLUcd1t1GxhLmSBNx4ht2vYl4HS8aklFrGlAOcuujnnfwG9K0j25UNfrPizoqhsTsGtQKRZ4g4Xu4nAWKAC6ATiqA/eWznslqgkY96sWem1KSJLXBvMOsntj2ubXxHeFVsTgBaphDEHkU4GHVMAZMaA294BDG4DOuYD7/8t0N5fcpeEjV0RFm5vdZDqP45kIsZagF2PAb/+CKCIDVbMwtwEuyVCCkSfLXSswligUj5h63aZQOTNQIxFZJwrv4qYqrU9zl5j+bVEiiGChopdd2MOYkiQZQVH1b9HP1mYaRtl0BaaIv9Wr8a/yaxeYHHNekKQ/8aqjZnal1e/nSjkqkAk/7YarGQgem1hLv838SsQBY7nVW/DzkXvBgD8xeg3gakhrtd0Iq/PSbD8Q8E5o1exBnTRXI1ATMXsl6hMagTiHHkMOPgy+WXQ8w8pqAJxaAcpXSoDHRdpOdAMCGpamHc/SXLg2+cBc9fXfLwxU7Q8r5UXXApEgGTRX/X/yO2XbwV2PVHy54lsgWUvc2cg+qhEhSoQl8wiCkSagzueyUPx2fFst0SFbWq67Yqg13FO0ttypnCTI7wrtibAnBA3MaednMDn0qRt+dCrQEsfIQ+r5LPZKSMRynFbcCrwntuBSBzY/Fvg3k8LlSqwFuamykDktzAHLSu0VgMzoCsQR9I5VyYXerOttc85GpFwacSgPuS4WIvYMoMGneTXjsFOYvPE2P4GvSPnYXbMuEUgMuKSIxc16BmIPLvpnikQNSKpLRHF1SfOAwA8t3sYB0an6z9QKQJb7yO3a9iXAf392yUQeVqYvSpRKd8o5VYgCmY2bVz919ihzEd3cRi455Nc8w9KKvjFwswI7ITYd+aV/bXeOaznStopUSHj68pxrcxs3vqKzfLAor0faJ1FcpYHtlT8mSqiZrLLSkGJkIqNJzrurnpbzY0boFSJbXdNxk0gAsCiM4BTPkRu3/upEvKYxmS0xCOW56sUbCPeB0Ulu8oszPQaoKq6qtgvKNguUfFmTUaFSLxOgpkSFWsI74qtCaBbmMXtr34FnUCJtOmVoJADfnkjaYZNdBLrcN+KqnelCxMRJZ+wDXPZBcB1PwEkmeyuPfJl7tduzhZm/y2gnUatBmZAn/goqt5A5yR4j+e4lMf5sqZ2WHMl12tlm8nCTMeWDs3CPB4iBaIJudXJdtSdnQxnBVR5QbS6FYoKU1rwkO1eKRCphbk1EcW8rhROX0LiQe555WD9B+59BkgPAqnuukUPepui+wpEry3MRqIyKkvci3R9wcNHiGeQwKfzf4k8YsC2+4CXfmb5sU7YbZ0EmzMKKxC9zUCsqkA0NKarApvJgE42LB7WmnXDYl+mYDmIf6r4UxDHdS+QY4oxA+GjqsC2B8jtOvZloLSAwu6mivB3dNH/IfOmkT3A4//Efk3zD3nty4B/MhDzRQX7hggpukQjEBPRCPusR6cbT3AaQQlEUQViUiN6My4T/aJRaHQuWVRUVsw1g0qEd8XWBKAW5iMT4VUg2rpYFQvArz8MvPEHYhW+4U5g7gk1785amEVKVJiKSmBH5tirgKv+ndx++jvA5FGuhzejhTkhYmG2MSlvBOopEGMRmbWdDk85v4HAWpgtknpzh15AhzSNYbmHNJtzoBkyECuKjpiFOTwZiGZKwA5fZSBqZEGAxkyjnYbn39qi2SILiurqwpru9rdpm37XajZm0zbmLfeSn6uuACK1F4FOlaj4sYXZOM52pmLcGWOipUD5oorN6mLcO+sj5Be//9/A0e2WHktVk9mCTmw3EkYCWwReZSCyDY+qGYjkvauqeMHAeKYAGQpmDz5HfrH8IrE36ldQAvFIZZHKjPWwOgrMwmw45kZ2kzLJSBxYfHbdx0cjMvts7W6qWBl/qyLZAVzxr+T2hu8xKzPdQO9s4S8J6vJJC/ObI9MoKCqSMZk5CwH/FqnQ40k0AzGltXh7ZWFOcW4qGcfmGTVzbYR3xdYEYBbmMJao0DwbQTsKFIVYgjf/llwg33M7sPD0ug9xwsIsTIKsf582MVIJ4cmBhIglIKBgGYgcVgU64VHVYJGs9QhEAOjVlInDU41XIM49TIK4X0i8pa4VphpqBnyHCBWtbiEuUfHawtwsJSrG8Z3n35qM6/d1Sy1WVNSK3f63rZ2LeETGtiMT2HJovPoDFUUnEE2Uy3r+rb1xgqeFmXfhIQpZlhgxymtfBgSKCTTQ4/+Pfe8Clp4PFKbJpmvBfEFtJFf9IELUm7MFLcwekU9U+VpNMW0kx0VtzBOZPE6QdiGWHweSncTCHCbUKVIJ4rjuBVgLs/GYo/mY/ccD0epzTCPoPNq2hVkwbgEAsOoy4PjriIX9v68CfvURZAf3AAC6OfMPAUMGYoMtzMYCFWMBHb0W+K1IhZWoiLYwMwWi2yUqYteEGQLRGsK7YmsCzOkkg34oS1TsTOBVFXjw88ArtxFr8Dt/SqzCJrBjYXaEBKFWkx0PcT0s4VGjlR8gYmE2NjYHqUiFEoizaxCIdMLkjgKRIwNRUdB/8FEAwDOxt3K/VjMoECsmzTQDceIwUPTX5FAUWROCx48EYpAyELNF8vlKEt/EPR7RW2ndyhwykh1UAdaZiuGC1bMB1FEhHtwITBwE4u3AsvPrvoaXGYjG8HWvQBfoHQIEomgpELOiRaLANT8AUj0kK/qxr5k+NhHVj6usD9ZYU46VqLhsYS7WvrYa20JFyf7JTAFnyRq5tuQcIOINCe4ZmIX5NbIBYYBXNvSgIV8t5uPgK+SnRYK5VRufaNGPKGxfe9/+HWDde8ntTb/EBX+4An8V/SX6k/yEO21hHpnKN9SdtOtoaf4hBSMQfaZAzCtUgShoYaZrbZdz+0W7FKKyxGLc6bxrBpUI74qtCUAtzAPj2UBZM61g2s4E/sWfAM/9gNy++nuWM9mMSj7eYgqRcPsK0Ka8nY8Q+7VFNJOFOStQomK0XwQpB5FlINYgEHtaye+HXLBfcB3Pb76AROYoxtUWbJSP538t3gbzACJRvjnR0keU0VCBcZOMuIDAagZirqA4SmSJNBMHUaliVJHwWFwlSVe3uaVApPbRqIEAAcDamH/7ysHqWUKbf0t+rrzUVAUz7ZCF2Y8tzABsKRDjEfJYXgszK3+LSkDHXODq75I//PH/ATsfq/tYSdKzGrM+uKymbZaoeNXMbrbhQQl40bnKRKaAsyMagbi0PikfSPQsA6JJID9FbLgGRGcszFVBj7kSyylVIM470dJz0A0OpzJohZVdyQ7g2h8AH30cWHQmokoWn4rejS/vfT+w8VZSymURNAMxV1QaWgbFGpjLCET/Wpjtlah4lcssSiBKkjQTh2AB4V2xNQFmtxMCMVdUGp7h4DToYC40Gdx4K/l5/heAE99r+WHGXD1RK5AtBeIxp5Ag+cwY8Obzlh+WsLAgCgt0BSLfcUFVUYEiEM0szLRBbtL5c58rA3ErsSA+qpyIjMJ/vrIFVZgtzOUKRFkOXZGKmWq1LRFliiUnJ8SM7OYYE+IBVKqwf6fAeULHS7cm7KwBNx4pITfPXz0LHckoDo9n8NzuodIHqSqw5R5y28ImX8ahEhUrGVxph16LB/S1hCzMGvnFq+opUCUJjZ1YfQVw8gcBqMBdN5PCgjqgC7OcD04jpxSIbuei0mtrLQKREsk0U5QH+aICOT+Jk6Qd5BcWnDeBQyQKzD6W3C4rUvEqxzJo0FtztWNOUYBD2mdnUYFI8zntqrLpcW/7O5q3HvjAffifpV/HHqUfHYUh4J5PAD86F9j9pKWnSMUi7HrQyCKVmgRiiszxx3zQEm0E/e5ES1RY34DLrjk91oL/mmDLat8kCO+KrQkQj8roayMDTNhszLoCgPPEnzwKHNKk+SfdyPVQo9WVl4xzpElWjuiB19sftPwwPV8tOOSYKERzsLza8XIKiqKaEog92rnvpgLR9HhWVWDL7wAADxZPZRNVrteqls8TMtCYgZLJSMiKVMxIZ0mSWPGPkwRiVoBYC6IC0Y7Vv8VQJOUGygtUKBLRCK44YS6AKjbmI68RgiqaBFZcbPoaNGPTroXZyvVSz3P0zv5JiaOOFP9rMlsg5xyAqitKjqnLvg7MOwmYHgbueC+Qnaz5eErWhUGB6FUGotl53GJjrjKZKeB0eQtiUhFq92KgZ4nw+/Q1jDZmA2IeqUiDhgoL88huIDtGxt5Zqy09h1MKxJiTxIwk4dnEGbgk9w1sWP5ZINFJsjFvuRK443pg8A2Th0tMhdhIEQ61MC+ZVWZh9qkCsciiLwQzELVrnVuRKhR2NgJtK2WbAOFdsTUJWBNzyAhEmoHYynvi7yRZbJizFmifw/XQqDErSnAibpsEYTmID1t+SEXDa0hRKCqMoOIpUQH0hWBQFIij03n2b+1tra9AdCMA2syOyjCwGRjZDSUSxxPKOqGLbTNlIJaQFmEjEPPmSkA3chCFMhDZ5DA49hQ750nKZQUiu15XacC9+kSitH1g0+HSBcNmTX24/CIg3lrxuHLQ924/A9F8YWC3kEMEdhSIonYrZm00ZmrGUqR0rq0fGHgduPvPK7LmKChZly2KLSSdhJMZiG5GApnFg9BjTiRuYDJbwNla/qEURvUhBSMQS4tUHCWnQoQKC7OxQKVO870RLQ4RiE6XPo6mc8ghhv2rPgR86mXg1I8AUgTYdj/w/dNJs3x6uObjuxtcpDKVLTABUM0MRL+VqFACUbBEhc1HXHbN2YlCmyEQzRHeFVuTgBKIh8ecL1JoJIR3DmiDMVXycULUDuwYCbL8QlL8MvA6MLrf0kOaJQMxY/j38VuYg6VApOrD7pZYzWPKzZ1Ty8ezpj6cnH8O0kgySxzfa9W3dIUBVSfNHeFqYqabLsk63yMjEB2cEDdNC7ONmIyU6wpEjbypQiCetrgH8zqTmMgW8OjWAf0PzL58laXXcCoD0cqGW0MszHYyEAVtgXS8rjimOuYB776N5LRuuRd48htVH0835vxQomKX9DVGaIgo6a3CjECkx1xa4Fwdz+QZgRjK/EOKGk3M9Dt08/uzi6Ki4jO/eBk/eXq3+Z0dQoWFmeUfWm/opueVXQuz09deWjDS1RIDWnuBK74JfHwDyZRXCsCz3we+fRxw98eBfc8S14wBPYIb8WPTefzl7Rvxuz/Zy7DeMzTF3keXRmZS+LZEhVqYbZaoeKVAFLkmMAJxpkSlJsK7YmsSMAIxRArEQlFhkyyu3WRFIQUkgDCBqDcx8yoQHcpxa+kBjjmV3H7DmgqRtTAHRF0nCuPFhrdwIxWwDEQz+zIAdGsTnyFXMhAttjBvJQTi1NK3AdDDlXnASjCagEDMVrMwhyUDkSkQa3+PHS4oELMCY2+QMxDtKBCNbclOglqYW6vYR2VZwtVamcpvqI350J+Ao1sJQbXyUkuvoROI9sYJ1sJch0BsRIkKzb9a0d/O/diYgTjhKYDLF+qE4S84DXj7t8ntx79OiMQysAxEH1xW65HYVkDtr4C74wKLu6kxXjG3hMC5mh3ah+XyQRQhkwbmsKJfy0CcOAhMDbJfRwMwrm8+OI67XzmI7z1W317rJCoy2jkbmAFgaV8bgEqbLS+cVnZRdV4J+TZrFXDDncD7fg30rwXyaeCV24GfXgp873Tgme+y46abbcTzzUnueulN3LfpEL5+/1ZbiuVa+YdAAEpURBWIcW/WrIxAFLgm6K4h/44ljUZ4V2xNgjnUwjwWHgLRuPPKpQA49AqQHgLi7cAxpwm9Ngt35VUgOkmC0Dyo7Q9ZunuzWJgpgRiPypA5L1z0OHJ7x8spHJ0k53M9ArHXRQWipUzPkb0kxFySkVlKGsRFJu50ERvqEpVqk+bOBeRnSBSIVkhn31iYA9iwJ9I2TdHi8vhHS1Rqbfhdo9mYH982gNF0jizmAFLakeqy9BrZvDMW5rjJ9TJviMqwq3bkwecvX4OHPnsOzls5i/uxRgKQpwAuX0uBSLH+fcDpf0Fu//pjwJHXS/7sqwxEmwpE42eQdzHagH4/taIe7FiYE3tJecSO6ErL51UgkWgHepaS2wYVonFcd9OGbgeDU2RzeCKT9+w95o2ktaIAh14lf7DYwAwAn7loBR78zDm4Yu1cW++Fjb9OKRA15SAl20qw/ELgz58Cbn4IOPF9QKwFGNwGPPT3wLdWA7+8CacUXoYEhbtE5dGtRwAAB0ansX94Wvj97z5ah0BkJSr+IhDpdUNYgRh11xFBMZ0XvyboUBcfxAAAIABJREFUqn5/jiN+QHhXbE2COZ2EYAiTApHu/kdkiU9p9oamPlx6LhCN179vDehkHN/A5miTLM1B3P0EkDf/Xo0WZr9OmpwAXfDVs0jWgtsZYE6DKRDbahOIRguz09+7pRbmrfeRn4vORKS1D4DYxbY5FIhUqWMkEMNlYbZyzLhDIPJb4ANpYdbGv5jAeZJ0uUSKkjflJSoUq+a0Y83cDuSLKh54dR/wp1+SP5x4g+XXYApElzO4jMSNlxbmeFTGyv72khZrnsdS8BzTdLyuuxC85GvAknOB/BQpJjDkidGFmR8szHYzEI15XjwkLC/M5op2CMSOQ08BALa0nCz47gIEmoN4RC9SKSGBfbrwH9YcI/mi6tmmf65oKL0Y3gnkJoBoCuhbZfk5ohEZq+aIjU9GxAwqUbvzVkVR2VyiKoEIAJIELDwduOZ7wF9vI6rqeesBJQ9svhs37fwsnkp8But2/wgYs+YGGc/k8dwufRzcsGuwzr3rY1cdBaJuYfZXC3PReDwJIMEszO4e/1SVLrIROJOnao7wrtiaBGEsUaF2qJZYhO9ixezLFwq/tm5hFlMgOtIkO2ct0D6XyO73Pm16d6Nl0K+TJieQsaFASWmLCpFJeSNACcTZ2vldDbRcJVdUmALIKZjlNAFg9mWsvoJNJMQyEB0k332Kqs2vNAMxMwpkJxrwrpxFoxSIlgt/DIgJZsY1EvS98rRNUzALs2sKRGoVqv3dX3PiPADAm8/9hjT8ts8FOIoenCpRMWthNm5gBmVMislic4ACU7XWmWdFosC7fgZ0LwZG9wJ33gQUyflL7cI5H5So2G1hliTJUEbjgYW5ZokKnatwXtMVBbMGngUA7OoQc+AEClWKVOIRMSLdSxgdI07P22qhJOuU5h/OWUvObY+RiJDzU1XtZ1VOZAqgT2EpOzbZAZxyM/DRx4GPPQWc9lFko+04RhrExYd/DHzneODn7zbd1H1q+2DJe39m55Dwv4ESiOUFKoCPLcw0U1MWuz7qJSouKxBZFImAhXmmRMUUwZgdzaAm5nSGLwNRzy3gmAhOjwL7nye3l4kTiLqFWVCB6ISKSpJ0G7OFNmbjwplXORkk0N0qIQIxqBmIdRSIqXiEXYhHOPNbzKAvcmp81lODwL4N5PbqK2xZh5pBgVh1MpLsABKd5LbFnW8/g46Z9TIQ6SR/vMEW5mbLQGQWZrdamLO1W5gprjpxHiQJOHHofvKLE94NyNbH8mkb478RlODOF6vnBTIrLO8GZgMhyxJT0PEseCyH4bf0AO+5A4i3AbufBB76AgBdoekHBWLapgIRKFVHuYWsiWI6JapAPPwnJPMjmFBTONq51tZ7DASqFKkYrfwiecxeYMhIIGa8IRBLLMwCBSpOwnjc2yVnqDKvJR4xz+sux9wTgMv/BQ9f/iQ+k/s4Xo+vBVQF2P574KeXAUM7az70Ec2+vHY+mb9t2DkkpKZUVRW7j04CqJ4tSTOjM3nFV/FLdHyMCGYgJmNi62xepG1YmJlTYaZEpSbCu2JrEtAMxNF03lcDjB2kRXYNdj8BqEWgbyXQvUj4tUUbjfWQYocWHCtIphx2mOcgGnddw5yDqGdgiStwgnKOHJ00L1EBdBvz0JSzLeymCsRt95PJ1tx1QNfCkuO+yLGrrKqqbs0MiNpHBDVzSlmRSvBtzFYiBlyxMBdNjtUqYPYUny4yq8GZEhWXLcx1rtlzO1O4bJGE82UtwJ/Dvgzo47/dXMKSBWwVoqgRDcxOQMSWT9WKlsbe/mOBa39Ibj/3H8DGW9HqpxKVXO0iH6vwQplsdm1tEY1b2fkoAOBZZQ1aUynxNxgU9B9Pfh7dxqJ+Ih7Z0O1gpAEKxLzRcipQoOIkjHNFu+cZLVDpbhGLrAKArvYO3K2chc+m/hH4y+eB3uXA2H7gv94GHNlccf+iouLxbUcBAJ+7dBXiERkDE1mmJOTB8FQO45kCJAlY3FtJILYnoqCHtJObrnbBSlQE17vM6eeyhdlWC/OMhdkU4V2xNQk6UzE2ERkYd5ZEaBToYoRrofDGH8hPwfZlCtZoLJiByNsOXBNLzwPkGDC8Cxis39YmSVJTFKlkCuIWNrczwJwGPZetEohOF6mYqSSwhdqXrwRQqmDhsdAZ79sMCsRKAjE8OYh6C3ODSlQi1scFRrYEaLzM2tikomSYWwrsSYsNuB/rfglRScHmyCqofSu4XmPaIQKxVLFf+f3T1/GygdkJMJUzF4HIeUyteTtw3ufJ7d99FovTJH+u0SUqiqIyNZeIXY1Cz71ysUTFZCNAWIG46zEAwFPKWrQnvbemeo6OeUCqhwgHjm4B4J0N3Q6GPCYQVVXVI5YkVahAxUlEIzIjxeySMyNagYol+3INdLeSxw5P5Ul78wcfIOT05BHgZ5cDBzaW3P+V/SMYnsqhIxnFmct6cdIiUlYkYmOmDczzOlNV1zWyLBlyEP1DINotUaHX8FxR4RIc8GLGwuwuwrtiaxJIksR2X/yWkyAKZkWxupOsqnqBio38Q0BXIPKGu+adzEAESMvcojPIbSsqREpQBERhJwJmYea1KsC7zA2nwK9AdJZArEuIZyfYYgVr3g6gbFeZIwfRuNh1jHz3IWruZlIFYggszI0rUbHTwhycyWHeLFagDtwe/3QLc533pqpYe5RsPNyaOQuvHxzneg29RMXeOBGVJVBncrWNQl2BGCwSRuSYLvAoECnO+RtgzVWAkseFm/4aczDUcAvz4FQWBUWFLJlfM+vB0wzEGp85JeG5CMRcGthH8g+fVtaiPSlOqAQGkgTM0VSIhnZwL2zodjBscIt4YWE2EjTJ8d2kDCnWQtxaDYLIZkc1mBaoWACdQ4+ktTLCttnATfcC808BpkeAW64C9j7D7v/IlgEAwHmrZiMakfHWpaRA8FkBApHlH1axL1MwAtFHTcz0uhEVtjDr8wQ3XWF23AT6MRocl4rXCO+KrYnQkSITjvGMfwYYO+CewB/dCowfAKJJYNGZtl6bKRA5BzWzYGwhMBvzg6Z3FbVeBwlWMtZqIUgEYrZQZJOFehmIANDrmgKxzvH88u1AMQf0LANmrQZQGqbMkz1kVICF2sJcq5ypI0QKRAslKh0OE4hFRWWB3lwZiFF/LzKrgWWFipSouKzAnrSQgYiDGxEZ3IqcFMfvim/F3S/zkeb0vXNnXZXBqNivpi6YzonnJjUSNNeTRzEhVP4my8A1PwD6j0cqO4Qfxf8VKDS2JfTAyDQAUipo5zriBflktuGhtzBzkEt7nwGKOQxGZmOXOhftJkrg0GD2seTn0a3sV34vyPK6RKXE5TGg2ZfnruPKn3UaTjXcOmFhpo8tKirGKaHb0gO8/25g8dmksfrWdwA7iMuNEogXrpkNADhjeS8AYMOuoaqZuvWw62jtBmaKTh8KhCgpLTrWGjeZ3SUQxa/lMy3M5gjviq2J0JH0Z1OTKOhJ32r1pKf25cVnATF72S+iVmDHFYgAsPJS8nPPH4HsZN27NoWF2UaIfkuALMxDk2SCGYtIptYMtnvqEoFYsVjPjAFP/DO5fcYnQKU8siwxW0qBY+KeM4QxiwYyBwG6ArHs+OtcQH6GKAPRSwWicXInkoEYpNZ6JzIQ3dpAYdfsesTFKz8HAAwtuAQTaME9rx60bF9SFJUdX05kE9Lzsdr10k5uUiMhQpwUmBWNc+xNtAHvuR25eBdOkHfjM4X/JE6QBuHgKMnAm9dlb/7nxaJRz2ytfnwJ5ZVqjoBXYusBSM1hYQaI5RQgOYga/D62G90iEx4QiEaVX/SwZl+e2xj7MkXCIQUiszDbUCAmYxE21pfMoxPtwA13AisuBQrTwB3vweDzv8S2IxOIyBLOXTkLALDumC6kYhEMT+WwfWCC67V3D2oFKnUIxC6mQGzsJo0RdktUZFnfxHNrTpIvKmwMEMpAnLEwm2KGQAwB3Gi2bCS4ZccO5R8COjnFa2F2tIWZonc50L0YUPLArsfr3lVUORkkZFiJikAGYoAUiLSBua8tAdnkAt3T5q6FueJ4fvrbwPQwsb+sf3/Jn6IR/klhzsTOFRbo2aphzkA0Pz+pAjFbcKZV0Di5E7Ew+zVovxryTIEonoHoVonKlBaC11aLQMxngE13AgD6zvoQulpiGJjIYoNF25fxvLGbgQjoiuBqiwM2/3DgdbxEXCC/L6/dV2j87V6MHed+DwVVxsXqBsiPf43/ORzCgdE0AGC+TQLRKWtlPZiWqGjOG67NTq1A5XlpHQA0h4UZAPoogWhQIMr+VZfniwomDLZlLyzMxg1dmRKIDSpQodAziO2RvFSB2GUjAxHQVYgj5SRdLAW8+zbguGsBJY+e+z+Gd8hP4uRF3ejSHhOPyjhlcTcAWL6eUdAMxLoKRBdiX+yioNgrUQHE19pWYZzrCFmY2RzR/2vGRiHcq7YmAV2UhcbCTO1QVizMuSk9n8IBAlFX8vENGnSnw1ECUZLI7hdgmoPYFBZmWqIiosAJkAKREohWspx6WtwtUSlZ5Iy9CTz7A3L7oi8DkdLzk15weSzMrlj/fQhLGYgNVPA4AaZArBMx0J6Isvw5Jza8strkTpL48nj8npNVDXY2qegOvFt2IWrFq7nTv+1+ol7uOAax5efi8rVzAQC/sWhjNm78iGwglaOeAnE64C3MXCUqVIEoqCQpLjoL/7vwYQBA5Jl/A577kdDz2IXTCkQ31WtmBWWM7M9bJJcmDgMDmwFIeKpILL3No0AkESoY3U/WAvC3hbncKTKZdX/NRo/lZESBdPhP5JcNKlCh0Il6e9cjJzIQgdIcxApE48B1PwHWvw8yFPxr/D/wyfbHS+7y1mXExsxTpFJUVOwZIhsfy2a11bwf/bf5iUCk51ZUFp+3J7V5oltzEnodj8qS0AZZvZiTGRCEe9XWJOjQJgt+GmDsgMtCtOdpksfWtZAo9mxClIhzTUnFchAfrkswNMNgZ8fCnIq5u4B2ErRAZbYVAtHLEpVH/xEoZEjO6Kq3VTyG2uAKHCUqrlj/fYialp32eQAkoJgFpga9f2MOgioQ61mJZVlyNHLDOO5KEg+BGMAWZhsEYlLEFskBuulXU4H4yu3k54nXA3IE164nytvfv3YI+4fTps9PCcR4RHYk6oCS3FUzEAPawsyIE45jmo2/ghs4LfEI7iyeh38rvpP84oH/BWy+R+i57OBNLQNxfrdNBaIHJSrmCkTOzU7qTpm7Dm/mWgA0EYHY2gu09AFQgcEdALxp0hZF+TzNCwUiPZZXRg4B+TQQb3NkrWQH9TZweEBtvV02MhABoJtlideYk8gRTF36bdxSvAwAcPb2/0vcOBrOWEaKVJ7bNWQ5luPg6DRyBQXxiFx348PXJSo2FIhur8lorEoqHuGaG1LMWJjNEe5VW5NAtzC7fzHyAmk2gbcwCTLalwUGiXKI7oowe5nTSqrFZwHRFDBxEDjyWs27NUMGom6R9F8GmJPgUSD2ttGJT9bknnyoyEA8vAl49Q5y++KvVj3X6G4kz8TdbDEVFrCNiXK7RjQOtPWT2wHPQbRSogI4a8kRVeX5PSerGvQSFRstzC4QiIqiYkp73qoZiOMHmcUS664HAJy8sBtr53diKlfETT993lRBnbEx9leDvoCt08IcCxYJk7DTwiyoJOltJdeob+evRW7dTQBU4FcfLmkt9QIHRzUCsStp63liHpQrmY1Z1HlDYwFMoZ1b6tILmBK4rVkIREBXIWo5iCJt5F6hfJybtPod2wC9bpwg7ya/aHCBCuDc9XfEIQtzj6byq5cl/vTOYXwpfyNuib2L/OIP/wd45CuAquL4eR1oS0Qxnilg88FxS69J7cuLelvqbor50cJst0QF8M7CLLoRGA9gzI3XCPeqrUkQVguzpRPfwfxDQFyBSO/vuJIqlgSWnktub6/dxqy3vPqfIBOFnQxEtzPAnAQjEE0amAGgR1vADU+6nIH48D8AUIHj3gEcc3LVx8QEFIg5t4h3n6FuthazMYeFQKz/XTpKIBbFCGij3VMNiHWcKssoycEDuhnnxm5/2vCcVWNHXv0FoCrAwjOA3mUAiBL1xzedgvldKewanMKHbnmhLrnptK24XgZiUFuY6XHBZWEuih9TALHXEbWbhB0nfxFYdQVRU9/xHmBgq+njncIBRiC22HoeL0tUzCzM0/mieaurqgI7SYHK9MKzmUmlo1kyEAFDkQo53uIC8xCvUKFA9MDCTDcJ1kqUQGysfRlwTt2lW5gdUiDWKSp5ZMsRABL2nPBZEuEDAE99C3j864hGZJy+pAcAsGGXNSfJrqPmBSqA/m8b9RGBaDf6AtCvwe4pEDmESFUQi/ILIpoN4V61NQk6fLhDYQfsxE+YTOCHdgLDuwA5Ciw5x5HXFlXy6eoQF04po425BppBgUh3qkTUaimXM8CcxMAEyXOylIGoTXymckXH/m1FRWUhyYmoDLzxCFE5yDHgwn+o+TiRXeWmKVHRjtmiola2VIekSIXlZpqoxNxQIJqpHsthPN4KFi1HjYada4xQs6tFTGkbfrJURSGoqrp9ef0NJX/q70jilptPRWcqhpf3jeITP99Ys8Gdjm1OFZvUu15yl7j5BCLkFx2rRbOsJEnCoh5C2u0bzQHX/Rg45jSSd3nbdUR96jImswU2lsyzq0D0IgMxX/88NhLXGbMN4SOvA1MDQKwFo70nASAbeWFX9JegTIEY9bGFeViLp6EGjkkPWpjpJsGx2EV+0eACFcA5ApFamLttZiCyEpUaCkRFUfHo1qMAgIvW9ANnfQa4/Jvkj099CxjayZ2DyApUZtUnENl8yUctzM5YmN1tYWYWZsE5w4wC0RxNdJUJL+huY9hamE0VANQWtfCtQKLdkddOCu6K6BZm+zbqClAC8c3ngfRw1buwBVEACDJRsBIVGxmIYStR6UhG2S5g1QBoAZQ028oq8PCXyP+c9hGgZ0nNx7EMRJ4WZpsKmKDAqDapmJB0LiA/A0wgFhVVD2v30MIsmgtoPN78aHWrBjt2f6OqyWnFJSUQWxPRyqyhN18Aht4AYi3AsVdXPHb57Hb89AOnIBGV8cjWAXzh7teqvr9pG+rzaqiXGZwOagaiAPmVd2Djc2EPye/aN5wG4i3Ae/8H6F1BIhlueychE10EtS93JKO224e9yEDMUtV0jWPZuOA1Jfx3EfUhFp2JySJ5XHsyJpT5FVjMWkl+agpEPxdkDWuW27kdhOj2IgMxV1QQQRErVU2B6AcC0YHzTFFUNofotEsgttYvI9x0YAyDk1m0JaI4dTFRGuK0j5C1mVIA/vAlvGUpIRBf2D1s6d+1SyMQl5oqEP0nEHKmRMVdUce0XQszmyP4f83YKMwQiCFAR4pIdMc9uBh5AX3nwER6zOzLFzr22sIKRKakcmHR0bUAmH0ssYFR0rQM8aZQIFKFkw0C0YUFtNOgJSpWCERJktjkZ8ghG7PRBp/c8ivgyCYg0Qmc8zd1H0dztGYUiJUoIRDLz9GO4CsQjceMmQLRScW86PFjjJrI+1CpUg12WpiNajqnM4doVlvVApWXbyM/j72m5ibfyYt68O/Xr4csAb94YT++84cdFfexU6BVDfp1vnJxYHfh0SjQ40IkA9GOkmQhVSAOEyIPLT3A+35Fsl0HXgd+cQNQcDaj1whmX+62Z18G3CefVFU1HbNkWWJKXtMNT82+jGXnY0KLMKpZZBRWUAXiyG4gn/F5BiI5DxZo58yEFwrEgoIV0gEkkAPi7UDPUtdf0wxOKBAnMgVQ80BXyp6FuaelTgszqH0ZOGdlX+n19+KvAJIMbLkXx+Y3ozMVw1SuiE0HzDdNqAJxaZ0GZkDPd/SThZm6NuxcN+hGc8alNavuZBQbD2dKVMwR7lVbk8CPIat2kGaB7HUm8IUssPtJctuh/ENAX/zyKvnsZgmZYsXF5OeOh6r+WTS7MUhgi0iRFlJtMaio/pakq6pqyEC0ZsfqNdk95QW9YKakHCKP/yP55dl/RRaGdUAnE3meDEQbpEiQEJUl0LiYinOUZiCOH/D2TTkIYzmMGZnnhxIVY3aPn8cDI5ha14aFGXDeMjRZK7M4lwZe/w25feJ76z7HJcfNwVevOR4A8G+P7MDPn9tX8vdphy3M9Tbc9PbGYBExvKoeVVVtHVMUJQpEiu5FwA13EcJiz1PAb/4ccCmT7sCIMwUqQGk2qhswbq7VG7NoblddBWI+A+z9I7m97AImIGiaBmaKtn4g2Uk22Id3eqIiFQWdoy3qJQSiFwrEgqJirUztyycCNlRjTsEJe+joNPksW+MR2/PH7lYyJ6k1h35k6wAA4MLV/aV/mL0GWH8jAEB++At4y5JuAMAGExtzJl9kGx9mGYh6SWrePBPVIxQcuG6wWCmXXGHMSSA4Z2AuBR+OI35B40eSGdhGU1qY920A8mkyeeg/3rHXFtkVUQz2PdeUVCsuJT93PAwolQNuPUVFWGCrRMXwmEzOvxeEyWyBEaV97dZ2VXscJhDpovrDsYeIDa3jGOD0j5k+jk4mCiIWOs4Mu6BBkqTaO5ohyECkx0xUllgGVS34wcIsSZKvF5rVYIdsj8j68ec0gUgtzBXKp62/A7LjQNciYNGZps9zw+mL8KkLlgMAvnD3Jjy8+Qj7W8bpEpVovRIVewuPRoGq56xuIhYNi9GYAwrEvUYCEQDmngC8+1aSUf36r4GHvyj8GvWgF6ikbD8XDc53S5VcotSuSyCSY28qV4dg2v8sUMgA7XOBWasx0awEoiQZchC3epJjKQrqElnUS0gjLzIQc0XFUKCyzvXXs4KYA+ou1sBss0AF0OfQ9DmNODyWwesHxyFJwHmrZlU++PzPA7FW4MCLuL5tIwBzAnHfcBqqSs5VKgCoBerYUFRvFKtWwBSINkpU6Bjn1r+Jq4y1CuICmcLNhhkCMQSgA0y2oASiJMIMadaCWGciZGxfdjDvRUSBaFRcxdxSUi04jdhIp4eBAxsr/qy/7/AOdpTUFSEQYxGZLZLSeX9chKuBqg/bElHL7WFuEIjdGMdHZU09dOEXgZj54iwmkoHI7Fzhz2yiE5JKBaKWgThxGCgGcxOIFahYGP/0HXX756GdYhE/Z2VVg92iLj0H1tnxj5IcreUEIi1POfG9llUvn714Jd59ygIoKvDJOzbipb0jAIwZiM5cX2uei+DIYPYZeC3MRoLFngKREIgHRzOVY/+y84Grv09ub/gu8Mx3hV+nFmgG4jwHCES3NxVK8oXrfOb02KtrYaZxNkvPAySJWZjt5kAGEqyJeZvuhPDhuE7naNTCnM4VS4h8N5AvKDiBKRAbn38IOKRA1OzGdD5hB9TCPJrOVXwfj2wlG1nrF3Sht61KrFD7HODMTwEAztjzPcSRxwt7huuKOWgD89K+VtO80mQswq57Y1UIzkagYLN8C9Ajmuiax2nYLUPT1ej+24jwC2YIxBCgPRFlHNp4xh8DjB1YmsC/8Qj56WD+IVBfmVALVieFthCJAcsvILd3PFjx52awMGdtLiKTAShSoRfT2RbyDymctjBnC0V8Mno32jENzFkLrP0zS4+jkwmeSSEjRUJuYQb07M6KiWVLHxCJA1A9aS11AzwZdUZLjl3YUeUxtVFAJoj03yq6SaWTEu5kIJZseIzuB3Y9QW6vu97yc0mShH+89nhcsHo2MnkFH7rlBbwxMGlLfV4NbMMthC3MlglEw8annSyr/vYEopKKgqLi4Gim8g7r3g1c9GVy+6G/BzbdJfxa1cAszN0OKBBdJp90y7gEuY56J2XFwszyD8m8cLJZFYhAiQLRz8pyZmHu0fM63VYhFgs5rJG0SAi/EIhM6Sv+HVEHA7Uf2wFVMSpq5bzk0S2afXlNf8XjGM74JNA2B/HxvfjzlkeRLSh4Zd9ozbvTAhUz+zJ7f1rGo19iygratcPWdUMrEhoYN1wzVJUUhQ5sJRFlm+4Cnv0B8IcvA/d8Ethyr+Xnn7ZZhjaTgWiO8K/amgCyLKFd2/13QtXRSCiKaiAQa0yExg4AA5tJeO3S8x19fUpO8Sg5S3Jt3CyDoG3MVXIQ67VKhgV2F5HGIhW/ghao9HEQiKxExSECEcO78b7Iw+T2xV+1rB6ixAaPhblZSlSAOpYIWdaLVAKagyiiQHTGwmz9dcvh57D9aqDvM2FTgZh2WoHILMyGcfnVOwCowJJzSB4eB6IRGd9973qsW9CF0XQeN/30eewZIvZYxzIQmQKxSolKPpgEIq/lyrh4j9lQksiyhF4tfnDv8FT1O535aeA0LQbjNx8Dbv8z4KWfARNHqt+fA04qEN3OQKQOEbPrXYvZuTo1CBz+E7m99DwA0C3MzVaiApQoEP1qYVYUlZV0zO1MsmNgymUCMTmyHQkpjymp1RcFKoDuOLFzno1o8127BSoAIYvoeWMsUpnOFfH0G4MAgAvXzK7zBK3ABX8PAPgYfo0OTGLDrto25t1HKYFYv0CFgjYx09zHRoOeW3aiLxbhIP4p+p/4iwN/B/zwHOBba4CvzgK+sQT4/unALVcCv/oQ8Pu/A57+V2DjfwN3fgA48JKl57fkZKyDmRZmc4R/1dYkcLLZspHIGE7WmjsHOzX14fyTTYsdeCGi5MsZ8r/q7SrbxnKtSOXQq8TuaEBzZCDSEhVBApGG9vqZQJyw3sBMoSsQnbECzHnhG4hLRTwfWU8saBYR0479Ak+JigNhzEFBPdUTK1IJaA4i/TdZaUj3Q4kK4L5d0WnYLRxKurSBUmFhVlWDffkGoedsiUfx05tOwZK+VhwYncYdzxMFjVMEIj0X62cgBouI4SVOaI5VxIF5y6wkeS5K9FZAkoDLvk7U7EqBuCju/TTwrZXAf14IPPUtojpR+UiffFHBYU3BcoyDBKLbCkSzcdLUwrzrcfKzfy3QRoiNprYw92kE4tAbSETIZ+a3zfSx6TxrDe5ujaNNU4q6rUAdkmBQAAAgAElEQVRsG34NALA3scLRuCc7cELdRVuJO1ucOd67WyubmJ/ZOYhsQcH8rhRW9bfXf4ITbwBmH4tWZQKfiP4Wz9TJQdQbmK0pEOn6ftQ3Fma65hWft6/b+EW8N/oYTsm/qK1pDwKK9u9LdgK9K0h28nHXks2nRWeRa8ddHwKyE6bPbzeKJD5TomKKYM2QZlATnakY3hyZDryF2WjZqLlYMOYfOoxEnXbGWsh7ZcNsmwXMOwk4uJGUqZx0I/uTbo8M72BHyWVRC7OeAebfz2iANTBbJxB7Wsl9HbEwv/kievfeB0WV8F8tN+M0jofq2UMCCsQmsDDXVQgFnUDUyH2vFYi2LMw+zsqqBrvnSotLGygVJSp7nwFG9pAG3jVXCj9vb1sC/33zabj2+89gUFNmO2VhjkeqXy8VRQ2uApFzwcMs8Q7kz1IF4r6hGgpEAJAjwDt+BJz1WWDbfcDW+8lc5sCL5L9HvgJ0LwFWXwGsuhxYcDoQqb9EOTKegaKSsbWP45pZC3GXS1SsKu7psVfTwszsy+exXzVtiQpArp/xNiA3if48iQHh2cj0AtQh0pGMIhaR0ZqIYHhK/97cQtfI6wCAfYlVONbVV7IOJ5S+lEzrdpBA3DecxvCUPi9h7ctrZptmFUKOEMfO7dfhpsiD+MW+SzGdO63qdWQ3t4XZXwKhPC1REb127HkarYefR1aN4iuFm/CVGy9GpH02KUVtnQVEq4zl0yPAD84CRnYD9/8NcO1/1H2JabsE4kyJiima8EoTToSliTmt5SmlYpHqu+LFArDzcXLbBQKRLlB4FlnZgocqqhWXaATig6UEogDxGTTYtjDHTWxBPoCIAtGxEhVVBR4iTZm/Kp6NQ8llXA+PCqg3molArBszEHQCUcDCPJ0vIldQbH339LO0Y2HOuUQWOA27al1TUkIQk+UZiK/8nPw87hpi7bKBBT0t+NkHT8W7f7gBU7liZVGLIGopEC05IHwKpp6zamGmx5MNFQlFX4KcQ3trKRApJAnoP5b8d87fAOOHgO0PEDJx9xNkcbjhu+S/VA+Z7/QuI8dRvJW0ndLb8TYMD+QxD4Po7eyCrOQAKW5LZeX2poLV1vhWloFYZa6iqoYCFd0hQNtMm1KBKElA30rg4EbMye0FsMh3FmY6P6PztbZEDMC06wrE7jFCIB5IrXL1dXjgiAIx7ZyFGQB6NCKSWqNVVWX5hxesrmNfNmL5hVCXnofErsfxGfkOvLT3Cpy1oq/kLmPpPCOTrRKITm66OgFaNCO85n3iGwCAu5RzcXvxQnx63vmYrWUi1kSqG7jux8DPLicRKUvPJ/m6NTDFsozF5gzNEAtmFzMEYkjgZDB9I0EbclsTNSbvB14EsmNkMHEhEJgOGgVFRaGoMFKkHjwlQVZeAjzxfwmJWsgBUXLxDLuFWVVVZmFO2FUghs3C3OYQgbjtfmDfMyjKCXyr8C4s5Dye6Y6dUAZiUxCIdVTCNAMxsAQiJfLMSZf2JCn9UlUyIeY51sthr4W5uSzMbo1/VIHYmogA2Ungda29ff37HHn+4+d34pabT8MvXtiPa9bPc+Q5a7UwW3JA+BQxzlwxamEWLeUxoo8qEIdNCMRydMwFTrmZ/JedIMTY1vvJBun0MPCnX9R9+AkAnkkCSAP4GkiszQ13CUfbuJ6BqM3PzM7humT/4HZi94skgEVnsF9TC3NbMyoQAVKkcnAjZmf3AFjku4U/jZihBCLN3Jt0U4FYyKF7YjsA4GDLavdehxN+tjAPa8Tk6wfHcXg8g5Z4BG9Z2mvtSSQJ0sVfhfLDc3BVZANue/VxnLXinSV32TVIGpj7OxKWN8RoBqIfCERVVRmBGBGJvtj/PNkskqP4n+g7gTxxXpkSiACw6K3AuX8LPP514L6/AhacWjPXc5plINprYfbbRoSfEP5VW5OgI6WVqLgsh3cbtNGxpn2I2peXXUAk4w7DSE5ZnUTmbSxiuTF3PZF45yaA/c+yXzMCMe+vSZNTMC707JaohC0DsVtrkBudzrMLOzeKBeDhLwEA3lj2fhxGL7eqK6pNJvIc1iFPz50GQ7cYVjn+OheQnwEtUaHnlBVy31j6ZXdC7EwLczDGTDtkKaBfU51uoacqqbZEFNhyD5CfAnqWEQuqQzhlcQ+++a51mNtpP+cOMCoQSz8L+tkkY7K7ecYuIM55PBuzm+2iL6krEFXOHEOGRDtw7NXAO34IfO4N4AP3AWf/NXDyB4C17wJWXQEsOReYfwowaw3QtRDTsS5kVAOBcOAl4Ld/yZ2lSOF6BqJFxXRLPQKR2pcXvRWI6edDU1uYAVakMiuzB4D/xvUhpkAkczs9A9FFUmhgMyJqHqNqK8aS8917HU44kT+sW5idUSDS56EKxEc1+/JZy/v41hxzT8DeY64GAJy07V8rxiJe+zKgt0SPphtfomIk1ITU65r6EOveA7VzIQASRWEZZ38OWHgGkJskeYiF6p9JOmcvimSmhdkc4V+1NQnCYmE2DTB3Mf8QKFXQZCyScTmvMhAB0thKy1S2P8h+LVL+EiQYiVHREpWkSwtoJ0FbmHkyEGkGjKqWBkBzYeMtwNAOoKUXry3+IAB+WyizMHNYQu2SIkFCfQszVSDu9/AdOQceBSKgqwbsEoi8r2tEPKAZiCJ2bcBCMYMgJrOGEpWXaXnKe30T2F8NZgpE0ebGRiLOackv2LWhGdCTAGSJqFvpJpgtRKLA4rOAC/8BuPLfiHXt+p8DN90DfOQR4C+fBT6zCV9Z8zuszt6Cb5+xAfjwo0AkTpT0z/+n0MvGXVadWN3wqHuuUvvysgtKfk0JxI6mJRCJwq4vvRuA/8Z1Skz1Mgsz+Z5czUA8+DIAYJOyBDHBebMbcKKgglmYHVIglkcBPbKFNMTXbV+ugeQlX8S0Gsex+dcx/do9JX/TCURrDcyAv0pUjNmi3BmIBzYCbzwMSDJw1l9htiaUGOC5ZkSiJEs32UXivB77x6p3o2Nnq90W5qIivikWcoR/1dYk8FtGgihoo2NLNQvz5FF2QSyfPDmFiCwxK5BVO3CeZSB6tGBaoRGIOx5mvwq7hZlmU8mS+OesW/j8NbGkKCoqhjQCcTaHAjEakdkkSsjGPHEEeOTL5Pa5f4tJieyM8pIy9HvhCS+3mgkVBsSj1UkLALqFOTNmqWHOb8hyKBAB5yI37Bw/ul3R/5PDoqKyBk9RwoeqKNKOW5jJ8/XlDgB7nwYgAeuud/Q1nAYtHSsn86maMmj2ZYBfPccyEB2Yt0RlYF4nsaDt5bUx28CB0WkAwPzuduCYk0mJAQA89PfAoT9xP18s+v/ZO+84Oc76/r9n6/Wq3rtkW5Kb3JtsIxcZDAYMARMCpkN+wXGoIZSEloDpBEIJBoLBBhewsQwu2LJcJUu2ilWsXk463enupOtb5/fHM8/s3N2Wabs7c3ef10uvHW2Zm52decr3+ZTiLiqYXTCTvl0j7tVkHA48I7YN/ocwxlOYASYuAqBh4AAB0pasVEoBnYGoWc6UJIX52CsAbFXn6QtmXoDVxY5skBJmGTDiFDoDsT9OW88gm4+cAuDKxdYLiFNnLeD34RsBUB/9AqQy45x9WgFxvskEZvBWiIpxccVyAfHpO8TjspuheT6T6sQ8xxIDEaBhJtz4A7H97HcziyoGuJXCDONJzLkw+mdtYwRyhcLvKcx5k5P2adKNKcugdkrRjkFn85ksNMVKyUAEUTxVgnBil0i7JDNxH60MRGOASsE0tBzwugdiZ1+ctCqKpM0WEyXl6mlHr40C4iOfFIWrqWfBivfZloXa8QwZSx6IeSURFXUQrRfbp/wnY45ZZMe5teDlLIXZWuhEOWG8Zhx7ILrMQOyLJ6kgxrIXbhdPzL8qw6j1KHIxEJ0mN5YTYYuSq4TDUJ7hmNVUBZgIUnERLV3ib01v1KS8F3wIFl0PqTjceyvE86RCZ0EmWKlIHogJsyEq8l4dVlw6sl5YBFRNgMlL9adVVdULUWNWwtwwG0IVhNJxZiptnpv06yEqVUM9EPuKWUA0MhA9pPJw6jWaTqv62KHBJQlzU3VmEf6pne0AnDmj3pw3XxbsXfh+Tqh1VPUcgI2/1J/f325HwuydAqLRJsmShLl1K+x6GFCEDBmYVCvOrSUGosTpN8K5Qi3FAx+GvhNDXtYXAx2mMMO4jDkXvNOijMMRpAeiFxoYJ9AZiNlox0WWL0tUaMW4QcsMxBLdTpUNMOtCsa2tvFgtevoNUk5u1/8QjLIgb/qESulXU3XUsjmxlMVYljDv+DNs/5MoSN/4AwiGLCXqGiFXI5MWBoVuT2K9jIJJ6TKJudt/QSqWJcxuFRAdhaj4R8LsRgFRtn9ue8AODMb4Xvi/qenYIpJzV3/T1f0XA7lSmJ2yFsoJq75icqHHTFCcGczUC4jWinZ2oaoqR08K5sq0Bq2AqCjwxv+G2mnCkmPNpyzts+geiClz7aSc9Ep2rw7pfzj/SmFnoyGWTOu/Z41LSeW+QyAIExYCsFBp8Vy7PjKFucgMxGQMjm8HBAPRrfvcDWQWU+31Rd2DCd1asN51BmKCxzX58lVLJtve3zmLZvHd5FvEf576OgyeQlVVWx6I9V6SMGv3laJgzSf4aW1ccMabdLawZCC2ddu0vbj2a8K6oPc4/PEjQ/wmHTMQxwuIBeGdFmUcjpCRhHmzOGIWORkA6TTseUJsF7mAaLUYVxYfN1lAbNkIGPzVPDZocgs6A9EBU63C4wxE3f/QRiqtzkC0ImEePAVrxEogl/wTTF0O2Gd1ydVIKwP3schAzF1A9G8Sc4YhXGoGYoFU03Qauo9mDVXwUwpzTAveURT7oRe6hNllBuJH4r/k2uBLpINReMfvoHm+q/svBqI6A3Houeg3MN39hohF+W1SH7e4I22c3SyKeKViIHb1J/S+fGq9gSVU3Qxv+Znw2XrlN7DlD6b3WSoPxMIhKjkkzFKFM0y+LJVHimLf82tUQPNBXKC0eC49VapDhkuYi+WBqLRth3SCvmA9R9QJ3pIwh5zdZ7KQVh0JujZ2lGPo9p4Yz+wRbDY7/ocSF81v5u7UlexJT4P+DnjmO7R2DzKQSBEMKPqCixk0VIpj8wJBKCG9c62wD9t2wnbNC/LyT+pPT9YZiBYlzBKRKnjrL0Qi/e5H4cX/AUQ7Kz1+c+YpFEAgoGSCIT3WlngFo3/WNkagh6j4XMKc08S8dTP0n4BILcw4v6jHUJApNAyJUkuYAaafKx5bhEQhU/T0ZnHMKQZdmNhlUki9WTBo03xAnBQQO61ImB//EvQcg6Z5cMWn9aetylElJAMxYSEJOsPIGP1dkbxHc65mSgairyXM5u7PumJJmFUVTuyBDf8Lv/8HuGMBfPs0eOifRhQR/eSBKAew4WDAtoWD7FPdXEBRX/gf3q2sAaDnuu9nFrY8jlwMxAFdAeG/AmI4hyw7F+S4xS1m0qxGjYFYIg/Eo5r/4YSa6MhxwZxLMxPVP/8zdO4ztc9iLyrECi14aMiqlug7IUIIQDAQDZBFqJpoyHfp4a5CS2JeGPAeA1GqQ6RapLrIDERF8z9sqVwMKJ5SeUQcWgWcdFm+DNCo/S69sST98RST66KcMa3O9v4m11Uwa2I9/5nU/IBf+DEtB3YDwu7Byu8hF1wHEqmy+9wn9X7DQjuz7g5AhSWvh8ln6E87ZiCC2N+1WpDKY1+AY5uH2LTYlTDDeBJzIXinRRmHI7g1ISs3+nIN4KV8ed4VEHKv08gGabBuVuqlT2JL2UFPO0c8tu+AeN/o90CUBQonBUSLv2upYSeBWSKTIGeyIz74HLz0C7H9hu9BuFJ/yW4whRwQWZEwl+XeKRMyDMQc11+dfxmIVmXvbkqYp3GCBUcfhPs/BN8+HX54Ljx8O2z/o1j5B9j0a/jbl4d81k8MRJ255OA+qYyIz7rmgbhzDfz1swD8Z+LvCJ/5Vnf2WwJEgtqCW04PRP+xuKyHqMiitDsFJ+mBeKhEEuYjXTJApTL7Gy7/FMy6GOI9wg8xWXhxTZ6LYik5zDIQ5aR3CFt41yOAClOWQ920Ie/v1ROYx2iAisQQBqJ32nVVVTMhKtVDPRB7i8VAbN0MwKEKUVQNe2iR1mlhxu0EZhgZxnLVksm2F+skLp7fzOPpczhQczYkB2l68b8Aa/JlEL6m8lDKPcfXrS/MLlR07IVt94ltA/sQRJEVxNwnZYF4MALnvR8W36B5376PgX4RgBMOKo6IPZkkZm/OGcsN77Qo43AEY6qlnyPHM9HrwwuIUr58ddGPwSoDUTJYSspArJsKtVNBTcOxzfoxJ9OqpQKOX2BVIpkNXg9RkR6I9hiI4jOmJMyJQXjwn8T2Oe+GuZcPedkqm0xCT2G2EqJiYFaNdhRcda+fKR796IGYkAX+EhQQ431M63qBwJrbuePYe3mu4p84Z9O/wpa7oecoBCMw5zK48nNw61/h9d8Rn1v3LXjxJ/pudMmnDxZd3JD6u9r+tWyC+96Hoqb5bfIqfpJ+g6+Si3N6IGrnxglroVywKgt02392ZpMo5HX1J0oyyZUMxOkNOUIOgiEhZa5oEGEST/x7wX2GQ8VdVDB7H2cYiIZ7defD4nHJ60e838hAHNMwFBCTZWZqGdEXT+m/fbM2Vit2CrNyTBQQD0aFL6Rd64tiwOninZQwu1lADAUDQ/wUr15iX74scdG8CYDCt/h7AOYd/TNzlGPMs1hADASUzJipzD6IybTFfmPdt8Q8deG1MO2sIS81V0dQFBHM0mnFfmk4FAXe+EPd+7bqiX8DcDwmyRW2Ng6B0T9rGyOQK49pVXRWfoU0ja40MgDi/XB4vdief1XRjyFaiCk0DHJgUPIiiC5j3jTqI+czHoj2O4SKbINyD8FJAdFSiMq6O4TBfM1kWPXlES/bLVaEAtZ9OMeSB2JBlrAuYfZhAbFUISrpFMG7buK8Az8i+PKvmZo6SkpVONV8Jlz2L/DuP8FnDsF7/gxXfEpIalfcCleKASWPfBq23Q/4k4HoqIAoJcxO27+Th+C3b4dEP/2zruTzyfdSHQk7ZmuUEqMxhdlqiErS5cWbmmiICRp7/lAJfBBb9AJiDgYiiDb1TT8S28//EHY/lnef+jlMFmcRPmbSL1v6GEpFDrFePTCP07IVEEU7OmYTmCUa55IOhKlWYtQn2sp9NDqktUxFOKAvTshibzE8EAPpuFAnAfvDIrDCS2Osgn7QBaAzECvdVaNJdmg0FOCSBRMc7+/CeU0APHRiCvE5Yu56U/BZ5k60VkAEQ5BKmRmIST18y0R/33UANt8ttq8YGWgVCgb0PuN4t00fRImqJnjzTwGFuh2/4/WB5x0rCcYlzPnhnRZlHI5QEQ7og5JyU5ydYCAhOtPqqGEA374T1BRUTYCG2UU/hgpd6mqSgViuIsi0s8Vjy8YhA9LRmMQc01OY7Z/jKhkiMCoZiFqISiEPxOOvwjMaI2v1HSLRexjspjBL9oYlBqJJT6jRgMIMRClhbska+uFl2JUwd1vtq7beS+DoJhKBClLnf5gvVH+es2I/Y+t198PVX4B5K4fI8XVc/gk47wOACg98CPat9ZUHYrwQWyxVeBLqCgNx4CTcdTP0tcHkZRy48r9JERzaX/sAhVKY/chADFv0FctcU+4Vfmc3Sx/E4suYJQNxWr4CIsCSG+D8D4rtBz4MPa0531p0D8SEubFiZSQzBk2nVdj7BKRi0DgHJp0+4v2yCDXmC4jBEAO1cwCYGj9Q1kMxokOzlpHsQ8j8VsVgINYNHEZJJ6FqAscVUQjzkspDHwvZZSAOuM9ABGjU9nfJggmu9AHNNVGWTKkF4NWJ1wPwpsAzzG02H6Ai0eAZBqKUMJu4np75jpi7z7sSZqzI+pZJ2nxHzn8cYe5lYqwHfC38c6aHehztbryAmB/eaVHG4QiKolBXKToky5MyD0FnIBqpx8dfFY+TT4cSsBysMhDdlgKZhmQgHt1EKBjQJQqjkW49mHQvRGXQqwxEzQNxkpMQlXwygHQKHvx/kE4KGdTpN2Z9m/0UZk3CnDZ//SXKIf8vE6KFBiO10wBFTBT7TpTuwFzAoF7gLyIDMZWAp74GwO7JbyC96is8o6ygh6rC14+iwPX/Bae/Ufjk3H0LMwaFobmvGYjpFDz6efjaVPjGPLhztQiNePEnsO8pUSzRitFZZZFWkIzD7/9eLOjVToV33kOPKuSj1T6TThonsGmD95Ie4mYzubGcsOrfl3Q5RAVgtuaDWIokZlMMRIlVX4bJy0QQ3/0fFOnsWVB0D0Q9NCx/O2lkwA4kUkPly1nGwN06A3GMeyACgw1CsjsjeajMR5JB5zD/Q4CaqPit+mJJ122nGvr3i41pZ+mhdl6SMFtNjB+OYkiYAeY0C2bgdWdMcW2fF85rBuC+vjPpU6PMDrSxOLHT8n7qPMNANBmicuoIvHyX2M7CPpSQ8x3HDESJKz5Db8MS6pQBVrLe0a4yrH7vLzKXA6N/1jaGoCcx+7iAmNXEvG27eJy8tCTHIIM6zDL5zBpjuw7JQOw6AH0dlguffoIbKcwVo9oDMSNhzjkYffEn0LIRonWCfZgDdj0QQzY627EUoqInpee6P0MRISsHOHW4REflDkoSovLy/0HXAdTqieybeI32dy0UuwNBuOmnwh8x3sPbdt3GTOW4PwqI2aSP8T645+/hue+Lomh/Bxx8VoQjPfIp+PUb4VuL4b9mw89XMfOZT/O+4MOcHX8Jei3K+1QVHvo47H8aIjXwzt9D/XRdYlnts9ARYxiXsVjk5xTmiEX/Pn3xxsW2d1azDFIpfgHRNAMRIFwBb/0FhKtg/1p49jvZ31ZkBqLZxTmjVUv/wCC89hfxnyz+h5BhsY15BiIQa9QKiCnv9KFZC4jab5VMq64v+mcKiGfrihAvLdLKECvHISouS5g/s3oJ//Ouc7h5xQzX9nnxfFFAfGBbF39JnwdA094HLO9HJk6fNGNTVESYDlF59nuQTsDsS2H2xTnfJoNU2txgIAIEQ7RMvw6AC1KbHO1qPEQlP7zToozDMUZDErOewmyURB3fJh4N8e/FRIXWaAxaZiCWeIWvsgGaF4jtoy9nCp+jkYHogoTZyyEqg4mULkNyUkBMpFS6s3nqdB3MpNCu+g8RwpMDthmIQeurynphxEOD22IhMxjJc36kD2J3SwmOyD3ELC6iyMWu/njK3PWSGIC13wAgfcntpILiHslaWMuHcAX83V0weRnViU5+Hf5PIrEOc58tI3SfXXl+u4/CL66DXQ9DMCoKox9cKx4vvV0UGpoXgBKAwVNwZD31O37H58N38WO+BncshO+fA3/8GLz8G5GUmI8F8/Q3YfNvQQnCzb+EqcsB6NUUA36TMA+x/DD0l36WMFtlSyQ0Fp6bzCTJ4DlQ5CTmwUSKE5pdx4xcKczDMXERrP6m2P7bVzO+2gZYDaKxCrN9ayCg6OOV9P5nxD1cPRFmnp/1/XqIyngBkUST8Pyb7cECYrOhgFgVDupkUrd9EBv6D4iNaWcXtr8oAxynMBdJwjyptoLrlk511c/3grnNKIrIJvhj6lIAlFfvN5UKb0SDXdsXl2EqRKWnFTb+Smxf8cnc76MIDETgcNMlACyLv2L5PBtR0HZojGO8txlFkAXErAUEn0BnIEqGgKpCa2kLiHrYgUkGoiUWjNuYdg507IGjm4iGhKR5NHogSgaiVVacEV6WMEv2YTQUoNaGHLAiHKQ6EqQvnqKzLz4kTQ5VFbLGRD/MvgTO+Ye8+7LtgRi044E4lhiIJtqV+unQ8pLvglQyKczm7s86w/V5aiChG2nnxIb/hZ5jUD+T9NnvhkefAAzsbysLCxX18K576f7vK5k7eJR/2PdJiD0B0Vrz+ygxZJE1GgzAsS0ixKTnqPAFfsfvMoWFYSmHJAahcy+072SgZTtPPLOOxcoRFgSOonTuFa+98hvx3upJInRm1kUw+yIh+QyGYPM98ORXxXtu+BYsXKXvvj/mz/TXcFBBUUTTaJwcyMUlPzIQZfubSquk0irBAoVBGRQSdnHcojMQO4vLQJTsw6pIcGhfVwhn3QJ7n4Rt98K974MPrxviA2z1HFpFzILnb1UkyEAiRWSPJl9efL1gUWeBDFGpG5cwk2oWBcQ56mFxg3sg3EkWEBsNBcRAQKE6EqI3lqQ3lrS1cJwViQFqB7UFyKlnkUgdALxVQJSLzcm0SjqtErB4n3XpEmZ3GYjFQH1VmKXT6tnacopn00s5FWyifqAT9jwOS1ab349nJMwmQlSe+4Gw4plxPsy9Iu/+JrnNQASOVS6gXa1jIt1w+EXhjWgDTsN+Rju806KMwzHqKkaBB6KURMkJSe9xGOgUTIqJS0pyDBmpoVkpUBlX+KafIx5bNmY81kYh3dqqx1o2yElhfyLluueMU7QZ5Mt2Vz+banL4IG75vTBhD0bhDd+HAubHdlmBksmSsOCBqK+OjzMQBepnike/FRAtFp2DAUUvlBdkzA92w7pvie0rPg2hzERLn5BbbXtrp/DXs39Mh1rLzMFdQgrsYKW62JBFrvMT6wXzsOcoTFgM7388JysJEIzLyWfA0regXPWv/GPi46yKf5Pe23bDO/8Al/6zKBgGIyIYZceD8NfPwk9XCunzr26EP31M7OuS22DFe4fsXkon/eaBqCiKIYk501/qDEQH/Uy5YGyvzbB6dSaJi0Uy6YHY2j2oL/oVA0b/Q0v9paLA678jwkhOHcoEimkwqkiKIWO2YndTFQ2ikKZ6/6PiiSVvyPne8RCVDNJN80mpCrX05w3MKSU6skiYIbPw0usi6UNpe5UAadTqSVA3Tb+OTaXmlgjGtsqO3+gpKWF2mYFYLFykyZjTBNg9Schr2XKPpX3I71puhWHBEJXedrHgC8L7sED7LBmIbhYQ+xMqT6eFSoI9j9vez3iISn6M/lnbGIItXymPYZs4YtcAACAASURBVISESMqXm+ZnT9csAqRM1uwAuGwpzJAJUmnZJNgpjFIGoh6iYv8cy+JjKq16zhTXif+hRFNVlgJi3wn4y2fE9spPw4QFBfejs8mKzEBUVXVMMRBNDUbqZBKzvwqIdgr8pi03XvixWERqXgBnvmPIS078Zwfr5nBr/JPElArY9yT86aM5wxWcQlVVdrX22C6qxBMp3ht8hNs7vgSJPrGq/75HoWmu6X1EQwF9LD8QrIVF18DrvgS3/gU+cxje+xe4+ouw8BqI1kO8V/jFpRNwxk3itWGQoWdVPvNAhOyhRn6WMBsXMM1MyoshbWyqjlATDaGqcKSreCzEli4L/ofDUVEH12iM2pd/A8nMxNV4LopSQExZKCCGQyxX9hHpbxW+o3Mvz/necQ/EDCKRSg6oWghGu/WwimIgm4QZMpLznph7czbl6CsAqFOWg6JkPBA9NMayutgxHJKF1+izAiJA96I3i41djwhrApPQGYjlTmGWBelcC0/P/xCSA8Kjf8HrCu5P90B0UcLcF0+xNqWpMZwUEB2mhY92eKdFGYdjZCTM/iwgqqqqS5h1U3Y9gbk08mWwz0AsSwc9ZRkEQtDXxvSg8PIajXRrN0JUjKwSr/kgygTmiYWknHmQSWI2rOT95bOi+DJ5KVz8T6b2Y2WSY0TIogeisYg7FjwQTbUrY8QDEUwuePV3igEpwJX/KiS1GpKpNDJA1871Ew4G2Kwu4EeTvija0K1/gEf/Lb8XoA28evQUt/z8Ra797tN84g+bre8gleTMbV/li+H/I0Aaznk3vOu+IdJLM1CUjK/aiCTmcIWQLV92O9zyB/j0AfjIcyJs6eovwpv+JytzWSoGanzmgQgQyXI/Dib8WxA1sufMMCYyUjT32l5FUZilsRAPnCheAVFKmKeb9T8cjkXXiSTx/hOw4yH96aEFRPcXGeXinJmxYmUkyDXBl8R/Fq4S92gOSNsimew7lhEOKexRtYW49l3lPRgNJWUgtmoFxKmigOJFD8SwoS+xyu5KpVV9zFDvcohKsXDenCbdDqFp/gqhpkvFYPuDpvfhFQmznuqdjdHa3wkbfi62L/+kKfuASXViztPeEyOddqfNHYgnWZdeiooiSEjdx2ztRyqjEqNwTu0GvNOijMMxpP+JXxmI8VRap0dnGIilTWAGLKcZlzUIIlwJk04H4HR1DzA6U5jlwLvCwTkOBxW9Ey+mvMoOXGEgVovPysEqux+Drb8X8v8bvw9Bc5OLDAPRWlHAaoKlcVWv5AnmZYApBmK9PxmIdnwz682Ygj/7XYh1Cz++028a8pLx+rFbQAR4JboC3vgj8eQL/y1SjV1A66lBPvGHzbz+B8/w3F6xuLO33WK4xGA3/O7vWHzobtKqwgMTPyxsCEzey8NhOkgqEBCLdud/QBQVcxQv+nwqYYZcDET/pjArimIpyCqz8OmutHHOBFFAPFhEH8QjBgmzLQRDohAPsPGXmacDmTFCURmIJpQUVZEg1wa0AmKO9GUJ6YE4zkAU0srdWgFR9QgDsUsyEGuGFrzk7yUZpG5AOSYWqWQB0YsS5kAg01ZZZXf1DCb0NT5L/qdlRE00xGevX8I7zp/F8hkNsPxt4gULMmbp91hui7JkvoL0Cz8WyoXJS2GxOX/HCTVRFEVIoztdSpjuj6fooo7jNWJuzN4nbO0nOs5AzIvRP2sbQ8hMyPwZomJkRegD+DIwECXLzawUOJ4ss0RA80FclNoNjDMQcyEvA6fMcKOAKAennb1xEZ7w59vFCxd+NCN1NwG7BXGjMbYZGFf1vLQ6XixEzRgySw/EnlZI+WchSGcgWrg/CzIQe1rhxZ+K7av+bQQDTra7YK/t1VeXU2k48+2wSkspf+wLlpgBw9EXS/Ltx17jyjue4t6NR1BVWDG7EbA4+D95WPgd7nmMRKCCjyRu45mJ73QUCiAX5txq//p8GqIC2e9HP0uYwZDEnCzcBieKwEAEmNUkkpgPFTGJ+ajTAiKIAqISgAProP01/Wm9sFGEcVTGsqPw9TWPFhYEjpJSQkOCi7Jh3AMxg0gwwO60LCB6g4HYqTMQh47vdAaiWwXEeB+cEN9ZnXomkGkLvCRhBmttlRFSwlsTDflKufL+y+bx9TcvE4Exy24WTx54xvRicUbCXF6vZp25PlzCnIzD+p+I7cs/YXqcEg4GdGl/W7c7PohyfNMyQaQxs/sxW/sZ90DMD//cfeMoiLpKLUTFpxLmvnjGED8cDIgJtFxBLKmE2R4DsWxFkGmigLgwIQbBo9sD0dnErsIsA6fEkAXESbW5ZUqFoEuY++Ow6VfCJL5uupB+WkAsYZ1NBhlTZbN0f3nfGFkfoxkRM+1K1QQRdoMK3UdLc2AOYfSytCVhzuXp8/Qdwktnxvmw6NoRLxuvHztFkMhwttYl/wTnf1BsP/AhOGZNbpxKq9yz4RBX3vEU339iNwOJFOfObuSBj17MN94qDL1NqwNaNsHPr4a2V6FmMvct/yl/TZ/neMLk9gJKr489ELNNDuR58SMDETJFcTOMiWKFv81uLj4DscWphBmEXcRCrV0xsBDDRWSdWPHLPj/2PADHms4XyfF5MJ7CnIGQMAsrEMUDBcRYMqUXCJuqckiY3Sogtm5FUdMMhhqERB9DWJLHCoiZtspaX9SlFdD8wj7MioZZMPsSQBXWKWY+YghRcUvqawd6iMrw6+nwC8LTsXoinHajpX3Kec/xHnd8EOVCYNsULX1535OQsn6PjRcQ88NbLco4HEEOHspNcbaLASkfkn5KJ3YLA/dIrWhwSwQpLzHtgVjOEBXQ2WVzYq+hkB6VEuZMSIOzc6wnMXuNgdjrhoRZDE57enpg3bfFk5d/AiLVlvZjO4VZFmRMDm7GUoAKGAyZ87UrgQDUTRPbPpExG9tJSwXEfKmCXQczk/qrv5B1Ndt2ArOGTKHAcL1e+3WYfxUk+uF374Ce46b2tW53Ozd8fx2fvm8rbT0xZjVV8aNbzuHeD1/E2bMa9clObyypS4By4shG+NUboPe4kAJ94G+0VC0BnMtNZfvn1gKKlPxW+9ADcfhCYTyZsVCpCvuvIAqGa9qUB6IsLLi7eCOTmA91FKeAmEqrtJ4SE01bISpGyFTxzb+FhChKRo3MZJcRszBWPKvvWQBea7wi7/sSqbQ+PhpnIIp7YK86lbSqoAx0iCC5MkKyD0MBRSd5SMgQFdc8EFs2AtBVlQnXkm2B2/e5U8h+26piSnoA+iWBOSeWv108br7HlO+yHEOkVeiNl09lKAvSIxiIr/1VPC5YBQFr4wHdB9ElBmK/Nr7pn3AmVDSIwqZ2b1iBfo2OS5izYmzM3MYITHlKeRh6omN4uHz5dEeyLauo0LzfTKcwl5uBOHEJhCqpVPuZpxwb1RJmKxLJbJAMHK95IJ5wMYX5/M4HobdVyGHPepelfaQNCdVWPRBlZ1uwQKLBymRqNMC4MKHmGzD6LEjFyHi2whCuzxf6tfa/xOLRvJUw97Ksn9etI2xeP7pnp7G9DIbgrXdC80Jx/u9+p7ADyIHdx3t4753r+fv/Xc/O1h7qKkL82w2n8djtl7N62VQUrd+qM7AluvNNFlu3wm9uEj5Ccy4TCcn1Mywxl/JB/j5uLaD4W8IszoU8t0ZWpu8lzKYYiOL+cZ2BOEEsWB3u6idVBKZMe0+MREolGFCY7KC/BERKaP1MGOiC7X8CjO1CEUJUzDK1u48ya2A7aVVhe92led9qLD750YvUbYQCCoNEOaJOEE+U2Qexo1cUEBurI3p/IFHrNgPx4HMAdNYs0p8q1n3uFBnPbGv3mVQsNFb5I0AlJ05/IwQj0L5DBH0UQEU4qLcbOVUbJUBO6wspEy5gt5ANk7R2/LhLScz9MUlGiogFYbCVxjzOQMwPb7Uo43CETAqzPz0QR/gPyUa1hPJlsM5AtCPfcxXBEEwThslnKntHdQGxwmJRazgqXPYAcwOqqroTolITIUqcm/o0ScRl/wIha4MsJ8EUIb2AaNIDsdyF9xIjavC9yjtolgXEU4eLfETuQDK4AkqWVek8qMvlgdi+Czb/Tmxf9YWcn3daVMsZ+lPZAO+8R6xct7wED/5jVobA79Yf4rrvrePJXe2EAgrvvWQOaz95Je+/bN6I4ns4GKBaa3tyypjbX4Nfv0msls+8AN5xN0RrAfeK7W4zEOXE188SZnlu+xPiu4QCim8XNSIW2HPFCleYUldBJBggkVJ1r0I3IeXLU+oqnPs3BoJwzj+I7ZfuBIotYdZY04Wur11rAHhZXcAJGvO+VfofVoaDY6YvzQcZJrRbkzGXu4AoGYjN1SPHYtVupjCrql5A7DAUEL0qYc4WYmUGuoTZ7wzEygaRBg+mw1Qa8qk2SgSduW4c63UdEN6bSjBTsLOAyXVCwtzW4xID0VhLkAXNPdZ9EK0GQ441eKtFGYcjWJJJeRAZOZQ2GWmTCcwlLiCGrIWoeKIQovkgLg/s0z3sRhPckjBXap/3kgfiqYGEPlmZUGN/VbW5OsItwSeYQBfUz4KzbrG8D+M1b90D0VqqXtkL7yWGMXkz7znSC4g+YSDqv2NwBMMiH3KGqDz5VVDTInl0Ru7wH11qb1vCnCdttXk+vO3XEAgJj6J1d4x4y0Obj5JKq1y2cAKP3X4FX3zDGTRmmSRK5A2N6dwPv74R+k/A1DPhlj9AtEZ/OfNdHTKwXQ9REfvxJwNx6ATW7wEqgKVk02KNW4IBhRlNQlp8qAg+iC1uBKgYcc7fi4nv4Rfg+HZLSdZWYbrN2vFnAB5NrdDHxbnQPZ7APALhYCaJmTL7IMqCV1OWvkFKmHvcYCC274KBTtRQJScrhYRZVVUDA9FjEmabBUQ9kMbvDETIyJi33gvpwn1yQ6X4zifLyEDMeCAarifJPpx1oSiMWoTbDMSOPlGIbKgyMBCPvgy97Zb2M85AzI+xMXMbIzAOIHp8yELUB/AjJMxLS3ocskg1aDZExQtSTC2J+azA3lHp1xBzKUSl0oMhKpJ9WF8ZtiwbNqIpkuQjIZEeG7/kdsvsQ4CYZmitWGSTQeb6N5vCbNdr0a8wThrzFvnrtImPbzwQpb2Atd8xU1Az9FVHX9GkhApc+bm8n3dagC4ooZp3Baz+ptj+21dGJDPLifutl8xl7oTCPqM5GZenjojiYc8xmHgavOuBEaEJUmYdDjmbBLodItXnYw/E4aFGfg9QAYseiOniFRakD+LBIvggSlbjtAb7gWNDUDsFlqwW2xvvLBrrRFVVcxLmgZMiGRr4a3pFQbsByQIeLyBmEA4G2KMXEL0jYR6OGjcZiAeFZ6Y6YwVqQOzX2LeFPTbOsnufySLT5DqH9gVewMJVQunQc0y/5/NBT2IeKF8Sc4a5briedj8qHm3IlwEmuchAHEykOK55Kc5uqhLt+5Rl4sV9T1ral12W7FiBt1qUcThCOBjQB79+TGIewkDs78x4gE06raTHYZWBGC+SGbklaAXE05SDJGPu0MC9hAwD0dnkTkrtvCRhdkO+DFCz9ddMVE5xOD2R9vlvsbUPec1HQwFLbDLIFBxTaTW/x5+GsRaiEggo5lia9TPFo088EAcT9gp5WT17//YV8bjsZuF9mwdOC9CmpIorboXzPyS2hyUzd2uFzzqTaZBZGYi9bfDrN8LJQ9A0D979R6huHvFZp2xLiSoXGYiqqvrcA3GYhHn4AqYPkZEwm29/i6GcmN0sCuoHO/pc33dLlwsJzMOx4lbxuPkeaoNicu52ATGZVnUnhLwLhbsfhXSSUzXzOaBOLVhAlGSBmvEEZh3hYIDdaVlAfK2sx5JPwiyLvq54IGryZXXmRfpTxms4HPDWOGu4hYRZyCKTTO71NUJROOMmsb3l9wXfnjd4rkSQvra6hDkxAPufFtsy1d4iJAOx3YUComS911aEMkE7C7TC5m5rMmadgTgKSTluwFstyjgcI69MyuMYIiGS8uX6WSPYGMXG8HTGQvAEA7FxLgOheqJKksbe3eU7jiJB90B0KGF2m4HjBvQE5hoHBcR4P8qz3wPgB6k30TlgzwDeSaHCuCJpagKbcodV5SfobUu+xYl6yUD0iweiveL+iL7q4PPCpyYQgpWfMf137TIQIyGTUsVrvzYsmbl1yHHXV5orno34vv2donjYsUcUjd/9oFgtzwK35P5uMrAHE2kk2bjKhwXEER6I2gJmpQ/9HCWssHp0JkkRCguzm0vBQHSxgDh3JTTOgdgpViYEEyjucoiKkcWSd6y4U8iXj09/HUBBCXOPRhaoG2cg6ogElQwDsbdVhOSUCR19eSTM0YztlCMY/A/VWZkCotGP2nMSZtsMRG28PBoYiJCRMW//E8Tzt5c6A9EDISpB2W/sXwfJQaibYZvsk/FAHDRFPsiHAyfEotXs5qoMCWKBaEvZ+wSkzV9vEQuM/rGI8QLiKENdhWR1+FfCXB0JGuTLpfU/hMxEeNCiB2JZmVSKwok6wdiZ0vtq+Y6jCEim0rrcymmISmVE80AcbQzEl/4X+to5FpjM/anLdA8Qq9AZiDZYOMYBqplB4VhjIILJFU0pYR48BbGeEhyVM0g5tl0GYm8sSTKZgif+Q7xw9ruEB2EBuBaiUmhwOCKZ+RbSsX7DxN0aA7F7ICF+29+8WSyU1UyBf3gQGmbm/Kxbi1SVLjKwjZPeKh+y9oanMMtFKj9LmK1MeGSfGinCAo5eQPSDByJAIADnvgeAawceAdxnIMbMFBATA7BbpIV2zbwGKHyvSgbiuIQ5g1AwQB+VxKumiifKyELs1MZi2RiINW6lMHcdgJ6jEAijTs/4BstxhqIIb1IvIWxTHtreo0mYRwMDEYRvYMMsiPfq4Um50JBNtVFiJIcr7ozyZYuqJYkJGnkikVLpclgclQxEyYIHYOb5EK2D/g449orpfdllyY4VjJ2Z2xhBncaG8LOEuSoSKmsB0chAtCTFLLPHSGe98Iqc3r+jrMfhNgYNjbdbHoiDXmIg6pIMmwXEeB88810AHqq/hSQhXTZjFZJ1a6eoZ5TCmUli9sp9U0qYMmWuqIOoxrr2QZCKMUTFCoyMmYGdj8Gh5yAYhcs/Zerz7qUwm1jxHpbMnPrTx0hrfYNVCXN/bzfc9TZh6l3VDO/+k5Av50HcpcAL2f4VkkWagW45EgkS8Njk1AxGMhD9X0C0EqIi759iMBBnNYnJ26GOPseMkuHQJcxuFhABznoXBMIsSOziDOWA6wXEzPlWchdz9q2FRB/UTSc1+Uyg8L0qFzJqo+MSZgl5H/TXLxBPlNEHsatP/D5N1SPHd7qE2akHosY+ZPo5EK7Sn9aDkgLWLWmKjYgZC5FhSKTSOqNz0mhhICpKhoVYQMYsJbmeCVFRVdj9V/HCInvyZRB9sSywOw1Skax36cMLQDAsPK0B9jxu6bhgPIU5F8bOzG2MYDRImKvKzECUE+G0ai4QQk5Ay10IOdm0HIBZA+U1jXYbxmKflyR8bsExA3HD/4r01sY5bJ8ozODtFhB1qaQNqbgxdCVhQibgifTyEkP3Vy1kjyCTmLu9H6Sih6hYTe0OBjQGhkpk7VfFk+d/ICPhLgDnKcyZCYypIkfzfHj7/0EgRHj7/Xws+CcioYDpRY36yjBR4rxp5ydF4mtFPfz9AzBpScHPusZAlAFhLrR/kjXjR/ky5Elh9iGbUsLKhCcTouJ++zuzqRJFgb54ihO97hn+dw8m9MRaVz0QAWomwmlvAOCdwSeKVkDML19+SDwuuYFK7b4qWEAcD1EZAXlN99VrTPYyJjFLNUh2CbPGCE+kdGaXLcgC4uyLhzydGM4W8xCiNoozJ3pjqKoYa46KFGaJZW8Tj3seh74TOd/mqRCVQABOvCb8m4MRmHu5o/3K+Y/TIJWDOgOxaugLUsZsoYBoJZRsLGLszNzGCDISZh8WEGNaATGsZDwQS5zADEOLJ4Woy6qqusYOcYreZpE0NTVx0BfSR7OIGQbeTpkuFS6GCLgF3QPRTgEx3gea9yGXf4qGGtFp2mcg2i/KKEomJMQKA9FpUdhPMC2JkAVEHyQxxxwUnesrw1wU2E60fQtEauDSfzb9WadFNeM1bjY5nLmX68nMnwz/njdFXjL99xor4L/D32Nh30viu95yH0w909Rn3QtRyUxYnaJP66/9GKACozuFuaAsn+IWF6KhINPqRYHvUKd7QSqSfdhYFdavZVehham8Mfgs6Vivq7uOpzR2f672Kp2CXUI+zZLXm75XMyEq/rwPiwF5jntqZQGxfIvqnXk8EKsNbadsT21BS2Bm9iVDnpbkBq8lMIOBLW2hONPWnRkr+5H1nhMTF8G0s0FNwbb7c76tXiuaeiJEJahk5MtzLoVIdZ5PFYZMYnbKQDykBXdJFryO+VeLxyMbTHuijoeo5Md4jzPKUOdnBqI2UJqUahWG9aGKgtKuYsBY0BhMpPJOkIzyt3IzEKmZQovazHSlQ6SFzrm0vMfjEvQAFRfOr/Tq6vcQA9E4KLKM9T/T2IdzYfnbae7cD7jBQLQ3iQ4FFZJp1ZwHosMUXT9iePJrTuhBKj4oIOopzNavmbrKMNf2bhD/OeMmqJ5g+rOZ68fetWoM70mk0uYXgFbcyrE9m5m685d8Jf1d+MEfIVwppGNDHo3b1bxuxzNMCb5MnAiRd9wNM88zfaxuMRDlAkqhYAYz6JMS5qg/C27DPRAzIW7+HRZbkQXKRZ5iLXzOaqqi5eQABzv6OXd2kyv7LEqAihFzLuV4ZCaT44eZdeRhIH8SvBVIT+2ciwCHXxQeXRUNMPtiqk6JMXxfAX+8jAfiuIRZQl7Tp2rKy0BMpVVODkgJ88gCYiQUIBIKEE+m6Ykl9JRdS+g+Bl37AUV4vRngZZWHHX85WVySxaZRheVvF7YmW+6BCz6Y9S2eC1HR/Q/ty5clJruQxJxMpTmiLTLNmTCMgdgwEyYuEYsJ+57KpF/nQXScgZgX3mtVxuEIsoDoSw9EbaA0bXCveGLiYmFgX2IoimK6czMO1MsdBhENBdiS1gquLZvKeixuIpPA7HyiWqlNoAdHAwMx1gvPfV9sX/EpCIZo1AapHQ4ZiFGHstDxEJXsMOWBCAYGovc9EAeT9hPS6yuCXBPUWHyafNAsnDJYjZOqhMXE1a1nfJLHU2cTISlSlFu3igLAvqeEEfq2++Dl38D6nwqG8FNfY8rxp4mrQb5c8zmYe5mlv+dWUFeVbuHgfEAsCxvVPi24jfBATEgPZn8WRMEoYTbBAJdStCLJG4uRxFyUABUjFIXnG28EYNGRe4XHl0uQ5zsnU3uHSF9m8fUQDOvXYSyZ1lk/2aB7II4zEHVIJcTJ6rniie4jZVHldPXH9UuoMUdxsNZpkMohTb48ZZmwxTAg44HoPbaeHX+5Nqd+4V7G0reAEoSWl6Bjb9a3NHiAIJTU7Imq1L6MdH7hKsf7lZ6WThiIR08OkkyrREKB7CE7Usa825yM2fR4fYxivMcZZZDG9H5OYZ7Qt1s8UQb5skSFtioYK8BUMzYs5V7li4YDbEzP5/rgBmjZWNZjcRNy5d6NAmKFxzwQE6m0zhacWGNxULThZ4Kx0DRP91CRRsS2GYiazMqOHBUy94AZSahXpP+lhOmU1DpZQDxc5CNyDicMxGXBA0xTOkkEKwnPvcLa33XIyrPq2WnEqZjKJxOf4F3Te/jK9bMFYz4xoP3rH/oY74dEPye6+/jYtsUcSS7nyxaP1b0UZmnh4AIDURYQfSphHu6BOJokzKZSmF0qSueCTME85GISc0uxGYjA5qbVXN/6Uyb27hQLsTPOLfwhE8i7YKaqsFMrIC65AWCIRHsgjxJGBnDUjRcQdch2sj9YBzWTofe48Gub7s5vaRZyHNZQFSaU4z6rqQjR0Re3H6Si+x9eMuIlb0uYrRdn2rTi0uTREqBiRM0kmH+l8Ojb8nu48rMj3iJDVMpaQNSuqZld6yGdhKb5wh/aISZrrFKpyLKDg51SvlyVXeK+4HXw/A/FOVbVgqnR4wXE/BjvcUYZ/B2iIjrQpt494okyBKhIRMNBGEzqxatckKtnwXzJeiVCNBTkFVVryI+OHgZiLGGf4TQcXgtR6dAM5oMBhUYrptCxHnhWYx9e/imdqdvksIAYKySzKgBZlDHT4Y7FFGYpDTftgdjtfQai3RAVgAtizwNwsPFiFoStyZISDhmsiqIQCQaIp9KWAxNE/6rQXb8EZp9t7jPtvby4dS21Nvpm1yTMLrZ/vZpnl18LiMM9EDMSZv8XEM1cz7K4kKuw4RSSgXigw30PxBluB6gYkIw28HD6At4cfAY2/sL9AmK2hZbj2+DkQQhV6l5dFeEAihZ02h9P5iwg6h6I4ynMOjJeoCpMWCQKiO27ylZAzCZflpC/a49dBmKOABXwh4TZUgFRZyCOQgkzwPK/0wqI98DKz4wocMn5fX88RTyZLsvYWV5TszqfEU84SF82QrJKj/fYZyBmTWA2YvbFwlamt1UEtU7JT1LKeCC6x0QfTfBeqzIOR/C1hFkbwNd2a34l5SwgDptc5IKXZJjRUIBtaU2ycfJQ3jQvPyEjkXRPwuyVEBXp9zGhJmLNFHr9z2CgU6z+LbtZf7q5RpMw99pbxSsosyoASwzEMVhANM1A1D0QW1yV0RUDMQdS4uW9YhD6ap11v1b9WnVw/Ugjd6sS5m7J+qk0XzyTg/+eWDKvJDEb4i751VW52P5Jy5Ea33ogDvULHBgFKczS19PMpLzYCa2ztEncIRclzEX3QETcY3clNcP9bffDwElX9puXMb3zYfE4/yqIiPOmKEpmwTPP/TouYR4JPaAjlRa+Z1CWIBW9gJhncVgWEAt5XWZFf2cmcNJvBUQLix0SugfiaJQwAyxZDeFq4Wl5ZMOIl2srwnpNsVwkITG2V5nerhUQXZAvQ8bX0hEDUVuskuz3EQhFM2nRex4ruL8MS9Yb7fyyQAAAIABJREFU80WvwXutyjgcwdcpzPEUVQxS0XNIPFFGCbPZsIN4kQfhVhANB+ihiv1oxYdR4oOoS5hthiUYISfQgx5hILb3igGRJf/DWI/B+/DTQ3xCm6rFfroHk5ZZVeCcgSjvg6QVD8QxVECUhdmCA5LaaYACqZjnFwIyKcwW78/OfUwa2EdSDfBy9ALLf9eN6yc8rIhkFrJ/rbMQXGB8r9X+WV4vTu8VfYFxIInqsDDdG/e3B6LexydkiIr/PRCjlhiIxZYwi0JYR1/cvr/bMBTdAxFRhN2oLqKtYp6wIdjye1f2m9ezVfofnvb6IU9X6aFH+QqIMkTFn/dhMaAvZKbSwksdyhKk0mGCgSh/N1sS5kOCwc+ExVkDyIq9SOAEVgKfJCQDcfJoDFEBkWQsvaC33DPi5WBA0ccRpwbsqYycIplWOUM5SGWsXRQ7s0jn7WCSIUTF7thEZyA252AgQsYHcc8TBfdn5xodSxg7M7cxgoyE2Y8eiEkWKUdQUKF6kqVETrch2W6FCk15ZSklhmzstjK6ZMzyN7DLijNC/q75BuSlRLsdScaLP4GBLmheIIyXDaivzKxQdvVbH2BkWF12U5jNm/gXewLrRcgJfkEJcygivJvA8z6I0mLAMhNw5xoAXkifRmvc+oQg7sL1Y0XyaYQsAMr+1gwioYDOKLLKHnDju0KGCRNPpelz2AZKxkyVTyXMegpzavSkMOuMiQLtbyqtIkmwxZIw11aE9cLJQRdkzPFkWi8gFJOBKO4xhQ0T3iie2HinKyxw3V94eDvZdQCObwUlAIuuG/KS9EHMlZqeTqt6IX88hTmDsHEcUk4GomZRI5Uh2VDjJEQlj3wZDB6IHhxjZSTM5u+t4902Awf9hOXCz5xt90Ny5Bi+3EnMyVSalYFXxH/mrRSsPhcgf9N4Km37u0m/3Vl5C4gau/zQ8wWDlYb7JI9jKLzXqozDEaSkyq8S5iUByT4sn3wZzDMQM0WQ8q/wSQbQ5pRMYh4dQSpuhqh4zQNRFhBNB6gMdgsTYBjBPoShXop2fBBlMchpMIWpFOYxWEC05PvjEx9E2/enJtt7NL3ClhxHZ/Q4WFiwI6OCTP9aZ6GACPY9ip0mTktURoK6l2yXTZ9UiT7NA9GvEubIMAaiXKiq8rWE2Vz7Yrzei8lOcjOJufXUIKoqfrcJeQoyTiGLLS/VXyM8Cdu2i4R1h8jJ7pfy5dmXQFXTkJcKMRD74km9tjnOQMwgq4S566AItSohOvvE+C4fA1F6yPbYYSAefFY85mCBeZmBGLbI7kqm0nT0jXIGIsDcK8Ti8UAn7B3Jkit3kEoypXJV8GXxH5fkyyAW9GRSuVwosgJVVQt7IIIInWyaLwJg9q3Nu085Rkir5lRVYw1jZ+Y2RiAnNPFk2jMyTTNIpVViyTSLFY1tU/YCormwAy/JMOXkcmNSFhA3ed4/zQwG7TKcsqDSaxLmHosrqus19uGERSPYhxJ6kEqvjQKiQ185eR8kTaTaOk3R9SPMLkwABh/EI0U8IuewFaLS2w6HXwDg8dS5tgbDMRf8Z3UPRMsMRDHZs8JANL7fyvc1ssXcYJI0OVhgMGLUpDAPYyD6WcJsllFr9KgtJjtJTuTcKCAeOSn2Mb2hEqVAeqYTyPPRQzUs0/rYl+50vF99wWx4OykLiEtez3BUFiggyqJTOKi4Mj4aLRhyH1RPgMomQIUTu0t6HBkJc+7xXU2FTQZirAeObRbbsy/K+hZPeyDqix3mxuIneuOoqlgkb85TkPU9giFY+laxncU+odwMxIpkF2crWtCpiwVEyBSGpdelFbT3xBhIpAgoMKMxTwERDDLmx/O+zdhWj8uYR8J7rco4HKEmEkJmMfjJB1FKNE7TGYjl8z+ETOJvQQlzrkFhGSAHkDvUWaiBEPSf8Lz80QxcDVHR9pFIqbY8At1Gm5UC4uApeM7APgxkPx+ygNhhi4Ho7HrOMBDHQ1SyIRKysOpeP1M8er6AaKPo/NpfQE3T37yUo0xwxEB0Yh+RMcm2ttByyoYHItgrIBrZZG7cK41ygcGGxYERfb73QNQWCROjJ4VZXh+F+rZE0shALF77O0szsz/U6VzCfPSkmFQW0/8Qhi0qnHurePLVB0RghQNkZRH3ncj42C1ZPeIzhUKPMv6H4aIWVf2GIQVERSmbD6K0kclX8KqN2vRAPPwiqGlomJVRKwyDDAfzcgHRzFgRoE1L551YE7UWOOhHLNMKiLsegVjvkJf0AmKZ5vfLBzcRUFR6GhbnvO7sQs6D7DAQD2ry5WkNlYXHSUYfxDwkG+Pi9LiMeSS816qMwxECAUX3QvGTjFkM3lWWKF6RMFtjIHqhg9aPmQipSdr5GwUy5oxE0j0PRLHf8rMQLTEQX/oFDJ4Uhtln3JTzbXKwWk4PxKQFD0Qv3Dulgi0Js28KiBauGY11MzhfeH7ZWexyY/HGtgeiLmG2Vjyr80IBUWMgOpUw92oSZr8yEIcX86WtRZVPC6KQsVIpWEDUGOKKIhg9xYKbDMSWLpnAXFz54pAi7PRzYMoyEWa1+XeO9puVcb/xTlEEmnqmKAQNQ2VYeiDmKiCOJzBnQybMTRuH6AXE0vogdmgqkMY8BUTbHogHtcJznhALeZ97UcKsB1SYLMzIdN5JdaPY/1Bi2tnQOBeSA6KIaEC5JcznxNYD0DVtpev7ll7wdhiIpgJUJOZcCsEonDqUl5UcDCi6p/w4A3Ekxs7MbQxBTmr8FKTSH08xhU4alD5QgpkOv0yQvlqxAkUmuXrmBRZVOGho7CafJTZGQRKz/A3cSGGOhgI6QzfXqn4pIVlA+TxyAEglYf3PxPYlH8/JPjTuq8OOhDnhzFfOiiR0LDIQMwsTJq69Op9JmM1eM/E+2PckAIqWOtoTS5JKW2MBupLCbFvCbD1Exfh+K4P/mBa+oCgZhq8T6AxEhwXEfl3C7E/G3mhMYQ6bDGkqVbjCnAnuFRCP6gnMJiaIDjCElawosEJjIT7/I0csxBEFxMMb4Kn/FNvnfzDrZzIeiNnH8j2x8QTmbBjhr1emIBXZxuZjINZohI8eywXE/AEqkGEae3GR1tJiKnBcYyBaChz0KxQlw0Lcdu+Ql/QxhEMFgS2kU6xIijnlqRlXur77yXWZJGarOKQFdc1qqi785kgVzNEK73sey/k2RVEsF7rHErzXqozDMWQD4ycJc18smQlQmbDQtWQnu6jwIQNRUTI+OIMTR08BUTIF3ZAwK4riqSCVfj2IoMAEYOdDIkyjakJO70OJJgcFAqfBJlYYXXGHfot+hB7cMApDVEwzEPf+DZKD0DiHmpnL9aet9lcyabbUKcwJQ4KxXQmzle9qLPa4IVNs0hgMdhjKRkgPxIJtl0eh34upNOm0ql/HY0HCLA3hw0WWAsrJ3NFTA+YWTfKg5WRpGIgj2oTlb4fGOdB9BO57P6TtfY+4kak90AX33iqM/M+4Cc66JetnZHG+kAeiX+/BYmHEb1gGCbOqqnobm2+BWP52fVYKiIlBaHlJbOdjIHo5hdliiMqYYiBCxgdxzxNDFi4aKsW1VBYGYstG6tQeTqlVDEw+1/XdT9KUWLYYiJ0WGIhg2QdxvIA4Et5rVcbhGHU+lDAPJFKc5pEAFTDPQIyn3Av4cANyEt83QZuYH3vF9oDXKzAlYU6nhU/RoRfFdh7ICaIXCohy0FiQ9fLC/4jHFbdCOP8EykkBUV7vdhmIoYAMUTHvgejFwW2xYC1ERSsg9rRCsgyrzSZhmYFoCA0Ih4L6tW87mdiBtUGGqWKe/WhMy7TK/HHigRh16T7JMBCdjQ969bbLn8WLqGFi0G/oC0YDA7GQr5huH1HkccuEmghVkSCqCke6nCXg6gzExhJ6IAJEquHtvxGJzHufgCe/Zmu/OmM6qMCD/0/I5xrnwBu+BzkWBsxLmK0tZIx26IV06W0rGYid+0rWl3YPJvX7MF8BUfYhljwQWzZCKi7Sepvm5XyblyXMZhPjJdp0BuIYKSBOWiKyANIJ2PGQ/nR9VRk9EF/7KwBPp5cTCrvf5sgQFTseiAc0lvscqwXEA89CPDdDfnjY2jgyKPrM7etf/zqKonDbbbfpz6mqype+9CWmTZtGZWUlK1eu5NVXXy32oYwZ2JmklBt9sSSL9QAVDxQQTU70vWZSLI+7p2Y+hKsh3lvy5Dm3YSpE5aX/hT+8B35xDXzndHj4E7D/aSH9HQa5n3JLmFVV1YMI8jIIjr4sEmsDYTjvfQX3mwlRsd4JO2cgSu8hMwxE5wwyv8HSambVBOHTggo9x4p7YA6gy97NFCNSyYynz2IRGmC3v3KjsBbWJ5rmB4eSPVgTDemen2ZRr9mLWFncc1vqL9sHJx6Iou0yyZ72KIzn03jtuWGVUS6YlVvJwoZc8CkWFEVhluaDeMiBjFlVVZ2BOKPIEuZINlbylGVw4w/E9ro7YMefLe9XLjavaL9fFAQCYXjrnVBRn/MzmRCVHBLmwXEJczaMKALXToVoHagp6NxbkmOQC7jVkWDesastD0SjfDkPK91r8xMj7DIQZZFpTECqjQwy5rKmMO9+FIAnU2cRLkLfIdmldhiIliTMABMWQf0s4W974JmcbxuXMOdGUVuVDRs28NOf/pTly5cPef4b3/gG3/72t/nhD3/Ihg0bmDJlCqtWraKnp6eYhzNmoDMQfVRAHIinWKIzEMubwAyZIlOhoI2Yw4KL29CZk2lgmpQx+ztIZVBnxeUYhKXT8KLG0AuERLFlw8/gV2+Aby0Sq/27H9dXnr0iYY4l00iiXlW+SbhkH55xE9ROKbjf5mrRCdtjIEpWl7MQFTOMrrHogWhpMBIIQN00se1hH0RLISqHnhNBQFXNMPMCwH4BMWsogUWYDZ0wIpPAbH3SXm/DAN3t+0QPUXEgYY4l07pnpX89EDPHfVI7FxXhgK8TPs1K8hMpAxuuyJijJTEf6LCfxNzRFyeWTKMoMKW+NBLmEX3Y8pvhwo+K7Qc+DO2vWdpvLJHmdOUAK/d/Rzyx6j9ESEseVEYKSZjtpcGPdsjCeEIOsIYkMZfGB1GOv/IFqADUaP1IjxXF2MFnxWMe+TJ4O6guErLW9x4fawxEyBQQ968TShSgoVwWZd3HoHULaRTWps8kVIS+Q/pbtvXEUPOkI484tMEEXVpBdZZZBqKiwIKrxXYeGfO4hDk3itaq9Pb2csstt/Czn/2MxsZG/XlVVfnud7/L5z73Od785jezdOlSfvWrX9Hf389vf/vbYh3OmEKdznLwT4jK4MAA85Wj4j++YiCWRgpkFrJAEUumRZIXwFF/+yDqEuZc53jvE9CxR6wwf2I3vOMe4SlU0QD9HbDp13DXW+COBXD/h1ipridKvOwpzMYV56pcBbue47DtPrF94YdN7bfJgUSxpAxEjVk6lgqIsjBr2g/MBz6IuoTZzO8o5cuLroeg6KfsJBND+VKYMwnM1ifttiTMLk8CmxyktEsY/br8KmE2yvokm8Ov30VieLJ0LugMxBIUFqQnlZMgFZnAPKk2WvT+Ii8redV/iKJNvAfuuQViFkgPiV5+EP4BQTUh2r8LP1LwI3qISo6xSu84AzErsv6GE0rrg2gmQAWGMhBNFU1SCTgsknDzBaiAsYDovUWRSFBc21ZTmMcUA7FxNsw4H1CFRRNllDBrRbZXmU8H9UW5piZqxeF4Mk23hRBYyW6fUBOxpogw4YM4IpBpHDqK1ut87GMf44YbbuB1r3sdX/nKV/Tn9+/fT2trK9dcc43+XDQa5YorruC5557jQx/60Ih9xWIxYrGMHK+7uxuARCJBIuEflp0VyO9l5/vVaIOOrr6Yb85PoGMXYSVFX6CGSOUkKPNxyzHqQDyZ9xwOxBP6+71wrmXhp38wTnLKWYSA9JGXSHng2OxCynfCOc5x8PkfEwBSZ76TdLgW5l0t/l13B8qh51B2PkRg1xqUvjbYcjefA26LRjm2/u0k5t0BSv4JiZN7MR9O9YkV1apIkFQqSSrLHCGw/ucE0wnS01eQmrTc1H1RGxUde1d/nFgsbolRM5gQ5zqkpG19XzmmiCXy3zeQGTgGVHt/y48IIr5zLJEy9Z2DtdPEtd15kLRHz5FkrQYp8DuqKqEdf0YBkguvRdXeW6cx2Dp7B02dE/keWYB2cv3I67VQO29Ep8aEqK0IWf671RpD/GS/+bHLQExMRMNBxZX7pDYijqGzL257fye1tqsyHCCdSvrWZjcaChBLpunoEQWqynDA122RooofIp7Mf0/IayoUcH5NFeofpzeISeGBE722/9ahjl4AptZXFP33CaiiPYsnc7TRb/oZoV9cjXLiNdL3f5jUW+7MKyMFQFV5y9FvMz9wjL7oZCI3fA+ShSfIktzbO5i9vZBJrJVhd9qG0QK9n01m2vVA8wKCQPr49pKMh9u7RVGjoSqc97eJBkTRMK1Cd/9gwUUMpWUToUQfakUDycYFI8aExvsxpo3ngoo35idGBDDXVgGk0ionekUNoLEy6LnvUkwETr+J4JH1pLf8gdS576c6LNqaUwMJ4vG4K8FqZhDc9RcCwFpVKNvUtLkxrKW/gWBYnhxI0NLZS1W4xtTn9h4XNaFZTVXWjmnmxYQCIZTOvSTaXoPGuSPeIgulAzHr9aZizR2LCSvHWpQC4t13382mTZvYsGHDiNdaWwUNd/LkyUOenzx5MgcPHsy6v69//ev8+7//+4jnH330UaqqiuuHUm489ljuiPFcONyqAEFe23+YNWuyn1OvoXuPoOQfVKaz+5FHynw0sEc7hwcOt7BmzeGc73v1iHhfa8sR1qw5VLLjy4WB3iCg8NyLG0hVn2IVQOtW/vLnP5EO+FPmcvyE+E7bNr+McnjoCm3N4DGu3vcEKgp/651P/5o1WfZwFSxcSVPfbqad3EBt+0YmKR0s2Pdr1v+unmMN55k6Djv3Yj609AGECKpJ1mQ57kA6wapXf0IQ2BQ+n5as320kRF0uRCqtct9Dj1Bt4Wfv6BLn+uWNL9G3x7yEQOLokQAQYPvOXazpyy8V6u4Tf2v9C89xbJvlP+VLbO8S7UV758msv/lwLGkbYDFwaNtzbDm1qOjHZwd9MfE7Pv/M07yWhxxQ13+QK7uPkAxEeOS1GOk94vt3d4hrZsPmbTSc2Gr67/YPxsXffXYde23mKrS1ir+97dXtrDlpzof5uePiNxw41WHqNzSitR8gREd3v+nP7jgp/t5gX6/lv5cNJ2PiGDp7Yzz88JqCtY9skG1XiJQrx1QuBFRx7T6z4WUgSCo24Ovvc0T7XXp6819fu7RraqDfnWsKcvePrdrf2nG43fbfevKo2IfS31X032dfN0CIkz25z03j1A9ySe9XCe76Mzvv/Ci7p7wh7z5ndqzjwt7HSaoBfl3zAaY99YKpY9l1Qnzvltbs527PIdF+Hdy9kzXdO0ztcyxge7s4b8da2/TzNrG7n4uBwb3P8lgJ7vHnWrR7rKst7zWrqqAQREXhT2sepT4/YZH5x9ewFGiNzGX9I3/J+b7HHnuMPfvE9XFg317WrPGWF3rbAECI/sFYwXv6VBzSaggFlfVPP4GPXSYsI5qo5loUAkc38sQDv+RkaBJyfP/AQ49QCvKxkk5y/e7HCQBPJM4EYN3atWwvAhm0AtEn//mJdSxuMDcHeUy714L9nZb7h4urFjKxdwc7HvwB+ye+bsTr/T3a+PbFDfTutj4nAvfnjsVEf795pYDrl97hw4f5+Mc/zqOPPkpFRe6ra3jVXFXVnJX0z372s9x+++36/7u7u5k5cybXXHMNdXV17hy4x5BIJHjsscdYtWoVYYtpR4nNx7h3/1aqGyawevWKIh2hu3j5F3+FHjjVcDqrV68u9+HQt7GFe/e/SuOESaxendunZtfje+DwPhbMnc3q1aeV8Aiz47etGzjQ28XSM89m5dLJqAe+RqC/g+vPmYk6Lb/fjlfxo33PQW8vl1x4PpcuaB7yWuCvnwFAXXgNK296r6n9/eNvX+as3d/nI6GHOK/3cZLv+HxeFqKTezEfNh7sgi0baKqtZvXqS0e8rmz9PaHNp1Brp3Lm332eM4Pm//YXX/kbvbEk5158BfMmmjQVBr61ax0MDHD5JRdxzqwG05+TeOnhnTx7/BBz5y1g9aqFed/7pc1PQjzBVVdczsLJ5lYa/Y7GfR38ZOdGKqpqWL06v38RgLKpHR55kNkNQWZ4oF0cDlVVue0FMTi6btXVugQlGwJP/xfsgsDCVVz3+jfpz7/yyC7Wtx9k6qz5rL62cJFU3o9pJQikWXX1lUxvsFdBfO5Pr7K+vYV5CxezemXuNEsjjqzbD/t2s3D2dFavXmbp77X3xPj65rUMphWuu+56U+zg6M422PEKE5oaWL36Akt/LxtiiRRf3PQEaRQuu2qVLSl2obbLL/jy1qcY6I0zc95i2LeHSU31rF59YbkPyzZ2H+/lm1ueIxCOsHr1lTnfV/VaO+x4meYG59+3UP+4vGuAH+1YR2c8wLXXXUPQxux/05qdcPAQ5542z1Qb4QRbjpzie6++SCRayerVl+d8n7qpDh75F05rvY9FK9+GOi/H+T7xGqFfCPuR7yTfytwL38bqs6aZOpaKXe38avfLVNZm/53uOrYBurq4aMXZrF5W2B95rEDd2spv9myhvqmZ1au1BeL45ajf+jZV8ROsvngpNMwq6jFsfmQXHDrIskVzWX3d4rzv/fwrf6NnMMkFlxQerwV/fxcAk857I6svHDkmMN6Pzz78Ghxv4bTFi0z3b6VCy8kBvvrKOtJKkNWrr8373m0t3bDxBSbWVvD6G64o0RF6B2rvvSgHnuaqSV2kL3kPn9v0OPFkmvMvu5IZRU6lB1AOrCO0eRC1ehJb4+I6WvW6q5hSBDn5PW0v0bq3kzmnncnqs821k8/88VU41MJFyxay+qr5lv5e4NnX4KmvsLT2FKdlGWPfdUzMqZedab2NLdbcsZiQCl8zcL2AuHHjRtra2jj33HP151KpFE8//TQ//OEP2bVL+E+0trYydepU/T1tbW0jWIkS0WiUaHTkxCQcDvvmR7ELO9+xuUbc1N2xpG/OT3PfHgBO1i72xDFXa6bUibSa93ikcqsiEvLEcVeExS2dVBXCkQhMOwf2PEbo+BaY7XzyWQ5IH8qaysjQczx4CrbcDUDgwo8QMHn+qysi/Dh5I7dWPEm0fQfh1x6GpW8u+Dm325tYWkykqqNZrh1VhQ0/BUA57/2EK6wxrZtrIvTGknTH05aOWXpjVUUjtr6rDB9KoxT8vP63Kuz9LT+iKiroBYXaFR1NcwAI9BwzfX2XEvFkGmnbVF0Zzf+dXhNsicBprx/yXRq10J/eeMr0daCqGU+a6ooCfzcPolp7mVYxvY/euPi7DdXW/25znVioUFUYTCnURwt/Pq1ZVUdDQVfuk3A4THUkSF88RU9cpbnO+j4HtY4va9vlI8ggle6Y+EJVPv8+VRWifUmm8rcvqnZNhUMB175vrv5x1oSQkN+nVDoGUraK/cdOCfnirObqov8+lWbb6PPfB62voLz8f4T++EH44FrhWWZEYgAe+AAk+tkSOZsfD97IDy30d7WV4lgGEtn7cZmEbqctGs2o0GTAqbShXQ83ivHwkfWEj7wAE60VGqzipOZPObGusuBvUxsN0TOYZDBVoB9Kp+HwiwAE515OMM97w+EwWgizZ+YnRlRViGs3kSo8Ru3U/PAm11V47nuUBMtvhgNPE9z+AMGVn6KhMkxbT4y+hMlxpFPse0I8LnwdyRfEvKXS5hyhEKbUi/6ho998/eKw5pE7d1KN9WOaLiTZgROvZR1jS9/ylIk5TS74qVZl5ThddyO++uqr2bp1K6+88or+b8WKFdxyyy288sorzJs3jylTpgyhdMbjcdauXcvFF+c3hB2HOeghKhZMSMuNif2igHiqzhsyPTmxkAEeuSB93LyScpYJf9FmeDLlr8W/QSqZEJVhQSMv3wXxXpi4BOatNL2/ikiQbqrZNO0W8cRT/0k5TLxkEEFW09/DL8KxVyAYhXPNMSuNyASpWAtK0BN1w/au55AeSmEihTnlrQCiUkC2K7EC7YoOOSHt3CcmDx6DMQwmb4hK1wE4vlUwfRddN+QlO8EiKRW9cOlGiIqZ1HCJbj2F2fqAMBoKUqHdW2a/bzHSymUyaKfNIJU+reBmybDcg5DX7GgJUQlbDFEpxbglGFCY0SiDVOwlMbecFBPEafXFZ9uYTodVFFh9hyhKDXTBPe8SBUMj/vJZaHsVqifyrdp/IU3AUkCZvB4HcqYwj4eoZEPOcKw5Glv6wDNFPwY59mqqKqBJJpPEbAynyor2HTB4EsLVMHV5wf0mS3ifW4W8D9Jq4dC9th6xgDCmEpiNOO0NEAhD23Y4vt3WmMkRdot6TXLeKv2pcKA415RMYj7ePWj6MzKga3azebWVDpnO3rEHUiPvv+h4CnNOuH4F1NbWsnTp0iH/qquraW5uZunSpSiKwm233cbXvvY1HnjgAbZt28Z73vMeqqqqeOc73+n24YxJyImNTIv0PPpOUJfsAKC/wSMFxPCwQlwOJFxIAnUTesqrLFBM15jALRvLdETOMaj9BhXGolY6Bet/IrYv+FBhE3MDZOLx8xNvFknNJ3bBtvtdO16zkIPFqmhw5Isv/o94XH4zVDePfL0Amm0WEPVihd0U5oC5yZeqqo7/lh9hNiVVR+NcCFVAoh+69hfxyOzBmFKft4C4U/OlmX0JVDUNecnOYDhpqPeZSn/OATmxMpMaLtGtTdrrbUh/jZ8rawFRm9R2WWwfJPq0YKvqbG2XjyDPaZdWQKyM+Pv7SMP3eCqdN9G11Omss5pEAfGQzSTmo1oBcXoJ5Hp68cnMhDFcAW//P6iaAK1b4M//nFnZ2HY/bLwTUODNP+N4qh6wdh/rKczx7IWlHm2MX2tjMWMaSEX5AAAgAElEQVQ0I+fCUDkKiAVSmCGzENNTqIB48DnxOPN8MGFpk/DwIq3xPig0HpLFpEl1Y7SAWNkIC7Xi3bb7aJBJzP0lmON3HRBzJCVIcs5K/elQkfqOydpv3N4TK/BOgcFEilbt+pjdZCMTo26GKMinE1nH2DkXI8bhfgHRDD71qU9x22238dGPfpQVK1bQ0tLCo48+Sm1tbTkOZ9RBTlC6BxKk0/ZMP0uK48K8/mB6EpEqb3ha6kw+nzIQ9Q5Z+h6eeA0GzXsbeAmDCVlANEzudj8mOraKelj+dkv7k5PEU+lKuPgfxZNr/zPr6lMx0a+xCqqHs15OHYHtD4rtCz5ia9+yQGCdgSiOyS4DUS/IFGDLGRmKXim+lwKWVzODIcGwBTjuvaQZeW9GQ4H8aYA7HxaPS24Y8ZLsr6wMho2nz0kBOhI0yTYyQBb+7HgHgo0CYhGKPY02Fxgk5OJH9ahhIIrzUBX2dwExGhTHr6oiuTQXMgXE0rS9s5s1BmKn9QJifzypF3in2fQ6tYKwBRY9APUz4OY7Bbt68+9gw8+hcz889HHx+mW3w/wr9fvYyoJHpXY99mVhIKqqOs5AzIGck/6ZF0AgBKcOQVdxAyY7erUCYo0ZBqLoE3oHCxUQRdgkswv7J4PhPvdg6oix304k899rGQZiEVI7/IKlbxGP2+6lvqKEDESNfcisi0hEMjUaO162ZmCVgXikqx9VFUV4M8X6EQgEYILm194+Mvgxoqv6xguIw1GS0cNTTz3Fd7/7Xf3/iqLwpS99iWPHjjE4OMjatWtZunRpKQ5lTEBObNJqhingaWgFxJ3qLH3FtdyQxarBggxE0fE5YcG4iRGFz5qJUD8LUIUk1mdQVVWXMA8pakmG3jnvhog12rr8bQcSKbjgw2J1r2MPbLvXlWM2i95YDhbPhp+DmoI5l8EUe+2iHLTKQawZpNOqfj3bLcqYlTAbV5y9cu+UApHhFgNmIK+B4+ZSgksJXfKe7zfs74RDGnNi8UiT6qkNYsB4qKM/L2vKCDmWCwUUU0EkueBMwmxv0m6fgehe39ikMRi6bEuYtbbL55JfeT+eHJASZm+MP+wiHMrcC/naYPlaqEgytOGQ0jI7EmbJPqyNhmyzfq0g0ybkZ3EOwdzLYdV/iO2/fAbuuhli3TDzQlj5r2J/NpjEskAfT6ZHFIQHE2mS2nPjDMShyClDj9ZkFtWLzEKUizPNphiIot3pzcdAVNUMA3G2ObuvUloVWEUwoOjCoVgq/3iobawzEAEWXw/hKug6wFJFywwYsNd/W8LuR8XjwlW6JB6Kd01JBmKbSQailC/PaqrKv4idD3KRPlsB0dAfjGMovNeqjMMxoqGMz0rJPBKcoM1YQPTGhMS/DERNwmwsUEw/Wzz60AfRuOqjMxDbdsK+J8WK/3kfsLzPSr2AmIZoLVyiMQXW/ldJWYhSljTkmo/3w8Zfiu0LPmx73xkJs7lOGIYV9WwycSRLqpAk1CgP+//sfXdgJFdh92+2aqVV1510vfi6fW5n+84F2xgXDBgbMKE4BtMJwcQUJyHlS0j4ki+UBCcQWjAQCMbGBAPGVFewfW537ld8Vdd0dzqdurRt5vvjzXszuzt93sy+3Z3fP1pJq92RNPPmvd/7FVGunTBAF4+FkuJcHd6vEohD4ikQc4zctzhfdv4KUGRgYH11yQCA5X1ZJGISJnJFlnVmBypY8KteTSZMlCoWoNEgoVmYaUwGx+tEUyB6mx9MqhmI9a9AJOctVSC21DuBqDtHrFTOVCGeSoSjTKLWsv0eLMwH1YD8MNSHQIUyysXGAs7/KHDqmwG5CJx4hWxMXv8toiKHNwJRT2hX2pgncuTalSSgrc7PW96gxHjR6P8Xgo15Jl8iG9RwZ2G2JBBH9gCTR4F4SosmsoHIFmZJkjRyxkbdRcmk/mZWIKba2AbspqkHAYSwvi/MAHsfIY9XXsnm9ZIUjgLRyQaOln/owb5MQXMQj++o+lYqykA0hXijSgTfkCSJqRDrokhFVdZsk8VRIGpEnPWgkQsgn8oPDOXWdZyDqCdwWYkKzT5c/TpDQsIO1MLMgsnP/QDQ2ksmaM/f6et43WCKLcJ15/wLd5FA9q4lZMfRI3rUZtsTLiyK+nPGswKRZSA6UyDGY1JgExERkXaR+8NACUQBLczM8m6Zf6jal1dX25cBMmatmJslTz0y4eh96anqV73qJd9m3KeFuUOADMQenxmIlMzINkgGIitRSdY3IZrQjaVW4ws9p8JTIGoZiI5VfSoOjxL1URj5h0D5deYq90qSgGu/TDZKYgnguq8Se7MKR2rtCpBoCPK4skiF2pez6YR35U2DImmlGgqBQKTlVMm45KhoKpsm94QJKwsztS8v2ECyNx2AZbSHlHXqFvoNVSs0fQYixfrrAQCnjd6PGGSMBZ2BuOchoDgLdC4C5q5FQd30DqpABdD+x7mizPKmrUBV7Z4KVCgiAtETxGA9InAHa2IWvUhFLgHHtgEAtiuLhAllp4UdNOPLDGFnCdmhqoUZABacQz4ObtYCvusE1EIek1R128xJ4Lkfkm96VOhRBSL736azwIW3kMePfA4ohXPNVOWIKQqwWbVmn/dBIOb9WqAKRDcWRXrOSJL3vDWniq5mLFAByhenjjNV+k8lH0f3C5djarsozk8Du+4njw3yDynWDJBsne1Dzn4/XgpEtxmIiqKwTbmwMhCDWAR2exgf9JhkBVD1TbjR85ZaQUXZwPQKSZJ0i3IrBWK41sZFqgJxIqflGTrFoVGiMFkQkgJRf+9zHZyfagM+8CBwy4tVG4B5NlY6P8ckSWK5nNMmBKKXNvhGh2WTdgg5iCOTWoGKE3KXtjBP5iyuDZf2ZUCL5ghro8AtnCgQS7KCYfXv2d/RxApEADjlMqClE9n8MDbGtgVforL5q+Tj2jcCkoQSPZ8CJKRbknEWD3N8wj4Hkebq+lMgqhbm4Z2Ek9AhIhDNIeaoEsE3Qq9594qRPUBxFjNIY1DpR0YQBYBegWi1Yx6EOsQPWHu03nq98BzS5Dp1jAyQdQR9gYokScDW75NG2v7TtJ1kl8gYNRue+z6gbQ4pZnnuDr+H7QhVJSp7HwGObyONYGf9sa/XZhZFFxmIelLPq6KB7kwWbey5oil3w0LKocWwDK09QMcC8vjYywEclXfk7BbFex4EijMkh3VgvenrrJlHyrO2D7lTIPq2MLMFjLONlVxRZqqWem5h7vFJIDZKiUrl37TeW5gBbYyxIr8KLHolHGVSSzKOeZ1k8b/PZQ4iVSCGZWHWZ7N5yr2KJ4GOeVVfZlEELq/jjDo/qCYQaQNzfV+DQcCySTuEHMQTanQMdYLYoZ1amJ0oEF0QiEWBLcwAHG12nJjKoSQrkCRneZINjUSakHkArok9Fuz6/vBWYO/DgBQHNpEyx4KsOYeCBCWKj47bRzANUguzlwZmiq4lQDxN1Jajg2XfcnI/bVaIOapE8A26KzkuOoGo2vJ2KQshIyaMAlFf2GE1iRTNImBovU6kya4roOVZ1AlogUpLMk52hp78BvnGxg8BHkmusgxEilQbcNHHyeOHPw8Ugw8nnqxchNNimDPfAWS6fL02nWidmMo7tox5sVhVIuFQ0SWacjcs6BVCropUqApx6IUAjso7NILf5P+ob1+2uF41BaJLAtHn+ePWwkwn7DEfuWOdGXf35iDIdq8t7RSUzKh3C3PlWFfvCkRAIwWtNigKISsQARJyD2gLPqc4pGYghmVhliTJfROzDYolrQTF7ZjVarThCY1sigjEatj+/wK2MbspUAH0CkSTOcHYQUJsSDFtLu8A2jxLjPVJJej/ycqNcUwlkfqyaVbS19RQbcyviz+JyWn3mbKO8eht2vt1LQKgZYoGfd+Yy4pUrBWIJVnBgZNqiYofBWI8oTUxV4hsohIVc0RXY4OCZSA6yBCoKY4SRc3LMhmgRFEAtOgUNbMWRSped5WDgqGFGQCWvYp83Pf7kI/IHxhBkYgBO35JJlGZbmD9Wz2/Jj3Hquzp57wXyPYTa8uz/+P59Z2CLgjaUnGixN3xS/INH+UpFHPa05AkMjE77rDNjEfba8IhIZPnQFbWK9IOg8PL0C9mE7OlArFU1M5pC/syAKxVFYh7jk/axkYAQFEhCyK/zcRuS1T0+YdeVbreS1Q4tjAzBaLXEpXGamGmaAwC0X7BQ8/3IK1olaAWM7dFKrRYaUFXePbFlJWCzQP0/wu3c0WNQDTPQIxQDraRKZs4iEIiEJ0UqAD6EhWT8Xj/4+TjvDNI8Z9DiNzCDDizh1ISaW57k+cfUix9FQqZOeiSprB68qlg3mNkD/DyT8ljWjIJ3X0jYAWiVqRivXY5PDqDQklBKh7DvE6fG0x9q8jHiiZmw16BCAAiArFh0almIApvYdYVqADiLEiScc3GYqUU0myfYiw80maD3dKLycd9fwDk+hkI9RZmptDbcBOQ9H6zYArEigk5khngok+Qx498ASg6bzD2Alqi0ppOAE9+E4ACrLhc2wnzgZZkHKv7yURzy+Coo5/hoUBMsRZmZyUqohDvYYLFDLgiEFUFomBFKjn1+kwbKRAPPAHMjBDCf/H5lq8ztz2NrtYkZAXYdWzS9n25WZhj7jIQ6f3Uq31Z/7OOMxCp3ZRjY253GzmG0ek8U0a5QaNYmCuJ74wg8w8/cFJMUGSkdHjjLw253z/i3MJcLMkYUgsUFnT5UJi4RNJlNqod9ASJ2/urGYE4zizMUQZiJeh5rSgwHt8CzkE84ZZAZApEE8EHsy9f6Oo4RHd6OLGHUgViRCCqiMUxs5LYmC8pBOQoe+w/AEUGVlyhzT0RXnYuUyDaEIiDav7hwp6Mf1s1zUGsKFKJMhDNIeaoEsE36s3CvF0hBCIld2oNSZI0Ms6BAlEUi0Ba/ftVHfOCs0m23vQJkrNXJ5hVB+3VsQNEPSnFgXPf7+s1W5iF2YAY3nAT0D4PGD8IbP2er/exw5SqQOyIzZBsRwDY+CfcXv/sJd0AgK2DJx09n4cqkIZ1F2xIibAzuESCk+DwKtD8wKMvC7UBYEk6U/vyqtcSi4gFJEliNuZtR+yLVGhkIa8W5rxDqyJdtPspLvCuQORvYZYVb3MErUG+vgm3RlQgOspArIEySd/E7BTHJkj+WSImYU6IBIITFacb0LE+JsG1DbNVJbVnCuXk0kRkYTaF/rw2JNIDzkE86ZJAtM1A9FCgAtSBhdmRApGQSE1foKKHamO+DE+hMGu/4eoKk8eAraoD66Jbyr5VDEm5zhSINhbm/TzyDylYE7OxAjEiEKsREYgNCs3CLDCBODtOmkUBbJcXoSUZQyxgabQbUKLJSoFYEExJRRfUVRPfeBJYvIk83ls/NmaqQHxT/l7yhbXXAJ0Lfb0mXSRWKRABINkCvOqT5PEjXwQK9i1gXkEX4fP2/gTIjQO9K0jLGiecvZgQiM/sd0Yg0vPcz7mcYApE65ttTrDrJkykzK5RK/ScQkKeC1PAyb0BHZl7mFqYFQXYrl6zNvZlijUDxMa8w0EOIp3L+SYQqVrL4eRQa2D2vmj3WqLC0+6fjMcY8TDioUiFbn40WgaiKBuYfpB0sEFREwtzD1Eg7nNBIFL78ryulsCD+/XgnYHoJ8c0Y2NhjhSI1dATiKb32QBtzG4ViG1pCwXi5HFgWFVF2Sj5K0HP3zCVxm6QdkDUHx2PLMyVaFu+CYPyHLRJOcy8eB/fF3/i60ApByw4p0rxShWIQVuY+1UF4nEbBSJVs1N1uy8wAnEnmb+qiDIQzSHmqBLBN9wGtdcEx4gSrtDaj1G0C2NfpqCLC8sMRKakEuNSMs1ABOoyB3G2UEIXJnDp7APkCxzyAekiMV+SjYmus99FWm8nDgNb/tv3+5lhKleEBBm9L32HfGHjh4EYv/Po7MWkiOX5Q2OOds94EBVOG8v0jc/NBlZ0ZDGuVCGeAOaqFguBchBNS1SOvkQ2hxItjknxtfOcF6nQP53/EpXaWZjHZwuQHdiHg2hhBnQ5iB6KVKiFuVWwe7ZbNKQC0cEGRS2sjTTkfngyx84fO9AClfl+861cwkk7rBvYttVbwGzDk+blRQrEaugVd6b/wwAJRNclKiqBOGGkQBxU8w/nrgNae1wdB90YE7V8xMl1RhWIcyMFIkM8HsOvY4Tci730Y34vnJsEnvomeXzhn1UV39FoogTHdYoRHCsQh1UFop8CFYqeU4jDLT8BjB9mX+Z9L2gkiDmqRPANzcIscImKal+e7iYLY1EKVCgMG40rQHf4RCmDSFnZrlkO4u9Jo3EdIFeQ8fb4g0ghDwycrqkofUB/ns0a/W8TaU2F+PsvAoUZ3+9ZiZKsYKZQwiWx55Ac3QOkO4Ez3sH1PZb1taG7NYl8UcbLDmyhfhY5FHSiapuBGBApUg/QFvgur8F+amMWJwfR9Jyh9uVTLiMN5w5AFYjbh5xbmP2eP04JbwpWouJD9UPdAYoCTDggUvIBkT1dHpuYc8USu+/Vu4W5OgNRrDmIFzBS3GLeorVphqfq68wk0dVKzn2aXWUHVqASUgMzhZO/oRv4ud9Rkn4qZ6ZArO9rMAhIksRUUqZzkUUbCWEQQA6i2xIV+j/MFeXqzV5qX3apPgRIiQwgsIVZPS7rFuZIgWiER1suAQC07n8AmHGWc26LLd8FZseIG8rAOULPp6CV6/26DETDEiQV+0c4EoiJFNB7CnmsszF7ihxqEjTf6q1JQC1WQluYj5EG5olOIh0WTYFIVTU5i1ZQ8RSIFqTnvDOAVDu5QQy9EPKReUMun8ONid+STzZ+uGpHzAvSiRizQ938gy3YdcxA8XTWjUDnImByCLGt/FWIM4US4ijhowm16ezsG0kuD0dIkuTKxsyD1NO3H1pB9HDvIJH2mqnCilTEUSBSpXPVBsorvyEfV1/t+LVW9bdDkoDhybxtczi3EhWXVkWWgehDgdiSjLPjduIQCEyBqJI5J11amKd1REZbnRNuVQrEpFhzEC9wkt8XFClth2V9ZDPhlh8+i0d2Hrd9vtbAHDaByDkD0UeOKStRiTIQXSFptzmUzpJscEArKeGEE5Pk/tWbdWdhBlCuzpVl7V7qMv8QEN/C7KyFOcpANMKJ1pXYKS9ATM5rcTF+UCoAj3+FPL7gZiBWfW9nCsSgS1RUBeJMoWRaLKQoCgZPEAvz4h4OFmZAszEP72RfijIQzSHmqBLBN9zmLNUE6kJ4JEtaZ0Xb/XeiQBRNSWVpYY4ntElIndiYB448gAXSCUzEu4DT3sLlNSVJws2XrUAiJuHBHcdx1Zd+j7+55wUMT+pIi0QKuPhTAIDYY7chLvNtZJ7KFXFr4i6cE9sJJdkGbPwQ19enoEUqWxwUqZiSQS6QpCUqRWcKRFGUu2GCqYTdTkgGTiMfBSL/qdK5rIV5egQ49Ax5vOIKx6+VScWxVM2ysVMhMgWibwuzO6KAh4VZ//NO7s9BlKgAQHcbVSC6myPQCX1LMiasNc4pqjIQBZuDeIETy1VYC8FKfPKK1ejMJLHj6ATedfuTePftT2LnUfPIgsM1JhC5ZSAWvN9bzSzME7SFOR1lIBqBqtssx/YAbMyFkoxxldylZVV2SMZjTLBQRpjseRAY2U02/ldd5eo4SrLCGqhFHadT6hrLbKySZYVtJtJm3ggEna0p/KykrudeuNv/C75wNzB+CMj2A6e/3fApNPIpGXAGYiYVZxsjR01yEE9M5TGVL0GSgEU9nO4PfdVFKp7n600AMUeVCL4hfAuzojACcbiNEIhtggWyW5JxIDsgtdrJNwNTTZoNdjQHsU6KVNYN3gEAeKr3WlJwwgm3XL4Kv/74xbh8bT9KsoLvbx7EpZ9/CF99aDfLdcOZNwBdSyBNHcPS4w9we28AwMs/xYcTPwcASNd+GehazPf1VZyl5iBuDUmBmEyotiEbBWI+KlFxPyHpVwnE0f2kgEoAGFqYdz8AQCHH2zHP1evRJubtR6xzEHkpEFMJdxmIrETFp+rHDYEYVFFXj7q4datApAUqojkGvEBP6CRiUkOMR8yWb7GJw86pkK2NF63sw8O3Xor3XbQMybiEh3cex2u/9Ag+/b8vGKqOWQZiyASi22gDO/i535mWqOQiBaIVHGWXMQKR33yYjqeSpMVEOEFWJYLLCMQn1Ty6M98JpNtdHYc+31t0C7OZumtkOo+irECSgL5sRCDq0dmaxM9l1da+92HSnuwVsgw8eht5vPHDpmutAiOkgz+fqGX9mEkOIm1gnt+Z8RW7VIY5as748R3sS1GJijnqf7YUwRB0gTKVL4kZ/jl2gDTPxpI4liLkSUYw+xBtYTYrUdHvTouy8LAtaFiqEoj7HwNKAudjAsCR57FgfAsKShxb576Z+8ufMieL/3r3ObjjA5tw2oIOTOaK+JdfbcdrvvgwfvrsISixBHDxrQCAlcfuBfJTfN74+A703f9xAMAPYtcAp/H/3SjOWNiFeEzC4bFZHBmzznLMcVAF0nBlO+VGc5eoeCQQW3uA9vnksVpAVWsYqlZ3/Y58XPEa16+n5SDaEIiKpL6vv4kjUxo5bWHmYGEGXCoQA7pWuj2WqFCLXb3nHwLl520jqA8BZ6pathAMOAzfCF2tKfztG9bhtx+/BK89dQCyAtzx5CAu/fyD+PIDr7ANPEVRNAVi2BmILjcW7OBHcd+aNFMgqk3oEYFoiKQDIh2LNpEcxFF+OYg0/7C7NeWqOZwSwYxAPLkP2Pkr8vi8D7g+joKuoEsUgUMl0jYkL21g7m1LCfs71ApdmST2KwMYyq4DFBl46R7vL7brt8DxbUTpes57TZ9WohmIIdw3qI35mIkCcT+zL3PIP6SYo1MgqtmLkYXZHNEV2aDQ70oaNnvVGjTHq28VJovkJltvCkT9TU8UIkR/zIbhswPrgZZO0jR15LmQj84lnvw6AOCX8nkotA0E9jbnn9KLn/3pRfjiW8/AQEcLDo3O4M9++Cyu+8/H8EzXlVC6lyFdnED8vk+QnBA/yE0Ad/4x4oUpbJbX4tut7+HzS5igLZ1gqq4t+62DlnM8FIhxGlzuTIHYjJNCatvxNCFhOYhi2JjpRgXdbIEsA7vuJ49XXO769dawJmYbC3ONMhAp4VcTAjGoFma3CkQ1A7ERCET937QRGpgBIOlgwUMJ82QNNz6X9rXhazduwF0fOh9nLOzEVL6EL/xmJ179hYfwv1sOYnS6gCmVNKtZBqJIJSr5ygxE/4VOjQxHecwB5CCOTLorUKGgTcyTdL321LcAKKSIrG+l6+MolCkQxZxn2V1nNP9wTnuUf1gJOod4tlOdZ239b++Fj3/4Evl4zk1Apsv0aYVSeApEVqRio0DkUqBC0bcSgATMnASmhgE4yFJtYog5qkTwjUQ8xgLOhbQxU/Jq4DRmzRBtAp+2sQPrb3qiKRBlBSjKBoviWBxYQm0bj4R4ZC5RzAEv/wwA8P3i5cyaHRRiMQlv2bAQD37qUnzqylVoTcXx3IFRvOUbT+PL6fdBRgyxl34M3PUuoGB8Q7OFogD3fAQY3onZTD8+mv8YMi3B2zJokYpdDiLPFmbHCkRBrpsw4blEBdByEAUpUqlSIB59AZg6BiTbiLrDJSjZ/crRSUsSmjuBKMuWbX8U45wW7SIQiN0eW5iZAlGw+7UX6Me61gawZAPO7Lc0YiLoLCsnOG9ZD37ykQtx29vPxIKuDI6MzeITdz2Ha79CCJ3etpS2QRESuGcg+iEQ09UW5kJJZs6YyMJsDMfqcs45iCdcNjBTUAHFRK4I5KeBLWp533kf9HQc9NyNSXClhAwTdKzKmYxVtIG5P8o/rAJttH88cymQbCXZ2N97s/tG5gNPAoOPAbEksOkjlk9l2blhKBDV0hyzDMRBtYF5MU8CMZkBupeQx2oOoq/5eoOj+VZvTQShi1QObSEf55+tIxDFmgi1JKiF2VqBGI9Jwtyg9WUGdZ2DuOchIDeOsUQfnlJWh7aAyKTi+OhlK/HQrZfiHectQkwCvrhvOT5Y+DhK8TSw4z7gB28lSkK3ePQ2YNvPgFgST533JQyjMxTS/OwlZEfRjkDkkoHosIW5mQlE+jubjSuWoDmIQy9yPCLvYKQzHXeofXn5JaSIyCUWdbeiNRVHviRj77B5ZAB1pfkt4aELGEUBC5y3As1ADLdEhRwXbxWJpkD0VqLSaArETMgkVVBwkusZ1DnlFbGYhGvPXID7P3kJ/vy1q5FNJ9gCMWz7MhBABqKPzTmjEhW9qyjbANdhEEg5JYE55yDSDZkeF/mHgC4DcbYIvHg3MDtKsrFXXunpOIp14PJgOZUmNnNqX6V5eBE00DnEYKEduOFHQLqDEIHfeT0wMeT8hWj24elvAzrmWz6VbTyFmoFobWGmxXvcwHIQCYEYWZjNIe7IEsE3qM2KqiaEgaIAh1UCccHZmFatGcIqEE3yBOniWaSAYr2V2nTAozmIg5v9W3KDgprnsbXtVVAQQ0vIRNPc9hb885tPxy//7GKsHWjH70obcNeqfwVSWWDvI8B/X0vaZp1iz0PA/Z8hj6/+FxxqI0RQGJP/DYt7AAAvHRq3JK14tjDbETLNTCAOqDuru45Puv9hSiAee5nYhWsM1sJMF8bMvuw+/xAgRMJqVYW4zSIHkSkQ/bYwJ7Sx226hKcuKLgPR33XL7s2OFIjkuuRvYSbH4FWB2AjERboRLcwsA9H8fKbkQhhWNDdoScbxkUtX4KFbL8Ufb1qMeEzCq1b2hX4cbCOME4GYY6U1HkpU1GzwaZ2FmdpcW1NxYRt2aw3H1kPOOYiMQMy6IxBZBuJsHnjyG+SL576fuIY8gN7PRIlXMoI2VhnPSyl51N8RWZgr0Zkh59foTIGQ4O+5D2ibCxx9EfjWlcCJ3fYvcnwnsP0X5PGFH7N9umZhDlOBaG1h5pqBCGg5iMM7AegIxMjCXAVxR472QM8AACAASURBVJYIvqE1MQuWgTh2EJg6DsQSwMB6pkAULcScFZKYEHEFH5PCoBCLSZotwCS7EXPXAZkeoDClKUFFQjEP7CA3tc2ZiwEgdAsTxeqBdlyyiixgtqXPAN79MyDTDRx6xvlO3+gB4O73kqDjM28Aznkvy3YKQ3W7qCeDvmwK+ZKMlw6PmT6PB6mnX5BaTdxFvHbCwqblvQCAzbtPOLLNlqF3BRBPA/lJYHQf/4NziTLSeXYMOPAE+YaH/EMKWqSywyIHkQoWeFmYAfsJ4mS+SHO1w7UwB3StUAvz2EzBNrNUDzp2iZZZ7AVlCkTB5h9e4SS/T/Txty+bxmevW4+X/+Eq3HrVmtDf30kRjRvkCt43AYwUiHQjoxFI/KDAGn7t/oeccxApgdjrMQOx4/gWYkdNtABn3ej5OFjOtMCbtHbqLkoeRQrEalALM5tDDKwH3vcboHsZMLofuP0q4PCz1i/y2L8DUIDVr9eIMwuUQoy+6Ff/58cNFIiTuSKLCuCagQgAfboiFZQrmWUHLpVmgrgjSwTf6BDVwkzVh3PXAskM21ltE8zCTBWIZqottrAT7AZNj8e0iTkW09k2BMxB3PswISOy/XgxTgbzWhGIgDaxm8gVgQUbgPf8EmifR1Rgt19F2vLMUJgF7roRmD4BzDsDeP0XAUkKtclUkiScRXMQLYpUeGQg6gkZawud2AvYIHHmoi60JGM4MZXHzqMuVYjxBDBXXVALkINIz5mWZBzY8zAgF4HelUD3Us+vuZYWqRyxVyD6tTAnYs4IbwAYU62+6UTM93jkJQPR7+9qdAyS+uuPupgj0LFLtMgRLyjPQGwMApHZAq0yEENUkviB35Z1r0jaWCvdgt7vPLUwq+fldKHawhzlH5qDnttFJzmWHHMQRzxmINI27VMP3Um+sP6tQGuP5+Og139CkHglI2gtzCYWZpU8mhspEKvA5hD6CJKeZYREHFhPRDrfeQNxTBlh/AjwvHquXfhnjt6T/p/CiOyyUiBS+3JPWwrtvEukmIV5B4Dy9X2kQiyH2LOHCL5AbVbCWZgPbyUf55Ndv7pVIBbFtAhoTcwWg90youwTMgfxZWJfxtprMKM2dAddomKFbEtFO97ctcB7f0VIkpP7gNtfCxzbbvzDv7yVnO+ZbuCPvkdCeqE1KoZVROCkSIVPC7P2s1YTdx7vVa9IJWI4dylZGDy+e9j9CwiUg0g3V9KJmJZ/6EN9CACr+2kTswMLs8/zR5Ikx3lnmn3Z/4S106GFuSQroJvevLOsEvEYO46TLmzMjWRhbsQMRCfWTaZOEszCLAqCykD0Ml7RefF0Tk8gknGD++K5geDqf8gxB/HEFCG9vLQwz8VJrDv5IPmCx/IUiqJgOadGsG1hjhSIptArEMucLNm5wE2/IFFV+Qng+28BXv5p9Qs88VWglAcWnw8s3ujoPcPceKL/8+l8ieUuUwwGZV8GgDmryMfJo8DMSceiiGaEuCNLBN/QLMyCEYiHtPxDQCMQhVMgMiLOTIFIvi6aRcDuuAFoOYgHniCNx6KgVNAyOdZdpxEUAigQp/Q3se6lwHt/DcxZC0wcAb59dbUd/Jnvqk16EvCWb2ntXrrXag1pEb5hiUYgmtlm8xwyEOMxiamarIpU8iw/VKxrJyxQG/Pje064/2FKIB6tPYHIVKvxmC7/0B+BSC3Mh0ZnTBV6RYWcZDwIaJZ3ZqM2olEgHRxUP04ViPqFVRBku5cmZs3CLNb92gvSZRbm+v99ACBFrZsWG4j1QC7UErwzEP0QiHRenC/JLGqALqgjBaI5HFuYAa45iJqF2R3p1d6SwDsT9yOOEiF15p3u6zgKgjqk9EhZiB1kWcHxySgD0QxdagZiUVbYPZmhpRO44W5g7TWEJLzr3cDTt2vfnx0Dnv42eexQfUjeK7yNp7Z0gq29jlWoEPepBOJS3vZlAEi3Ax0LyOPjO531CjQpxB1ZIviGkC3MsqzlMsw/CwCELVGhNrVZmxIV4RSISWvlJACSd9E2FyjOAgef9vxeR8Zm8M/3bcPBk9OeX6MMex8BZk4CbXOAJRcwArGlRlYmAMiqWV+Vu2BoHyDBxQs2ADMjwHffqCk6Dz0D3Pcp8viyv6kqlaBqgmxIOWKnL+xEIibh6HgOh0ZnDJ/DSxVIi1SsFIj1MLkNEhecouYg7hlxn6vSfyr5KBCB2D65Gxg/SHKbll7o6zU7W5OY30kWDDtMVIi8SlQAbQPIbqFJ76N+G5j1r1F7AlFVIE57USCKdb/2Av3fVLT5h1c4ye8rlJp7A8cO3DMQOSgQAc3GHFmY7eG4RAXgmoNICcTuNnf3ifakjHfGHyCfnPcBX8cA6AovBLYwW6lET07n2e/Ql40UiJVoScbY32/U6P6dbAHe+l1gw00AFODejwMPf540HD79bSA3Tuy6K69y/J7aORXOfYOqEI+Ol4tcBkeIhXkx7wZmijlaDmIsJrnbjGgiRLOHBobWwixQicrIHiA3Rhaac9cB0BSIok3g7ZR8BUF38dlxm2UgAoAkcbFtfOXBXfj6I3vwvc3+2+sAlNmXEYsz8raWFmY6SZ8wuo5ae4B3/ZRYwqld4NkfAHe+i+z8rX49cNEnqn5sKh9ujlhLMo5184mya8ugcQ4ir6w1J+qNZm5hBoD1CzqRTScwNlPAy0fMy0IMQRWIJ/cBOXObbxig5QAdhx4mX1hyIbPp+8GaedZFKrxKVADnC81ALMyzRcsinZyqcpekYBaC1GY3MuV8k3GyoTIQG49ATNnkigHaQki0FmZR4Ip8coC8j3zhdCIGeunTIhVmYU5HFmYzaDmWDv+HHHIQZVnBSTWTzq0CcfnxBzFXGsVIrAdYc43nY6Coh00Ctnln8D+i+Yc9bammnSdaQZIkdFYWqVQiFgfe8CXg4lvJ5w9+FrjvVmDzV8nnF3yMZOI7RDHk6Iu5HeQaOjZRrkCkDcxLgrAwA9U5iA6KyZoR0VXZwKBWK6EszLRAZWA9ECeDH1VjibYgscsSFJUEcWRhBrjkID62i1gw3WRomaJUBLbdSx6vuxaA9juIUKJSpUCkSLcD7/wRsPp1QCkH3PMnRI3VuwJ401cNb9BTufCbTFkO4n7jHMQcJwIxEXe+gOVdDFEvSMRjOG8ZzUF0aWNu6yUlPgBw9GXOR+YO9JxpG3yIfGHlFVxed80AyUHcZqdA5EEgxpzZFel91G8DM6ARiCVZMR9XUL5JJUn8J+3UwuxFgdgIFma9glW0DGavYOSXAwuzaO4JUcBIWF4lKj7urZIksbnxdD5SIDoFHdeLThX+HDbUx2cLKKnv51aBuGzP9wEAP09eBSTc5ScaoaAeh2gRS3pYKRCjBmZ7GBapVEKSiAvq6s+Rz5/6JjA5BLTPJ0U9LkCvpbA2nua2EyfKsQoFIiMQg7AwA2UKRMC+LbxZIe7IEsE3hLQw05w4tUAF0FmYBbNEaRZmMwWioBZmm/IXBkogHnwSKBjbWq0wNDaLPcNESm61CHaMfb8nVuDWXmAJmcxpCkSBCUSA2AX+6L+B09+mft4GvO37JIvEAFM1aB4/e4l1kYoflYQedHeyaJGBSBdmIu+OB43z6zwHsViSUZQVZDCL1KHHyRd95h9SrB6gTcwmCkTWwux/XGBKFYcEIg8Ls95+ZHV/zuszJgMAVSC62QCiJEYjlKhIksQWB60NUqKScmFhjhSIxuCegehzrsiKVNR5wzgjECMFohlc29A55CCeUMfR9nTC3b3p8LPoOL4FeSWOuxQ+99ACi1gS9xpPW8SHRA3M9uhS5yKjTtb4Gz9Esthj6phx/kdcE9V0Th8PycLcb6BAzBVLODJG1qtLgrIw96kE4vBOANZZnc2M5l29NQE0C7NABOLh8gIVoB4szHWmQEw6VCD2LCe7UKU8cOBJ1+/z+B6tQdbQ3usWtClszRuAOFmcsgxEASzMMwXZekERTwLXfY3cpN/3a9LWbILpXPhFBGcv7gIAvHx43JAUp+eL3/OZ5qNYqTdygpLvYeJ8NQfxyb0jzBriGALkINJxcVNsG6RSHuhaTFS3HLCWWZgnDDMi6anFQ8GqNUHalKioY1xHxv81K0kSuz87IRCDusd0UwuzCwUiszALtuHnFZScFc0B4RUpG0JcURSmJGnmDRwr8M9A9HdvbWUEInmdqETFHkm3KlIOOYg0/7An61JB+NQ3AQC/lDdiMNfu6b0rwTYJQiJ7vMCqhZkWZ/RHCkRTdNlZmCux/nrgpnuBV/+1p5ZvVr4VUq4mVSDqMxAPnpyBrJAxsc/tdeYUVIE4dgDITXCPtGgUiDuyRPANlrMkigKxVASOPE8eqwrEfFFmk1nRJvCsjMQkS5DtKotGIDqVW0sSsExtY977iOv30VsvfROIcgnY9nPy+NTrAGgKJ6C2JSp6leCUndIyFiM36YH1lk+brIENcEFXBnPb0yjKCp4/OFb1fW4ZiAlVveGghVm0aydMrJvXgc5MEpO5Il44VP3/sARTIL7E/8AcghKIl8SeI19YcTnAyWa7rK8NqXgMU/kSDp6sVkfTITnUDESOCkTyOuTat5r8B1021NPqXoGolaiIdb/2Crrh1mgWZrP7vz5aIikwuVBLBJeB6JVArLQwkzEjGxGIprCyx5rCZw7iiUm1QKXVBbExPQK8cDcA4LvFKzGZt87FdYpiPViYHSkQIwLRDHQTctTKwlyJxZuAS/4cSLj/u7ISlZA2nowyEAdV+/LintZAYl0AkGz7trnk8fDOyMJsAnFHlgi+wRSIM3xuSL5xfBtQnAHSHUypQi0ZgHgKxBZ10Jg1UfLRwSSsQFmncGxhBoClKoHoIfdFb730bWHe/ygwPQxkutkxzeqOv5YW5lQihqRErh8uSkto531biOe8JElaDqKBjTnMFuY8J7VjPSMWk7CR5iC6tTEP6AhEC6I2SFBVzaVxdVOIk30ZIAv4FXOzAIDtBkUqrESFw0Q25dCuOMYxAxFwtsGXY/eYoBWIzhcgU/nw1dNBIsUUiGLNP7zCzn6rj5agmz0RypFykOPrBn7vrfTcnFHnDXQe0hERiKbwZEP3mYNIFYi9bS4IxC3/DRRnIfefji3KSiiKRhT7gRaxJO41ztptDRWIhEDsjyzMpujKkPMsrJgyeu8IrUTFIANx/wkSmxVY/iEFy0Hc6SgWpBnRvKu3JgCdXORLshjefZp/OO8MVixBb5TJuCScncZOgaipQ8RaeLC8BqsWZgqqQDz0DJCbdPweB0amcWBEUwZN+LXJl9mXycI6p7PZ1rpsg87TeRGItESlNeRF+AY1B/EZgyIVXhmINFfLypYraoN52LhAtTG7LlLpXQHEU0B+Ehjl1IDuErmCjCXSEJZKQ0AsoWWqcsKaeWoOokGRCtcSlRq0MAPOMoqDVur2qEH/ThWIhZLMjikrmGPAK1pUckY0B4RXJC1UPUC5pVNke2MtwVT03CzMfAjESgVilIFoDidlblXwmYNIy6h6nBKIcgl46lsAAGnjB1m2HI9M8XwdzLGslF1HJ6ISFTtocwgOJZYOQEUBiZAszFoGoo5AHCEKxKVB5R9S6IpUHLv6mgzijiwRfCObToBe50IUqVjmH4o3eXeagSieAtFhBiIAdC8FOhcDchE4sNnxe1DFVF+WDPCTfog1uQS8/DPyeN117Muzukl3LKQblhlaVE6Ny8SuKLPFXdiL8LOXkBzErYMnq1TJvBSIdFFqtVvHyy5d7zj/lD4AwFP7RtxNTuJJYM4a8rhGOYi5ooyLY6r6cPH5pI2cI9YOkBzESgWioigoKWQ84Ekg5m0WmuMz5NrnZ2F2QCAGnBXa7dLCrI9waJQMxA+8ajmuOrUfZ6kZsfUOmulolv2mj5YQbe4iCuxs4G7hd3Muk6zIQIxamG3hyYbuMweRWpgdZyDu/DUwNghkuiGtv57FQvDYqNaKksSdY6Ut8lqp6iwqUTEHzUB0ZWH2AVaiEpqFmfzvJ3NFNvegDcyLA1cgqvPr4zsiC7MJxB1ZIviGPqhdiBxEqwZmAe1DLUyBaN3CLBoJYkd8VoHlIDq3bVDF1BXrSE7EVL6EkkHZgSMMbgamjpHGYp2KiRWoCPD31QhE/9fRjM6eEnbu1qnzO5GMSxiezJcpSAGeGYgOLMyC5oeGjVX9WfS2pTBbkPHsgVF3P1zjHMTZQqk8/5AztCbmcgWinujjQiCysP3aWJgtMxADVyCShe5Eruhockw3UFKJmNDKFjd4x3mL8fUbz6lpTAZP2LWKa+UKUnAZUnWOoDIQ/VuYqQKxsXJIg4DTaIoq+MhBHJkipJdjC/OT3yAfz34XkMyw/yePjWpWeCHwJoEZUa8oCo7TDMRIgWgK1yUqPhF2iUo2nWAxT1SFyCzMPeEpEK2yOpsZjTEDjGAKutipeRNzYRY49jJ5XAcNzIAbBaJYlxGzXjslEF3mICqKwgjEK9cNsK97nvS8fA/5uOYNQEKbeGkNzLU/N1ri/DIQJ1XSPBWPhU6gtSTjOHV+J4DyHERZVriRenRyUXRSoiLYtRM2JEnCJq82ZpaDWBsFYj43gwti6pgeAIFILcx7T0yVke76xQaPzRunC03Nwsxn0S6CArGjJclcCqMOmpjp/ToiLsQFnY+Y3f+LdWBtrDV4ZyD6vY4zqlNhKl+ELCtsDhFZmM3huUl7iXcC8QRtYW5zQHod3wnseRCQYsA57wOgjau+HD0qCgHfO3jAjJgZnS6wr82JCERTeCpR8YGCHG6JCqCpEI+Nz0KWFRxQS/UCz0DsUwnE0f1olcjfV4goOIEg7sgSgQucLFJCwdALxCbb2gd0LmJf1hSI4i1I0rqbm2ygrqNKGNFu0Iz4NFFOVoEqEA8/C8xWFxZUYu/wFIbGZ5GKx3D+Kb3s9/dEIMqyzr58bdm3ZtUMRzEIRPKRB4E4zRqYa/N7GeUg6idwfkmZBCNk7BWIIjcEhgWag/jY7mF3P9h/Kvk4VBsCseXwE2iVcjgh9WjHwhFzsmn0tqWgKMDOo5oKMa+LZuAx9jpRGxVKMiPPeFmYO9i92XxMCToDMRaTmI15xAGBSMd4ETf8IhDYlUfkmbVRXGVSrcFbgZjzWRrWplMgkpZe8vXIwmyOpFcSePFGNQdxP8lCdIERRiA6uEc89U3ycdXVQPcSAFqrNg+nS6EOrnM9Ua+P1KH5h92tSd+Z3I2MrpDX9zTXPExVKyWQj07kMDQ+i3xRRjIuYV5nwNb27FygpQtQZCySDwPgdz9oFESrtwYHVUuMWyxSQoE+/1BnmxFZgagnrox2HpgCUTASxLWFuXMh0L0MUErA4OO2T6f5h2ct7kJLMs4msZ52TQ88AUwOAelOYPmlZd+iBKgIFnE6T+dhLZmqce6nUROz/lzxrUC0WXwpihIpEHU4fzkhELcOjjLVrSNQC/PJva4KkHih4+DDAICt6Q1lYzovSJLEVIg7dEUqeZ01i4cF00kGoj4ChJf6ToQSFUCzQY04yEGkOUSRAlFcWOWKAZoCMRp7zcHaYTlbmL3OZfQlKnQTMxWPCbG5KiqSDsrcDJFuB+afRR7vc5eDOOJUgTg7Djz7A/L4vA+wL/PNQBRfaaxfO+mvNZZ/2B7lH1qhqzXkFmZWohLeOdWvUyDuU+3LC7tbg1dBShLLQVxUIhsJUQZiOcQdWSJwgTAWZoP8QwCYzolLIOone0aFJPmSuqss2A2a7ti5kluzHMRHbJ/6mGq1PF9VTvnaNaXty6uvBhLlk67ZokgWZvLRd9s0ar8Ip0Uq24cm2LHob4x+z2c6YTXLQCxwzrCrdyzra0N/Rxr5kmzYjm2Ktj4gq0YI0HiIENEzRCIPXmg5N7D3WKMWqWzTFanwJtW089V8vBzXZY7xmri6sTAHueNPcxBPTtmPbVNMPR0RiKLCTnlVYOdUNPaawS5H0i38EojUwjydL0UFKg7hS0XqIQdRURRGINpmID5/J5CfBPpWlW2ca3PpJrEw645NP14dHVcbmDsi+7IV6BxiMlcMRR1HY4nCVLXSDMxjEzkM0gKVnoDtyxRzVgEAFhQjAtEI4o4sEbiALVJCykgwhUEDM6CzMAu4IEnEY4irAVFGZBxtORSNBEknPTRGLVXLS2xyEBVFwROqAvECtUGWEmHjbndNZRnYptqXT72u6tuahbn2f98MLVHhsDNMF+G1ajGd15nBvM4WlGQFzx0kxR16i5VfVVdCvWYKJhmI+p1mkSe3YUGSJHYt1U0O4thBtI+/gpIiYWfbhsDexqhIhbd6NZWwz0CkJB8v+7L+tawKzjSyNLixgjUxO7AwT6kbfhGBKC7sGoTrwdpYa6Rs/oZuwa1EpVBkm5jZiEC0hBNluSlc5oIDhNyl64QeKwJRlrXylPM+WKbeb1fH1SkuBKL4CkT9PVx/rR2biBSITtChGwPCKEot0gzEkEpUAKBfJZGPjc9i/wghEAPPP6RQFYjzCvsBRARiJcQdWSJwAWthrqUCcXYcGH6FPK5QIDI7pwAqMyPQHWMja2HQAfdeoVmYXdghqQLxyPPAjLkK6pVjkxiezKMlGcMZi0gZh2cL86GngfFDQKodWP7qqm8LWaLCxcKsqnhqmPt5tpqDuHWQEIi8GpgBBwpEjnbpRgG1MdN4AMeoVQ7irvsBAM8qK1BMdwX2NmtVBeL2oXGWkcS7wduNhZmn6qfTQYNiGPcYTYHogEBkY1ftx+QIxtAXE+hzxSgKkYXZFp7z80yQ80kgZtTrbSqnWZgjBaI1mIrUy6Jfn4P41H85+hGqPkwnYuaOKrkE/PxmYHgnmfee/raybzMLM0cFosgbBbGYxMioMgJRVSD2RwpESyTiMUY6j4ZAINLxMNQSFZVEPjpeCwUiKVLpz6kEYpSBWIZoBtHg0FQONcxAPPIcAIWUp2TnlH2LtmuKqmhosWg05r2Q5QVPFub2AaB3JQAF2P+Y6dMe20WKHs5d2sPeJ5vWZPSuoLcvJ6t3GqkCUYQQ5TRXBSI952v3e7EcRNUym+NKIDoL8Y/HJKbwbXbQOIDnDoy6Ux/0rycfj74UwFFZYNfvAAAPlc4INKN0ZX8WMQk4OV1gqgSeZDfgzOqmNTDzUyDSeJGxmYIh0QOEk4HY3ea+REXU+3WEcsVR0aD8rVgHxEKtkfJDPlVAlhX2f/A6l2nVlajQsag9HTUwWyFlMw+xRLoduPBj5PEvPgk8/hXbH9EamFPGLg65BNzzEWDr90nz8jVfAlo6yp6S9ZMnXgF6zomsQAR011rJSIEYEYh2oBuRYTQxsxKVEOft1MZ+bGIW+0dIBuLS3rZw3lxVIPbmDiCBYqRArIDYI0sE36AS55q2MFP7Mg0m1oEqGjKCKhq0RmOLEhXBbtApi2O2BMtBNLdtUIXUJlUxBWg74a7yARVFIxAr2pcpNAVi7f++ahcRnxZmERSIi4lqbMvgybJSEx5kbcJGvREVqFRjUU8rFnZnUJQVPLVvxPkPUgXi0ZeINSoMlArAnocAAA/LZwRK8Lck41jWRyaL29UiFd6qPEYgWkwOg7Qwl2SFKfEroeVYBZiB2OpcgUgzi6MSFXFRnitmvvEp2rxFJPAsUSmL7PDcwqxmIBaKjMSPFIjWoEUPBQMS3RFe83fAhbeQx7/+K+CRL1g+fWSKkF6G9uVSEfjfDwLP/5AoG9/yLWD99VVPo+MqlwzEOpln0XFIL3g4yhSIkYXZDrQELVQLcw0UiMfGc9g/HLKFuWMBkMoirpSwRDoaKRArIPbIEsE3hLAwHzInEGfqxcJsYAcuCKtA9GBhBmxzX2RZweY9hNygiinAo4X50BZg7ACQygIrXmP4FBFLVHhM7CZpcVANFYinzu9EKhHDyekC9g5P+bZY6WHXfphjxHukgNHjAvWacpWD2LcSiKeA/AQwNhjQkVXg4FNAbhzTiS68oCxjmatBYc081cZ8hBSp8DxXAWdKFargp6pBHmhNxZl9y2yDL1wFov0cQVMg1n5MjmAM/bhqpJgo1sCGVm9IOVAlO4WeGPFK5mQMWpijDERr+LIwAySb8PK/By79NPn8gX8EHvgs2fw2wIhaQlVFIJYKwI/fB7x4NxBLAG/9DnDamw1fgxGIXFuYxZ5nscgFowzEyMJsC7oROTpjvwHoF7WwxVMb+0SuyKz9i8KyMEsSKToCsFI6FCkQKxDNIBocHQ6aHgOHSYEKQCZEgJglKoDOwmypQBTrBu3JwgxoBOLRF4GpahLj5SPjGJspIJtO4PQFnezrnnJbXv4J+bjqKiCZMXyKSCUqNAORB4E4LYANMJWIsf/hlsFRrrZQu51/jXiPSAg9KCnvKgcxnmQ5LaHlIKr25X2dG6EghpaA/49r+tUiFapADKiF2TIDcZa/AlGSJNuSM95kqRF62sgxOMpApAVQNVRPR7BGIh4DdZgZKSbCULXWO+iYICtEIewHdCNXkrzPFfUWZur04LmZ0Yiwi1JxBEkCLv1L4PLPkM8f+Tzwm78xJBGpArGsgbmYB350E/DyPUAsCfzR94B1bzR9O0oK88hAzDOyp/bzZytUkvWKokQlKi7QlSHnWxgW5lINSlSy6QQyOhHJQEdLuKIS1ca8UjoYEYgVEHtkieAbdJJRMwXi1DAwqipj5p1Z9W3Wwiy6hdlCgRhkBpgXUEWQawIxOweYs5Y83v+Hqm9TZdS5S7vLJiVs0uN019SBfRkActTCLADRRBWIrmzaJhChRAXQilS2DJ4sa2H2C7tMOd4Zdo2C85eTJuYXD4252/AJOwdRJRB3tG8EgNAUiNtUBSJvC3zSIIOpEvT/0ZHhe8122mzwaXbt4FuYR1yUqEQWZrFhVQJSYIvAaPw1Q1J3b/KrQtSPV4bZeA7QaqBAjCzM1uCpIsVFtwBXf448fvzLwH2fqooM0TIQVdVcMQfc9S5g+71APA28/QfAmtdZvg1PBWJRrg8Ls770CSD3QnrNgodCDAAAIABJREFUzIkyEG0RpkiIlaiEeO+QJKlMiRqafZliDlEgrogdjizMFRB7ZIngG53qgqdmJSqHt5KPvSuATHVbJ1MgCksgkuOaraMMRC230aWFGbDMQaTKqAtO6Sv7ervbSc/hrYRUTrYCK64wfZpYLczkI48MRK1EpcYEIs1B3H+ScwuztYVZ1PKhWmOgswXL+9ogK8CTe73kIL4QzIHpMXlMLcUCtrWeAyB4InjNAFEg7j4+iUJJDqyF2drCHIzqx27yT+13yUSAGYi0hdlBiYooY1cEa1DSwEgxoZ1T0fhrhjIbOC8C0cffO0MzEPPFiEB0CN5N2tj4IeCa2wBIpJn55zeTYhQVI5Nk/OzNpoDCLPDDG4CdvwQSLcA77gBWXWn7FiwOiEsLs2phDvDewQOVYxVVH3ZmkkLM/UVHV5glKnJtXHf9OiVq+AQiVSBGFuZKRDOIRsDQi8C+asUYUJ6BKPu0YngCyz+sti8DYOHxolqiNDVfNRlHLW+iESGeLcwAsOxi8rEiB7FYkhmpoc8/BID2FpctzFR9uPJKIGV+MxDLwkw+5oqy75uIVqJS28kRbWLecXSC7Z7zOJcTzDpkYmEW1PovAjZ5yUEcOI18DEOBuPsB8nHemRiRCAEddEv6wu4MsukECiUFe45PBdDC7CADUV2087Qw61/PLACdd2GMEWgG4nS+xDZtzEAtzLUeuyJYw0pVyxaBIdrQ6g1JncLGbxNzjsN4Ra+3QklhRH97ZGG2RIKHhbkSG24C3vQ10qK89fvATz5EClKgKbj70iXgjrcDu35LNsnfeZdpznclsmmXc2kLsLw6wZXGlQpErUAlUh86QZfNHIInapWfO6dMgRhSAzN7cxIRdIp0GIVCDaPgBITYI0sEexzbDnzrCuA7rwcOPl31baqYUBRgMl8DFaJF/iEAzAhCppjBiozLq6SisApELxPfJRcCkIDj24ETu9mXXzg0hslcEZ2ZJNaqlkIKloHoxN6rKCQPBgBOvc7yqUKVqOj4bb+TO/rztc79nNvRgoXdGSg6xRuXFuaYtaIrFykQTUGLVB7bPez8h/pVAnFkL5CbDOCodFDty1hxOZeFsRNIksRUiNuHxgNrYc4XzTfYNAtzMASiXYlKkH/j9nSCZRrZqRAnBchvjWAPKwVinpUrROOvGWIxiV0TfhVs2jXs/d6a0c2Pj40ThVYUI2ANrhZmPc54O3D97aQQ5YUfAXffBBTzODGVRwazuHzrzcCeB4FkG3DD3cDySxy/dDYIBaLg1zlrPKcKxPEo/9ANtBKVMCzMlJSunQJxcVgFKhRdS1CKpZGWCujMHQ73vQWH2CNLBGvkp0jGRoFUm+N3f18V7tuSjLOFehg7FGVQFHsFomqJyohKIKrqNyNlhqhWTHrMnpRyrT3AKa8mj3/xSXY+UfvyxmU9iFfcPFwFPw89D5zcByQyRIFoAfo3TwtAIMYlIKP+Xf3m01DbflaAJlOqQqT/Xx6kDL0eiiYLL94Zdo2ETcsJgbh9aMJRJh0AoK0PyPYDUIBj24I7OLkE7LqfPF5xOYtICDoDEQBWqwTitiMT3ItFnFiYJ5iFOZgMRLOM4kII9xhJktDlMAeRjl0RgSg2qG3RUIFYgybNeoSTccEJeMwTU/EYm3cdmyAKrcjCbA3uFmY9Tn0TKUSJp4BtPwfu/GPIU8P4Tupz6D3+BJBqB278X2Dpha5elpLC+aJs6HpygyI778S+zitbmI+q53fUwOwMmoU5+BZmWqISNimtPxeWhq1AjMUx2b6MHEduf7jvLTiiFVy9QlGAez8BDO8gi8d4mthOqcVMBzuVQ2AYPwRMHQOkODCw3vApMwWxFyQtFgrEgqpYEY0IoTvd+ZLszbb+ui+Q3JY9DwLP3QFAs1ReUGFfBnS5LU6INWZfvgJIWd8ImIVZEIJWa5v2dx2J1GRKcxCPq7kzPMggptyQjRdevFt0Gwl92TRWq63Dm920MVMVYpA5iIefBWZGgHQnsPBczBbp9Rk8EU6LVLYPjQfQwmxvdaP3zs7WcBWIuZBydrUmZuuxjY5dkfpJbCStMhBDsMU3ApgyimOJildIkoRWdSN1eDKyMDtBssIayx1rXkeyDRMtwCu/xg+nPoCNse0opdqBG38CLN7k+iX14yoVV3hFvSiNUwlqz48UiF7QqbYwB72+VxQFRXU9WSkiCRp6O/visDMQAUx3rAAAzMtHBKIeYo8sEcyx9XvA8z8kWRzXfxs47wPk6/d/pqodjKomQi9SoerDuetMs+7ogiQjgMrMCCwD0ahERVAFov54PE2eek8BLv1L8vhXn0Z+dAhP7aP5h31VT29Xc1tsC0YUBXhJtS9btC9TiFSiAmhEqd8iFVZEIACBuGFJT9nnPBaVNB/FTIFIJ4qiT2xrhfO95CCyIpUAcxCpfXn5JUA8EaoCcS21MB+Z4K5gtbO6KYrCFIK8S1ScWpiDvsfQJmanFmZRS88iEKQs1FesSTNSIFoiZZEj6QZUSeb3Gq506fBWQzcanGwM+caKy4Eb7oaSbEOrlMOY0orpt/0vsOhcTy8Xj0lsbPXrdKmbDMRKC/NElIHoBszCHHCJSlEnRgk7v5ySyV2tSe451E4w20UIxPmFiEDUQ+yRJYIxhl4E7ruVPL7sb4hM/qJPENn8kee0jDkVdjapwMDyD88y/HZJVpjCQtQFCc2emjWwExQEtWLq87KMiE9HOP9mYOB0YHYUE/d8ErMFGb1tKazqz1Y9lVqYZwol0+ZdAMCW7wIju8mO7aqrbA+BLlazgkyUs27bpk0wRXM/BbAwr5nXXlZSw4MMspu4h5HrVs+gNmZXOYhU4T30YgBHpEKXfwjoywGCP49XqQTi0Pgsjk/yK/wBdGotE8J7tiAz0iX0DMSQ1GJOmpiLJZn9zyMFotiwIr+iDRxnYBZYi2xUJ+B1v6ucI4syLxIVtAhHUTTrZSBY9iqcuP7HuKP4aryj+H/QtswbeUjRxsnpUmQlj2JvFFSOVZEC0R3mtBOidWQ6H2hLsF4QEHaJylmLu3Du0m7cdMHSUN+XIte9EgCwqDhYk/cXFdEMot6QmwB+9G6gOAusuAK48OPk6229wIUfI48f+CxQ0m4+HbWyMNvkH07rSl2EtTCr6jcjIo6WQSQFI0ISMQlUYe45RyWeAN74H4AUR+++e/Ga2DPYdEovJKl6MuLIdjG4GfjFp8jjS/4cSLfbHkJQqh+vYASij4BrRVG0JlMBzvlkPIbTF3axz3mQQXbZQ6Iqd0XBpuU9kCRg9/EpHFMbCW2hVyAqASyWTuwGDqklXWqjZFglKgAZAxZ2ZwCQQieAY4kKXcCYTL7pfTMek7iXfdndm8PIQAS0JmarDMSpvDa2izB2RTAHHYONoleKdWJtrDW0jQU+Lcx+r+HKyJPIwmwN/bw8UBUigKPt6/Dp4gdwLLMCMZ/2znZOG9X1slGQqhirjkYKRFfobUshGZegKJp6MwjoI4nCLlFpTSXwow9fgFsuXxXq+1IUe8j7LpIPBjO/rlOIPbJEKIeiAD//M+DELqBjAfCmrwN6efqmjwCtfUTltfV77MuUgAm1REWWSWYWYNHATBYkkiSuGklrNC4nxhRFETZLSJIky/Zox5h/JnDBRwEAn01+GxcvShk+LZWIsb+T4a7p2CHgzhsBuQCsu46oZR1gTJXkd2bEWKy2uWmbNkGuKINuhouyCKdFKgAfooJOLop2GYiCXTeioKs1hXVq5t/jTnMQ+1YBsSSQnwBGA9gl/f2/AopMNq06FwLQxsSwxm7axLzz6CTX97VTzGobGQnDDRQ/cGxhDlqBSC3MVgSiuvGRjEsR+S84rM5pjVgQW5lUa/CywPKKIdArEGMSuG9mNBr053dgOYgq6MYLVXL7Aa8m5nqxMOuJekVRIgWiS8RiEgY6yd/qyFhwBKJegSg6Kc0bcs8yFJQ4WjELjB2s9eEIg+Y6C+odT98OvPhjIJYguYdtFYUW6SxRdwHAQ/8C5Ek7M7Mwh0kgjuwBcmPErjp3neFTWKNjiv/CjBcoETdboUAsygrbiBCRCGHZjT6b3GYv/HPsV/oxTxrB1UNfM32eaT5gYQa48wZSptN/GnDdfxLG2AayrLBWZ962Qa9od9M2bYIp3c+Kkvu5YYlGIPIgZZI2GYj5OtkZryUucJuDGE8Cc9aQx0c525hP7mNlSrjkL9iXqSo7rIzSNQOEVKVZPLxILLsMRHrfDGIcsrs3h5aBSBWIFjlKIimnI1ijsphADzr+hm1DqzfwamHmpdTWZyBm0+LOmUVBUkecmanLeYErgcjB6QJoDpC6sTAXFYzPFtn1ErUwO8e8TuLOCJRAVAUBkhR+iUqtkUqlsVcZIJ8c31HbgxEI0QyiXnD4WeBXarHFa/4OWLzR+HkbbgK6FgOTQ8CTXwcAdKgKrnGfknhXoPmHA+vJ4tYANAuuMhxaJLSYEHH6SaWIagyW3eg1A1HFlsOz+MvC+wEAHS99D9j/mOHzqJ2mbNJDFbOHtwKZHuDt/2PbvEwxmS8yglY4C7OP64havDPJuDA34bMWaxZmHueynfUramG2BytScdPEPECbmDkXqfz+XwGlBJxyWVk4PFMghlCiApC8Tj14ZyCaWe5ZA3MQBGKrpkBUDKwxYV0rWguzuQKRju0ilD9FsEbKQj0XWZidgVeJinYN+5vn6hWIkX3ZHrGYxNwQZmM7L1ACsbfNP+nFjUCU62OjVpsvllhkS0dLQpjyxHrAPKpAHJ0J7D3ofSNs+7IISMVj2KUsIJ8MRwQihdgjSwSC2TGSe1jKA6uuBi642fy5iTTw6r8mj//wb8DMydpYmG3yDwHNwiyyFcPMCqwPqxXRCsTFwgzgsd0n8Lh8Kh7vej35ws9uBgrVu1yG5NrjXwGevxOQ4sBbvwN0L3X8vtS+nE7EhJlI8JjYaQUq4izC+7JpLOklLek8MhBpu6dZoU5EINrj3KU9iMck7D8xjUNOJ4U0B3HoBX4HMjoIPPsD8viSvyz7FlUghlGiAmgKRIoUp3HXjvAOMouVkpKFkoKZQrVaPF/iq7Y0A21htspApI6BqEBFfLBz2uD+zyzMTbgQdAPtb+izRIVT1I0+A7E9KlBxhEQYTcwIyMLsOwOxPjYKqNghX5RxbEK1L3dE9mU3CEWByAhEsc+nIJBKxPAKJRCPb6/twQiE5jsT6g2KAvz0o8RG1rnYmQV0/VuJbXh2DHj0NtucpUDAGpjNCUQayp4RWNGgKfnKF3d0UhiTxLQCmWU3ugVVQA2d99dAtp/kbz7yuarn0UUla/re/QDw278lj6/6J2D5Ja7ely3aBbEvAxY2bReYFqiBWY9Xr54LAFjc0+r7tSihXjRpPowyEO3R3pLE+gWdAFzYmPsDUCD+4d9IdumyS6pU72GWqADA0t7WsvfiZmFOWBPe4zM0SoH/faotpSmRje7PeXX8DnoR6KSFmW6ctAo2dkWoBr02jJrFGbEQbeBYglcGIt1o8TteZcoUiOLOmUUCLxu6HYZU4qYv61+B2M6lrE+XgSigwEEPTemr4Oh4VKDiBUyBOBacApEqWkU/n4JAKhHDLpkQiEpkYWaIZhCCI/b0fwHbfkYC8t/6HaC1x8EPxYHX/B/yePPXMAcjAHTkTtAoFYEjz5PHlgpEaokSd0HCWphNFIii7u5RW6GRAsEppnJFPHdgFABwzpplwOu+QL7x6G1VKqd2ffDzyB7gR+8hpQtn3gBs/JDr92aLdoEmytm0fwJxMqflfoqET79uDX59y8W4fO1c369FdyjNbENhNcvWO6iN+bHdw85+gBKII3uA/JT/Axg7CGxRy7h02YcAySilmyhhEYiJeAwr+7Psc24tzDW0MEuSZLnBx0u9ZAe9AtHISg1oGYiRAlF8WBEnWrlC8y0E3YAX+ZQv8SmbaosszK6RshnbeWH/CMmbp04OP8hy2KiWAaEz2vXQN8YzBWJUoOIK80IsURF1zRskyizMx7dHTcwqmu9MqCN0Te1B7HcqEXjlPwILNzj/4VWvBRZtBIozWPcKyUKkpEzgOL4dKM4AqXagd4Xp01genMAEoqbkMyYQRSVBeFiYn9o3gqKsYGF3Bot6WoF1bwTWXgPIRWJlLmnnE5305CbHgDveCcyOAgs2AK//V0elKZUIctHuFVlVeTNp1DTtENM5MRWI6UQcqwfauQSz2y28wiJF6h20SGXz7hOmpE4ZsnOIShgKMPi4/wN49DaiPlxyEbD0wrJv6e2+6RAjBvQ2Zt4ZiKYW5pngLMyAronZoMAkH5LKkyoQc0XZ0EoNaI4B0TY/IlSDjcEG938ahi/q3EUU2JUrOQWvazgTWZhdIywF4uAJQiAu5kAgtnFQIOp/XdEJn5TOwkwViFGBijvM7yIW5sOjwRGIzbzxlErEsEeZh5IiQZodAyaP1fqQhIDYI0szY2YU5+77MiS5QEibjR929/OSBFz+9wCAgV13Yql0JDwLM7Uvzz8TsMhLmC6IvyBhbcaFyhIVNZtK0JtzKm5MfLoBtU5SIgMAUSGmO0kxyhNfZV9uTycgQcZFL/0tcHwbkB0A3vY/QNLbTmKjWpiZDVDgc94vkjYZiDnByXdRcM6SHiTjEg6PzWK/ukCxxarXko/3fpxEWHjF+BHgme+Sx5f+RdW3c7pyppYQ/49rBrQiFf4lKrIhURv0WNRhokAsyQpoCkDQi8DWVJz9Pc1yEKMW5voBzQc1IsVppl8zZlm5gbax4DMDkdP9rrWihTmCPZIJ8+uAF2YLJQypxNcSDhEw7RzK+vSnrPAEou7+GykQvWFAVSAOT+Z8uc6sUJKbu0QlhxQGFdWhFeUgAogIRDGhKIjfezNa88NQupYC137Fk4oLSy4AVl4JSSnhE4m7w7MwswKVsyyfNs3IFLHUWHrYWZhFJUHMiE83oPmH5+sJxPYBooYFgAf+L7FLgigQb47fg1UjDwHxFPC27wMd8zy/d9CqHy/gUaLSDEUECRvbkOj2f1GQScVx1qJuAC7amK/8R6BrMSk/uffj3q0Wj94GlHLA4vOBpa+q+vasms0Xj0mhZsCuncdfgUgXMIqiTZL1oMReUASimYVZvxAI+j4jSRK6W2kTs/E8YUpQ9XSEamgZiOYKRBHL30QCzYg0UnG6QY5T5m/UwuweSZUkLwZoYT6g2pfb0wm+JSp+FIhlBKLY13lSp0A8FmUgekJvW4qN+VTFyRtFloHYfPP2RDyGmATsUhaSL0Q5iAAiAlFMbP4qYjt/iZKUQPHN3wJaOr2/lpqF+Mb441hW2B24lB+AowIVQCNT6sLCbFKiIiyBaGK9doqxmQJePEQUTOcv7yv/5tnvIqRCcQb4+S2AomD9xB/wieTd5Puv/1dg0bmejx3QCESxLMz+d4ZpC7PIpLlf0B1Ks7EmykB0jk0sB9EhgdjSCbzldtJ8/uKPtQZlN5g4CjzzbfL4kj833LzSGpjD/R+WKRB5ZSAmtN/PiPQOOo9VBAIR0HIQzYpUJiMFYt1AszAblahEGzhOwKtEhVmYkz4tzMmoRMUtwrAw79PZl3lEwGTT5H4wwYFATMQkLscUJNKRAtE3JEkKPAeRzo2asUQFUItUlPnkk+GIQAQiAlFMrLwCytxT8eKCG4B5Z/h7rYH1kE+7HgBwa+JORswEhsKs1gJqUaACgGUtibwgoVmCs/VWouIzA/HJvSOQFWB5XxuTxzNIEnDNbUCiBdj7MHD/Z/CabaRx+f6ONwFn3+jr2AFgfDa45lOv4GFhbgYbICU7bFuYIwLRFucvJwTik3sdEogAIe8v+2vy+L5bgeFX3L3pY/8OFGeBhecCy19t+BTa7h42gdibTaO/nagTeKl49WO4kWIr6DzWTnWMq7w302ORpHBsQ3ZNzNO5xldPNwo0+221A6HQxGH4bsArAzHHKfNXH3siUrmcyAjDwrz/BCks41GgAmjj65QPApFO++vhGterpVkGYnukQHSLgY5gm5hZiUqTRl+k4jG8ItMilYhABCICUUz0rUTxPb/Bvr7LuLxc7LK/RkGJ49L4c8jveoTLa5ri6IukZKO1l1jpLEBvkJkQQ/jdosU0A1HsIghNgejNwkzzD8vsy3r0ngK8+q/I4z/8G5KlaTxWWofvZN/v6f0qMSawhTlfkj3/XWlxUCPbAO0UiGG399Yz1i8k6vOj4znTbDpDXHgLsOxioDAF3P1eoJhz9nOTx4GnbyePL/kL0+iMHCsGCP88/qc3nYrXLSphrU6N6Ad6cs7onA06A9FUgahTioWhIulu05qYjTDZBOrpRkEq4USB2JxKEqfgn4Ho77ppTUcWZrewKhPihUHVwry4p43L69GNah4ZiPWgFqP/oxOTecyqzoaoRMU9gi5SKTALs/jnVBBIJeJ4hVmYowxEICIQxUUi7S330Ag9y/GzxBUAgI5H/2+wFeQs//Bs2+OfyYtPppgp+ZgCUVASRMtA9DZxemz3MAALAhEANv0pU8jOtC7AnxY+hjEXHIcVRLQw61WDXid30/lmKFGxzh2ii9p62B2vNbLpBBarwezbh8ad/2AsDrzpG0CmBxh6Hrj/H5z93OP/ARSmyfi94nLTp1ECvcWnLc8LLl7Zh6sWKohxUuVJkmSpNgqthdnEwpwO6TrpoRbmqESl7mF1PhcjBaIj8LK/8ioNa01GJSpuof0Pg1vz0IIz3gpEPxmIdN9AVIGDHvS6OHhSy5Js5PlxUKAW5qGAFIglZmEW/5wKAqm4hN3Uwjx1HJgeqe0BCYDmPBOaED9uewemlTTajm8Ftv8iuDdymH8IaHlwGYFvFmmdHVPfKksnlWEt7tzCj4V5ZCqP7UMTAIBNyy0IxHgCuP7bwIb34JUrv4uT6PBl79VDxBbmeExCm6q+8fp7TjWBDTBhkx3Fy9LVLFitKu22H5lw94Md84Dr/pM8fvzLwCu/tX7+1Angyf8ijy3UhwCYUqAWCsQgwM7ZCsWWLCssiyo4C7M1gRiW1Z8pECMLc90jadHCHGUgOgO1v/pVr+U5xT3oSZUoA9EZ6HVACyCCAFUgciMQdSUqskkMjB3oj9XDNU7vbzS2KFIfegMlEA8HlIHISlSasIUZIOfpNFqw98LPAe/6GZDioziuZ4g/ukTggmJbP24vvZZ8cv8/ALL3dl5L6BWINqAlKm0CW6JadLu+ejKO2csSYg6mfizMm9XG19X97ejL2tzMe08BrvkSEnNXA/CXD6hH0LljXuG3Ia8ZSlSYAlFWoBionaMMRHegVl1XCkSK1VcD532IPP7Jh0lBihk2f4VYngdOB1ZdZfmyLAOxBgrEIKDZFcsXmhO5IhPsB7VoNyMQwy4b6rFpYY5KVOoH+mbTStDzqlmtaE7BKwOR1/0uE7UwuwYb1wOyMBdLMmthXtLLh1DQb9DQ+aLr46IZiIKuT/SojFKIClS8YV4nsTAHlYHISlSamEAEgCPL3gIsv4S4RJscjTH7j2CLzkwS3yi+AblkB2kQeu4O/m+SmwCGd5LHDhSIlEAUmUzRT/rKCMSi2CoqqgzyMnGyzT80AMttyfEp6dGaT8WaKNPJnXcFYuMvwvUhy0ZFKlSRERGIzrBmXgcAYMeQSwUixRX/APSfBkwPAz/5EGCkxpgeAZ74Bnlsoz4EatfCHBTM7IrUvpxOxMo2k3iCjnGVBGIu5KIuuwxEupgVecMvAoEV+RWVqDgDrwxEbhbmVNTC7BZBW5iPjM2iKCtIxWOsxMIv0okYI2m8blTTX7ceCi8q5xD9kQLREwaYhTlYBWKz3jfo+J0LsJCp3tCcZ0IToqMliXG04ZlF7yVfuP8fgdwk3zc5/CwABehYCGTn2j5dIxDFnQzFYxLbIZvVFankBbcBsQxEDwQiVSB6IRBnC7LvHXtAb2EW69ygO/8Ts96IUq1ERazfiyf0yhajHMRoAesOa1QF4o6jEyh5sTQlW4DrbwcSGWDPg8TOXIknvgbkJ4D+9cCa19u+ZC1LVIJAysR2H4YSuoMpEMsXi2Erde1amJth86NRwEpUDMbfYlSi4gi8MhBZlmlEIIYOXipSM9D8w4U9GcQ5ZvJmfRaplBRyLPUwx6o8xrmciNhmAy1RGZ7Mey55tAJTIDbpfSMVsJq5HiH+6BKBCygR81jfW4DupcDkEPDobXzfhOUfnuXo6dN1YudsMcgTLAhuw6SDnVsCsSQr2Ds8BQBYv6DT8c/xKBihKJRkRi6LZmFu92lhnm4CFY9+QmiUwcVrQdUsWNLbhpZkDLMFGftPTHl7kTmrgav/H3l8/2eAQ89o35sZBTZ/jTy+5FZH5V05TrleoiCZMFEghpDFSse48ZlCmeU/H3JWaHerjQIxykCsG5hZ8snXog0cJ0jaZPk6Bf0f+B0rOzNJXLiiFxet6BNuXiQqeP0PzbB/hNyPl3KyL1Mwp4tXBWIdWZgr11Bz2yMFohd0tybZGHN0LMf99YvMwtyc942URSxIs6I5z4QmBJ1wjOQkYmkDgMf+HRg9wO9NDj5NPjrIPwTqQ4EI6NV81QpEYS3MrIXZ3U7UickcirKCeExCv4udwGQ8hoxq8fPTHgdotkFAvMWq34a8yVx9nPN+kCxTIBotYMUm30VDPCZhVT/NQfRoYwaAs98NrLsWkIvA3e8jkRMA8MTXgdwYMGctsOYaRy9FNyaCsvWGDS0rq1yxpUUpBHe9dqrZg/mSzMppgPA3qfQKxMrs0pKsYKYgfuRIBAKr7DfNiiY+uVBLpEw2FdxCi7vxd91IkoT/ef8mfP/9GyE52OSJoDXGBmVhpgrExT18ClQo6DxzyuM8s1hPJSqRApELJEnSFanwz0EsNXmJCi9FeiNB/NElAhfQnKXxmQKw9o3AkguB4ixRo/DAwWeA7feSx0svcvQj07n6UCBSm55+cSd6EYTXFmba4DW3Pe3akkFtF36LVGgbWzadYBMCxYPrAAAgAElEQVRAUeA3A5EqEEUjRnlCkiR27hhnIIpt/xcRa1gTs4ciFQpJAq65DehcBJzcC9x3KzA7TspTAKI+dLi7TOMcGkaBaJOBGKTiJ5tKgA61+hzEWikQCyWlaoNEH+YfWZjFhxX5VYjGX0cw21RwC14ZiBHcI+hFP3UE8Gpgpmj3bWEmH+shA7HKwhwpED0jyCKVZrcwpyMFYhXEH10icAG1YI3PFslC8qp/AiABL/wIOPCUvxcvzAD3fBhQZOC064FF59n+iKIomK4TRYORmk90G5DXFuYh9cZDd7LcoJ2Ra/6KVERtYAb0GYjuJ3ayrGiq27TY57xf0F1Ko4l7pEB0jzUDpEjFlwIRADLdwJu/CUgxUqR1x9uB2TGgbzWw7jrHL8NKVBqkhdksAzEMC3MsJulyEHUEYsjEQyYVR4v6/6xsYqZKmERMahjSuJFhZd0syHQhGP0frSBaBmIE9zAb13mBKhB5E4i+LcyUQKwDC3N1iUqkQPSKeV3kb3ckgCKVqETFPBakWdGcZ0ITorNygTL/TODMG8jjX38aUHzssj7wWdK+nO0HXvd5Rz+SK8rsLVsFVzQYqfnEVyB6y0A8PEpuPPPUQF438JsPSEFVPyIGhWd9tE1P6wjoRlYgAvrw8vJxRVEU4RvMRcSaeRwszBRLzgcu+UvyeP+j5OPFtwIx56R2o5Wo1FKBqH/9WhKIANDTalykoi9/iuyT4sMq8L0Qlag4ArcMRMHnio0MqyxQv1AUBYMjlEDknIGoblR7ViDSDMQ6mGNFGYj8QIUfR0b5E4hMgdikFuaoRKUa4o8uEbiAZjhN6BYoeM3fAsk24OBTwIs/9vbCg5uBx1UL3DW3Aa09jn5Mn+2RETxHi5Jx+hbmguAqqrT6N80V3A12VPo+z8MuYJYTgUgX0UGqfryCqiy9TOyoZT8mNb4agdocKjMQ9YSiqNeOiKAKxMGRad/XFwDg4k+RGAsA6F0BnPZmVz/ecCUqbKFZTnizsailBgRiDXJ2u9UcxJEqArHxy58aCUmTDZySrLCN23qwN9YSPBp8FUWJFPc1BCvH8mlDN8LwZB7T+RIkCVjY7X7D3Qp+s7bpr1sPhRd6kjObTkQRGT4QpIWZlajUASkdBFIeRTmNjOY8E5oQNKh9XG8vbR8AXvVx8vi3fwfkp929aH4KuOdPACjAGe8EVl/t+EeplbMlGXOdtRc2WpLVA4foOW5eLcxU+u5FgUgnPeO+MxBFtjB7z0CcZIvwxlfxmIWX65UAkQLROXraUmxnfgcPFWIsDlx/O3DOe4E3fd2V+hDQKRAF3/xxCm2hWWlhVktUMsEuaqwUiMkwFYi0SGXKhECMFnd1ATO7lZ4MC/O8qkdYFdE4hX7OGBGI4SPJspj5L/pp/uH8zgx3JX427a+QkE67UnVgYdZfF5H60B/mB2hhLjV5+VbUwlyN6I7WJKAKirGZQnnD4vkfJaH64wc1JaFT/O4zwMgeoH0+8Np/dvWj9dLADBhbmOlEXFQFjlcLM73xzPeQgZhN+7NdUGjNp+IRiKwoxsPEjp7zzbAIN5u4F6IFlWesmUdzEH0UqejRPgC84d+Ahee4/tFGK1GhWVmV52tYFmbDDMRaKBBVC/NIJYHYRGNXI8DMkq//vFmtaE6hkbDe1Wt6ArdRxsp6QpAlKkE1MAPaXNprWV+pjlqYEzEJdD99bkdEIPrBQAdVIAZgYVazc0UX/ASFqIW5GuKPLhG4gC5QCiWlrE0YyQxw+d+Tx3/4N2D8iLMX3PsI8OTXyeNr/wPIdLk6HtpGK3qBCmBsYdYUiGIOppT0dLtbcmSUSN8HvJSo+MgH1EOzMIu3WM36sDBTFU+jF6gAOkVXxc2WLqjiMalpJyJesVZtYuaiQPSJXIMVA4hiYR6vdQZim1kGYuO3xzcSzPKa9IrweiAXagkeC0b93z9S3IePJFMN8bcw7x8JpkAF8B8HVE8ZiJIkseOc2x4VqPgBVSCOTOXL1qs8UGTZueKfU0EgUiBWoznPhCZEWyrOFuzjlS25p70FWHguUJgCHvhH+xfLTQA//VPyeMNNwIrLXR+PpkAUn0xpSRqUqNRAHeIGXvIaSrKCoxM5AMB8HyUqXndNKcS2MKs7wx5I0qm8ZmFudGgtzBUW5qhAxTNYkcoRAQhE1sIs/vjtBIwsqLIwh5PHamRhZjm7IW5SaQrE8vGNLmTr4X4dQbv/V5JfdBEYk5pXSeIU1P7ph0DM6e53jR5bIiKCVA0NqhZm3gUqgD5r29tmfJEpEOvjnEur/6f+SIHoC52ZJIvcGuKsQmz2EpV0gIVM9YpoFdckkCSJFanoFynqN4HX/j/y+NkfAIe3Wr/Yb/4WGB0EOhcDV37W0/HUl4W5Ok+wFvlUbuAlA/H4RA4lWUEiJqEv6/5G7kedp8d4SKofL2AqS08KRGoDbPxFOJ24FysIxJzgyl2RQYtUtg2Nl8dQ1ACNWqJSudAcC7mFufYKRHIcZhmIkQKxPqA1CCtlY0W+yVUkbmC2qeAG+QZTatcbUpyatI2w70TwCkQ6Z3SLkkJ+73q5zuk6KlIg+oMkSZivFqkc5lykQuNdmr1EJVIgamjOM6FJ0WGwSGFYeA6w/o8AKMCv/gowW6Duuh945tvk8XVfAdLtno6lrizMtERFZ/0uCK5ATOuKX5ySDfSG09/R4kmdoKnz+LQwi6hA1LfjuSVxpnJNpEA0mbhr7eXiX/ei4ZQ5WSRiEiZmizj8/9m78yBJzvM88E/W3dVVfc7R3ZgB5gABDDgEQYEQAfAQRBKgAJsULO9aa4W4pldaS0uQu1isVyGa2hBIh4Vd2mYwtAwyxAgHpZXMMK0NSSEvIQojQgZIgZAg8MANApjBDDAzPUfP9PRdV+b+kfl9+VVVVndlVlbl8T2/CEYQc1ZPV+Xx5vu+zxB23PiRthHmXt1Go9rH6tWBWIuggNgzhZk7EBNFfbCpdoGL/5+UwkKUeq018COKhwDk6hXmFoZTl4a5AzH4rm0gWSPMgHsfxR2Ig5t3xpjD7kAUzQB5TTsQWUDsloyjC4XC6yalzYd/G8iNAaeeBF768+6f31wG/vzT9v//6X8BHPxA4Nci0i2T0IFYcoodW2oHYiveF4ZiB6Jl9X/xJE448wH2HwJKwEjAsQvBTT6NXwFRdCA2WpbvgBqdbsJ7dXSxIyO4Qi6Dw7srAICXz4YUpBKQeO+XUjbCrBYL6k0Tm84eoShSmN2HVKP7N54pb5/CrMP+1jRQH2yqI1fuHis9bwL9CHMHYlyvE9NuWCPMq1sNGTQ13B2Ig44wJ+N9JxpJ5ibYgTioYQWpNEWIiqbnDnFOrXGEWUrG0YVCIboounYgCpP7gPf+z/b/f/T/AJq19p//y38FrJwGZg65wSsBveIkiR7aHf7+kLB5dSDGfZebWqDpd4z5zAABKoCyt2XADsRVOcIcv0Kb2j3od9fjhuhA1OAmPJ9xRpjNjh2IMS+8x53cgxhxkEraUpi9bjTV82Q1gg5Ed03GCHcg7hSikoAHftReOGh47G7WdQzNj0IIxSdx7cXzXTTyQxphFgnMs+OFoZwbqgOuA2olbAfi/3rXdfj4bdfglmumo34piSeCVM6GPcIsHj5l9DyW5dmB2EXPd4KmRBeFGMvy9N7/BajOA8sngae+6v74K98GfvQfARjAfV8FCoMV/p47bRcQj141OdCfMwqim689RCXeo0DtBcT+DniiAzFIgAow2H5AlRxhLsevAzGTMdrGmP1Yqyen63ZQPUeYuQNxIGIPYtQFRHeEOR3FcK99Z2LVR7WYG3rghGcBMYI1GW4KcwOmUvzXqXs6DdSU+0ZbB6L9PY3rg884yYcQosKO+2iFUQT2IseXh9B9CLjH2SCrcgC1gJiM991H37mAf33fUT7YCMG8swPx7HLIISrO9UBO02v3YR1LkoyfVo3sOMIM2IXBD/22/f+f+HfA2nlg4xLwX5zOxNvvB66+baDX0WiZeMkZwXtHAgqIJdmB2B2iEtcny4Zh+E5iPhvSCPMgHYiWZbnJpzEMUQHUtGl/4yUbNX1uwvM9dg/V2IE4EDeJOeoRZqcDMZ+O76NXp8ooVyls14E4yuLDlPPQpmVabR3WDFFJHvGeVs//DdmBqOdNoB/qOSxoaBXPd9EKY4+llzdEAvMQ9h8C7rV0kFU5QPJ2IFJ4xP1b2Huym5p3r3MHYjc93wmakiPM2xUQAeCmXwQW3gXUV4G//jfAX/wGsHYO2HUd8MHfGvh1vHZ+DfWmiWoxN7QTcJi8OhAbCbgwlEnMjT5HmJ2W98AFROfmcmWADsSthimLTnHcgQgET5ter4sQlXR0bW1H3Lw2e+xAZAdMMDfM2QXE4xfX5RhxFMQ6h7R01njdaIpi3iiOQ+LvqDVN+X2N4hxTzGXl8UkdY17jDsTE8RrLZ4hK/9rGwAMWoHi+i1aux3XIoE4tiQ7E4axgUlflBHkg30zYCDOFxw1RCXuEWe8QlSILiF14VtOITGHeqXMqkwE+8rD9/5/5feC5PwaMjD26nA823qp67vQVAMDbr5pAJgEHI1mIa3Z3IMb5Qtyr8LkdN0Ql6Aiz/f6qN82+9y52Ejft2YwR20KbDIvxeWHnBhGkv4sn5+xJaXTuQEzA5ybO5iZKmBzLo2VaeO38WmSvI60hKm0diCPcxVot5mAY7X9vLaLPilcSs0yQ1+DYlRbiuqU9hdnpIknAdVfUCm0FxGA3jVEkqZNrWGOHYgfigSGNMKvXv0FWAiVthJnCI+7fLm80sFkP7yGzO8Ks53tKdiByhFnS852gqYl+RpiFa24HbrzP/e/3PgDse3cor+N5p4B4dCH+48uAe5O81ejuQIxzB46fJybNlolzKwOOMCs3l+u1YCcud3w5B8OI502OKJT6vbDbcE7mFQ26eHo9+U9C526cGYYhuxBfiXAPYvpCVLxGmEfXgZjJGHJCQJyfo1qTIfcgKknM7rGLBcSk8CqKN00ef/uldm8FLUDVU7YrNmnyHkX0MIgdiMNIYBYGWQnEEWZ9TZRyMtU6zCCVlqn3w6dC1v43ZQeii0cXjYhOim1DVFR3fQ4YmwGuugW48zdDex2iA/Ed+5JRQExuB2L/OxDPr9ZgWvZF865KMdDfl80Y8sTldz+gMMqxwaBEQp7fr1GOAWoQotLryT+Xyg/uyLwIUolmD6JlWakLUSnkut+vMsxpRMeizj2IUYSoAMB02elAXPcYYY5pVzh1E9cmbeFvzmyjrjeBfmQzhuwKDtp1Evdd2WknV1OEeNNfa7bkup+rZ4YzwgwgcFgfkLwUZgqPYRiyCWQxxD2Iogiv6/5c8VliAdGV/jtZkib7HWEWpg8AD74IZHJANpybqKYSoJKEBGbADQpoT2GO/4VhwaPw2YsIUNk7URporLxaymGj3mpbwO/Hyohv2oMIemEnQlR06OJxU5g7RpgT8LmJO9GBGFUSs3oznZ4QFXGj6b5fxYO2UYU5dRYQo+rWdZOYu0eYdTh2pYVXUVx0IMb5wWdcGIaBfDaDetMcYAeifc7n+S4aXp3lg3rz0iYsy36YsqtSCO3P7VQJOOkCqDsQ+b7T0fzkGF6/sB5qkIoMUcno+Z7iCHM3Pd8JmvI1wizkx0IrHgLAaxfWsNUwUSnmcHBIC4jDVsqJEWavDsT4Po0pOqPXtcbOB7yzAwaoCIM8NQUQ+wRmYIAdiHV9unjEnpRmZwExAZ27cXe9U0B86Ww0BUT1QUpaOkk9dyBuRdyBGFEAg9uBaL8O07TkCDN3ICaHd4gKj79+yE76gF0nNXbcR0q8z5tmeCPMpy45Ccyz40Nds1Md4FratOzXxc+5ntwOxPBGmMVnKM73vMPEFOZuPLpopO8U5iF67i17fPnGhWQEqADeHYhJ2OXmZ4R50AAVQTw1DdqBeGVDjDDH90a1KgqIflOYNQoiEEltouNFiGosM02u21uFYQAX12q4uFYb+d8vHkgYRnq+j16dKu46hdF8XnsWEEfegWi/DrEDcUN5cMYOxOQoeLyn3RTmZFx7RW3QDjau7IhWfsACsBcRoHLNzPD2HwLusdbvg2oAEF8uP+d6mp+y7+PC7EB0R5j1PJYV2YHYRc93gqbEDcpqrQkzxCdyfogAlXckZHwZUNKMnRvnZsuE+OeL8w201+7GXs4sOwXEqcE6EN2npsGK1CtOUS4RI8x+C4gadfHIkdAeOxDjXHiPu/FiTt68RBGkIo4nxVwmtkFHfnnt7HRTmEdzLOqcEIjqs9KZwiwefGQMFkKSxGv/GzsQ/el1HusXH5hFS+4tC/GmXxYQhxigArjXiQOlMPN4rSXRgXh2OfwQlXxCGn/CxhCVbjy6aER0TllWsKdaYXj+jL3/MEkFxJLTgbjl3DirFyNxLoTIwmcfBzw5wjwxYAGxFPyiBxj9TXsQ1QDpeI2WKU884xxhjvXnJglumLODVMQ+2VESafRpCVAB1EKBugMx6hAV+7WMvAOx3J7CvKZ0TqelYKwDd2eT+55uyg5EHn/74Y6BB3vgXuP5LlK9wtwGcXLJHmG+esgFRPc60//DeLkDUdN9dbqTBcRQdyDab6qsrgVEjjB34dFFI6V8VnYQRDHG3DItvHgmWQEqQHcHYkNZtB/nC3E5et3oP0RFtL4HJbrzVoKOMCchhVmOaff/GRIBKoAeKcziyX+zVwdijD83SXDDfHRBKmoHYlqITg111E0cw0Z1LOoeYbb/nUd9junsQNQp/ClNvMY33Q5EPW8C/fIKovGjnrK0+qQRnwHTsu8/wnDykhhhHu4O96CTLgDkhBQ/53pacO7jwiwgNpwORF1HmOU9jWlFNsEZN3q+EzTWeZMySq9fWMNmo4XxQhaHdiUjQAVoHwW2LAu1ln1DZRhALsZPY/zsQAwtRCVAd55KhqjEuIAod9P4uLATASqFbEaLbgSR1Fbv6NxIwu7QJHCTmEffgSiDAVKSwAx47zpbiWgH4orsQIym2C5TmD06ECk5vMZvdd9j5Zc8LgwYosLzXTRySgEtjC7ElmnhrUv2tfKwR5jda+mdGwA6yR2IfN9pac65j7uy2cBGPZxpw6bm+3PVYzj3INp4dNGMKMys+OieCksSA1QA9+mxadkX4OIivJCN9w6wfkeYGy0T51ftMIZBQ1REd17wEWan66cU35vVIEVSsUesXNSjEyGf69GByJ1QoRAjzD85t9b1bzxstRSOMBc60joty5IP2UY1wiwKleLvFeeZUXd6ihTmK5sNtEzLDX/SYPVCmhQ9uue4A9GfgXcgsoAYKfV9HkYBcXFlC/WWiXzWkF1ew1IZYJ94iyPMWpso5eX7J6wuRPnwSdP3FAuI3fR8J2hMFGZEoWaUnnMCVJI0vgy0d9rUmq3EjGEW+9zZcH61Bsuyv55Zp/skqKrszgtWoB71TXsQEwFSmGWAigbjy4B74drsaPVnR0Y4rp4pYyyfRb1p4g1nqfuoiBHmUqo6ENuPlZuNlnzvjmofqzod0DItOXI36mLPVNl+HaZld0OK7ml2ICaLDJBQzv9NjjD7MvgORPtYGfdrxbRqLyAOPnZ48qK9/3DfdHnou+CC7NoW5A7EHD/nunKDVMIpIDZNvc8d6jGcexBtPKtppnNMapSSmMAMtHeA1JpmYsYw+01hFkldeyeLA3eG6jHC7HRZ1pqwrP4uSjfkGKAeXTw5j5FQ+7+5xD8MmYyB6yMaY05ziIp4v4oHbNmMgfKIOu/UAqJ6gTrq80w+m5E3r5c26liv6ZMenyZexa86j7++DBrCUU/huockyWYMWegLowNR7D+8ema448vAgDsQxQgzP+fampNBKuEkMbc0D1ExDEOeD1hAtPHoopmoRphbpoUXEpjADDgHDucmbqvhdiDG/eTc7w7EMyJAZcDxZcB9auqnO091JQEpzKJI2jItWUzZiSio6hCgAnQXZAQRDBH34nsSHBFBKmdHG6SSxhCVQq79JlPthB7Vmoq4FBCB9j2IHGFOprzHBILoQMxp2kXiVz43WPGJKzui59WJG9RJp9v/wJD3HwLKru0BOhD5vtPXwmS4QSoNMxn3vcPEJOZ2+r4TNBVViMpxJ0ClXMji0O7KSP/uMJSUYlw9KR2I+fb06F4WQwpQAdS9LUGemlry98V5hHm8kIWoKfQ7qr1R1yvJ1E1hbu/Q5E6o8Fy/N5oORBmikqLvYWe3luyEHuEuVnHM22qYWHPGhqMK6hJ7EC+t1xmiklBe3XMNFrR86Vxt4BfPd9HrtU4liFOX7BHmq2eHHwI5PkAHorjs4oMCfYXdgdiUAVz6vqfkwwjuQATAAqJ2ppQbg1ES+w9vnJ9IZAu0WoxzOxDj/XX0O8J8ZjkeHYirtSbERHA1xiEqhmH4fjrsdiDq0cUjFi03Oi7axYk3TcWnqNwwbwepvDTyDsT0jjDX5Qjz6FcpVJWu64tOqFU+oqAu2YG44XYg6vLwIy0KXiEqpt6L8P0afAdi+o6VSZP3+BwE9cZFuwPxmhGMMAfdgWhZFlqWfc7QuVtMdwtTooA4eAeiZVmyAK/zuYMdiO30fSdoasZZkH55I5oCYtICVARR8NhqtpQdiPG+KOx3hHnROcGIE84gZApzgA5EcdNezGVQysf737bq8+nwhmZBBLmsdwpzo8kdXGG5wdmBeHp5c6QrKWoNZ4Q5RXu91JH7KBKYAXu3kLhpvOAUEIsRfU7cDsSGGwClybErLby6JRri4SfDFfoS2g5EPjCLTFgjzJZl4ZSzA/GaEY4wb9RbMlCrH2qnJa+z9CUaQsIIUWl/T+l77pAFRHYgAmABUTszlSIAYGlttAXEF04nc/+hUPLoQCzE/EAqnnrvVEAULe5zEyGOMAfoQExCArPgt1DqBhHEuzAall43XjWO0IVmqlyQawd+sji6LkRxPCnF/AGKH+L9aFn2btOViHaximPfhTW7gBjV6OPMuPugcV2z7um08Bq/FTeCeY27SPzI9wgD6xdHmKPXax+zX2Kdg2EA+0cRoqJM4fh5IK9+nToXe3Qnrg3PhDDCrBawcxpfuzNEpZ2+7wRNzY6PfoTZNC28cCYdHYi1tg7EeH98RIfQjiPMsgNx8BFmcdFTb5nYamz/93ZKQgKzUJGj2v11frlBBHp08eR6jH7xhipcogvxpVEWEFPYgaju9Wm0LKw4D0BGfSySBcTVaAuI08p1AkeYk8lrhFl0TrCw0J/O1QZ+1RgaFrnCgGPogkhgnpsojWRCppjLyte+7quAyA5EAuad+7nVrWagiTCVeg6JYidzXIipQxYQbTy6aGYmggLi8YvrWK+3UMpncHj38JcPD4McYW6YsgMn7idnWfTcJkSl3jRx0el2CSVEpRDsqSmg7B2L8f5DQe5A7LPTUrcxQDnCbHqnMMf9s5MU18/ZexBfPju6IJU0h6gAdrFApsGPjfbzKgqI4pgc1edkpqykMGu2fiEtvAonbgpzej67wyT35zWDFZ84why9XutU/DrlJDBfPYLuQ6ESYA9ik8Uegn2PIlaiLA7YhaiGIer8nuIOxHY8q2lmVlmOboaQStaP55UAlaReuMoR5mYrMV1U/Ywwn1vZgmXZX4soLg8ikzECjzGvbMY/gVnwu+Ba7EDUZQxQJh92PPUXN7Nx/+wkxZF5kcQ8+hHmNAUD5Ns6EM3oR5jj0oG4Uddu/UJaeI0wy+NvQq/DRm3gHYgJmVZJs0G7SIU3luwE5lHsPxT8PqgGgHpL7Jk2IgngoviYnwwnSKWhNAIkMQQ1LAWmMLfhWU0z4sbAtNydc8MmAlSSuv8QaA8kScpFeD9PS8SJZX6yFNrFRpCLHiBZI8x+06blCLMmXTxeC/wBdmSE7QanA/GVxVVY1mgeCImxvDR9Dw3DaNt3FtU+1s4OxKjOMTKFWRlh1mX9Qlp4LXxvyA5EfW8C/Rh0B2JN7stOz7EyaQZN0hZEB+I1s6ObopIP4wPsQOSUB4UVpNJkURqA91oQnfEIo5l8NiOLH0sjGmNOegIzoHTzNVruGGbMb6DVvY29hBmgIsj9gDV/Beokhaj4vbBzu3j0uAkXncadHYjsyAjXod3jyGcNrNWaeOvy4Muy+yFWIsQ9Kd0veaPZtCJ7mBGbDkQxwrzRkMc4XY5daeEVHsHigj+D70Dk+S5qg3aRCidHmMAsyBFmHw/jG0qxh/S2MBVOkIq4js9pHr4ljiU7BZPqQu93g6ZGGaRimhZePOMkMO9LbgGxlO/uQCzG/CK8nxHmsyEGqAjVABc9ACIbGwyiUrRfY/87EEUXT7qKLr3ke+wdqidkf2hS5LMZXLtntGPMcoQ5RSEqQHuxQKxTGPU+1gnZgWifm6PuQLyy2ZDFVIaoJItX9xyLC/4MkuBrWZbSca/HeT+O8rnBukiFk6IDcSaKDsT+H8Y3+ZCAHHMT9n3d4oAjzGKXuc77DwHuQOzEI4yG3CCV2tD/rhNL61irNVHKZ3Dt7srQ/75hUYtx9YScoIv5nZ+WLCojzGEJPsIskk/jf6NaDZjCXNZkDFA8qayzA3HoRBLzqIJURLp6mkaYgfZiQdQjzKLrL6rPyeRYHmJSacvpOC1zB2KiFDx2ILK44E9hgBAVdWSW57voiGuRQUaY12pNuVbi6pjvQHQfEvA9p7t52YE4aAHR6UDU/METU5jb8QijoZnxIoDRjDCLAJUjCQ5QAdxi3FYjSSEqIoW59wjzmWW7tT3MAqLfgBEhUSPMvkNU7O+BLl08hVx3CrPakcGdUOGRBcRRdyCmrKumoHRsRT3CLF9TROeYbMboei26HLvSwt2B6BZOxP9P8rXYKA2yA1Ede07bw5YkGaSLVBD7D6fK+ZFenwZJYZZ7TjXvFiNgQe5AHGyE2d2dq/dxrBBSIFNa6P1u0JQcYV4bXQExyQEqgJrCnKAORB8jzGLZbhiqxfYumn4laYS56jNpWvxb6BrqKnwAACAASURBVNLFk/NIYWZHxnDcMG8Hqby8OJoOxDSGqADuTtta05Sf16hSmIUoC+0zzh5EADAMYCxlOy/Tzt3p6dWByOJCP8S/YS3ADaP64JYPzKJTCGGE+dQlkcA8uvFlwL3OXPdTQDSTcX9CwzfnNIYMPMIsulo1L0qLYwk7EG08wmhIJDFf2hh+AVEGqCwku4CodvM1EtaB2DStrl10giwgTg0hRMXnCLPoQExGCnP/OxAty9KuAzHn0bmhPrXjDVV4jjgdiCcursvx4mFK+w7EpbU6RKD1qNcpdBYQowzqEtcJgJ3ArHP6YhJ5BYAwRMUfd4Q5eAdiPmsgo/mNd5TyHqP8frn7D0c3vgwETWG2T14FPiTQnpgsW601+1635EXuQNT8vBFWIFNa6P1u0NSoQlRM08ILp+2umCQnMANuMW6r4XYgxv0Erd7ge7Vc15otudclzA5Ed2+LvxOWGBtM2whzrWmi5ewQKWsSouJ1olVvwuJefE+S3dUiZsYLMC3g1XNrQ//7ZApzykaYZQHR2Q1cymdGPqYdpw7EaaUDcVyTzuk08eq84n40fwYZf+W6jnhwv4fBdyBGkcAMBHsYz3FTEsaLORkEN0gXYqPFHYgAQ1Q68QijoZkRFRBPXtrAaq2JQi6Dt+1NboAKoI4wt+QJOu5FEPXCVdz0q85dsW+Ui7kMpsvhFe2C7kB0k08TUED0USRVx0+0CVFx3numZT9IANwidjZjIMuOjNAYhoHr99pdiC+NYIx5S4wwp6wDUTwQWnJWe0RxHIrLDkQAmBl3X8u4Jp3TaVLI2tcs6oMb7kfzpzBA8amWkEmVtBPj+r2mcPpxcskeYb46CR2ITSatk2thym4OGSRIRTRA6H7eKChrbmgIBcSHH34Yt956K6rVKvbs2YP77rsPr7zyStuvsSwLDz30EBYWFjA2NoY777wTL7zwQtgvhXqYqdgFxKUh70B8TglQSfoT76Jy4BAHj7h/TblsRh7wvQ54Z6+4ASphjqfJAqKPp6b1polNZ/wyCSnME0qR1LK2v7kQ48tj+aw2hTP1SaXYycOOjOG5YV4kMQ8/SEU8jEhbiIo7wmw/WImiE7pzfUOUXe7qCLMuqxfSJC/2NSnFL5GmyaJWf7zGwPtVT2nYVNKEEaIiRpgP7BrxDsQA19JN7kAkhRhjHiRIxX3wpPd7SjyUY4iKLfR3w+OPP477778fTz31FI4dO4Zms4m7774b6+vr8td84QtfwBe/+EV8+ctfxtNPP425uTncddddWF0dTYqk7kY1wuwGqEwM9e8ZBXERmKQUZmD7luthBKgAQKXY/35AYUXp5KsmoQPRubAzLbdA2It4eqzTGGBeudAQC5jrXOA/NEfm7GPsK+eG34GY2hAV54bronNejGIXazZjyMX5QMQdiMoIsy6rF9LE3f3mnp9EN6LunST9GiSFmR2I8eAWgYONMNebJs44xZdR70AcD9CBWOeaAlLMiSTmAToQZYiK5tfuHGFuF/pj5W9/+9tt//31r38de/bswTPPPIMPfOADsCwLX/rSl/DZz34Wv/ALvwAA+IM/+APs3bsX3/jGN/Brv/ZrYb8k6jCjhKhYljW05ejPvZWOBGbAHderNU0Ucsm5MCzmMtiot+RNv2oYASqA+9R01cdFj0hgrhZziejSE92ELdPCWq257YjfRl0UEPXp4lEvNMTNl1t4ZzEibKID8aWzq0M9pgNKiErKvo8isCTKDkTALlyKY2eU5xh2ICab1/gtE1r9EceEgXYgJuA6Mc0G7UA8vbwJ07Kv+XZXi2G+tB25q3KC7ECM/3U0Dd+C6EC8ErwDkSEqNnFfwwKibehXhVeu2EWkmZkZAMCJEyewuLiIu+++W/6aYrGIn/mZn8GTTz7pWUCs1Wqo1Wryv1dW7C6LRqOBRiN4slCcia9rGF9fteB+CJbXt4Zyc2BZFp4/Y3/vb9g7nvjvU86wL8K3Gi15EMnAiv3XJS5e17fqXa/19GW7K3hvpRDq1+HUD7G61f/nc2nVPrlNjOVi92/a67NYKWZxZbOJy2tbmBnrXUy5smEfu8by2dh9bcOijnVv1uoYzxvY2LI7uwpZQ5t/h1E5MF1CxrC7ys9eXh/qjY4oIGbQiuT7OKxzozPxiQur9ue1Uojm8zpRyuG08/+zxnCuAfp6HUX3ZmEsn+FnNmEMy35o2GiZ7mfGKSYaVnif3WFeq0YtYzkPvxqm769vo2af7/IZnu+ilHWu3WuNZqDvw+vn7PuY/dNjaDb97fUeVMm5rFyr9X8tXXMeWOciPHdQfOyp2g9CzyxvBn4/bDnvqSivR+Ig5/NYksRzo5/XOtQComVZePDBB/G+970PR48eBQAsLi4CAPbu3dv2a/fu3YuTJ096/jkPP/wwPve5z3X9+KOPPopyebQt5aN27Nixofy5+UwWDdPAn3zrUewKtwENAHBhE1jdyiFrWHj9me/hjYQ/uHjxsgEgi/NLl7GWswBk8OJzz+KRxR9H/dK21aplARj4r9/9Hk5W23/uRz/JAMjg4puv4ZFHXg3t71zcAIAcLq1u4JFHHunr97y0bP/7or7Z9+8Ztc7PYta0/23/8rHHcaDq/XsA4EdL9tdWW1+J7dc2DFkji5Zl4NFj38FUEXh9BQByqNfi+z1Osl3FLM5vGfjD//IYbpgKnji5nZYFtEz7suG7//UxlCNsTAv73Lh0wT4eLl5eA2Dg8rnTeOSRN0P9O/rR3LBfBwAcf+0neGTzle1/w5CcWAXEJeLSuTN45JG3InkdFMxaAwByaJoW/r9v2cdb8dl9/K8fQyXkBtthXatGSZyzlldWfZ+znrtkn/c31/Q678fNibfs78PxEyfxyCMnfP/+J87av7/YGP33cbkGADmsbjXwrW89gn4GC55zXu+li+f5viOcvGK/H149fTHw++GZC/afsXx5Sev31Mvn7H+Ht84u+vp3SNK5cWNjo+9fO9TL/0996lN49tln8b3vfa/r5zpHrLYbu/rMZz6DBx98UP73ysoK9u/fj7vvvhsTE8nfr+el0Wjg2LFjuOuuu5DPhz9K9X+9+ATOXNnCTbfegZv3T4X+5z/y3CLwo2dx48IkPvoPbwv9zx+12ROX8Hsv/z2K5QomynngyjJuveVduOfoXNQvbVtffv1vcPH8On7q1vfg9kOzbT/3tZPfBy6v4q73vhs/e/3u0P7OxZUtPPzjJ1A3M7jnnrv7Gqe0nlsEXnoWV+2Zwb333hraawlDr8/iV44/iUvn1nDTLe/B+66d7fn7t354GvjJC9g/twv33nvLKF5yLPzm3/8VNhsm3n/nndg/Xcb3jy8BLzyD6YkK7r33vVG/vNT5i5Uf49svnMPE1Udw7/sODOXvWKs1gaceAwD8w3s+ItPpR2lY58Zja8/ix5cWsd60j1fvuOFa3Pvha0P78/v1rSs/wqsvngcA3PT2G3HvHdeM/DUAwBtL6/jS838DADhy7UHc+3PXR/I6KJjVrSY++/f2Z/Wuuz8CGAbw1F8BAO75yF2h7Roe9rVqlH705jJ+94W/Q6E0hnvv/YC/3/zcIvDKs9izK37XNDp584kTeOTNVzF31T7ce+9R37//h4+8DLxxCj994+iPgWu1Jn77B4/BtAx86O7+zrenn3gdeON17FuYx733vnMEr5Li7MjFdXzlxb/BWivX9/1Yp80fnAZeewFze3ZrdQ/TqfGjM/hPx5/H1Ex//w5JPDeKCd9+DK2A+OlPfxp//ud/jieeeAL79u2TPz43ZxdcFhcXMT8/L3/8/PnzXV2JQrFYRLHYPZKVz+cT800Jalhf42yliDNXtrBSM4fy5794bg0A8I59U6n4HpVL9j6oesuEWH9QLhZi/7WV8vZHvGVlul7r4hV7VG/fTCXUr2O6Yp+gmqYF08j2ddGzVrf/UafK8f037fwsipCFraa17WuuOesnK6X0H69U+WwGmw0TlpFFPp9Hy+mqKuazWv07jMqNC5P49gvn8OqF9aH9+5o1d/fLeKmITIT7SsM+Nxbz7ZdD0+PFSN6n02X3WmeskIvss7Jnwk0crY7F97hM3sYNd+zDymSRUW4cx4pF5EMu/qfxenysaF/3Ncztz/FeWrD/vXm+i1apIK6BEej78NayvSv8wO7qyL+Pk9kcDAOwLGCrZaBa3vnvN53rrALfdwRg/6w9HrVeb2HLNDAR4MGR5ZxLCjm931NBzwdJOjf6eZ2hD5ZaloVPfepT+JM/+RM89thjOHjwYNvPHzx4EHNzc20tnfV6HY8//jjuuOOOsF8O9SCCVJaGlMTsJjAnP0AFcBNHtxqmXKCaT8BybPG6O0NUthot+b1fCDlEpZzPylELNV15O+LXRZF8GlS/C65Fgl65oFcQgVheLlOYxVJ5zRcxD8sNc/aF4stnV4f2d9SU72GUxcNhKOTav56JsWg+r5PKTWKUAQzVUg7iW8wQleTJZ9z3TqNltYVI6J6m2a9CrjuIpl9pDZtKmsIAQTgAcHLJHukbdQIzAGQyBioFf0nM4utkUBIBwFghiynnmuLscrAk5qYI5sno/Z5iCnO70N8N999/P/7oj/4I3/jGN1CtVrG4uIjFxUVsbtohCYZh4IEHHsDv/M7v4E//9E/x/PPP4xOf+ATK5TJ+6Zd+KeyXQz2IAuLlIRQQLcvC86ftNti0FBBFF12t0ZIn6CQUQtT0aNW5FftEUspnQk8bbbvo6TM97oqTwhzk6VhUKs5r3SltesNpQdTtJlykAHamMPPCdjiOzNvrPF47vxb4Zmkn7k1x+r6HnRfHUaUwq39vlJ+VTMbAdNm+TtDt4UcaZDIGchk3ME8tgmVTVvwfFpngG+CGsZ7iY2WSiO9hvem/CGyaFk5ecgqIs9Hs26+U/F1Li885r7NImJ8cAwCcCZjELN5Tuid7M4W5XehXhV/96lcBAHfeeWfbj3/961/HJz7xCQDAb/zGb2BzcxOf/OQncfnyZbznPe/Bo48+imp1myQCCpUoIF4aQgHxzUubuLLZQCGbwXV70/E9dTv5TNRFATEX/4OpePpda7Qf8M44T6IWJscC7cTYSbWUw2qt2fdT05VN+9dFddMeRLXPCzu3A1GvTgRRkGma9sWHLLzzhmoorpoaQ6WYw1qtiVcWV3F0CA9vRCdzMYLdh8PWecMV1cOMiZJ7WRb1Z2V6vICl9TrGi+n7fusgn82gadoPPU3LPs8XspmhnPPTSN4wBnggIzvueb6LlCiiN03/38Nzq1uoN03kMgaumhoL+6X1ZVxMutT6m+aRHYh8SECO+ckSXjq7gsUrATsQTT78BwbvZk6boYwwe/1PFA8BuwvxoYcewtmzZ7G1tYXHH39cpjTTaAxzhPk5Z3z5+rlqai6eZCGuaSqjmPG/qeo1wnzWeRI1H/L4siCemu403iu4I8zJ6XSpyhHm7S/sNur2v8G4Zh2InSdbdmQMVyZj4KeumQYA/Ms//rHs6g3TViO938N81whzRAVE5e+Nusv9emcs/vDuSqSvg4KRI1ctU66S0L2LxA/x+QtywyiuuaL+DOtukJt+Mb581fQYchF9H/dU7Z24rzp75XfCEWbqND9p3+edXQ7WgSiaAHTvXC8q51MaQgGRkmF2iB2IooA4jA6YqJTy7kdFdJx13nDGUUHpnFSddZ5EzU0M56lqv/sBhZUkjjAX+9tNs163byTGtetA7BhhZgfi0P2b+45id7WIlxdX8Wt/+PddDw4GVWuIDsT0fQ87b/TjMMIc9Wfl3/0378R3/refSdW5XCd5pQBWZ2HBN/FvZVpAy/Q3AisfmKXwWJkk7hi6/xHmU04B8eoI9h8KH7huNwDgsZfP9/XrRbGHe05JWHC6Z88G7UBs8T0FuE1DHGG28cymqWF2IKYtQAVoX4S95nSUJeHJcrFnAdF+EhV2gIpQdQqB/Y8w2wXEJI0wyy7LnQqIYoRZsw7EXI8QFd7ADs/+mTJ+/5/fikoxh6eOX8KD//nHMH3e+G4nzcEAcRlhnoxRB+JYIcvuwwQrKDub3DE0vW8C/VCD8vx2sNUStCs7zeQOxABdQ28srQOIbv8hAHz4yB4AwPdfX5LXktthByJ1mptwOhADFxAZogIwRKWT3u8Gjc1WRAdiLdQ/17Is2YGYpgJiPmvIZGHLuR+PujukH+rotUrswpibHO4I81rfKcz2hVGSUphFkXSnLktdQ1QKnSEqvKEaibcvTOJrH78F+ayBbz17Fv/6Wy/CssIpIqY5RKXzhqtSiiiFOUYdiJRs6vim6MBiYaF/arHVbwGKOxDjId9xHeKHCFA5MDse6mvy4/DuCq6eKaPeMvG91y7u+OvrXFVAHcSqqsAhKibfUwALiJ14ZtOUSFe8vB7unqy3LtsBKvmsgevm0tO5YBgGSh1dN0kohPTagaiGqAxD1ecIs0xhTtAORDnCvEORVNsQFTk+196ByBuq4bvj2l349//kZgDA1//mDXztieOh/LkyRCWF30O1WFAt5SLb98MCIoVFTaBtOB2Iut8E+pFXOm78JjHXeL6LhXzHJIQfcRhhNgwDH7zB7kJ87KWdx5ib7ECkDuI+b/HKVqCHyXxP2cQ1Yo07EAGwgKit2XF7Me9arRnqniwxvnzd3mrqxtw6d9kk4cJQvObOFOZhh6jIhOI+Ri4sy0rkCHO/X6OuISqd6YcsII7Wx965gN/6B0cAAA//xcv40x++NfCfKY4jpRSmMKvvyyh3sU6wgEghUXcgNrhCwrdMxlB2+QbcgZiy6+CkyQcMwrEsSxlhjq4DEQA+fGQvAOCxV87vuJJEvE8LfFBADjFptlFvYWWzv6YOlXhP5TQPUVE7+sOa6kkyXkloamIsJw8GYQappHF8WejsuknChbjXCPNWo4XLG3bBbn5oISrOeG8fBcTNRksufk5SiEq1z6RpN0RFrwJi55N/N708/p+btPjV9x/Cr77vIADgf//jZ/HdVy8M9OdtpboDUSkgRvggI5/NYKps//26HTMoXHll5EqGK2i+x8qvoAUoPjCLB9E15HcEfXmjIa/touxABICfPjiD8UIWF1Zr8h6rF+5ApE6lfFbmHgQZYxYBUroXEItOiIpluWFFOuMRRlOGYWBaBKmshV9ATGNqY2fXTRIuDL1GmMUi3XIhO7SR4UqfxTXAHV/OZYxEjfm6I8z9haiMF5PztYWh88K9wRTmSPyre4/gY+9cQNO08Ot/+IzsEg9CdCAWU9iBqN5wTUa8SuH//IWb8Nl7j2B/xDeulGxFrxTmnN43gX4FLUCxgBgPQQvAYv/hnmoRYxFflxZyGZnG/J0d0pjF18lVBaSad7oQFwMEqTTl+gu9j2WlQgYfe+cC/vFP7YPJDkQWEHU2Oy6CVMIpIFqWlcoEZqGz6yYJT2O8UpjPLjvjy5MlGMZwvoaqjxAV0VI/MZYf2usZBhkUU2/2HCsxTQsbogNRtxHmzg5EhqhEIpMx8G//25twx+FZrNdb+MTXn5a7nfxKd4iKe+yJuhP6547O4X/8wKFIXwMlnygW1lumPA7rnqTplzq25ofcF8vzXaTc75+/G/6TzvhylAEqqg85Y8zfeenctr9OfM7ZgUgqUUAM0oHYYDAPAHui73f/6bvw7//JO7maAiwgak0GqWyEU0A8vbyJyxsN5DIGrp+rhvJnxol6wCjkMokodolOIXUHouhAnB9SgArghqj0swNxxSkyTkSUehqUKDJYFrDR8N4juqn8uG7jiKIgI55ecql8dIq5LH7v47fgyPwELq7V8M++/ndYWqv5/nPSHKJSaOtATM4qBaJe3BAV0+0AZ2HBF9nB1vS5A7ElurX57x0ld4elvwKwDFCZjUcX+J3X74ZhAC+cWdm2i6zOEWbyMK8EqfglQ1T48IkUfDdobKYS7gizGqCSxiX7JeVCMCkX4d4jzG4H4rD4GmHeSF6ACmD/24qL09UenZZifDljtL9/dCA6XcTTywafjEeqWsrjD/75rbhqagwnLq7jf/j9p2XAT79EETiNx/e47EAkCksh6x6DOdoYjCzCBh1h5vkuUoOOMF8TkzUSuypF3Lx/CgDw2DZjzPI6KwETUjQ6IkjlzLL/AmLDZAcideOZTWNhjzCnOUAF6O5ATIKCskRdcDsQh1dArDrdef0UEGUHYsJu2g3DcMeYe3ydaoBKEjpWw9R54V53ithJ+eyk0Z6JEv6fX/lpTJXz+PFbV3D/f/yBrxurrUZ6OxDzMUlhJgpLXhm/5QOcYEQnPUNUkmnQEea4dCACbhrzdmPMMkSF7ztSLEzZ93tng4SoMIWZPPAIozGRyrQUUgHx+dMrAICjV02E8ufFjXrTnE/IkxivFGZZQJwa3ghzxccIswhRSeJNu0xi7vF1ig7EsmYBKoAywiwLiLyhioPDuyv4D//sVpTyGfz1Kxfwf3/n1b5/r7sDMX3vZ/WYHnWIClEYClm1gChGG5Nx7RIXQTvY0nysTBLx/WuZlkyT7cdJZ4Q5LjsQAeCDN+wBAHzvtYvYrHuvzXF3IPJzTq6BRpgZokIe+G7QmNuB6H8XlhfxxO5te9O3/xBoH9tLShHEK0TlzPLwR5hliEqtCWuHtCo1RCVpKsXtOy1lArNm+w8Bd9yhwRCV2Lnlmml8/uePAgC+9dzZvn+fm8Kcvu9hgSPMlDKiiFBrmu4eKx5/fQkaosIHZvGgFtL6/R6u15o4v2rfF8WpgHjDXBULkyXUmia+f/yi569p8HNOHtQQlZ3uyTo12IFIHniE0djMeBFAOCPMlmXJzraFIYZzREntQExKEcRrB+LiyvBDVEQHYsu02oJEvLgjzMkrssmwmB4FRF0TmAF3B6J4eimW0POGKh4+cuMcDAN4/cI6zq/091Q6zSEqbTsQE9gNTdRJLX7VZZJm+j67w+QG0fi76WZoWDyox/Vmnx2IJy7azRCz4wVMluNzLjAMQ6Yx/9VL3nsQ5a5TFntIIXYgbjVMLG9472zvRVzDsyhNKr4bNDY9bp8YwyggXt5oyAumvZPFgf+8OFK7bpJyIO1MYd6st+TJY35qeB2I5UIW4vqlV3FNSMMI81rN+4QsRrjLBf3GmDp3D9XYgRgrk+U83r5gr5v4/vGlvn5Pmsfy1GN6nG4aiYJSx2+bHGEOJOgOxBpDVGJBPa43mv19D0UB8eCu+HQfCh88Yo8xP/bSec9OMhF4kZR7FBqNYi6LXU5w6lmfY8yyA5HnDlLwCKOx2RA7EMVY7K5KIZU3l0D7TXNSOnA6R5jPOAt0K8XcUAt2hmHILsSVHQqIK5vJTGEGdk6bFim3FS07ENtvvDjSFT93HN4FAPj+6/4KiGlMFC/k3IvjJD7MIOrklcKcz6TvsztMQXcgitCwNK57SJJsxpAPs/v9Hsa5gHj7oVmM5bNYXNnCi2dXun6+wQe11IPoQvQbpNKUXa18T5GL7waNiRCV5c2Gr+XCXhavDH8sNmqJ7EDsGGEW36e5Ie4/FEQS805BKklNYQbcwmDvHYj2v3tZxwKi8xkRS73FDVVSPjs6uP3QLADgyT4LiG4Kc/oeEqkXx0lcp0DUyR2/VVKYc+wi8aMQtIDIQk5syM9Bn9/D4xfWAAAHd8evgFjKZ/G+t9kP/r7jMcbMbjHqRdyf++1AFPUBjsWTimc2jU07Y1qWBVzeGKwLUTzRGEVhKirqTXNSuqjkCLPoQBxBgIogx3t3HGF2QlRKybtp36lI6oaopK/gspNCx+iXuLBNymdHB7cenEE2Y+DUpQ28dXljx1/vjjCn73uYV76mJHZDE3USx9q6ksLMLhJ/3OJT/w/ZLcuSHfdpPFYmjdqJ2w/RgXgohh2IAPAhJ435Oy97FRC5r468LQTsQGRRmrzwCKOxXDaDqXI4exDPyACV9BYQSwnuQKw3zbagm1EUEEV3Xq/9gEKSR5ircoTZ+2tc1zlEpeOinTdU8VMp5nDTvkkA/Y0x1xrpHcubGsujlM9gV6WIsbx+BX9KHzl+2zRlgAQf4PgjHiz0uz8PsMM6xFAP/72jJwofzT46EC3LwnE5wlwZ6usK6oNOAfHHby7jgpMWLYiJD+46pU5zogNx2V8HIkNUyAvfDZqbKdtjzIMWEN3R2BSPMCewA1F9nfWWqRQQh/99EvsBd9yBmIIRZnYgdhPjDuLiQ450JeSzowsxxtxPkEo9xSEq48Uc/vST78X/++u3wzB480XJJ4oI9ZYpP7scQ/MnSIhKXSk2pvFYmTR+RpiX1utY3WrCMIBrZsvDfmmB7JkoyQd/f610IZqmJR8UsNhDnRamRAeizwJiiyPM1I1HGM2JPYgDdyA6o7ELQ0z2jZraOZWUvTbqa641Tdm6Porvkxzv3aaA2DItuT8wiR2IO+5AdEJUdNyBmO/agcinmHEkglSeen3JM9VRleYQFQA4Mj+BAzEdWyPyS5z/Gy2TXSQBBdmBqBYQ+cAsenkfI8xifPmqqTGUYtyJ/kE5xnxO/ljDdN937ECkTnMTAUeYnfdVjucOUvDdoDlRQFwatANxJf0hKurFRFIuCtVCZ61hjrRTdKfuPKC9uFhN5A7EHVKYa/qOMHc+9WcHYjzdcs008lkDZ65s4eTS9nsQRRgTu2qI4s8NUbHQaHKEOYggOxDFuS6bMZBl107kCrn+i8AnLsQ3gVn14SN7AQDfffWiDDdTC6R8UECdFqbcEJWdHharWuxAJA88wmhutuJ0IK4FLyCOerdeVNRuvqQ83TMMoy2JWXaKjjBEpdd+QAC44uw/LOUziSxKiDHtniPMdY1HmJW9Q+pS+aR07+pirJDFu66eBrDzGPNWg3ssiZIir3TPyS4S3gT6oiZZ96vG42SsyDH0Pr6Hr1+0E5jjGqAivH1hAnsnitiot/C3Jy4BaN/xyAIiddrrdCDWmiYub2y/m17VMBmiQt14hNGcO8Jc2+FX9ra0Xke9acIw3ANUGrWNGa/V+gAAIABJREFUMCfowlC87svrDbmPcBRp2dU+OhDF/sMkji8DQLW4/Zi23IGoZQei2IFotT0ZT9JnRxdiD+KTOwSpyA7ElI4wE6VJXglRa7S4Gy2IfC7ADsSWfZzkuS4eRPK4KIRsJykdiIZhyDHmx16yx5hF56sBi52v1KWQs0PiAHftWD+aTPYmD3w3aG5m3D6YDDLCLMZid1WKqb5gahthziano6zovO43luwLo2oxJ/cTDlNlh/FewE1gnhjB6xmG6g4diBsihbmgXwFRXrS3zLbl5exAjJ87DjtBKtvsQWwpheAkdgsT6Ubd3+feBLKw4EcxwA7EGrvtY8VPkrbYgXhodzwTmFUfusEeY/6rl87DstzzMz/i1IvYf++vgMgRZurGs5vmZsbtws3ljeAFRHEgSvP4MtAxwpxLzoFUvO43nAuj+REF3ewUMAK4I8xJTGAG2keYWx5Pt0VhsVzUr+CiLi5vcKl8rN189RSKuQwurtXw2vk1z1/TnizK7yFR3BWU7rkGu0gCyQ9SQORxMhYKfSZpt0xL7gGOewciALz32l0o5jI4vbyJn5xbkw8J+BGnXq6esZPFd9p3rWowgIs88N2gOdmBOMAORB32HwJuJx/gPpVOAnGzf8LpQBxFgAqgpDCneIS5oowmi32HKtGBWNF5hFnpQORS+Xgq5rJ494Ht9yCK8WX71yfn+EekKzUARHQnMUnTH3cM3EeISpM7EOOkM9CtlzPLm6i3TBRyGRk4EWdjhaycHvjOy+dkgTRB/Q00YqKz9rjTUNIP2YHI1lZS8OymuVm5AzGMAmL8T7iDaA9RSc5HR4wbiidOowhQAZTx3m1HmO2fm0hgAjNgj7WLMSWvr1N2IGoZouJ2IIobKo7Pxdcdh3cBAJ58zbuAKAJUchmDRQiiBHADQFpKByKPwX4E6UCUgWFc9RAL6jTEdkRR5cBsOTEPOj/kpDF/56XzssjNjzj1IsKBTlz0njTpZFkWms50VVI+EzQavAvQnAhRubxR9xXrrjp7RY8R5rYdiAl6siwCD046HYijKvS6I8w7pzAndYQZ6L3rsdEy5Y2EjjsQ8xkRouJ2IHInVHzd5gSpPHViCabHOL4MUEnQsY9IZ+I6pdGyZBdJkh5+xkG/46+qOkeYY0WdhtjO8Qt2USUJ48uCCFL5wanLOLdqN3OwgEi9HJQFxP46ENXVTPkMj2fk4rtBc6KA2GhZMqHXL9mBmICW/0EktQNRFG0uOmPqoyr0ysJaikeYAbdQulZrL5SK8WVA0xTmXHcHIjsy4uumfZMYL2SxvNHAy4urXT8v9nqpqxyIKL7UEJU6dyAGMsgOxCStukmzfr+HoqhycFf8A1SEhakxHJmfgGUBf/WincbMtx31csApIJ5bqW27XkpoKgVEjjCTiocZzZXyWTleGXSMWZcORLWAmKQny503/KMKUVETint1tyY9hRlwv87ODsR15+SczxqJer+ERSS2qZ2Y7F6Lr3w2g1sPzgAAnnz9YtfP1xr8HhIliTvCbKLpLMLnTaA/6h7JftVbTrd2nsfKOOj3e+gmMCenAxEAPnzE7kL8yxfsAiJ3IFIvk2N57KrYjUNv9NGFqBbd+fCJVHw3kOxCDFJANE0Li5qEqLSNMCfoQNp5wz+q71O1aBcFLQtYV7rxVO4Ic3I79HqlTW84oSo6dh8C7sVGs2Up3S+8so0zsZD9KY8gFTHCXGIHIlEiiAdX9ZaJhrMfLUnXLnEgO+mbAUaY+W8dC/12IB6/4BQQEzTCDLhjzBfXagA4wkzbE2PM/QSpNJWie447EEnBsxsNFKSytF5Ho2XBMIC9E+kuICa2A7GrgDiaUfNSPiOX7vYKUhFj80keYVY7LVVrNbvgouP+Q0ApIJqmvPlK0udGR7cfsoNU/vb4pa59UTV2kRIlSl7Z39cw3RAk6h93ICZfwWnJ264IvNVo4YwzTZWkHYgA8M59U7KrDGABkbYn9yBe6KMD0XQ/MwxRIRXPbqR0INZ8/14xvry7Ukx9e3Mu6xbEkvS1FpW9cxOl3Mg64gzDUIpr3kEq6Rhhtl97Z5F0Q+MEZsAdlas3TdRavKFKghsXJjBRymG11sQLZ1bafm6rwRAVoiQpKOmzMoWZn19fBtqByH/rWMg54Q8Nj3Aw4eTSBizLvkYW90RJkckY+Nnr98j/TtDtCUXg0G57x2c/ScwiRCWXMWAYLCCSi4cZwsx4EYDdTejXmWU9AlSEknNBmKRCiLqHZ1Tdh0Kv8V4hFSnMPdKmxdi2tiPMGdGBaHGkKyGyGQPvcdKYn3y9fYzZvSnWsyBOlDSi+NUyLbnDlEma/gTZgVhjB2Ks9FMElgnMuyuJLJR86IhbQMwZ/b9XST9+kpjFCDN351Innt0Is07r+6U1/wXERacDcSHl+w8FEUiSpAtD9Sn4qAJUhJ0KiKlIYe6RNi1CVMaLehZcxAVHU0lhTlLnrq5udwqI3z/eWUBkMABRkqjXKRvOA608ExZ8CdKByBHmeMn3McIs9sEdTtj4svC+t+2WD2hZ66HtiB2fxy+s9wy4FGTnOh88UQe+IwjTZaeAuOG/gHjWCVCZ06WA6FwQJikMQu0YGnUHohhN7twPCNgFiS2nKyLZI8zOmHZnCnNdjDBr2oEoOzdM3lAlyB3X2gXEp09ckt83gCnMREmjPrARoV453gj6IvfnBRhhLmT1fHgYN4U+isCiGytp+w+FSjGH9xyaAcARZtre1bNlGIbd9HBxh8ahpskORPLGwwwNFKIiCogLIy5MRWVP1R733l0pRvxK+tfWgTjiQm+lR3ENAFY27R8zDLcIl0TVXinMTohKRdcRZuWCY6vJ/XlJcd2eKmbGC9hstPDsW8vyx+UIM1OYiRJBPQaL9W9cI+GPeAB4ab0Oc5sdeqq6PFby3zoO+hlDlwXE3cksIALAR94+BwAY1/OSk/pUzGWxb9q+Z99pjFkU3XM8b1AHviNICVEJUkC0R5h16UD84i/ejN/7+C14295q1C+lb+07EKMZYV7Z6g5RET9WKeaQSXC6V6VnCrPuISpK94tTTGUHYvxlMgZuczoZvq/sQWSIClGyGIbRNS3BThJ/3rangkoxh9WtJl48u7LzbwBQbznnO950x4K7TiW9HYgA8N/duh//9h8fxUev7r9blvR0cFd/QSpqiAqRimc3woyzA3EpwA5EEaKyMOLdelE5vLsin/IlhXoRO+oR5mqP4hqgBKgkeHwZACpF+/V37kAUI2O6diCqFxzi+88diMlw++FdANqDVBiiQpQ8nUUsHoP9yWUz+OmD3Q9UtsOVHfGy0wjz8kZdNlAcmE1uATGXzeC+mxcwkawQaYqA3IO4YwciR5jJG89uFHiE2TQtnFtxUpg1GWFOInXkcOQhKtuOMCc/QAVQdyC2d1muOV13uu9ABNxiKjsykkEEqTxz6rLsPKxxDJ0ocfK5zgIibwT96hUs1Yv7sIXHyjhwg3C8R5hFEWVuooRxTR/4kl4OOaP6Jy5sX0BsMkSFeuA7guQI82ajhU0nqa8fF9dqaJoWMoa7G5DiJ8odiL32AwLAivNjE2PJvmDrlTQtima6pjBnMwZEE6JIAGVHRjIc3j2OPdUi6k0TPzh1GYASosK9XkSJ0dlxyA5E/24/bBcQ/+7EpW3HYIU6C4ixoga6eRFFlEMJ3n9I5MfBPjsQGaJCvfDsRqgUc/KptJ8k5jNOgMqeaokLVmNMXMROjuVH3g1X3SaFOS0jzL3GtNedDkSdn2iL44IoIPLmNRkMw5A3zU85Y3uiq6bEEWaixOjs+uaNoH83zk9gciyPtVoTz52+suOv5whzvIj7m14jzGnYf0jkh3ivn1xal3sOvcgQFXYgUge+IwiGYbhBKj72IC46ASqjHoslf8acEeZRdx8CSneeRwExPSPM9uvfqLfaTsTrmoeoAEDeaUEUxVV2ZCTHHU4B8UlZQHRGmNmBSJQYnUUsjqL5l8kYeI/Yg9jHGLPodGMBMR7Eg8tmjxFmFhBJNwuTYyjkMmi0LJy+vNnz14nPDFdfUCee3QgAMDNujyAvrdf6/j0iQCWKwhT17z2HZvGhG/bgf7rz8Mj/brEDcXWbFOaJhBcQ1RFlddej7iEqgLt/S+5A5A1VYtx+yA5S+dGby9ioN7HVYIgKUdKoN37ZjIEM0zQDEQ9U+glSqfFYGSs7jTCLMU6OMJMuMhkDB2fFGHPvJGYxwpzleYM68G6OAAQLUllkgEoiTI7l8R8+cSt+/uarRv53ix2IaQ5RKeaysjC2WnMLpet1vUNUAHfsQe5A5AhzYuyfGcNVU2NomhaefuMyQ1SIEkhdG8EukuBEMv3Tb1ySI8q91EQHIs93sbDdCLNpWjjhFFAO7qqM9HURRUkGqWyzB7FpOiPMPJZRB74jCIAbpOKngHhm2RlhZgci9bDdDsSVTSdEpZT8AtuExx5EMcKsa4gK4F64bzj7IDsTQSm+1D2I3399icmiRAmkdn1zfDm46/ZWMDtewFbDxI/eXN7213IHYryI6w6vAuLiyha2GiZyGQP7p9kMQfoQI/vbFhA5wkw98OxGANwC4pKPAuLZK+xApO25I8zbhKgkvAMR8E5idguIyS+QBiW6X9bFCDOfYibK7YecAuLxJSWFWd+COFHStHUgsqAVmGEYuK3PMWbRrc0CYjyI645Gs3sHoiieXD1bZpcVaUUmMV/oXUBkiAr1wncEAXALiJf9jDCLAiJDVKgHUVhbqzVhdiR9iR2ISR9hBtxCqRjVtixLjjCP6zzCLDoQ67yhSiLRgfjcW8u4uGbvxy3xe0iUGAWOMIfGDZa6uO2vq7NbO1Zyzv62htndgSj3HzJAhTTT3wgzOxDJG89uBMB/B2LLtJQdiCwgkreqMp4sutCElRR1IFaL9tcg0qZrTVMmMpd1HmF2nlqKbkwWEJNlYWoMB2bLMC3g1fP2nih2IBIlh3rMZRfJYERH9g9PLWOr0er56zjCHC/bjTCfuMAEZtKT2Pl5enmz5/GMISrUC89uBMB/iMqF1RpapoVsxsCeKguI5K2Yy8gnV517EOUIcyn5BcTOtGnRcQewAxGA3J/HEebkEeEBArtqiJJD7RxhQWswB3eNY+9EEfWWiR+cvNzz14m0Xx4r42H7EWYGqJCepst5OQH2xpJ3F2KzxRAV8sZ3BAHwH6Jy9oodoLK3WuSTCerJMAzP/YCWZWHF+e80jDB3pk2LjrtSPqP15yPfcdHBG9jkEWPMAm+KiZJDPQbnND4XhcEwDNzhPFB5cps9iGJfbCHLbu04EJ8Brw5EMcLMDkTSjWEY7hhzjz2IMkSF5w7qwDsBAgDMVpwRZmfP1U5EgMocx5dpByKJWS0gbtRbcsR3Yiz5HXrVjhRmMa5d0ThABejem8IOxOS57dBM238Xc7wpJkqK9h2IPP4OSg2W6kV2IOb57x0H4jqk3lFArDdNvHlpAwBweDcLiKQfGaTSYw+i2BvKDkTqxHcEAQCmy3YBcWWr6fmUrpNMYJ5iAjNtTw1SEcT4ci5jYCwFO9U606bXa/YIc1nj8WWge+cWOxCTZ0+1hLftcce7SrwpJkoM9ZjLRfiDEx3ZP35zWU4aqFqmJR+O8oFZPIjCueimEk5d2oBpAeOFLHZXi1G8NKJIHdohiVl2IPLcQR14diMAwFS5AMM5Plze2HmM+eyyPcK8wA5E2kHnfkCgPYHZMJJ/YqoU27ssxY1FuZD84uggch0XHeyASSZ1jJkhKkTJkWcHYqj2z5Sxb3oMTdPC029c6vp5EaAC8IFZXPQaYRbpswd3j6fiOpTIL7H7U+wC7SR3IDKAizrwHUEA7IQl0YXYzx5Ed4SZHYi0vYlS+35AAFjZtP9/GhKYAXWEWYSocIQZ6O7A4A1VMt2hFhD5PSRKjLYdiOwiCcV2Y8y1phugxmNlPIjuqaZpwTTdLkQGqJDuxAjziR4jzExhpl54diNJBqms9VNAZAci9We7EWZRXEy6zh2Ia2KEWfMCYucNK2+okuk9B2eRyxjIZQytU8WJkiafc4/B7EAMxx3XOgVEjyAV0YGYMbg3LC7yynWH2OkGKB2IDFAhTR3YVQYAXN5o4LJH85AoIHKEmTrxToAkUUBc8tWByAIibU+MMK+0dSA6BcSUdCB2Jk2LDsRx7UeY2YGYBtPjBfzex29Bo2ViTPP3NFGSFDnCHLrbD9lJzM+fvoIrmw1MKtcxNaeAyHNdfKiTEI2WBfFc93Vn7xsDVEhX5UIOC5MlnLmyhRNL65h26gCCGPvnwxDqxHcESTN9jjA3WybOrdgFxAWGqNAORAqzOsJ8JaUFxLWOEJVxzTsQ8xnuQEyLDx3Zi587Oh/1yyAiH9p3ILKLJAxzkyUc2jUO0wL+7kT7HkRZQOS5LjZyynVIs8UORCLVwd29g1RkiApHmKkDz3AkzVT6KyBeWKvBtOyT8q4Kk8toe+4Is3eIShqIIulqrT1ERfcOxM6CIbsyiIhGRx3fZBdJeG477D3GLEaYGTYVH9mMIUMi604BcXWrgQurNQDAARYQSWPuHsTuIJWmyQ5E8sZ3BEmz4/0VEM8s292HeydKXKxKO6qW2sd7ASVEpZSWAmJ70vS6GGHWvAOxa4SZFyFERCOjHnN5/A2PCFJ58vWLbT8uClT8t44PwzCUJGa7o+qNixsAgF2VYmquQ4mCcJOYuzsQxeeFAVzUiWc4kmb6LCCKAJV57j+kPmwbojKWjgKb+Bq3GiYaLdPtQNS8gNg5MsebKiKi0WnrQOQD39Dc5hQQX15cbbtmlh2I7LaPFXHt0XC+P8edbqtD7D4kzYnPgNcIc8sJUeG5gzrxDEeSG6JS2/bXLToBKvPcf0h9kOO9agdiykaYK0qa9HqtifW6k8LMEea2/+YIMxHR6BSUhzh5Hn9Ds7taxHV77c6dvz3ujjHXmva5n+e6eBEPM0UohOi2OsQAFdKcGGF+Y2kdplMwFGSISobHM2rHdwRJs+P2PsN+R5jZgUj9cBOKlR2IogMxJaMj+WwGpbx9OF3damKDHYgAusceeFNFRDQ6bSEq7CIJ1R2H7TTmJ5U9iOxAjKdcxwiz6LZigArpbt/0GPJZA1sNE4tOQKogQ1Q4wkwdeIYjaXrcLuZcWm9s++sWVzjCTP0T+wG9R5jTUUAEgErR7bSUKcwFvQuIeeWpZTZjcGcqEdEIqQ9tOjvCaTBijPn7x7sLiHxYFi9yhLmjA5EFRNJdLpvB1TNlAN1jzAxRoV74jiBJdCBe3qh3tTGr3A5EjjDTzmQBURlhFuPMaRlhBoAJpVAqQlTKRb1HmNUORD7BJCIaLbVoyJvAcN12aAaGAbx2fg3nnc4dGaLCAmKsqCPMlmVxhJlI4QaptCcxyxAVPvynDjzDkSQ6EFumJXfUeWGICvkhRpjX6y25kNcdYU5Ph15FSWLecHYgVjQfYc4zAZSIKDLtKcy8CQzTVLmAG+cnALhdiLWGGGHW++Fh3IhrkXrLxIW1GtZqTWQMYL/TeUWkM1FIP96RxCxDVHjuoA68oyOpmMui6hQ8lnrsQWy0TJxftUNW5qdYQKSdqQEja7UmWqaFVWecOV0jzG4HohjXZoiKe9FR4A0VEdFIsQNxuG4XY8zOHsSa6EDkv3Ws5JUdiCecMc1902UWeongjvKf6CggMkSFeuE7gtrMVOwk5l5BKudXa7AsuzCwyxl5JtpOMZeV4zxrtWZbmEpaQlQAd1RbDVHRvQNRvejgUnkiotHiDsThuuPa9j2I3IEYT+JhZrNlyi4rji8T2XoVEJsmQ1TIG89w1Ga6bBcQl9a8C4hnl+3x5b0TJWS4E4H6JDpb17aaWNm0i2tj+WyqLrJFiMrKVgPrzghzWfcQFe5AJCKKDI/Bw3XrgRlkMwZOLm3g9PImC4gxlVdCVBigQtROFNPfvLQhj2GAXXAH2IFI3fiOoDaz43YB8fJGjwLiFXtR9AIDVMgHdT+gm8CcruKa6EA8v1KTPzaueYhK2w5E3lAREY2UegxmB2L4qqU83nHVJAB7jLnWtB8esuM+XtwdiJZMmj3EAiIRAGB3pYhKMQfTAk5dcrsQZYgKHz5RB57hqM3M+PYjzCJAZY4BKuSDHO+tNWVAT5oSmAGlgLhqF9kNw+6y1FmOBUQiosiohSzeBA7H7YfdPYjsQIynvPP9aDRNmTQrkmeJdGcYhuzIFQV2AGia9vGMD5+oE98R1EbsQOw5wux0IDJAhfyoKCPMsgMxRfsPAfdrXHQ+I+OFHAxD7xu2thAVXoAQEY0UOxCHzw1SuYgaC4ixlHdWLm01Wzh1aQMAcJA7EIkkrz2IYgdilivLqEO6ZghpYLOyA7Hm+fNnlznCTP6J/YCrW02I81DaOhDFmPY5Z4RZ9wRmoH1vCm9eiYhGK98WosKbwGF494Fp5LMGzlzZwqvn7e62Is93sSKuP964uI5Gy0Ipn8H8BBshiATPAmKLISrkjWc4ajPjJCsvcYSZQjThFNfWag05wjyRsgJi1emoFCPMuicwAx0diOzIICIaqfYQFR6Dh6FcyOHm/VMAgL910piLmq8viRtRSH95cRUAcGB2nEGQRAoRpHK8rYDIEBXyxncEtZkZt4sgvXcgsgOR/BPdee0jzOkqsImkabF0uKx5gArQfsPKpfJERKNVzLrnIRYQh+f2w7sAwB1h5r91rIhC+k/O2QXEQxxfJmpzyNkJqnYgNkyGqJA3nuGojehAvOxRQKw3TVxYs8cz2YFIfohuvJWtJlY2mwDSO8IsjBfSVSANIsfuFyKiyORz6jGYN4HDIvYgCuy4jxdR0BUrZg4ygZmozYFdZQDAhdUaVp1JMdGByOt36sR3BLUROxCX1uuwLKvt586tbMGy7BOx+HVE/ZAdiEoKc9pGmDtHlsc5wtx20cEbKiKi0WKIymi86+qpti57nu/ipbODignMRO2qpTx2V+0mItGFKHYgMkSFOvEMR21mnMJgrWlio95q+7nFFXt8eW6yxN0h5IvYD5jmFOZqRwciQ1SYwkxEFKWccq3GPVbDU8pnccs10/K/ubIjXjqL5+xAJOrWGaQiUpjzPHdQB74jqE25kJUXPp17EM8sM0CFghH7AVdrDaxsprMDsVps/3oYotJ+w8qODCKi0TIMQx57Czk++B0mdYyZ57t46XyAeZg7EIm6HHIKiMcviAKiE6LC9RfUgWc4amMYhuxC7ExiXpQBKiwgkj+imLa21cTKlr0DcWIsXQW28Y7QlDJ3IHIHIhFRxETxhB2Iw3XHtUoBkee7WFGvP6bLeUyVuYaJqJPagWhZlgyFZAGROvEMR11EAbEzSEUkMM9PMYGZ/BHjvau19I4w57KZtrHlzoKijgpMYSYiipRYJcGbwOG6ad+UvAZgB2K8qAVEji8TeROfjeMX19Ay3RwEjjBTJ74jqEuvDkQxwjzPDkTySYaobDXlCHPaUpiB9rFlhqjYRVWBN1RERKP3c0fncN3eCg7vZnDEMOWzGXz8tmuwb3oMR6+ajPrlkEItnjNAhcjbIeccceLCutx/CPDhE3XjHS51EQnLl9ZrbT8uQlTmJ9mBSP6I/YCXN+qyJT5tOxABu1B6ftX+3IwzRKVtgT9HuoiIRu/hX7gp6pegjc/cewSfufdI1C+DOqjXH4e4/5DI09UzZWQMYL3ekk1DANdfUDe+I6jLzLgd497dgSgKiOxAJH/ECLMoHhqGG6ySJlVlLJsdiO1jQ3l2IBIREdGI5ZUOqkMcYSbyVMhlsH+mDAD4ybk1+ePsQKROvKOjLrMVpwNxzS0g1potXFyzO6tYQCS/Ootp1WIOmUz6TkhqUZQhKu0X7exAJCIiolFTH2AeZAciUU9iD+Kr51blj+VSeL9Gg+EdHXWZLosRZreAeH7FLh4Wchm5I5GoX4Vcpi1EI43jy0DnDkSOMHMHIhEREUVJnYY4MMsCIlEvooD4k/N2B2IuY8AwWECkdryjoy6iQHhpwy0gqgEqPJBQEOp4bxoDVAB3VBvgCDPQ0YHIAiIRERGNmLgWuWpqDKU8H+4S9XKoowOR48vkhXd01EWOMCsdiG6ACseXKRi1uDZRSmcBsaIWEDnC3LZ4mSPMRERENGp7J+x7l3cwHZtoWyKJ+fULogOR1+7UjXe41EV2IK6pHYh2AXGBCcwUkDreOzGWzkNP+w5EPuVmByIRERFF6fZDs/hP/+I2XL+3GvVLIYo1McIsQi/ZgUheeEdHXWadAuJqrYlaswUAOHvFHmGeYwciBaR2IKZ3hNn9uiocYYZhGHL5MjsQiYiIaNQMw8Bth2YxzR3uRNuamyihlHev19mBSF74rqAuE6U8ss5N/+X1BgDg7BVnhHmKHYgUTFsHogYjzGWGqABwn17m2YFIRERERBRLmYzRFjSUZwcieeAdHXXJZAxMl+0Cz9K6nb4sOhAX2IFIAanFtbSnMOezBoo5FhABN/2QHYhERERERPF1aLdbQOQIM3nhHR15EnsQZQeiswORI8wUlLofML0jzPbXWGaAiiQLiOxAJCIiIiKKLbEHEQDyHGEmD3xXkCdRQFxar2Gr0cKSk8jMEBUKSt0PmNYQFVEYVfc96m4sb3diMlSGiIiIiCi+Du2qyP8vVpoRqXiXS55mx4sAgEvrdZxbsbsPS/kMpsrp7Byj4WsbYU7pDsSb9k3hv7/9GtxyzXTULyU2/uVHrsOzb11h+iERERERUYwdbBthZq8ZdWMBkTyJDsRL63U3QGVyDIbBJxEUTEWDEeZsxsDnf/5o1C8jVv7Ru/bhH71rX9Qvg4iIiIiItnFoF0NUaHssK5OnaTnCXJcBKvPcf0gDqGoQokJERERERJREU+WCDFPNcYSZPLCASJ5mZYhKHWcYoEIhUAuIae1AJCIiIiIiSioRpMIRZvLCdwV5mlE6EBedEWYGqNAgKkUlRCWlOxCJiIiIiIiS6qATpML6mp9KAAAOJUlEQVQRZvLCAiJ5mm3bgeiMME+xA5GCEx2I+ayBUp6HHiIiIiIiojg55ASpZDO8X6NufFeQp5mKW0AUI8zcgUiDODA7jvnJEm4/vIthPERERERERDHzM9ftRiGXwa3XTEf9UiiGmMJMnsQI8+WNOlqmBcBOYSYKaqyQxRO/8bNcyEtERERERBRDR6+axPMPfQSFHHvNqBsLiORpumwXEC0LuLLZAMAdiDS4PJfxEhERERERxRaLh9QL3xnkKZ/NYEJJzR3LZzExxnozEREREREREZFuWECknmYrRfn/56dK3FtHRERERERERKQhFhCpJ7EHEWCAChERERERERGRrlhApJ7aC4jcf0hEREREREREpCMWEKmnmbJbQFxgByIRERERERERkZZYQKSeZipuAXGOHYhERERERERERFpiAZF6mlVHmKfYgUhEREREREREpCMWEKkndQfiAjsQiYiIiIiIiIi0xAIi9aQWEOe4A5GIiIiIiIiISEssIFJPuypFAMB4IYuJUi7iV0NERERERERERFFgVYh6OjI/gY+9cwFHr5qAYRhRvxwiIiIiIiIiIooAC4jUUzZj4Hf/6buifhlERERERERERBShSEeYv/KVr+DgwYMolUq45ZZb8N3vfjfKl0NEREREREREREQdIisgfvOb38QDDzyAz372s/jhD3+I97///bjnnntw6tSpqF4SERERERERERERdYisgPjFL34Rv/Irv4Jf/dVfxZEjR/ClL30J+/fvx1e/+tWoXhIRERERERERERF1iGQHYr1exzPPPIPf/M3fbPvxu+++G08++WTXr6/VaqjVavK/V1ZWAACNRgONRmO4LzYi4utK69dHlBT8LBLFBz+PRPHBzyNRfPDzSBQPSfws+nmtkRQQL168iFarhb1797b9+N69e7G4uNj16x9++GF87nOf6/rxRx99FOVyeWivMw6OHTsW9UsgIvCzSBQn/DwSxQc/j0Txwc8jUTwk6bO4sbHR96+NNIXZMIy2/7Ysq+vHAOAzn/kMHnzwQfnfKysr2L9/P+6++25MTEwM/XVGodFo4NixY7jrrruQz+ejfjlE2uJnkSg++Hkkig9+Honig59HonhI4mdRTPj2I5IC4q5du5DNZru6Dc+fP9/VlQgAxWIRxWKx68fz+XxivilB6fA1EiUBP4tE8cHPI1F88PNIFB/8PBLFQ5I+i35eZyQhKoVCAbfccktXW+exY8dwxx13RPGSiIiIiIiIiIiIyENkI8wPPvggPv7xj+Pd7343br/9dnzta1/DqVOn8Ou//utRvSQiIiIiIiIiIiLqEFkB8Rd/8RextLSEz3/+8zh79iyOHj2KRx55BNdcc01UL4mIiIiIiIiIiIg6RBqi8slPfhKf/OQno3wJREREREREREREtI1IdiASERERERERERFRMrCASERERERERERERD2xgEhEREREREREREQ9sYBIREREREREREREPbGASERERERERERERD2xgEhEREREREREREQ9sYBIREREREREREREPbGASERERERERERERD2xgEhEREREREREREQ9sYBIREREREREREREPbGASERERERERERERD2xgEhEREREREREREQ9sYBIREREREREREREPbGASERERERERERERD2xgEhEREREREREREQ9sYBIREREREREREREPbGASERERERERERERD3lon4BQViWBQBYWVmJ+JUMT6PRwMbGBlZWVpDP56N+OUTa4meRKD74eSSKD34eieKDn0eieEjiZ1HU1USdbTuJLCCurq4CAPbv3x/xKyEiIiIiIiIiIkqu1dVVTE5ObvtrDKufMmPMmKaJM2fOoFqtwjCMqF/OUKysrGD//v148803MTExEfXLIdIWP4tE8cHPI1F88PNIFB/8PBLFQxI/i5ZlYXV1FQsLC8hktt9ymMgOxEwmg3379kX9MkZiYmIiMW88ojTjZ5EoPvh5JIoPfh6J4oOfR6J4SNpncafOQ4EhKkRERERERERERNQTC4hERERERERERETUU/ahhx56KOoXQd6y2SzuvPNO5HKJnDQnSg1+Fonig59Hovjg55EoPvh5JIqHNH8WExmiQkRERERERERERKPBEWYiIiIiIiIiIiLqiQVEIiIiIiIiIiIi6okFRCIiIiIiIiIiIuqJBUQiIiIiIiIiIiLqiQVEIiIiIiIiIiIi6okFxBj6yle+goMHD6JUKuGWW27Bd7/73ahfElHqPfzww7j11ltRrVaxZ88e3HfffXjllVfafo1lWXjooYewsLCAsbEx3HnnnXjhhRciesVEenj44YdhGAYeeOAB+WP8LBKNzunTp/HLv/zLmJ2dRblcxs0334xnnnlG/jw/j0Sj0Ww28Vu/9Vs4ePAgxsbGcOjQIXz+85+HaZry1/DzSDQcTzzxBD760Y9iYWEBhmHgz/7sz9p+vp/PXq1Ww6c//Wns2rUL4+Pj+NjHPoa33nprlF/GwFhAjJlvfvObeOCBB/DZz34WP/zhD/H+978f99xzD06dOhX1SyNKtccffxz3338/nnrqKRw7dgzNZhN333031tfX5a/5whe+gC9+8Yv48pe/jKeffvr/b+9uQqJc3ziO/2zGmXFReSR0tFAUQitTTClIyUXpIl0FQa8KrQStMSMUIzIizaJNGZotJCgxiARbJEnJgLRIDMtSclFUWIMEZtrbxMx9dnMYbPjLOX9nzL4feBbPdV+L61n8eJjLkZHT6VRRUZFmZmYiODmwdA0ODqq9vV1ZWVlBdbIIhMfU1JTy8/MVHR2te/fuaXR0VBcvXlRsbGyghzwC4dHc3Ky2tja1tLRobGxM58+f14ULF3T58uVAD3kEFsaXL1+UnZ2tlpaWX57PJ3vV1dXq7u5WV1eXBgYGNDs7q9LSUvl8vnA9xn9nsKhs3rzZVFRUBNUyMjJMXV1dhCYC/kyTk5NGknG73cYYY/x+v3E6nebcuXOBnu/fv5uVK1eatra2SI0JLFkzMzNm7dq1pq+vzxQWFhqXy2WMIYtAONXW1pqCgoKQ5+QRCJ+SkhJz6NChoNquXbvMgQMHjDHkEQgXSaa7uztwP5/sffr0yURHR5uurq5Az8TEhFm2bJnp7e0N3/D/Ed9AXES8Xq+GhoZUXFwcVC8uLtajR48iNBXwZ5qenpYkxcXFSZJev34tj8cTlE+73a7CwkLyCSyAyspKlZSUaMeOHUF1sgiET09Pj/Ly8rR7927Fx8crJydH165dC5yTRyB8CgoK9ODBA42Pj0uSnj59qoGBAe3cuVMSeQQiZT7ZGxoa0s+fP4N6kpKSlJmZ+Vvl0xrpAfCPjx8/yufzKSEhIaiekJAgj8cToamAP48xRjU1NSooKFBmZqYkBTL4q3y+efMm7DMCS1lXV5eePHmiwcHBOWdkEQifV69eqbW1VTU1Naqvr9fjx4915MgR2e12lZWVkUcgjGprazU9Pa2MjAxZLBb5fD6dPXtWe/fulcT7EYiU+WTP4/HIZrPpr7/+mtPzO+16WCAuQlFRUUH3xpg5NQALp6qqSs+ePdPAwMCcM/IJLKx3797J5XLp/v37cjgcIfvIIrDw/H6/8vLy1NjYKEnKycnRixcv1NraqrKyskAfeQQW3q1bt3Tjxg11dnZqw4YNGh4eVnV1tZKSklReXh7oI49AZPyb7P1u+eRfmBeRVatWyWKxzNlAT05OztlmA1gYhw8fVk9Pj/r7+7VmzZpA3el0ShL5BBbY0NCQJicnlZubK6vVKqvVKrfbrUuXLslqtQbyRhaBhZeYmKj169cH1datWxf4cT/ejUD4HD9+XHV1ddqzZ482btyogwcP6ujRo2pqapJEHoFImU/2nE6nvF6vpqamQvb8DlggLiI2m025ubnq6+sLqvf19Wnr1q0Rmgr4MxhjVFVVpTt37ujhw4dKTU0NOk9NTZXT6QzKp9frldvtJp/A/9H27ds1MjKi4eHhwJWXl6f9+/dreHhYaWlpZBEIk/z8fL18+TKoNj4+rpSUFEm8G4Fw+vr1q5YtC/74brFY5Pf7JZFHIFLmk73c3FxFR0cH9Xz48EHPnz//rfJpaWhoaIj0EPjHihUrdPLkSa1evVoOh0ONjY3q7+9XR0eHYmNjIz0esGRVVlbq5s2bun37tpKSkjQ7O6vZ2VlZLBZFR0crKipKPp9PTU1NSk9Pl8/n07FjxzQxMaH29nbZ7fZIPwKwJNjtdsXHxwddnZ2dSktLU1lZGVkEwig5OVmnT5+W1WpVYmKient71dDQoDNnzigrK4s8AmE0Njam69evKz09XTabTf39/aqvr9e+fftUVFREHoEFNDs7q9HRUXk8Hl29elVbtmxRTEyMvF6vYmNj/2f2HA6H3r9/r5aWFmVnZ2t6eloVFRVavny5mpub5/xxYNGK2O8/I6QrV66YlJQUY7PZzKZNm4zb7Y70SMCSJ+mXV0dHR6DH7/ebU6dOGafTaex2u9m2bZsZGRmJ3NDAH6KwsNC4XK7APVkEwufu3bsmMzPT2O12k5GRYdrb24POySMQHp8/fzYul8skJycbh8Nh0tLSzIkTJ8yPHz8CPeQRWBj9/f2//KxYXl5ujJlf9r59+2aqqqpMXFyciYmJMaWlpebt27cReJp/L8oYYyK0uwQAAAAAAACwyP0m35MEAAAAAAAAEAksEAEAAAAAAACExAIRAAAAAAAAQEgsEAEAAAAAAACExAIRAAAAAAAAQEgsEAEAAAAAAACExAIRAAAAAAAAQEgsEAEAAAAAAACExAIRAAAAAAAAQEgsEAEAAAAAAACExAIRAAAAAAAAQEh/A6eBIKddye4GAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1600x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np_signal = np.array(signal, dtype=\"double\")\n",
"np_kernel = np.array(kernel, dtype=\"double\")\n",
"smoothed_np = np.convolve(np_signal, np_kernel, mode=\"same\")\n",
"\n",
"plt.plot(signal)\n",
"plt.plot(smoothed_np)\n",
"plt.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## NumPy by hands"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def smooth_np(signal, kernel):\n",
" smoothed = np.ndarray((len(signal),), dtype=\"double\")\n",
" half_width = (len(kernel) - 1) // 2\n",
"\n",
" for i in range(len(signal)):\n",
" left = max(0, i - half_width)\n",
" right = min(i + half_width, len(signal) - 1)\n",
"\n",
" smoothed[i] = np.dot(signal[left:right+1], kernel[half_width - (i-left):half_width - (i-right) + 1])\n",
"\n",
" return smoothed"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Make bigger signal: 5000 points"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"signal_long = [random.randint(0, 100) for _ in range(5000)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Benchmark pure python implementation"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"15.1 ms ± 164 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%timeit smooth(signal_long, kernel)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Benchmark NumPy"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"np_signal_long = np.array(signal_long, dtype=\"double\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"84.5 µs ± 371 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n"
]
}
],
"source": [
"%timeit np.convolve(np_signal_long, np_kernel, mode=\"same\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Benchmark NumPy by hands"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"11.1 ms ± 148 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
]
}
],
"source": [
"%timeit smooth_np(np_signal_long, np_kernel)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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